diff --git a/GAMS/IntExtOpt.gms b/GAMS/IntExtOpt.gms
index 56649c67a346073052de1d2f62ab1d3b7960ba2f..22e60adf8c2cf2aaa629acc23c26103d951e357b 100644
--- a/GAMS/IntExtOpt.gms
+++ b/GAMS/IntExtOpt.gms
@@ -45,10 +45,8 @@
PARAMETER subsidyRate(crop) rates of subsidy compared to costs;
PARAMETER previousLandCoverArea(land_cover, location) land cover area in Mha;
- PARAMETER carbonFluxRateLUC(land_cover_before, land_cover_after, location) carbon flux from land use change - MtC-eq per Mha;
- PARAMETER carbonFluxRateNEE(land_cover, location) current net ecosystem exchange carbon flux;
- PARAMETER carbonFluxRateHorizonNew(land_cover, location) annualied carbon flux over given carbon horizon for new land cover;
- PARAMETER carbonFluxRateHorizonEstablished(land_cover, location) annualied carbon flux over given carbon horizon for established land cover;
+ PARAMETER carbonFluxRate(land_cover_before, land_cover_after, location) carbon flux from land use change - MtC-eq per Mha;
+ PARAMETER carbonCreditRate(land_cover_before, land_cover_after, location) carbon flux from land use change - MtC-eq per Mha;
PARAMETER woodYieldRota(location) wood yield from forest rotation - MtC per Mha;
PARAMETER woodYieldLUC(land_cover_before, land_cover_after, location) wood yield from land cover change;
PARAMETER forestRotationPeriod(location) timber forest rotation period - years;
@@ -84,7 +82,7 @@ $load previousCropArea, previousFertIntensity, previousIrrigIntensity, previousO
$load yieldNone, yieldFertOnly, yieldIrrigOnly, yieldBoth, yieldShock
$load fertParam, irrigParam, otherIParam, exportPrices, importPrices, maxNetImport, minNetImport, unhandledCropRate, setAsideRate, maxLandExpansionRate, subsidyRate
$load meatEfficency, otherICost, irrigCost, irrigMaxRate, irrigConstraint, fertiliserUnitCost, domesticPriceMarkup, minDemandPerCereal, minDemandPerOilcrop, seedAndWasteRate
-$load previousLandCoverArea, carbonFluxRateLUC, carbonFluxRateNEE, carbonFluxRateHorizonNew, carbonFluxRateHorizonEstablished, woodYieldRota, woodYieldLUC, forestRotationPeriod, conversionCost
+$load previousLandCoverArea, carbonFluxRate, carbonCreditRate, woodYieldRota, woodYieldLUC, forestRotationPeriod, conversionCost
$load woodDemand, woodExportPrice, woodImportPrice, woodMaxNetImport, woodMinNetImport, forestEstablishmentCost, vegClearingCostRate
$load carbonPrice, carbonDemand, carbonMaxNetImport, carbonMinNetImport, carbonHorizon
$gdxin
@@ -152,6 +150,7 @@ $gdxin
forestManagementCost
vegClearningCost
carbonFlux(location) total carbon flux - Mt C
+ carbonCredits(location)
carbonImported
carbonExported
* A "artificial variable for debugging https://www.gams.com/blog/2017/07/misbehaving-model-infeasible/"
@@ -204,6 +203,7 @@ $gdxin
VEG_CLEARING_COST_CALC
CARBON_FLUX_CALC(location) calc carbon flux
+ CARBON_CREDIT_CALC(location)
CARBON_DEMAND_CONSTRAINT
CARBON_MIN_TRADE_CONSTRAINT
CARBON_MAX_TRADE_CONSTRAINT
@@ -295,12 +295,11 @@ $gdxin
*********** Carbon fluxes ***********************************
- CARBON_FLUX_CALC(location) .. carbonFlux(location) =E= sum((land_cover_before)$[not sameAs(land_cover_before, 'carbonForest')], landCoverChange(land_cover_before, 'carbonForest', location)) * carbonFluxRateHorizonNew('carbonForest', location) +
- landCoverArea('carbonForest', location) * carbonFluxRateHorizonEstablished('carbonForest', location) +
- sum(land_cover_before, landCoverChange(land_cover_before, 'carbonForest', location) * carbonFluxRateLUC(land_cover_before, 'carbonForest', location)) +
- sum(land_cover_after, landCoverChange('carbonForest', land_cover_after, location) * carbonFluxRateLUC('carbonForest', land_cover_after, location));
+ CARBON_FLUX_CALC(location) .. carbonFlux(location) =E= sum((land_cover_before, land_cover_after), landCoverChange(land_cover_before, land_cover_after, location) * carbonFluxRate(land_cover_before, land_cover_after, location));
- CARBON_DEMAND_CONSTRAINT .. -sum(location, carbonFlux(location)) =G= carbonDemand + carbonExported - carbonImported;
+ CARBON_CREDIT_CALC(location) .. carbonCredits(location) =E= sum((land_cover_before, land_cover_after), landCoverChange(land_cover_before, land_cover_after, location) * carbonCreditRate(land_cover_before, land_cover_after, location));
+
+ CARBON_DEMAND_CONSTRAINT .. -sum(location, carbonCredits(location)) =G= carbonDemand + carbonExported - carbonImported;
CARBON_MIN_TRADE_CONSTRAINT .. carbonImported - carbonExported =L= carbonMaxNetImport;
@@ -350,6 +349,7 @@ $gdxin
parameter feedCostRate(feed_crop);
parameter productionShock(all_types);
scalar netCarbonFlux;
+ scalar netCarbonCredits;
scalar netCarbonImport;
scalar netWoodImport;
scalar totalWoodHarvest;
@@ -372,9 +372,8 @@ $gdxin
netImportAmount(import_crop) = importAmount.l(import_crop) - exportAmount.l(import_crop);
netImportCost(import_crop) = importAmount.l(import_crop) * importPrices(import_crop) - exportAmount.l(import_crop) * exportPrices(import_crop);
-
-
netCarbonFlux = SUM(location, carbonFlux.L(location));
+ netCarbonCredits = SUM(location, carbonCredits.L(location));
netCarbonImport = carbonImported.L - carbonExported.L;
* including wood from LUC as export
netWoodImport = woodImported.L - woodExported.L;
diff --git a/data/carbon_options.csv b/data/carbon_options.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b000b5b784c8cc5dcd1460349a260912ee1d2309
--- /dev/null
+++ b/data/carbon_options.csv
@@ -0,0 +1,26 @@
+From,To,Enabled
+carbonForest,carbonForest,true
+carbonForest,cropland,true
+carbonForest,natural,true
+carbonForest,pasture,true
+carbonForest,timberForest,true
+cropland,carbonForest,true
+cropland,cropland,false
+cropland,natural,false
+cropland,pasture,false
+cropland,timberForest,false
+natural,carbonForest,true
+natural,cropland,false
+natural,natural,false
+natural,pasture,false
+natural,timberForest,false
+pasture,carbonForest,true
+pasture,cropland,false
+pasture,natural,false
+pasture,pasture,false
+pasture,timberForest,false
+timberForest,carbonForest,true
+timberForest,cropland,false
+timberForest,natural,false
+timberForest,pasture,false
+timberForest,timberForest,false
diff --git a/data/subsidyrates.csv b/data/subsidyrates.csv
index ab781db9ff062efd0dcb8ea5e85dda8f74a5810f..c22334d0b4ee1b4b32d9dee02466802ff0a46560 100644
--- a/data/subsidyrates.csv
+++ b/data/subsidyrates.csv
@@ -1,1074 +1,1567 @@
country,crop,rate
-Afghanistan,Monogastrics,0.215689659476983
-Afghanistan,Oilcrops,0.215689659476983
-Afghanistan,Pulses,0.215689659476983
-Afghanistan,Ruminants,0.215689659476983
-Afghanistan,Starchy Roots,0.215689659476983
-Afghanistan,WheatBarleyOats,0.215689659476983
-Albania,Monogastrics,0.215689659476983
-Albania,Oilcrops,0.215689659476983
-Albania,Pulses,0.215689659476983
-Albania,Ruminants,0.215689659476983
-Albania,Starchy Roots,0.215689659476983
-Albania,WheatBarleyOats,0.215689659476983
-Algeria,Monogastrics,0.215689659476983
-Algeria,Oilcrops,0.215689659476983
-Algeria,Pulses,0.215689659476983
-Algeria,Ruminants,0.215689659476983
-Algeria,Starchy Roots,0.215689659476983
-Algeria,WheatBarleyOats,0.215689659476983
-Angola,Monogastrics,0.215689659476983
-Angola,Oilcrops,0.215689659476983
-Angola,Pulses,0.215689659476983
-Angola,Ruminants,0.215689659476983
-Angola,Starchy Roots,0.215689659476983
-Angola,WheatBarleyOats,0.215689659476983
-Antigua and Barbuda,Monogastrics,0.215689659476983
-Antigua and Barbuda,Oilcrops,0.215689659476983
-Antigua and Barbuda,Pulses,0.215689659476983
-Antigua and Barbuda,Ruminants,0.215689659476983
-Antigua and Barbuda,Starchy Roots,0.215689659476983
-Antigua and Barbuda,WheatBarleyOats,0.215689659476983
-Argentina,Monogastrics,0.215689659476983
-Argentina,Oilcrops,0.215689659476983
-Argentina,Pulses,0.215689659476983
-Argentina,Ruminants,0.215689659476983
-Argentina,Starchy Roots,0.215689659476983
-Argentina,WheatBarleyOats,0.215689659476983
-Armenia,Monogastrics,0.215689659476983
-Armenia,Oilcrops,0.215689659476983
-Armenia,Pulses,0.215689659476983
-Armenia,Ruminants,0.215689659476983
-Armenia,Starchy Roots,0.215689659476983
-Armenia,WheatBarleyOats,0.215689659476983
-Australia,Monogastrics,0.0224797645881815
-Australia,Oilcrops,0.0224797645881815
-Australia,Pulses,0.0224797645881815
-Australia,Ruminants,0.0224797645881815
-Australia,Starchy Roots,0.0224797645881815
-Australia,WheatBarleyOats,0.0224797645881815
-Austria,Monogastrics,0.08852891322094
-Austria,Oilcrops,0.08852891322094
-Austria,Pulses,0.08852891322094
-Austria,Ruminants,0.08852891322094
-Austria,Starchy Roots,0.08852891322094
-Austria,WheatBarleyOats,0.08852891322094
-Azerbaijan,Monogastrics,0.215689659476983
-Azerbaijan,Oilcrops,0.215689659476983
-Azerbaijan,Pulses,0.215689659476983
-Azerbaijan,Ruminants,0.215689659476983
-Azerbaijan,Starchy Roots,0.215689659476983
-Azerbaijan,WheatBarleyOats,0.215689659476983
-Bahamas,Monogastrics,0.215689659476983
-Bahamas,Oilcrops,0.215689659476983
-Bahamas,Pulses,0.215689659476983
-Bahamas,Ruminants,0.215689659476983
-Bahamas,Starchy Roots,0.215689659476983
-Bahamas,WheatBarleyOats,0.215689659476983
-Bangladesh,Monogastrics,0.215689659476983
-Bangladesh,Oilcrops,0.215689659476983
-Bangladesh,Pulses,0.215689659476983
-Bangladesh,Ruminants,0.215689659476983
-Bangladesh,Starchy Roots,0.215689659476983
-Bangladesh,WheatBarleyOats,0.215689659476983
-Barbados,Monogastrics,0.215689659476983
-Barbados,Oilcrops,0.215689659476983
-Barbados,Pulses,0.215689659476983
-Barbados,Ruminants,0.215689659476983
-Barbados,Starchy Roots,0.215689659476983
-Barbados,WheatBarleyOats,0.215689659476983
-Belarus,Monogastrics,0.215689659476983
-Belarus,Oilcrops,0.215689659476983
-Belarus,Pulses,0.215689659476983
-Belarus,Ruminants,0.215689659476983
-Belarus,Starchy Roots,0.215689659476983
-Belarus,WheatBarleyOats,0.215689659476983
-Belgium,Monogastrics,0.08852891322094
-Belgium,Oilcrops,0.08852891322094
-Belgium,Pulses,0.08852891322094
-Belgium,Ruminants,0.08852891322094
-Belgium,Starchy Roots,0.08852891322094
-Belgium,WheatBarleyOats,0.08852891322094
-Belize,Monogastrics,0.215689659476983
-Belize,Oilcrops,0.215689659476983
-Belize,Pulses,0.215689659476983
-Belize,Ruminants,0.215689659476983
-Belize,Starchy Roots,0.215689659476983
-Belize,WheatBarleyOats,0.215689659476983
-Benin,Monogastrics,0.215689659476983
-Benin,Oilcrops,0.215689659476983
-Benin,Pulses,0.215689659476983
-Benin,Ruminants,0.215689659476983
-Benin,Starchy Roots,0.215689659476983
-Benin,WheatBarleyOats,0.215689659476983
-Bermuda,Monogastrics,0.215689659476983
-Bermuda,Oilcrops,0.215689659476983
-Bermuda,Pulses,0.215689659476983
-Bermuda,Ruminants,0.215689659476983
-Bermuda,Starchy Roots,0.215689659476983
-Bermuda,WheatBarleyOats,0.215689659476983
-Bolivia (Plurinational State of),Monogastrics,0.215689659476983
-Bolivia (Plurinational State of),Oilcrops,0.215689659476983
-Bolivia (Plurinational State of),Pulses,0.215689659476983
-Bolivia (Plurinational State of),Ruminants,0.215689659476983
-Bolivia (Plurinational State of),Starchy Roots,0.215689659476983
-Bolivia (Plurinational State of),WheatBarleyOats,0.215689659476983
-Bosnia and Herzegovina,Monogastrics,0.215689659476983
-Bosnia and Herzegovina,Oilcrops,0.215689659476983
-Bosnia and Herzegovina,Pulses,0.215689659476983
-Bosnia and Herzegovina,Ruminants,0.215689659476983
-Bosnia and Herzegovina,Starchy Roots,0.215689659476983
-Bosnia and Herzegovina,WheatBarleyOats,0.215689659476983
-Botswana,Monogastrics,0.215689659476983
-Botswana,Oilcrops,0.215689659476983
-Botswana,Pulses,0.215689659476983
-Botswana,Ruminants,0.215689659476983
-Botswana,Starchy Roots,0.215689659476983
-Botswana,WheatBarleyOats,0.215689659476983
-Brazil,Monogastrics,0.0991357318597574
-Brazil,Oilcrops,0.0991357318597574
-Brazil,Pulses,0.0991357318597574
-Brazil,Ruminants,0.0991357318597574
-Brazil,Starchy Roots,0.0991357318597574
-Brazil,WheatBarleyOats,0.0991357318597574
-Brunei Darussalam,Monogastrics,0.215689659476983
-Brunei Darussalam,Oilcrops,0.215689659476983
-Brunei Darussalam,Pulses,0.215689659476983
-Brunei Darussalam,Ruminants,0.215689659476983
-Brunei Darussalam,Starchy Roots,0.215689659476983
-Brunei Darussalam,WheatBarleyOats,0.215689659476983
-Bulgaria,Monogastrics,0.08852891322094
-Bulgaria,Oilcrops,0.08852891322094
-Bulgaria,Pulses,0.08852891322094
-Bulgaria,Ruminants,0.08852891322094
-Bulgaria,Starchy Roots,0.08852891322094
-Bulgaria,WheatBarleyOats,0.08852891322094
-Burkina Faso,Monogastrics,0.215689659476983
-Burkina Faso,Oilcrops,0.215689659476983
-Burkina Faso,Pulses,0.215689659476983
-Burkina Faso,Ruminants,0.215689659476983
-Burkina Faso,Starchy Roots,0.215689659476983
-Burkina Faso,WheatBarleyOats,0.215689659476983
-Cabo Verde,Monogastrics,0.215689659476983
-Cabo Verde,Oilcrops,0.215689659476983
-Cabo Verde,Pulses,0.215689659476983
-Cabo Verde,Ruminants,0.215689659476983
-Cabo Verde,Starchy Roots,0.215689659476983
-Cabo Verde,WheatBarleyOats,0.215689659476983
-Cambodia,Monogastrics,0.215689659476983
-Cambodia,Oilcrops,0.215689659476983
-Cambodia,Pulses,0.215689659476983
-Cambodia,Ruminants,0.215689659476983
-Cambodia,Starchy Roots,0.215689659476983
-Cambodia,WheatBarleyOats,0.215689659476983
-Cameroon,Monogastrics,0.215689659476983
-Cameroon,Oilcrops,0.215689659476983
-Cameroon,Pulses,0.215689659476983
-Cameroon,Ruminants,0.215689659476983
-Cameroon,Starchy Roots,0.215689659476983
-Cameroon,WheatBarleyOats,0.215689659476983
-Canada,Monogastrics,0.236078878594752
-Canada,Oilcrops,0.236078878594752
-Canada,Pulses,0.236078878594752
-Canada,Ruminants,0.236078878594752
-Canada,Starchy Roots,0.236078878594752
-Canada,WheatBarleyOats,0.236078878594752
-Central African Republic,Monogastrics,0.215689659476983
-Central African Republic,Oilcrops,0.215689659476983
-Central African Republic,Pulses,0.215689659476983
-Central African Republic,Ruminants,0.215689659476983
-Central African Republic,Starchy Roots,0.215689659476983
-Central African Republic,WheatBarleyOats,0.215689659476983
-Chad,Monogastrics,0.215689659476983
-Chad,Oilcrops,0.215689659476983
-Chad,Pulses,0.215689659476983
-Chad,Ruminants,0.215689659476983
-Chad,Starchy Roots,0.215689659476983
-Chad,WheatBarleyOats,0.215689659476983
-Chile,Monogastrics,0.215689659476983
-Chile,Oilcrops,0.215689659476983
-Chile,Pulses,0.215689659476983
-Chile,Ruminants,0.215689659476983
-Chile,Starchy Roots,0.215689659476983
-Chile,WheatBarleyOats,0.215689659476983
-China,Monogastrics,0.47579334913104
-China,Oilcrops,0.47579334913104
-China,Pulses,0.47579334913104
-China,Ruminants,0.47579334913104
-China,Starchy Roots,0.47579334913104
-China,WheatBarleyOats,0.47579334913104
-Colombia,Monogastrics,0.596026015377356
-Colombia,Oilcrops,0.596026015377356
-Colombia,Pulses,0.596026015377356
-Colombia,Ruminants,0.596026015377356
-Colombia,Starchy Roots,0.596026015377356
-Colombia,WheatBarleyOats,0.596026015377356
-Congo,Monogastrics,0.215689659476983
-Congo,Oilcrops,0.215689659476983
-Congo,Pulses,0.215689659476983
-Congo,Ruminants,0.215689659476983
-Congo,Starchy Roots,0.215689659476983
-Congo,WheatBarleyOats,0.215689659476983
-Costa Rica,Monogastrics,0.215689659476983
-Costa Rica,Oilcrops,0.215689659476983
-Costa Rica,Pulses,0.215689659476983
-Costa Rica,Ruminants,0.215689659476983
-Costa Rica,Starchy Roots,0.215689659476983
-Costa Rica,WheatBarleyOats,0.215689659476983
-Cote d'Ivoire,Monogastrics,0.215689659476983
-Cote d'Ivoire,Oilcrops,0.215689659476983
-Cote d'Ivoire,Pulses,0.215689659476983
-Cote d'Ivoire,Ruminants,0.215689659476983
-Cote d'Ivoire,Starchy Roots,0.215689659476983
-Cote d'Ivoire,WheatBarleyOats,0.215689659476983
-Croatia,Monogastrics,0.08852891322094
-Croatia,Oilcrops,0.08852891322094
-Croatia,Pulses,0.08852891322094
-Croatia,Ruminants,0.08852891322094
-Croatia,Starchy Roots,0.08852891322094
-Croatia,WheatBarleyOats,0.08852891322094
-Cuba,Monogastrics,0.215689659476983
-Cuba,Oilcrops,0.215689659476983
-Cuba,Pulses,0.215689659476983
-Cuba,Ruminants,0.215689659476983
-Cuba,Starchy Roots,0.215689659476983
-Cuba,WheatBarleyOats,0.215689659476983
-Cyprus,Monogastrics,0.08852891322094
-Cyprus,Oilcrops,0.08852891322094
-Cyprus,Pulses,0.08852891322094
-Cyprus,Ruminants,0.08852891322094
-Cyprus,Starchy Roots,0.08852891322094
-Cyprus,WheatBarleyOats,0.08852891322094
-Democratic People's Republic of Korea,Monogastrics,0.215689659476983
-Democratic People's Republic of Korea,Oilcrops,0.215689659476983
-Democratic People's Republic of Korea,Pulses,0.215689659476983
-Democratic People's Republic of Korea,Ruminants,0.215689659476983
-Democratic People's Republic of Korea,Starchy Roots,0.215689659476983
-Democratic People's Republic of Korea,WheatBarleyOats,0.215689659476983
-Democratic Republic of the Congo,Monogastrics,0.215689659476983
-Democratic Republic of the Congo,Oilcrops,0.215689659476983
-Democratic Republic of the Congo,Pulses,0.215689659476983
-Democratic Republic of the Congo,Ruminants,0.215689659476983
-Democratic Republic of the Congo,Starchy Roots,0.215689659476983
-Democratic Republic of the Congo,WheatBarleyOats,0.215689659476983
-Denmark,Monogastrics,0.08852891322094
-Denmark,Oilcrops,0.08852891322094
-Denmark,Pulses,0.08852891322094
-Denmark,Ruminants,0.08852891322094
-Denmark,Starchy Roots,0.08852891322094
-Denmark,WheatBarleyOats,0.08852891322094
-Djibouti,Monogastrics,0.215689659476983
-Djibouti,Oilcrops,0.215689659476983
-Djibouti,Pulses,0.215689659476983
-Djibouti,Ruminants,0.215689659476983
-Djibouti,Starchy Roots,0.215689659476983
-Djibouti,WheatBarleyOats,0.215689659476983
-Dominica,Monogastrics,0.215689659476983
-Dominica,Oilcrops,0.215689659476983
-Dominica,Pulses,0.215689659476983
-Dominica,Ruminants,0.215689659476983
-Dominica,Starchy Roots,0.215689659476983
-Dominica,WheatBarleyOats,0.215689659476983
-Dominican Republic,Monogastrics,0.215689659476983
-Dominican Republic,Oilcrops,0.215689659476983
-Dominican Republic,Pulses,0.215689659476983
-Dominican Republic,Ruminants,0.215689659476983
-Dominican Republic,Starchy Roots,0.215689659476983
-Dominican Republic,WheatBarleyOats,0.215689659476983
-Ecuador,Monogastrics,0.215689659476983
-Ecuador,Oilcrops,0.215689659476983
-Ecuador,Pulses,0.215689659476983
-Ecuador,Ruminants,0.215689659476983
-Ecuador,Starchy Roots,0.215689659476983
-Ecuador,WheatBarleyOats,0.215689659476983
-Egypt,Monogastrics,0.215689659476983
-Egypt,Oilcrops,0.215689659476983
-Egypt,Pulses,0.215689659476983
-Egypt,Ruminants,0.215689659476983
-Egypt,Starchy Roots,0.215689659476983
-Egypt,WheatBarleyOats,0.215689659476983
-El Salvador,Monogastrics,0.215689659476983
-El Salvador,Oilcrops,0.215689659476983
-El Salvador,Pulses,0.215689659476983
-El Salvador,Ruminants,0.215689659476983
-El Salvador,Starchy Roots,0.215689659476983
-El Salvador,WheatBarleyOats,0.215689659476983
-Estonia,Monogastrics,0.08852891322094
-Estonia,Oilcrops,0.08852891322094
-Estonia,Pulses,0.08852891322094
-Estonia,Ruminants,0.08852891322094
-Estonia,Starchy Roots,0.08852891322094
-Estonia,WheatBarleyOats,0.08852891322094
-Ethiopia,Monogastrics,0.215689659476983
-Ethiopia,Oilcrops,0.215689659476983
-Ethiopia,Pulses,0.215689659476983
-Ethiopia,Ruminants,0.215689659476983
-Ethiopia,Starchy Roots,0.215689659476983
-Ethiopia,WheatBarleyOats,0.215689659476983
-Fiji,Monogastrics,0.215689659476983
-Fiji,Oilcrops,0.215689659476983
-Fiji,Pulses,0.215689659476983
-Fiji,Ruminants,0.215689659476983
-Fiji,Starchy Roots,0.215689659476983
-Fiji,WheatBarleyOats,0.215689659476983
-Finland,Monogastrics,0.08852891322094
-Finland,Oilcrops,0.08852891322094
-Finland,Pulses,0.08852891322094
-Finland,Ruminants,0.08852891322094
-Finland,Starchy Roots,0.08852891322094
-Finland,WheatBarleyOats,0.08852891322094
-France,Monogastrics,0.08852891322094
-France,Oilcrops,0.08852891322094
-France,Pulses,0.08852891322094
-France,Ruminants,0.08852891322094
-France,Starchy Roots,0.08852891322094
-France,WheatBarleyOats,0.08852891322094
-French Polynesia,Monogastrics,0.215689659476983
-French Polynesia,Oilcrops,0.215689659476983
-French Polynesia,Pulses,0.215689659476983
-French Polynesia,Ruminants,0.215689659476983
-French Polynesia,Starchy Roots,0.215689659476983
-French Polynesia,WheatBarleyOats,0.215689659476983
-Gabon,Monogastrics,0.215689659476983
-Gabon,Oilcrops,0.215689659476983
-Gabon,Pulses,0.215689659476983
-Gabon,Ruminants,0.215689659476983
-Gabon,Starchy Roots,0.215689659476983
-Gabon,WheatBarleyOats,0.215689659476983
-Gambia,Monogastrics,0.215689659476983
-Gambia,Oilcrops,0.215689659476983
-Gambia,Pulses,0.215689659476983
-Gambia,Ruminants,0.215689659476983
-Gambia,Starchy Roots,0.215689659476983
-Gambia,WheatBarleyOats,0.215689659476983
-Georgia,Monogastrics,0.215689659476983
-Georgia,Oilcrops,0.215689659476983
-Georgia,Pulses,0.215689659476983
-Georgia,Ruminants,0.215689659476983
-Georgia,Starchy Roots,0.215689659476983
-Georgia,WheatBarleyOats,0.215689659476983
-Germany,Monogastrics,0.08852891322094
-Germany,Oilcrops,0.08852891322094
-Germany,Pulses,0.08852891322094
-Germany,Ruminants,0.08852891322094
-Germany,Starchy Roots,0.08852891322094
-Germany,WheatBarleyOats,0.08852891322094
-Ghana,Monogastrics,0.215689659476983
-Ghana,Oilcrops,0.215689659476983
-Ghana,Pulses,0.215689659476983
-Ghana,Ruminants,0.215689659476983
-Ghana,Starchy Roots,0.215689659476983
-Ghana,WheatBarleyOats,0.215689659476983
-Greece,Monogastrics,0.08852891322094
-Greece,Oilcrops,0.08852891322094
-Greece,Pulses,0.08852891322094
-Greece,Ruminants,0.08852891322094
-Greece,Starchy Roots,0.08852891322094
-Greece,WheatBarleyOats,0.08852891322094
-Grenada,Monogastrics,0.215689659476983
-Grenada,Oilcrops,0.215689659476983
-Grenada,Pulses,0.215689659476983
-Grenada,Ruminants,0.215689659476983
-Grenada,Starchy Roots,0.215689659476983
-Grenada,WheatBarleyOats,0.215689659476983
-Guatemala,Monogastrics,0.215689659476983
-Guatemala,Oilcrops,0.215689659476983
-Guatemala,Pulses,0.215689659476983
-Guatemala,Ruminants,0.215689659476983
-Guatemala,Starchy Roots,0.215689659476983
-Guatemala,WheatBarleyOats,0.215689659476983
-Guinea,Monogastrics,0.215689659476983
-Guinea,Oilcrops,0.215689659476983
-Guinea,Pulses,0.215689659476983
-Guinea,Ruminants,0.215689659476983
-Guinea,Starchy Roots,0.215689659476983
-Guinea,WheatBarleyOats,0.215689659476983
-Guinea-Bissau,Monogastrics,0.215689659476983
-Guinea-Bissau,Oilcrops,0.215689659476983
-Guinea-Bissau,Pulses,0.215689659476983
-Guinea-Bissau,Ruminants,0.215689659476983
-Guinea-Bissau,Starchy Roots,0.215689659476983
-Guinea-Bissau,WheatBarleyOats,0.215689659476983
-Guyana,Monogastrics,0.215689659476983
-Guyana,Oilcrops,0.215689659476983
-Guyana,Pulses,0.215689659476983
-Guyana,Ruminants,0.215689659476983
-Guyana,Starchy Roots,0.215689659476983
-Guyana,WheatBarleyOats,0.215689659476983
-Haiti,Monogastrics,0.215689659476983
-Haiti,Oilcrops,0.215689659476983
-Haiti,Pulses,0.215689659476983
-Haiti,Ruminants,0.215689659476983
-Haiti,Starchy Roots,0.215689659476983
-Haiti,WheatBarleyOats,0.215689659476983
-Honduras,Monogastrics,0.215689659476983
-Honduras,Oilcrops,0.215689659476983
-Honduras,Pulses,0.215689659476983
-Honduras,Ruminants,0.215689659476983
-Honduras,Starchy Roots,0.215689659476983
-Honduras,WheatBarleyOats,0.215689659476983
-Hungary,Monogastrics,0.08852891322094
-Hungary,Oilcrops,0.08852891322094
-Hungary,Pulses,0.08852891322094
-Hungary,Ruminants,0.08852891322094
-Hungary,Starchy Roots,0.08852891322094
-Hungary,WheatBarleyOats,0.08852891322094
-Iceland,Monogastrics,0.215689659476983
-Iceland,Oilcrops,0.215689659476983
-Iceland,Pulses,0.215689659476983
-Iceland,Ruminants,0.215689659476983
-Iceland,Starchy Roots,0.215689659476983
-Iceland,WheatBarleyOats,0.215689659476983
-India,Monogastrics,0.0268152885231163
-India,Oilcrops,0.0268152885231163
-India,Pulses,0.0268152885231163
-India,Ruminants,0.0268152885231163
-India,Starchy Roots,0.0268152885231163
-India,WheatBarleyOats,0.0268152885231163
-Indonesia,Monogastrics,0.00497781768087531
-Indonesia,Oilcrops,0.00497781768087531
-Indonesia,Pulses,0.00497781768087531
-Indonesia,Ruminants,0.00497781768087531
-Indonesia,Starchy Roots,0.00497781768087531
-Indonesia,WheatBarleyOats,0.00497781768087531
-Iran (Islamic Republic of),Monogastrics,0.215689659476983
-Iran (Islamic Republic of),Oilcrops,0.215689659476983
-Iran (Islamic Republic of),Pulses,0.215689659476983
-Iran (Islamic Republic of),Ruminants,0.215689659476983
-Iran (Islamic Republic of),Starchy Roots,0.215689659476983
-Iran (Islamic Republic of),WheatBarleyOats,0.215689659476983
-Iraq,Monogastrics,0.215689659476983
-Iraq,Oilcrops,0.215689659476983
-Iraq,Pulses,0.215689659476983
-Iraq,Ruminants,0.215689659476983
-Iraq,Starchy Roots,0.215689659476983
-Iraq,WheatBarleyOats,0.215689659476983
-Ireland,Monogastrics,0.08852891322094
-Ireland,Oilcrops,0.08852891322094
-Ireland,Pulses,0.08852891322094
-Ireland,Ruminants,0.08852891322094
-Ireland,Starchy Roots,0.08852891322094
-Ireland,WheatBarleyOats,0.08852891322094
-Israel,Monogastrics,0.215689659476983
-Israel,Oilcrops,0.215689659476983
-Israel,Pulses,0.215689659476983
-Israel,Ruminants,0.215689659476983
-Israel,Starchy Roots,0.215689659476983
-Israel,WheatBarleyOats,0.215689659476983
-Italy,Monogastrics,0.08852891322094
-Italy,Oilcrops,0.08852891322094
-Italy,Pulses,0.08852891322094
-Italy,Ruminants,0.08852891322094
-Italy,Starchy Roots,0.08852891322094
-Italy,WheatBarleyOats,0.08852891322094
-Jamaica,Monogastrics,0.215689659476983
-Jamaica,Oilcrops,0.215689659476983
-Jamaica,Pulses,0.215689659476983
-Jamaica,Ruminants,0.215689659476983
-Jamaica,Starchy Roots,0.215689659476983
-Jamaica,WheatBarleyOats,0.215689659476983
-Japan,Monogastrics,0.244717652733665
-Japan,Oilcrops,0.244717652733665
-Japan,Pulses,0.244717652733665
-Japan,Ruminants,0.244717652733665
-Japan,Starchy Roots,0.244717652733665
-Japan,WheatBarleyOats,0.244717652733665
-Jordan,Monogastrics,0.215689659476983
-Jordan,Oilcrops,0.215689659476983
-Jordan,Pulses,0.215689659476983
-Jordan,Ruminants,0.215689659476983
-Jordan,Starchy Roots,0.215689659476983
-Jordan,WheatBarleyOats,0.215689659476983
-Kazakhstan,Monogastrics,0.215689659476983
-Kazakhstan,Oilcrops,0.215689659476983
-Kazakhstan,Pulses,0.215689659476983
-Kazakhstan,Ruminants,0.215689659476983
-Kazakhstan,Starchy Roots,0.215689659476983
-Kazakhstan,WheatBarleyOats,0.215689659476983
-Kenya,Monogastrics,0.215689659476983
-Kenya,Oilcrops,0.215689659476983
-Kenya,Pulses,0.215689659476983
-Kenya,Ruminants,0.215689659476983
-Kenya,Starchy Roots,0.215689659476983
-Kenya,WheatBarleyOats,0.215689659476983
-Kiribati,Monogastrics,0.215689659476983
-Kiribati,Oilcrops,0.215689659476983
-Kiribati,Pulses,0.215689659476983
-Kiribati,Ruminants,0.215689659476983
-Kiribati,Starchy Roots,0.215689659476983
-Kiribati,WheatBarleyOats,0.215689659476983
-Kuwait,Monogastrics,0.215689659476983
-Kuwait,Oilcrops,0.215689659476983
-Kuwait,Pulses,0.215689659476983
-Kuwait,Ruminants,0.215689659476983
-Kuwait,Starchy Roots,0.215689659476983
-Kuwait,WheatBarleyOats,0.215689659476983
-Kyrgyzstan,Monogastrics,0.215689659476983
-Kyrgyzstan,Oilcrops,0.215689659476983
-Kyrgyzstan,Pulses,0.215689659476983
-Kyrgyzstan,Ruminants,0.215689659476983
-Kyrgyzstan,Starchy Roots,0.215689659476983
-Kyrgyzstan,WheatBarleyOats,0.215689659476983
-Lao People's Democratic Republic,Monogastrics,0.215689659476983
-Lao People's Democratic Republic,Oilcrops,0.215689659476983
-Lao People's Democratic Republic,Pulses,0.215689659476983
-Lao People's Democratic Republic,Ruminants,0.215689659476983
-Lao People's Democratic Republic,Starchy Roots,0.215689659476983
-Lao People's Democratic Republic,WheatBarleyOats,0.215689659476983
-Latvia,Monogastrics,0.08852891322094
-Latvia,Oilcrops,0.08852891322094
-Latvia,Pulses,0.08852891322094
-Latvia,Ruminants,0.08852891322094
-Latvia,Starchy Roots,0.08852891322094
-Latvia,WheatBarleyOats,0.08852891322094
-Lebanon,Monogastrics,0.215689659476983
-Lebanon,Oilcrops,0.215689659476983
-Lebanon,Pulses,0.215689659476983
-Lebanon,Ruminants,0.215689659476983
-Lebanon,Starchy Roots,0.215689659476983
-Lebanon,WheatBarleyOats,0.215689659476983
-Lesotho,Monogastrics,0.215689659476983
-Lesotho,Oilcrops,0.215689659476983
-Lesotho,Pulses,0.215689659476983
-Lesotho,Ruminants,0.215689659476983
-Lesotho,Starchy Roots,0.215689659476983
-Lesotho,WheatBarleyOats,0.215689659476983
-Liberia,Monogastrics,0.215689659476983
-Liberia,Oilcrops,0.215689659476983
-Liberia,Pulses,0.215689659476983
-Liberia,Ruminants,0.215689659476983
-Liberia,Starchy Roots,0.215689659476983
-Liberia,WheatBarleyOats,0.215689659476983
-Libya,Monogastrics,0.215689659476983
-Libya,Oilcrops,0.215689659476983
-Libya,Pulses,0.215689659476983
-Libya,Ruminants,0.215689659476983
-Libya,Starchy Roots,0.215689659476983
-Libya,WheatBarleyOats,0.215689659476983
-Lithuania,Monogastrics,0.08852891322094
-Lithuania,Oilcrops,0.08852891322094
-Lithuania,Pulses,0.08852891322094
-Lithuania,Ruminants,0.08852891322094
-Lithuania,Starchy Roots,0.08852891322094
-Lithuania,WheatBarleyOats,0.08852891322094
-Luxembourg,Monogastrics,0.08852891322094
-Luxembourg,Oilcrops,0.08852891322094
-Luxembourg,Pulses,0.08852891322094
-Luxembourg,Ruminants,0.08852891322094
-Luxembourg,Starchy Roots,0.08852891322094
-Luxembourg,WheatBarleyOats,0.08852891322094
-Madagascar,Monogastrics,0.215689659476983
-Madagascar,Oilcrops,0.215689659476983
-Madagascar,Pulses,0.215689659476983
-Madagascar,Ruminants,0.215689659476983
-Madagascar,Starchy Roots,0.215689659476983
-Madagascar,WheatBarleyOats,0.215689659476983
-Malawi,Monogastrics,0.215689659476983
-Malawi,Oilcrops,0.215689659476983
-Malawi,Pulses,0.215689659476983
-Malawi,Ruminants,0.215689659476983
-Malawi,Starchy Roots,0.215689659476983
-Malawi,WheatBarleyOats,0.215689659476983
-Malaysia,Monogastrics,0.215689659476983
-Malaysia,Oilcrops,0.215689659476983
-Malaysia,Pulses,0.215689659476983
-Malaysia,Ruminants,0.215689659476983
-Malaysia,Starchy Roots,0.215689659476983
-Malaysia,WheatBarleyOats,0.215689659476983
-Maldives,Monogastrics,0.215689659476983
-Maldives,Oilcrops,0.215689659476983
-Maldives,Pulses,0.215689659476983
-Maldives,Ruminants,0.215689659476983
-Maldives,Starchy Roots,0.215689659476983
-Maldives,WheatBarleyOats,0.215689659476983
-Mali,Monogastrics,0.215689659476983
-Mali,Oilcrops,0.215689659476983
-Mali,Pulses,0.215689659476983
-Mali,Ruminants,0.215689659476983
-Mali,Starchy Roots,0.215689659476983
-Mali,WheatBarleyOats,0.215689659476983
-Malta,Monogastrics,0.08852891322094
-Malta,Oilcrops,0.08852891322094
-Malta,Pulses,0.08852891322094
-Malta,Ruminants,0.08852891322094
-Malta,Starchy Roots,0.08852891322094
-Malta,WheatBarleyOats,0.08852891322094
-Mauritania,Monogastrics,0.215689659476983
-Mauritania,Oilcrops,0.215689659476983
-Mauritania,Pulses,0.215689659476983
-Mauritania,Ruminants,0.215689659476983
-Mauritania,Starchy Roots,0.215689659476983
-Mauritania,WheatBarleyOats,0.215689659476983
-Mauritius,Monogastrics,0.215689659476983
-Mauritius,Oilcrops,0.215689659476983
-Mauritius,Pulses,0.215689659476983
-Mauritius,Ruminants,0.215689659476983
-Mauritius,Starchy Roots,0.215689659476983
-Mauritius,WheatBarleyOats,0.215689659476983
-Mexico,Monogastrics,0.244717652733665
-Mexico,Oilcrops,0.244717652733665
-Mexico,Pulses,0.244717652733665
-Mexico,Ruminants,0.244717652733665
-Mexico,Starchy Roots,0.244717652733665
-Mexico,WheatBarleyOats,0.244717652733665
-Mongolia,Monogastrics,0.215689659476983
-Mongolia,Oilcrops,0.215689659476983
-Mongolia,Pulses,0.215689659476983
-Mongolia,Ruminants,0.215689659476983
-Mongolia,Starchy Roots,0.215689659476983
-Mongolia,WheatBarleyOats,0.215689659476983
-Montenegro,Monogastrics,0.215689659476983
-Montenegro,Oilcrops,0.215689659476983
-Montenegro,Pulses,0.215689659476983
-Montenegro,Ruminants,0.215689659476983
-Montenegro,Starchy Roots,0.215689659476983
-Montenegro,WheatBarleyOats,0.215689659476983
-Morocco,Monogastrics,0.215689659476983
-Morocco,Oilcrops,0.215689659476983
-Morocco,Pulses,0.215689659476983
-Morocco,Ruminants,0.215689659476983
-Morocco,Starchy Roots,0.215689659476983
-Morocco,WheatBarleyOats,0.215689659476983
-Mozambique,Monogastrics,0.215689659476983
-Mozambique,Oilcrops,0.215689659476983
-Mozambique,Pulses,0.215689659476983
-Mozambique,Ruminants,0.215689659476983
-Mozambique,Starchy Roots,0.215689659476983
-Mozambique,WheatBarleyOats,0.215689659476983
-Myanmar,Monogastrics,0.215689659476983
-Myanmar,Monogastrics,0.215689659476983
-Myanmar,Monogastrics,0.215689659476983
-Myanmar,Monogastrics,0.215689659476983
-Myanmar,Oilcrops,0.215689659476983
-Myanmar,Oilcrops,0.215689659476983
-Myanmar,Oilcrops,0.215689659476983
-Myanmar,Oilcrops,0.215689659476983
-Myanmar,Pulses,0.215689659476983
-Myanmar,Pulses,0.215689659476983
-Myanmar,Pulses,0.215689659476983
-Myanmar,Pulses,0.215689659476983
-Myanmar,Ruminants,0.215689659476983
-Myanmar,Ruminants,0.215689659476983
-Myanmar,Ruminants,0.215689659476983
-Myanmar,Ruminants,0.215689659476983
-Myanmar,Starchy Roots,0.215689659476983
-Myanmar,Starchy Roots,0.215689659476983
-Myanmar,Starchy Roots,0.215689659476983
-Myanmar,Starchy Roots,0.215689659476983
-Myanmar,WheatBarleyOats,0.215689659476983
-Myanmar,WheatBarleyOats,0.215689659476983
-Myanmar,WheatBarleyOats,0.215689659476983
-Myanmar,WheatBarleyOats,0.215689659476983
-Namibia,Monogastrics,0.215689659476983
-Namibia,Oilcrops,0.215689659476983
-Namibia,Pulses,0.215689659476983
-Namibia,Ruminants,0.215689659476983
-Namibia,Starchy Roots,0.215689659476983
-Namibia,WheatBarleyOats,0.215689659476983
-Nepal,Monogastrics,0.215689659476983
-Nepal,Oilcrops,0.215689659476983
-Nepal,Pulses,0.215689659476983
-Nepal,Ruminants,0.215689659476983
-Nepal,Starchy Roots,0.215689659476983
-Nepal,WheatBarleyOats,0.215689659476983
-Netherlands,Monogastrics,0.08852891322094
-Netherlands,Oilcrops,0.08852891322094
-Netherlands,Pulses,0.08852891322094
-Netherlands,Ruminants,0.08852891322094
-Netherlands,Starchy Roots,0.08852891322094
-Netherlands,WheatBarleyOats,0.08852891322094
-New Caledonia,Monogastrics,0.215689659476983
-New Caledonia,Oilcrops,0.215689659476983
-New Caledonia,Pulses,0.215689659476983
-New Caledonia,Ruminants,0.215689659476983
-New Caledonia,Starchy Roots,0.215689659476983
-New Caledonia,WheatBarleyOats,0.215689659476983
-New Zealand,Monogastrics,0.072407015722511
-New Zealand,Oilcrops,0.072407015722511
-New Zealand,Pulses,0.072407015722511
-New Zealand,Ruminants,0.072407015722511
-New Zealand,Starchy Roots,0.072407015722511
-New Zealand,WheatBarleyOats,0.072407015722511
-Nicaragua,Monogastrics,0.215689659476983
-Nicaragua,Oilcrops,0.215689659476983
-Nicaragua,Pulses,0.215689659476983
-Nicaragua,Ruminants,0.215689659476983
-Nicaragua,Starchy Roots,0.215689659476983
-Nicaragua,WheatBarleyOats,0.215689659476983
-Niger,Monogastrics,0.215689659476983
-Niger,Oilcrops,0.215689659476983
-Niger,Pulses,0.215689659476983
-Niger,Ruminants,0.215689659476983
-Niger,Starchy Roots,0.215689659476983
-Niger,WheatBarleyOats,0.215689659476983
-Nigeria,Monogastrics,0.215689659476983
-Nigeria,Oilcrops,0.215689659476983
-Nigeria,Pulses,0.215689659476983
-Nigeria,Ruminants,0.215689659476983
-Nigeria,Starchy Roots,0.215689659476983
-Nigeria,WheatBarleyOats,0.215689659476983
-Norway,Monogastrics,0.244717652733665
-Norway,Oilcrops,0.244717652733665
-Norway,Pulses,0.244717652733665
-Norway,Ruminants,0.244717652733665
-Norway,Starchy Roots,0.244717652733665
-Norway,WheatBarleyOats,0.244717652733665
-Oman,Monogastrics,0.215689659476983
-Oman,Oilcrops,0.215689659476983
-Oman,Pulses,0.215689659476983
-Oman,Ruminants,0.215689659476983
-Oman,Starchy Roots,0.215689659476983
-Oman,WheatBarleyOats,0.215689659476983
-Pakistan,Monogastrics,0.215689659476983
-Pakistan,Oilcrops,0.215689659476983
-Pakistan,Pulses,0.215689659476983
-Pakistan,Ruminants,0.215689659476983
-Pakistan,Starchy Roots,0.215689659476983
-Pakistan,WheatBarleyOats,0.215689659476983
-Panama,Monogastrics,0.215689659476983
-Panama,Oilcrops,0.215689659476983
-Panama,Pulses,0.215689659476983
-Panama,Ruminants,0.215689659476983
-Panama,Starchy Roots,0.215689659476983
-Panama,WheatBarleyOats,0.215689659476983
-Paraguay,Monogastrics,0.215689659476983
-Paraguay,Oilcrops,0.215689659476983
-Paraguay,Pulses,0.215689659476983
-Paraguay,Ruminants,0.215689659476983
-Paraguay,Starchy Roots,0.215689659476983
-Paraguay,WheatBarleyOats,0.215689659476983
-Peru,Monogastrics,0.215689659476983
-Peru,Oilcrops,0.215689659476983
-Peru,Pulses,0.215689659476983
-Peru,Ruminants,0.215689659476983
-Peru,Starchy Roots,0.215689659476983
-Peru,WheatBarleyOats,0.215689659476983
-Philippines,Monogastrics,0.215689659476983
-Philippines,Oilcrops,0.215689659476983
-Philippines,Pulses,0.215689659476983
-Philippines,Ruminants,0.215689659476983
-Philippines,Starchy Roots,0.215689659476983
-Philippines,WheatBarleyOats,0.215689659476983
-Poland,Monogastrics,0.08852891322094
-Poland,Oilcrops,0.08852891322094
-Poland,Pulses,0.08852891322094
-Poland,Ruminants,0.08852891322094
-Poland,Starchy Roots,0.08852891322094
-Poland,WheatBarleyOats,0.08852891322094
-Portugal,Monogastrics,0.08852891322094
-Portugal,Oilcrops,0.08852891322094
-Portugal,Pulses,0.08852891322094
-Portugal,Ruminants,0.08852891322094
-Portugal,Starchy Roots,0.08852891322094
-Portugal,WheatBarleyOats,0.08852891322094
-Republic of Korea,Monogastrics,0.244717652733665
-Republic of Korea,Oilcrops,0.244717652733665
-Republic of Korea,Pulses,0.244717652733665
-Republic of Korea,Ruminants,0.244717652733665
-Republic of Korea,Starchy Roots,0.244717652733665
-Republic of Korea,WheatBarleyOats,0.244717652733665
-Republic of Moldova,Monogastrics,0.215689659476983
-Republic of Moldova,Oilcrops,0.215689659476983
-Republic of Moldova,Pulses,0.215689659476983
-Republic of Moldova,Ruminants,0.215689659476983
-Republic of Moldova,Starchy Roots,0.215689659476983
-Republic of Moldova,WheatBarleyOats,0.215689659476983
-Romania,Monogastrics,0.08852891322094
-Romania,Oilcrops,0.08852891322094
-Romania,Pulses,0.08852891322094
-Romania,Ruminants,0.08852891322094
-Romania,Starchy Roots,0.08852891322094
-Romania,WheatBarleyOats,0.08852891322094
-Russian Federation,Monogastrics,0.282665325688606
-Russian Federation,Oilcrops,0.282665325688606
-Russian Federation,Pulses,0.282665325688606
-Russian Federation,Ruminants,0.282665325688606
-Russian Federation,Starchy Roots,0.282665325688606
-Russian Federation,WheatBarleyOats,0.282665325688606
-Rwanda,Monogastrics,0.215689659476983
-Rwanda,Oilcrops,0.215689659476983
-Rwanda,Pulses,0.215689659476983
-Rwanda,Ruminants,0.215689659476983
-Rwanda,Starchy Roots,0.215689659476983
-Rwanda,WheatBarleyOats,0.215689659476983
-Saint Kitts and Nevis,Monogastrics,0.215689659476983
-Saint Kitts and Nevis,Oilcrops,0.215689659476983
-Saint Kitts and Nevis,Pulses,0.215689659476983
-Saint Kitts and Nevis,Ruminants,0.215689659476983
-Saint Kitts and Nevis,Starchy Roots,0.215689659476983
-Saint Kitts and Nevis,WheatBarleyOats,0.215689659476983
-Saint Lucia,Monogastrics,0.215689659476983
-Saint Lucia,Oilcrops,0.215689659476983
-Saint Lucia,Pulses,0.215689659476983
-Saint Lucia,Ruminants,0.215689659476983
-Saint Lucia,Starchy Roots,0.215689659476983
-Saint Lucia,WheatBarleyOats,0.215689659476983
-Saint Vincent and the Grenadines,Monogastrics,0.215689659476983
-Saint Vincent and the Grenadines,Oilcrops,0.215689659476983
-Saint Vincent and the Grenadines,Pulses,0.215689659476983
-Saint Vincent and the Grenadines,Ruminants,0.215689659476983
-Saint Vincent and the Grenadines,Starchy Roots,0.215689659476983
-Saint Vincent and the Grenadines,WheatBarleyOats,0.215689659476983
-Samoa,Monogastrics,0.215689659476983
-Samoa,Oilcrops,0.215689659476983
-Samoa,Ruminants,0.215689659476983
-Samoa,Starchy Roots,0.215689659476983
-Samoa,WheatBarleyOats,0.215689659476983
-Sao Tome and Principe,Monogastrics,0.215689659476983
-Sao Tome and Principe,Oilcrops,0.215689659476983
-Sao Tome and Principe,Pulses,0.215689659476983
-Sao Tome and Principe,Ruminants,0.215689659476983
-Sao Tome and Principe,Starchy Roots,0.215689659476983
-Sao Tome and Principe,WheatBarleyOats,0.215689659476983
-Saudi Arabia,Monogastrics,0.215689659476983
-Saudi Arabia,Oilcrops,0.215689659476983
-Saudi Arabia,Pulses,0.215689659476983
-Saudi Arabia,Ruminants,0.215689659476983
-Saudi Arabia,Starchy Roots,0.215689659476983
-Saudi Arabia,WheatBarleyOats,0.215689659476983
-Senegal,Monogastrics,0.215689659476983
-Senegal,Oilcrops,0.215689659476983
-Senegal,Pulses,0.215689659476983
-Senegal,Ruminants,0.215689659476983
-Senegal,Starchy Roots,0.215689659476983
-Senegal,WheatBarleyOats,0.215689659476983
-Serbia,Monogastrics,0.215689659476983
-Serbia,Oilcrops,0.215689659476983
-Serbia,Pulses,0.215689659476983
-Serbia,Ruminants,0.215689659476983
-Serbia,Starchy Roots,0.215689659476983
-Serbia,WheatBarleyOats,0.215689659476983
-Sierra Leone,Monogastrics,0.215689659476983
-Sierra Leone,Oilcrops,0.215689659476983
-Sierra Leone,Pulses,0.215689659476983
-Sierra Leone,Ruminants,0.215689659476983
-Sierra Leone,Starchy Roots,0.215689659476983
-Sierra Leone,WheatBarleyOats,0.215689659476983
-Slovakia,Monogastrics,0.08852891322094
-Slovakia,Oilcrops,0.08852891322094
-Slovakia,Pulses,0.08852891322094
-Slovakia,Ruminants,0.08852891322094
-Slovakia,Starchy Roots,0.08852891322094
-Slovakia,WheatBarleyOats,0.08852891322094
-Slovenia,Monogastrics,0.08852891322094
-Slovenia,Oilcrops,0.08852891322094
-Slovenia,Pulses,0.08852891322094
-Slovenia,Ruminants,0.08852891322094
-Slovenia,Starchy Roots,0.08852891322094
-Slovenia,WheatBarleyOats,0.08852891322094
-Solomon Islands,Monogastrics,0.215689659476983
-Solomon Islands,Oilcrops,0.215689659476983
-Solomon Islands,Pulses,0.215689659476983
-Solomon Islands,Ruminants,0.215689659476983
-Solomon Islands,Starchy Roots,0.215689659476983
-Solomon Islands,WheatBarleyOats,0.215689659476983
-Somalia,Monogastrics,0.215689659476983
-Somalia,Oilcrops,0.215689659476983
-Somalia,Pulses,0.215689659476983
-Somalia,Ruminants,0.215689659476983
-Somalia,Starchy Roots,0.215689659476983
-Somalia,WheatBarleyOats,0.215689659476983
-South Africa,Monogastrics,0.0460651453727173
-South Africa,Oilcrops,0.0460651453727173
-South Africa,Pulses,0.0460651453727173
-South Africa,Ruminants,0.0460651453727173
-South Africa,Starchy Roots,0.0460651453727173
-South Africa,WheatBarleyOats,0.0460651453727173
-South Sudan,Monogastrics,0.215689659476983
-South Sudan,Oilcrops,0.215689659476983
-South Sudan,Pulses,0.215689659476983
-South Sudan,Ruminants,0.215689659476983
-South Sudan,Starchy Roots,0.215689659476983
-South Sudan,WheatBarleyOats,0.215689659476983
-Spain,Monogastrics,0.08852891322094
-Spain,Oilcrops,0.08852891322094
-Spain,Pulses,0.08852891322094
-Spain,Ruminants,0.08852891322094
-Spain,Starchy Roots,0.08852891322094
-Spain,WheatBarleyOats,0.08852891322094
-Sri Lanka,Monogastrics,0.215689659476983
-Sri Lanka,Oilcrops,0.215689659476983
-Sri Lanka,Pulses,0.215689659476983
-Sri Lanka,Ruminants,0.215689659476983
-Sri Lanka,Starchy Roots,0.215689659476983
-Sri Lanka,WheatBarleyOats,0.215689659476983
-Sudan,Monogastrics,0.215689659476983
-Sudan,Monogastrics,0.215689659476983
-Sudan,Monogastrics,0.215689659476983
-Sudan,Monogastrics,0.215689659476983
-Sudan,Oilcrops,0.215689659476983
-Sudan,Oilcrops,0.215689659476983
-Sudan,Oilcrops,0.215689659476983
-Sudan,Oilcrops,0.215689659476983
-Sudan,Pulses,0.215689659476983
-Sudan,Pulses,0.215689659476983
-Sudan,Pulses,0.215689659476983
-Sudan,Pulses,0.215689659476983
-Sudan,Ruminants,0.215689659476983
-Sudan,Ruminants,0.215689659476983
-Sudan,Ruminants,0.215689659476983
-Sudan,Ruminants,0.215689659476983
-Sudan,Starchy Roots,0.215689659476983
-Sudan,Starchy Roots,0.215689659476983
-Sudan,Starchy Roots,0.215689659476983
-Sudan,Starchy Roots,0.215689659476983
-Sudan,WheatBarleyOats,0.215689659476983
-Sudan,WheatBarleyOats,0.215689659476983
-Sudan,WheatBarleyOats,0.215689659476983
-Sudan,WheatBarleyOats,0.215689659476983
-Suriname,Monogastrics,0.215689659476983
-Suriname,Oilcrops,0.215689659476983
-Suriname,Pulses,0.215689659476983
-Suriname,Ruminants,0.215689659476983
-Suriname,Starchy Roots,0.215689659476983
-Suriname,WheatBarleyOats,0.215689659476983
-Swaziland,Monogastrics,0.215689659476983
-Swaziland,Oilcrops,0.215689659476983
-Swaziland,Pulses,0.215689659476983
-Swaziland,Ruminants,0.215689659476983
-Swaziland,Starchy Roots,0.215689659476983
-Swaziland,WheatBarleyOats,0.215689659476983
-Sweden,Monogastrics,0.08852891322094
-Sweden,Oilcrops,0.08852891322094
-Sweden,Pulses,0.08852891322094
-Sweden,Ruminants,0.08852891322094
-Sweden,Starchy Roots,0.08852891322094
-Sweden,WheatBarleyOats,0.08852891322094
-Switzerland,Monogastrics,0.244717652733665
-Switzerland,Oilcrops,0.244717652733665
-Switzerland,Pulses,0.244717652733665
-Switzerland,Ruminants,0.244717652733665
-Switzerland,Starchy Roots,0.244717652733665
-Switzerland,WheatBarleyOats,0.244717652733665
-Tajikistan,Monogastrics,0.215689659476983
-Tajikistan,Oilcrops,0.215689659476983
-Tajikistan,Pulses,0.215689659476983
-Tajikistan,Ruminants,0.215689659476983
-Tajikistan,Starchy Roots,0.215689659476983
-Tajikistan,WheatBarleyOats,0.215689659476983
-Thailand,Monogastrics,0.215689659476983
-Thailand,Oilcrops,0.215689659476983
-Thailand,Pulses,0.215689659476983
-Thailand,Ruminants,0.215689659476983
-Thailand,Starchy Roots,0.215689659476983
-Thailand,WheatBarleyOats,0.215689659476983
-The former Yugoslav Republic of Macedonia,Monogastrics,0.215689659476983
-The former Yugoslav Republic of Macedonia,Oilcrops,0.215689659476983
-The former Yugoslav Republic of Macedonia,Pulses,0.215689659476983
-The former Yugoslav Republic of Macedonia,Ruminants,0.215689659476983
-The former Yugoslav Republic of Macedonia,Starchy Roots,0.215689659476983
-The former Yugoslav Republic of Macedonia,WheatBarleyOats,0.215689659476983
-Togo,Monogastrics,0.215689659476983
-Togo,Oilcrops,0.215689659476983
-Togo,Pulses,0.215689659476983
-Togo,Ruminants,0.215689659476983
-Togo,Starchy Roots,0.215689659476983
-Togo,WheatBarleyOats,0.215689659476983
-Trinidad and Tobago,Monogastrics,0.215689659476983
-Trinidad and Tobago,Oilcrops,0.215689659476983
-Trinidad and Tobago,Pulses,0.215689659476983
-Trinidad and Tobago,Ruminants,0.215689659476983
-Trinidad and Tobago,Starchy Roots,0.215689659476983
-Trinidad and Tobago,WheatBarleyOats,0.215689659476983
-Tunisia,Monogastrics,0.215689659476983
-Tunisia,Oilcrops,0.215689659476983
-Tunisia,Pulses,0.215689659476983
-Tunisia,Ruminants,0.215689659476983
-Tunisia,Starchy Roots,0.215689659476983
-Tunisia,WheatBarleyOats,0.215689659476983
-Turkey,Monogastrics,0.858679202014701
-Turkey,Oilcrops,0.858679202014701
-Turkey,Pulses,0.858679202014701
-Turkey,Ruminants,0.858679202014701
-Turkey,Starchy Roots,0.858679202014701
-Turkey,WheatBarleyOats,0.858679202014701
-Turkmenistan,Monogastrics,0.215689659476983
-Turkmenistan,Oilcrops,0.215689659476983
-Turkmenistan,Pulses,0.215689659476983
-Turkmenistan,Ruminants,0.215689659476983
-Turkmenistan,Starchy Roots,0.215689659476983
-Turkmenistan,WheatBarleyOats,0.215689659476983
-Uganda,Monogastrics,0.215689659476983
-Uganda,Oilcrops,0.215689659476983
-Uganda,Pulses,0.215689659476983
-Uganda,Ruminants,0.215689659476983
-Uganda,Starchy Roots,0.215689659476983
-Uganda,WheatBarleyOats,0.215689659476983
-Ukraine,Monogastrics,0.215689659476983
-Ukraine,Oilcrops,0.215689659476983
-Ukraine,Pulses,0.215689659476983
-Ukraine,Ruminants,0.215689659476983
-Ukraine,Starchy Roots,0.215689659476983
-Ukraine,WheatBarleyOats,0.215689659476983
-United Arab Emirates,Monogastrics,0.215689659476983
-United Arab Emirates,Oilcrops,0.215689659476983
-United Arab Emirates,Pulses,0.215689659476983
-United Arab Emirates,Ruminants,0.215689659476983
-United Arab Emirates,Starchy Roots,0.215689659476983
-United Arab Emirates,WheatBarleyOats,0.215689659476983
-United Kingdom,Monogastrics,0.08852891322094
-United Kingdom,Oilcrops,0.08852891322094
-United Kingdom,Pulses,0.08852891322094
-United Kingdom,Ruminants,0.08852891322094
-United Kingdom,Starchy Roots,0.08852891322094
-United Kingdom,WheatBarleyOats,0.08852891322094
-United Republic of Tanzania,Monogastrics,0.215689659476983
-United Republic of Tanzania,Oilcrops,0.215689659476983
-United Republic of Tanzania,Pulses,0.215689659476983
-United Republic of Tanzania,Ruminants,0.215689659476983
-United Republic of Tanzania,Starchy Roots,0.215689659476983
-United Republic of Tanzania,WheatBarleyOats,0.215689659476983
-United States of America,Monogastrics,0.186387311254949
-United States of America,Oilcrops,0.186387311254949
-United States of America,Pulses,0.186387311254949
-United States of America,Ruminants,0.186387311254949
-United States of America,Starchy Roots,0.186387311254949
-United States of America,WheatBarleyOats,0.186387311254949
-Uruguay,Monogastrics,0.215689659476983
-Uruguay,Oilcrops,0.215689659476983
-Uruguay,Pulses,0.215689659476983
-Uruguay,Ruminants,0.215689659476983
-Uruguay,Starchy Roots,0.215689659476983
-Uruguay,WheatBarleyOats,0.215689659476983
-Uzbekistan,Monogastrics,0.215689659476983
-Uzbekistan,Oilcrops,0.215689659476983
-Uzbekistan,Pulses,0.215689659476983
-Uzbekistan,Ruminants,0.215689659476983
-Uzbekistan,Starchy Roots,0.215689659476983
-Uzbekistan,WheatBarleyOats,0.215689659476983
-Vanuatu,Monogastrics,0.215689659476983
-Vanuatu,Oilcrops,0.215689659476983
-Vanuatu,Pulses,0.215689659476983
-Vanuatu,Ruminants,0.215689659476983
-Vanuatu,Starchy Roots,0.215689659476983
-Vanuatu,WheatBarleyOats,0.215689659476983
-Venezuela (Bolivarian Republic of),Monogastrics,0.215689659476983
-Venezuela (Bolivarian Republic of),Oilcrops,0.215689659476983
-Venezuela (Bolivarian Republic of),Pulses,0.215689659476983
-Venezuela (Bolivarian Republic of),Ruminants,0.215689659476983
-Venezuela (Bolivarian Republic of),Starchy Roots,0.215689659476983
-Venezuela (Bolivarian Republic of),WheatBarleyOats,0.215689659476983
-Viet Nam,Monogastrics,0.215689659476983
-Viet Nam,Oilcrops,0.215689659476983
-Viet Nam,Pulses,0.215689659476983
-Viet Nam,Ruminants,0.215689659476983
-Viet Nam,Starchy Roots,0.215689659476983
-Viet Nam,WheatBarleyOats,0.215689659476983
-Yemen,Monogastrics,0.215689659476983
-Yemen,Oilcrops,0.215689659476983
-Yemen,Pulses,0.215689659476983
-Yemen,Ruminants,0.215689659476983
-Yemen,Starchy Roots,0.215689659476983
-Yemen,WheatBarleyOats,0.215689659476983
-Zambia,Monogastrics,0.215689659476983
-Zambia,Oilcrops,0.215689659476983
-Zambia,Pulses,0.215689659476983
-Zambia,Ruminants,0.215689659476983
-Zambia,Starchy Roots,0.215689659476983
-Zambia,WheatBarleyOats,0.215689659476983
-Zimbabwe,Monogastrics,0.215689659476983
-Zimbabwe,Oilcrops,0.215689659476983
-Zimbabwe,Pulses,0.215689659476983
-Zimbabwe,Ruminants,0.215689659476983
-Zimbabwe,Starchy Roots,0.215689659476983
-Zimbabwe,WheatBarleyOats,0.215689659476983
+Afghanistan,wheat,0.0299386150398663
+Albania,wheat,0.0299386150398663
+Algeria,wheat,0.0299386150398663
+Angola,wheat,0.0299386150398663
+Antigua and Barbuda,wheat,0.0299386150398663
+Argentina,wheat,0.0299386150398663
+Armenia,wheat,0.0299386150398663
+Australia,wheat,0.0226361482678745
+Austria,wheat,0.0603582114038878
+Azerbaijan,wheat,0.0299386150398663
+Bahamas,wheat,0.0299386150398663
+Bangladesh,wheat,0.0299386150398663
+Barbados,wheat,0.0299386150398663
+Belarus,wheat,0.0299386150398663
+Belgium,wheat,0.0603582114038878
+Belize,wheat,0.0299386150398663
+Benin,wheat,0.0299386150398663
+Bermuda,wheat,0.0299386150398663
+Bolivia (Plurinational State of),wheat,0.0299386150398663
+Bosnia and Herzegovina,wheat,0.0299386150398663
+Botswana,wheat,0.0299386150398663
+Brazil,wheat,0.0346707358598232
+Brunei Darussalam,wheat,0.0299386150398663
+Bulgaria,wheat,0.0603582114038878
+Burkina Faso,wheat,0.0299386150398663
+Cabo Verde,wheat,0.0299386150398663
+Cambodia,wheat,0.0299386150398663
+Cameroon,wheat,0.0299386150398663
+Canada,wheat,0.0762136518389579
+Central African Republic,wheat,0.0299386150398663
+Chad,wheat,0.0299386150398663
+Chile,wheat,0.0299386150398663
+China,wheat,0.156633798883686
+Colombia,wheat,0.0686528452644761
+Congo,wheat,0.0299386150398663
+Costa Rica,wheat,0.0299386150398663
+Cote d'Ivoire,wheat,0.0299386150398663
+Croatia,wheat,0.0603582114038878
+Cuba,wheat,0.0299386150398663
+Cyprus,wheat,0.0603582114038878
+Czechia,wheat,0.0603582114038878
+Democratic People's Republic of Korea,wheat,0.0299386150398663
+Democratic Republic of the Congo,wheat,0.0299386150398663
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+Serbia,fruitveg,0.0299386150398663
+Sierra Leone,fruitveg,0.0299386150398663
+Slovakia,fruitveg,0.0603582114038878
+Slovenia,fruitveg,0.0603582114038878
+Solomon Islands,fruitveg,0.0299386150398663
+Somalia,fruitveg,0.0299386150398663
+South Africa,fruitveg,0.0161824701612779
+South Sudan,fruitveg,0.0299386150398663
+Spain,fruitveg,0.0603582114038878
+Sri Lanka,fruitveg,0.0299386150398663
+Sudan,fruitveg,0.0299386150398663
+Suriname,fruitveg,0.0299386150398663
+Swaziland,fruitveg,0.0299386150398663
+Sweden,fruitveg,0.0603582114038878
+Switzerland,fruitveg,0.0822050709280908
+Tajikistan,fruitveg,0.0299386150398663
+Thailand,fruitveg,0.0299386150398663
+The former Yugoslav Republic of Macedonia,fruitveg,0.0299386150398663
+Togo,fruitveg,0.0299386150398663
+Trinidad and Tobago,fruitveg,0.0299386150398663
+Tunisia,fruitveg,0.0299386150398663
+Turkey,fruitveg,0.105663766639557
+Turkmenistan,fruitveg,0.0299386150398663
+Uganda,fruitveg,0.0299386150398663
+Ukraine,fruitveg,0.0299386150398663
+United Arab Emirates,fruitveg,0.0299386150398663
+United Kingdom,fruitveg,0.0603582114038878
+United Republic of Tanzania,fruitveg,0.0299386150398663
+United States of America,fruitveg,0.116357971434502
+Uruguay,fruitveg,0.0299386150398663
+Uzbekistan,fruitveg,0.0299386150398663
+Vanuatu,fruitveg,0.0299386150398663
+Venezuela (Bolivarian Republic of),fruitveg,0.0299386150398663
+Viet Nam,fruitveg,0.0299386150398663
+Yemen,fruitveg,0.0299386150398663
+Zambia,fruitveg,0.0299386150398663
+Zimbabwe,fruitveg,0.0299386150398663
+Afghanistan,sugar,0.0299386150398663
+Albania,sugar,0.0299386150398663
+Algeria,sugar,0.0299386150398663
+Angola,sugar,0.0299386150398663
+Antigua and Barbuda,sugar,0.0299386150398663
+Argentina,sugar,0.0299386150398663
+Armenia,sugar,0.0299386150398663
+Australia,sugar,0.0226361482678745
+Austria,sugar,0.0603582114038878
+Azerbaijan,sugar,0.0299386150398663
+Bahamas,sugar,0.0299386150398663
+Bangladesh,sugar,0.0299386150398663
+Barbados,sugar,0.0299386150398663
+Belarus,sugar,0.0299386150398663
+Belgium,sugar,0.0603582114038878
+Belize,sugar,0.0299386150398663
+Benin,sugar,0.0299386150398663
+Bermuda,sugar,0.0299386150398663
+Bolivia (Plurinational State of),sugar,0.0299386150398663
+Bosnia and Herzegovina,sugar,0.0299386150398663
+Botswana,sugar,0.0299386150398663
+Brazil,sugar,0.0346707358598232
+Brunei Darussalam,sugar,0.0299386150398663
+Bulgaria,sugar,0.0603582114038878
+Burkina Faso,sugar,0.0299386150398663
+Cabo Verde,sugar,0.0299386150398663
+Cambodia,sugar,0.0299386150398663
+Cameroon,sugar,0.0299386150398663
+Canada,sugar,0.0762136518389579
+Central African Republic,sugar,0.0299386150398663
+Chad,sugar,0.0299386150398663
+Chile,sugar,0.0299386150398663
+China,sugar,0.156633798883686
+Colombia,sugar,0.0686528452644761
+Congo,sugar,0.0299386150398663
+Costa Rica,sugar,0.0299386150398663
+Cote d'Ivoire,sugar,0.0299386150398663
+Croatia,sugar,0.0603582114038878
+Cuba,sugar,0.0299386150398663
+Cyprus,sugar,0.0603582114038878
+Czechia,sugar,0.0603582114038878
+Democratic People's Republic of Korea,sugar,0.0299386150398663
+Democratic Republic of the Congo,sugar,0.0299386150398663
+Denmark,sugar,0.0603582114038878
+Djibouti,sugar,0.0299386150398663
+Dominica,sugar,0.0299386150398663
+Dominican Republic,sugar,0.0299386150398663
+Ecuador,sugar,0.0299386150398663
+Egypt,sugar,0.0299386150398663
+El Salvador,sugar,0.0299386150398663
+Estonia,sugar,0.0603582114038878
+Ethiopia,sugar,0.0299386150398663
+Fiji,sugar,0.0299386150398663
+Finland,sugar,0.0603582114038878
+France,sugar,0.0603582114038878
+French Polynesia,sugar,0.0299386150398663
+Gabon,sugar,0.0299386150398663
+Gambia,sugar,0.0299386150398663
+Georgia,sugar,0.0299386150398663
+Germany,sugar,0.0603582114038878
+Ghana,sugar,0.0299386150398663
+Greece,sugar,0.0603582114038878
+Grenada,sugar,0.0299386150398663
+Guatemala,sugar,0.0299386150398663
+Guinea,sugar,0.0299386150398663
+Guinea-Bissau,sugar,0.0299386150398663
+Guyana,sugar,0.0299386150398663
+Haiti,sugar,0.0299386150398663
+Honduras,sugar,0.0299386150398663
+Hungary,sugar,0.0603582114038878
+Iceland,sugar,0.0299386150398663
+India,sugar,0.0268978443311666
+Indonesia,sugar,0.00498052969384483
+Iran (Islamic Republic of),sugar,0.0299386150398663
+Iraq,sugar,0.0299386150398663
+Ireland,sugar,0.0603582114038878
+Israel,sugar,0.0299386150398663
+Italy,sugar,0.0603582114038878
+Jamaica,sugar,0.0299386150398663
+Japan,sugar,0.0822050709280908
+Jordan,sugar,0.0299386150398663
+Kazakhstan,sugar,0.0299386150398663
+Kenya,sugar,0.0299386150398663
+Kiribati,sugar,0.0299386150398663
+Kuwait,sugar,0.0299386150398663
+Kyrgyzstan,sugar,0.0299386150398663
+Lao People's Democratic Republic,sugar,0.0299386150398663
+Latvia,sugar,0.0603582114038878
+Lebanon,sugar,0.0299386150398663
+Lesotho,sugar,0.0299386150398663
+Liberia,sugar,0.0299386150398663
+Libya,sugar,0.0299386150398663
+Lithuania,sugar,0.0603582114038878
+Luxembourg,sugar,0.0603582114038878
+Madagascar,sugar,0.0299386150398663
+Malawi,sugar,0.0299386150398663
+Malaysia,sugar,0.0299386150398663
+Maldives,sugar,0.0299386150398663
+Mali,sugar,0.0299386150398663
+Malta,sugar,0.0603582114038878
+Mauritania,sugar,0.0299386150398663
+Mauritius,sugar,0.0299386150398663
+Mexico,sugar,0.0822050709280908
+Mongolia,sugar,0.0299386150398663
+Montenegro,sugar,0.0299386150398663
+Morocco,sugar,0.0299386150398663
+Mozambique,sugar,0.0299386150398663
+Myanmar,sugar,0.0299386150398663
+Namibia,sugar,0.0299386150398663
+Nepal,sugar,0.0299386150398663
+Netherlands,sugar,0.0603582114038878
+New Caledonia,sugar,0.0299386150398663
+New Zealand,sugar,0.0173195123664494
+Nicaragua,sugar,0.0299386150398663
+Niger,sugar,0.0299386150398663
+Nigeria,sugar,0.0299386150398663
+Norway,sugar,0.0822050709280908
+Oman,sugar,0.0299386150398663
+Pakistan,sugar,0.0299386150398663
+Panama,sugar,0.0299386150398663
+Paraguay,sugar,0.0299386150398663
+Peru,sugar,0.0299386150398663
+Philippines,sugar,0.0299386150398663
+Poland,sugar,0.0603582114038878
+Portugal,sugar,0.0603582114038878
+Republic of Korea,sugar,0.0822050709280908
+Republic of Moldova,sugar,0.0299386150398663
+Romania,sugar,0.0603582114038878
+Russian Federation,sugar,0.0883633555720103
+Rwanda,sugar,0.0299386150398663
+Saint Kitts and Nevis,sugar,0.0299386150398663
+Saint Lucia,sugar,0.0299386150398663
+Saint Vincent and the Grenadines,sugar,0.0299386150398663
+Samoa,sugar,0.0299386150398663
+Sao Tome and Principe,sugar,0.0299386150398663
+Saudi Arabia,sugar,0.0299386150398663
+Senegal,sugar,0.0299386150398663
+Serbia,sugar,0.0299386150398663
+Sierra Leone,sugar,0.0299386150398663
+Slovakia,sugar,0.0603582114038878
+Slovenia,sugar,0.0603582114038878
+Solomon Islands,sugar,0.0299386150398663
+Somalia,sugar,0.0299386150398663
+South Africa,sugar,0.0161824701612779
+South Sudan,sugar,0.0299386150398663
+Spain,sugar,0.0603582114038878
+Sri Lanka,sugar,0.0299386150398663
+Sudan,sugar,0.0299386150398663
+Suriname,sugar,0.0299386150398663
+Swaziland,sugar,0.0299386150398663
+Sweden,sugar,0.0603582114038878
+Switzerland,sugar,0.0822050709280908
+Tajikistan,sugar,0.0299386150398663
+Thailand,sugar,0.0299386150398663
+The former Yugoslav Republic of Macedonia,sugar,0.0299386150398663
+Togo,sugar,0.0299386150398663
+Trinidad and Tobago,sugar,0.0299386150398663
+Tunisia,sugar,0.0299386150398663
+Turkey,sugar,0.105663766639557
+Turkmenistan,sugar,0.0299386150398663
+Uganda,sugar,0.0299386150398663
+Ukraine,sugar,0.0299386150398663
+United Arab Emirates,sugar,0.0299386150398663
+United Kingdom,sugar,0.0603582114038878
+United Republic of Tanzania,sugar,0.0299386150398663
+United States of America,sugar,0.116357971434502
+Uruguay,sugar,0.0299386150398663
+Uzbekistan,sugar,0.0299386150398663
+Vanuatu,sugar,0.0299386150398663
+Venezuela (Bolivarian Republic of),sugar,0.0299386150398663
+Viet Nam,sugar,0.0299386150398663
+Yemen,sugar,0.0299386150398663
+Zambia,sugar,0.0299386150398663
+Zimbabwe,sugar,0.0299386150398663
diff --git a/src/ac/ed/lurg/InternationalMarket.java b/src/ac/ed/lurg/InternationalMarket.java
index 8d172a35465d21a042a5c83ea3dbd3d223b7554f..62a23ca5afdcf4bc2a77ff87714054bef5570ac6 100644
--- a/src/ac/ed/lurg/InternationalMarket.java
+++ b/src/ac/ed/lurg/InternationalMarket.java
@@ -148,7 +148,7 @@ public class InternationalMarket {
for (AbstractCountryAgent ca : countryAgents) {
CarbonUsageData carbonUsage = ca.getCarbonUsageData();
- totalCarbonSequestered += carbonUsage.getCarbonSequestered();
+ totalCarbonSequestered += carbonUsage.getCarbonCredits();
double netCarbonFlux = carbonUsage.getNetCarbonImport();
if (netCarbonFlux >= 0)
totalCarbonImport += netCarbonFlux;
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index d744ed08efc4f133e3ce17b39f84ba88a5acb8db..a2196063db88c3520b85299dcfca153ae707b589 100755
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -7,7 +7,9 @@ import java.util.Enumeration;
import java.util.Properties;
import java.lang.Long;
+import ac.ed.lurg.carbon.CarbonOptionsManager;
import ac.ed.lurg.shock.parameterShocksReader;
+import ac.ed.lurg.types.LandCoverType;
import ac.ed.lurg.types.ModelFitType;
import ac.ed.lurg.types.PriceType;
import ac.ed.lurg.utils.LogWriter;
@@ -19,6 +21,7 @@ public class ModelConfig {
public static final String CONFIG_FILE = System.getProperty("CONFIG_FILE");
private static parameterShocksReader shocksReader;
+ private static CarbonOptionsManager carbonOptionsManager;
private ModelConfig() {
configFile = new Properties();
@@ -126,6 +129,17 @@ public class ModelConfig {
}
return value;
}
+
+ public static boolean getCarbonOption(LandCoverType fromLc, LandCoverType toLc) {
+ if (IS_CARBON_ON) {
+ if (carbonOptionsManager == null) {
+ carbonOptionsManager = new CarbonOptionsManager();
+ }
+ return carbonOptionsManager.isCarbonFluxEnabled(fromLc, toLc);
+ } else {
+ return false;
+ }
+ }
public static final boolean SUPPRESS_STD_OUTPUT = getBooleanProperty("SUPPRESS_STD_OUTPUT", Boolean.FALSE);
@@ -143,8 +157,9 @@ public class ModelConfig {
public static final String DEMAND_GAMS_MODEL = getProperty("DEMAND_GAMS_MODEL", GAMS_DIR + File.separator + "elasticDemand.gms");
public static final String DEMAND_PARAM_FILE = getProperty("DEMAND_PARAM_FILE", DATA_DIR + File.separator + "DemandParamConv.gdx");
- // Runtime options
+ // Multithreading options
public static final int MULTITHREAD_NUM = getIntProperty("MULTITHREAD_NUM", 4); // number of parallel threads
+ public static final int THREAD_TIMEOUT = getIntProperty("THREAD_TIMEOUT", 120); // timeout limit for threads, minutes
// Country (non-gridded) data
public static final boolean DEMAND_FROM_FILE = getBooleanProperty("DEMAND_FROM_FILE", false); // used in hindcasting
@@ -267,7 +282,8 @@ public class ModelConfig {
public static final String DEMAND_OPTIMISATION_OUTPUT_FILE = OUTPUT_DIR + File.separator + "countryDemandOpt.txt";
public static final String FOOD_BALANCE_SHEET_FILE = OUTPUT_DIR + File.separator + "fbs.txt";
public static final String ANIMAL_NUMBERS_OUTPUT_FILE = OUTPUT_DIR + File.separator + "animals.txt";
- public static final String WOOD_CARBON_OUTPUT_FILE = OUTPUT_DIR + File.separator + "woodCarbon.txt";
+ public static final String WOOD_OUTPUT_FILE = OUTPUT_DIR + File.separator + "wood.txt";
+ public static final String CARBON_OUTPUT_FILE = OUTPUT_DIR + File.separator + "carbon.txt";
public static final boolean OUTPUT_FOR_LPJG = getBooleanProperty("OUTPUT_FOR_LPJG", true);
public static final boolean INTERPOLATE_OUTPUT_YEARS = getBooleanProperty("INTERPOLATE_OUTPUT_YEARS", true);
@@ -311,6 +327,10 @@ public class ModelConfig {
// Import export limits
public static final double ANNUAL_MAX_IMPORT_CHANGE = getDoubleProperty("ANNUAL_MAX_IMPORT_CHANGE", 0.05);
public static final double MAX_IMPORT_CHANGE = getDoubleProperty("MAX_IMPORT_CHANGE", ANNUAL_MAX_IMPORT_CHANGE*TIMESTEP_SIZE);
+ public static final double IMPORT_CHANGE_MIN_PARAM = getDoubleProperty("IMPORT_CHANGE_MIN_PARAM", 1.0); // import/export ratio below which import change is capped at MAX_IMPORT_CHANGE
+ public static final double IMPORT_CHANGE_MAX_PARAM = getDoubleProperty("IMPORT_CHANGE_MAX_PARAM", 1.5); // import/export ratio above which import change is 0
+ public static final double IMPORT_CHANGE_GRAD_PARAM = getDoubleProperty("IMPORT_CHANGE_GRAD_PARAM", -MAX_IMPORT_CHANGE/(IMPORT_CHANGE_MAX_PARAM-IMPORT_CHANGE_MIN_PARAM));
+ public static final double IMPORT_CHANGE_INTCP_PARAM = getDoubleProperty("IMPORT_CHANGE_INTCP_PARAM", -IMPORT_CHANGE_GRAD_PARAM*IMPORT_CHANGE_MAX_PARAM);
// Price caps
public static final String PRICE_CAP_FILE = DATA_DIR + File.separator + "price_caps.csv";
@@ -456,7 +476,7 @@ public class ModelConfig {
public static final boolean IS_FORESTRY_ON = getBooleanProperty("IS_FORESTRY_ON", true);
public static final String WOOD_DEMAND_FILENAME = getProperty("WOOD_DEMAND_FILENAME", "wood_demand.csv");
public static final String WOOD_DEMAND_FILE = getProperty("WOOD_DEMAND_FILE", DATA_DIR + File.separator + WOOD_DEMAND_FILENAME);
- public static final double INIT_WOOD_STOCK = getDoubleProperty("INIT_WOOD_STOCK", 500.0); // MtC-eq
+ public static final double INIT_WOOD_STOCK = getDoubleProperty("INIT_WOOD_STOCK", 1500.0); // MtC-eq
public static final double IND_ROUNDWOOD_DEMAND_ELASTICITY = getDoubleProperty("IND_ROUNDWOOD_DEMAND_ELASTICITY", 0.3123881);
public static final double FUELWOOD_DEMAND_ELASTICITY = getDoubleProperty("FUELDWOOD_DEMAND_ELASTICITY", -0.3598551);
public static final double WOOD_BIOMASS_CONVERSION_FACTOR = getDoubleProperty("WOOD_BIOMASS_CONVERSION_FACTOR", 3e-7); // m3 to MtC-eq p.16 [https://doi.org/10.5194/gmd-13-5425-2020]
@@ -470,11 +490,13 @@ public class ModelConfig {
public static final double MANAGED_FOREST_DECREASE_COST = IS_FORESTRY_ON || ENABLE_VEGETATION_CLEARANCE_COST ? getDoubleProperty("MANAGED_FOREST_DECREASE_COST", 0.1 * LAND_CHANGE_COST) : getDoubleProperty("MANAGED_FOREST_DECREASE_COST", 0.5 * LAND_CHANGE_COST); // $1000/ha
// Carbon
- public static final boolean IS_CARBON_ON = getBooleanProperty("IS_CARBON_ON", true);
+ public static final boolean IS_CARBON_ON = getBooleanProperty("IS_CARBON_ON", false);
public static final String CARBON_DEMAND_FILENAME = getProperty("CARBON_DEMAND_FILENAME", "carbon_demand.csv");
public static final String CARBON_DEMAND_FILE = getProperty("CARBON_DEMAND_FILE", DATA_DIR + File.separator + CARBON_DEMAND_FILENAME);
public static final int CARBON_HORIZON = getIntProperty("CARBON_HORIZON", 30);
public static final double INIT_CARBON_PRICE = IS_CARBON_ON ? getDoubleProperty("INIT_CARBON_PRICE", 0.02) : 0.0; // $1000/tC-eq
public static final double INIT_CARBON_STOCK = getDoubleProperty("INIT_WOOD_STOCK", 100.0); // MtC-eq
+ public static final String CARBON_OPTIONS_FILENAME = getProperty("CARBON_OPTIONS_FILENAME", "carbon_options.csv");
+ public static final String CARBON_OPTIONS_FILE = getProperty("CARBON_OPTIONS_FILE", DATA_DIR + File.separator + CARBON_OPTIONS_FILENAME);
}
diff --git a/src/ac/ed/lurg/ModelMain.java b/src/ac/ed/lurg/ModelMain.java
index 2f0b091b3775b67c93020873f4d8b72797de1820..02706f8ea53ce9ec8af12d3da77271271df881c9 100644
--- a/src/ac/ed/lurg/ModelMain.java
+++ b/src/ac/ed/lurg/ModelMain.java
@@ -390,10 +390,10 @@ public class ModelMain {
}
}
- private void writeWoodAndCarbonProdFile(Timestep timestep) {
+ private void writeWoodProdFile(Timestep timestep) {
try {
StringBuffer sbHeadings = new StringBuffer("Year, Country, Item, Production, Import_price, Export_price, Net_imports");
- BufferedWriter outputFile = FileWriterHelper.getFileWriter(timestep, ModelConfig.WOOD_CARBON_OUTPUT_FILE, sbHeadings.toString());
+ BufferedWriter outputFile = FileWriterHelper.getFileWriter(timestep, ModelConfig.WOOD_OUTPUT_FILE, sbHeadings.toString());
for (AbstractCountryAgent country : countryAgents.getAll()) {
@@ -426,6 +426,41 @@ public class ModelMain {
LogWriter.print(e);
}
}
+
+ private void writeCarbonFluxesFile(Timestep timestep) {
+ try {
+ StringBuffer sbHeadings = new StringBuffer("Year, Country, Credits, Import_price, Export_price, Net_imports, Net_flux");
+ BufferedWriter outputFile = FileWriterHelper.getFileWriter(timestep, ModelConfig.CARBON_OUTPUT_FILE, sbHeadings.toString());
+
+ for (AbstractCountryAgent country : countryAgents.getAll()) {
+
+ CarbonUsageData carbonUsage = country.getCarbonUsageData();
+
+ if (carbonUsage == null)
+ continue;
+
+ double credits = carbonUsage.getCarbonCredits();
+ double netFlux = carbonUsage.getNetCarbonFlux();
+ double netImports = carbonUsage.getNetCarbonImport();
+
+ CountryPrice px = country.getCurrentCountryCarbonPrice();
+ double importPrice = px.getImportPrice();
+ double exportPrice = px.getExportPrice();
+
+ StringBuffer sbData = new StringBuffer();
+ sbData.append(String.format("%d,%s", timestep.getYear(), country.getCountry()));
+ sbData.append(String.format(",%.4f,%.4f,%.4f,%.4f,%.4f", credits, importPrice, exportPrice, netImports, netFlux));
+
+ outputFile.write(sbData.toString());
+ outputFile.newLine();
+
+ }
+ outputFile.close();
+
+ } catch (IOException e) {
+ LogWriter.print(e);
+ }
+ }
private void writeCountryDemandFile(Timestep timestep){
@@ -490,7 +525,8 @@ public class ModelMain {
writeGlobalMarketFile(timestep);
writeDemandFile(timestep);
writeDomesticProductionFile(timestep);
- writeWoodAndCarbonProdFile(timestep);
+ writeWoodProdFile(timestep);
+ writeCarbonFluxesFile(timestep);
writeCountryDemandFile(timestep);
writeGlobalFoodBalanceSheet(timestep, globalLandUseRaster);
writeAnimalNumber(timestep);
@@ -634,7 +670,7 @@ public class ModelMain {
if (ModelConfig.IS_CALIBRATION_RUN) {
carbonUsageDataMap = new HashMap<CompositeCountry, CarbonUsageData>();
for (CompositeCountry cc : compositeCountryManager.getAll()) {
- CarbonUsageData cuData = new CarbonUsageData(0, 0);
+ CarbonUsageData cuData = new CarbonUsageData(0, 0, 0);
carbonUsageDataMap.put(cc, cuData);
}
} else {
diff --git a/src/ac/ed/lurg/carbon/CarbonFluxItem.java b/src/ac/ed/lurg/carbon/CarbonFluxItem.java
index a86620f371ac2b7f1347fbfef4eb361ae26c9450..deab4f7f5e935ae7f8179ec22dd3fbcc2bfd5575 100644
--- a/src/ac/ed/lurg/carbon/CarbonFluxItem.java
+++ b/src/ac/ed/lurg/carbon/CarbonFluxItem.java
@@ -16,119 +16,117 @@ import ac.ed.lurg.types.LandProtectionType;
public class CarbonFluxItem implements RasterItem, Serializable {
private static final long serialVersionUID = 440720456140537815L;
- Map<LccKey, Double> conversionCarbonFlux = new HashMap<LccKey, Double>();
- Map<LandCoverType, Double> ecosystemCarbonFlux = new HashMap<LandCoverType, Double>();
- Map<LandCoverType, Double> carbonHorizonFluxEstablished = new HashMap<LandCoverType, Double>();
- Map<LandCoverType, Double> carbonHorizonFluxNew = new HashMap<LandCoverType, Double>();
+ Map<LccKey, Double> carbonFluxRate = new HashMap<LccKey, Double>();
+ Map<LccKey, Double> carbonCreditRate = new HashMap<LccKey, Double>();
- public void calcConversionCarbonFlux(LccKey key, Double[] cFluxes, Map<LandCoverType, LandCoverTile> landUseTiles, Timestep timestep) {
+ public void calcConversionCarbonFlux(LccKey key, Double[] cFluxes, Map<LandCoverType, LandCoverTile> landUseTiles) {
LandCoverTile tiles = landUseTiles.get(key.getFromLc());
-
double totalArea = tiles.getTotalArea(LandProtectionType.CONVERTIBLE);
+
if (totalArea == 0) {
- this.conversionCarbonFlux.put(key, 0.0);
- } else {
+ carbonFluxRate.put(key, 0.0);
+ carbonCreditRate.put(key, 0.0);
+ } else {
double totalFlux = 0;
for (int age : tiles.getAgeKeys()) {
int ageCapped = Math.min(age, ModelConfig.CARBON_WOOD_MAX_TIME - 1);
totalFlux += cFluxes[ageCapped] * tiles.getArea(LandProtectionType.CONVERTIBLE, age);
}
double meanFlux = totalFlux / totalArea;
- this.conversionCarbonFlux.put(key, meanFlux);
+ carbonFluxRate.put(key, meanFlux);
+ carbonCreditRate.put(key, meanFlux);
}
}
- public void calcEcosystemCarbonFlux(LandCoverType lcType, Double[] cFluxes, Map<LandCoverType, LandCoverTile> landUseTiles, Timestep timestep) {
+ public void calcEcosystemCarbonFlux(LandCoverType lcType, Double[] cFluxes, Map<LandCoverType, LandCoverTile> landUseTiles) {
LandCoverTile tiles = landUseTiles.get(lcType);
+ LccKey key = new LccKey(lcType, lcType);
double totalArea = tiles.getTotalArea(LandProtectionType.CONVERTIBLE);
+
if (totalArea == 0) {
- this.ecosystemCarbonFlux.put(lcType, 0.0);
- } else {
+ carbonFluxRate.put(key, 0.0);
+ } else {
+ // Flux rate
double totalFlux = 0;
for (int age : tiles.getAgeKeys()) {
int ageCapped = Math.min(age, ModelConfig.CARBON_WOOD_MAX_TIME - 1);
totalFlux += cFluxes[ageCapped] * tiles.getArea(LandProtectionType.CONVERTIBLE, age);
}
double meanFlux = totalFlux / totalArea;
- this.ecosystemCarbonFlux.put(lcType, meanFlux);
- }
- }
-
- public void calcCarbonHorizonFlux(LandCoverType lcType, Double[] cFluxes, Map<LandCoverType, LandCoverTile> landUseTiles) {
- // New
- double totalFlux = 0;
- for (int i = 0; i < ModelConfig.CARBON_HORIZON; i++) {
- totalFlux += cFluxes[i];
- }
- double annualisedFlux = totalFlux / ModelConfig.CARBON_HORIZON;
- carbonHorizonFluxNew.put(lcType, annualisedFlux);
-
- // Established
- LandCoverTile tiles = landUseTiles.get(lcType);
- double totalArea = tiles.getTotalArea(LandProtectionType.CONVERTIBLE);
- if (totalArea == 0) {
- carbonHorizonFluxEstablished.put(lcType, 0.0);
- } else {
- double totalFluxEst = 0;
+ carbonFluxRate.put(key, meanFlux);
+
+ // Carbon credit rate
for (int age : tiles.getAgeKeys()) {
for (int i = age; i < ModelConfig.CARBON_HORIZON + age; i++) {
int ageCapped = Math.min(i, ModelConfig.CARBON_WOOD_MAX_TIME - 1);
- totalFluxEst += cFluxes[ageCapped] * tiles.getArea(LandProtectionType.CONVERTIBLE, age);
+ totalFlux += cFluxes[ageCapped] * tiles.getArea(LandProtectionType.CONVERTIBLE, age);
}
}
- carbonHorizonFluxEstablished.put(lcType, totalFluxEst / totalArea / ModelConfig.CARBON_HORIZON);
+ double annualisedFlux = (totalFlux / totalArea) / ModelConfig.CARBON_HORIZON;
+ carbonCreditRate.put(key, annualisedFlux);
+ }
+
+ // Credit rate
+ {
+ double totalFlux = 0;
+ for (int i = 0; i < ModelConfig.CARBON_HORIZON; i++) {
+ totalFlux += cFluxes[i];
+ }
+ double annualisedFlux = totalFlux / ModelConfig.CARBON_HORIZON;
+ for (LandCoverType fromLc : LandCoverType.getConvertibleTypes()) {
+ if (!fromLc.equals(lcType)) {
+ LccKey lccKey = new LccKey(fromLc, lcType);
+ double fluxSoFar = carbonCreditRate.get(lccKey);
+ double updatedFlux = fluxSoFar + annualisedFlux;
+ carbonCreditRate.put(lccKey, updatedFlux);
+ }
+ }
}
}
+
- public void setConversionCarbonFlux(LccKey key, double cFlux) {
- conversionCarbonFlux.put(key, cFlux);
- }
-
- public void setEcosystemCarbonFlux(LandCoverType lcType, double cFlux) {
- ecosystemCarbonFlux.put(lcType, cFlux);
+ public void setCarbonFluxRate(LccKey key, double cFlux) {
+ carbonFluxRate.put(key, cFlux);
}
- public void setCarbonHorizonFluxEstablished(LandCoverType lcType, Double cFlux) {
- carbonHorizonFluxEstablished.put(lcType, cFlux);
+ public void setCarbonFluxRate(LandCoverType fromLc, LandCoverType toLc, double cFlux) {
+ carbonFluxRate.put(LccKey.createKey(fromLc, toLc), cFlux);
}
- public void setCarbonHorizonFluxNew(LandCoverType lcType, Double cFlux) {
- carbonHorizonFluxNew.put(lcType, cFlux);
- }
-
- public double getConversionCarbonFlux(LccKey key) {
- return conversionCarbonFlux.getOrDefault(key, Double.NaN);
+ public void setCarbonCreditRate(LccKey lcType, double cFlux) {
+ carbonCreditRate.put(lcType, cFlux);
}
- public double getEcosystemCarbonFlux(LandCoverType lcType) {
- return ecosystemCarbonFlux.getOrDefault(lcType, Double.NaN);
+ public void setCarbonCreditRate(LandCoverType fromLc, LandCoverType toLc, double cFlux) {
+ carbonCreditRate.put(LccKey.createKey(fromLc, toLc), cFlux);
}
- public double getCarbonHorizonFluxEstablished(LandCoverType lcType) {
- return carbonHorizonFluxEstablished.getOrDefault(lcType, Double.NaN);
+ public double getCarbonFluxRate(LccKey key) {
+ return carbonFluxRate.getOrDefault(key, Double.NaN);
}
- public double getCarbonHorizonFluxNew(LandCoverType lcType) {
- return carbonHorizonFluxNew.getOrDefault(lcType, Double.NaN);
+ public double getCarbonFluxRate(LandCoverType fromLc, LandCoverType toLc) {
+ return carbonFluxRate.getOrDefault(LccKey.createKey(fromLc, toLc), Double.NaN);
}
- public Map<LccKey, Double> getConversionCarbonFluxMap() {
- return conversionCarbonFlux;
+ public double getCarbonCreditRate(LandCoverType lcType) {
+ return carbonCreditRate.getOrDefault(lcType, Double.NaN);
}
- public Map<LandCoverType, Double> getEcosystemCarbonFluxMap() {
- return ecosystemCarbonFlux;
+ public double getCarbonCreditRate(LandCoverType fromLc, LandCoverType toLc) {
+ return carbonCreditRate.getOrDefault(LccKey.createKey(fromLc, toLc), Double.NaN);
}
-
- public Map<LandCoverType, Double> getCarbonHorizonFluxEstablishedMap() {
- return carbonHorizonFluxEstablished;
+
+ public Map<LccKey, Double> getCarbonFluxRateMap() {
+ return carbonFluxRate;
}
- public Map<LandCoverType, Double> getCarbonHorizonFluxNewMap() {
- return carbonHorizonFluxNew;
+ public Map<LccKey, Double> getCarbonCreditRateMap() {
+ return carbonCreditRate;
}
+
}
diff --git a/src/ac/ed/lurg/carbon/CarbonFluxReader.java b/src/ac/ed/lurg/carbon/CarbonFluxReader.java
index eb319664cc7c88abe17f84a8d16946a453bc99cd..8913655e594c3d3b0597ea95c957d42709dfb6e6 100644
--- a/src/ac/ed/lurg/carbon/CarbonFluxReader.java
+++ b/src/ac/ed/lurg/carbon/CarbonFluxReader.java
@@ -72,7 +72,7 @@ public class CarbonFluxReader {
protected void setData(RasterKey key, CarbonFluxItem item, Map<String, Double> rowValues) {
Double[] fluxes = getArrayFromRowValues(rowValues);
- item.calcConversionCarbonFlux(lccKey, fluxes, landUseRaster.get(key).getLandCoverTiles(), timestep);
+ item.calcConversionCarbonFlux(lccKey, fluxes, landUseRaster.get(key).getLandCoverTiles());
}
};
@@ -89,8 +89,7 @@ public class CarbonFluxReader {
if (!landUseRaster.containsKey(key))
return;
- item.calcEcosystemCarbonFlux(lcType, fluxes, landUseRaster.get(key).getLandCoverTiles(), timestep);
- item.calcCarbonHorizonFlux(lcType, fluxes, landUseRaster.get(key).getLandCoverTiles());
+ item.calcEcosystemCarbonFlux(lcType, fluxes, landUseRaster.get(key).getLandCoverTiles());
}
};
diff --git a/src/ac/ed/lurg/carbon/CarbonOptionsManager.java b/src/ac/ed/lurg/carbon/CarbonOptionsManager.java
new file mode 100644
index 0000000000000000000000000000000000000000..fd3105f16f56b5432e1a95753ca31585e87789ad
--- /dev/null
+++ b/src/ac/ed/lurg/carbon/CarbonOptionsManager.java
@@ -0,0 +1,34 @@
+package ac.ed.lurg.carbon;
+
+import java.io.File;
+import java.util.HashMap;
+import java.util.Map;
+
+import ac.ed.lurg.ModelConfig;
+import ac.ed.lurg.types.LandCoverType;
+import ac.ed.lurg.utils.LogWriter;
+import ac.ed.lurg.utils.StringTabularReader;
+
+public class CarbonOptionsManager {
+ private StringTabularReader carbonOptionsReader;
+
+ public CarbonOptionsManager() {
+ String fileName = ModelConfig.CARBON_OPTIONS_FILE;
+ carbonOptionsReader = new StringTabularReader(",", new String[]{"From", "To", "Enabled"});
+
+ if (new File(fileName).isFile())
+ carbonOptionsReader.read(fileName);
+ else
+ LogWriter.printlnError("Can't find a carbon options file (" + fileName + ").");
+ }
+
+ public boolean isCarbonFluxEnabled(LandCoverType fromLc, LandCoverType toLc) {
+ Map<String, String> query = new HashMap<String, String>();
+ query.put("From", fromLc.getName());
+ query.put("To", toLc.getName());
+
+ Map<String, String> row = carbonOptionsReader.querySingle(query);
+ boolean isEnabled = Boolean.parseBoolean(row.get("Enabled"));
+ return isEnabled;
+ }
+}
diff --git a/src/ac/ed/lurg/country/AbstractCountryAgent.java b/src/ac/ed/lurg/country/AbstractCountryAgent.java
index 188e841a72e4d28a2c098b08246a04c21c705ac0..390134dd2bfc6ba6a7fe9a01ba2efab365b90c7d 100644
--- a/src/ac/ed/lurg/country/AbstractCountryAgent.java
+++ b/src/ac/ed/lurg/country/AbstractCountryAgent.java
@@ -20,10 +20,12 @@ public abstract class AbstractCountryAgent {
protected CompositeCountry country;
protected Map<CropType, Double> tradeBarriers;
protected Map<CommodityType, Double> currentProjectedDemand;
- private Map<CropType, GlobalPrice> currentWorldPrices;
+ protected Map<CropType, GlobalPrice> currentWorldPrices;
protected Map<CropType, CountryPrice> currentCountryPrices;
private Map<CropType, CountryPrice> previousCountryPrices;
private Map<CommodityType, Double> currentConsumerCommodityPrices;
+ protected GlobalPrice globalWoodPrice;
+ protected GlobalPrice globalCarbonPrice;
protected CountryPrice currentCarbonPrice;
protected CountryPrice currentTimberPrice;
protected Timestep currentTimestep;
@@ -48,7 +50,7 @@ public abstract class AbstractCountryAgent {
currentTimestep = timestep;
}
- private void calculateCountryPrices(GlobalPrice carbonPrice, GlobalPrice timberPrice){
+ private void calculateCountryPrices(){
Map<CropType, CountryPrice> countryPrices = new HashMap <CropType, CountryPrice>();
for (CropType c : CropType.getImportedTypes()) {
@@ -58,8 +60,8 @@ public abstract class AbstractCountryAgent {
}
currentCountryPrices = countryPrices;
- currentCarbonPrice = new CountryPrice(carbonPrice, 0); // no trade barriers
- currentTimberPrice = new CountryPrice(timberPrice, ModelConfig.WOOD_TRADE_BARRIER);
+ currentCarbonPrice = new CountryPrice(globalCarbonPrice, 0); // no trade barriers
+ currentTimberPrice = new CountryPrice(globalWoodPrice, ModelConfig.WOOD_TRADE_BARRIER);
}
protected void savePreviousProducerCropPrices() {
@@ -92,8 +94,10 @@ public abstract class AbstractCountryAgent {
protected void calculateCountryPricesAndDemand(Map<CropType, GlobalPrice> worldPrices, GlobalPrice carbonPrice, GlobalPrice timberPrice, boolean outputGamsDemand) {
LogWriter.println("\ncalculateCountryPricesAndDemand for " + country + " "+ currentTimestep.getTimestep());
currentWorldPrices = worldPrices;
+ globalWoodPrice = timberPrice;
+ globalCarbonPrice = carbonPrice;
currentDemandFract = getDemandFraction();
- calculateCountryPrices(carbonPrice, timberPrice);
+ calculateCountryPrices();
Map<CommodityType, Double> producerPrices = getProducerCommodityPrices();
currentProjectedDemand = demandManager.getDemand(country, currentTimestep.getYear(), producerPrices, outputGamsDemand);
diff --git a/src/ac/ed/lurg/country/CountryAgent.java b/src/ac/ed/lurg/country/CountryAgent.java
index a89b12d41533b4bbe5f3bfbd85ef9c357c9179ff..af88f8561ca9deb3840c17a298f929c7ce6237b9 100644
--- a/src/ac/ed/lurg/country/CountryAgent.java
+++ b/src/ac/ed/lurg/country/CountryAgent.java
@@ -161,17 +161,7 @@ public class CountryAgent extends AbstractCountryAgent {
private GamsRasterInput getGamsRasterInput(RasterSet<IrrigationItem> irrigData, YieldRaster countryYieldSurfaces,
RasterSet<WoodYieldItem> woodYieldData, RasterSet<CarbonFluxItem> carbonFluxData, Map<LccKey, Double> conversionCosts) {
- double allowedImportChange;
-
- if (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.getTimestep() <= ModelConfig.END_FIRST_STAGE_CALIBRATION) { // initialisation time-step
- allowedImportChange = 0.0;
- } else if (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.getTimestep() > ModelConfig.END_FIRST_STAGE_CALIBRATION) {
- double cooldownFactor = 4 / (1 + Math.exp((currentTimestep.getTimestep() - 20) * 0.5)) + 1;
- allowedImportChange = ModelConfig.MAX_IMPORT_CHANGE * cooldownFactor; // gradually decrease allowed import change
- } else { // normal (not the initial) time-step
- allowedImportChange = ModelConfig.MAX_IMPORT_CHANGE; // when running is calibration model calibrate (ModelConfig.IS_CALIBRATION_RUN==true) MAX_IMPORT_CHANGE is already 0.
- }
-
+
Map<CropType, TradeConstraint> importConstraints = new HashMap<CropType, TradeConstraint>();
Map<CropType, Double> currentExportRestictions = (exportRestrictions == null) ? null : exportRestrictions.get(currentTimestep.getYear());
@@ -179,20 +169,23 @@ public class CountryAgent extends AbstractCountryAgent {
CropUsageData cropUsage = entry.getValue();
CropType crop = entry.getKey();
double baseTrade = cropUsage.getNetImportsExpected();
- double changeUp = 0.0;
- double changeDown = 0.0;
-
- if (allowedImportChange > 0.0) {
- double maxOfProdOrSupply = cropUsage.getProductionExpected() + Math.max(baseTrade, 0); //max of supply for food
-
- // max of supply overall, needed for when imports are supplying feed and change is zero to allow for production to replace imports
- // CONFUSING NOT SURE IF NEEDED if (maxOfProdOrSupply == 0) maxOfProdOrSupply = Math.max(cropUsage.getNetImports() + cropUsage.getProduction() , cropUsage.getProduction());
-
- changeDown = changeUp = allowedImportChange * maxOfProdOrSupply;
+ double changeUp = 0;
+ double changeDown = 0;
+
+ // max of supply overall, needed for when imports are supplying feed and change is zero to allow for production to replace imports
+ double maxOfProdOrSupply = cropUsage.getProductionExpected() + Math.max(baseTrade, 0); //max of supply for food
+
+ if (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.getTimestep() <= ModelConfig.END_FIRST_STAGE_CALIBRATION) {
+ changeUp = changeDown = 0;
+ } else {
+ if (crop.isImportedCrop()) {
+ changeUp = maxOfProdOrSupply * currentWorldPrices.get(crop).getMaxImportChange();
+ changeDown = maxOfProdOrSupply * currentWorldPrices.get(crop).getMaxExportChange();
+ }
}
if (CropType.ENERGY_CROPS.equals(crop) && baseTrade == 0) { // could apply this logic for all crops?
- changeDown = changeUp = allowedImportChange * currentGen2EcDemand;
+ changeDown = changeUp = ModelConfig.MAX_IMPORT_CHANGE * currentGen2EcDemand;
}
double restiction = 0;
@@ -219,11 +212,12 @@ public class CountryAgent extends AbstractCountryAgent {
double baseTrade = carbonUsageData.getNetCarbonImport();
double changeUp = 0.0;
double changeDown = 0.0;
- if (Math.abs(baseTrade) < 1e-3) {
+ if (Math.abs(baseTrade) < 1e-3) { // to set initial trade when starting from zero
changeUp = changeDown = getCurrentCarbonDemand();
} else {
- double maxOfProdOrSupply = carbonUsageData.getCarbonSequestered() + Math.max(baseTrade, 0);
- changeUp = changeDown = maxOfProdOrSupply * allowedImportChange;
+ double maxOfProdOrSupply = carbonUsageData.getCarbonCredits() + Math.max(baseTrade, 0);
+ changeUp = maxOfProdOrSupply * globalCarbonPrice.getMaxImportChange();
+ changeDown = maxOfProdOrSupply * globalCarbonPrice.getMaxExportChange();
}
carbonTradeConstraint = new TradeConstraint(baseTrade - changeDown, baseTrade + changeUp);
@@ -259,11 +253,16 @@ public class CountryAgent extends AbstractCountryAgent {
baseTrade = importsNeeded > 0 ? importsNeeded : importsNeeded;
}
- double changeUp = 0.0;
- double changeDown = 0.0;
- if (allowedImportChange > 0.0) {
- double maxOfProdOrSupply = woodUsage.getHarvest() + Math.max(baseTrade, 0);
- changeUp = changeDown = allowedImportChange * maxOfProdOrSupply;
+ double changeUp;
+ double changeDown;
+
+ double maxOfProdOrSupply = woodUsage.getHarvest() + Math.max(baseTrade, 0);
+
+ if (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.getTimestep() <= ModelConfig.END_FIRST_STAGE_CALIBRATION) {
+ changeUp = changeDown = 0;
+ } else {
+ changeUp = maxOfProdOrSupply * globalWoodPrice.getMaxImportChange();
+ changeDown = maxOfProdOrSupply * globalWoodPrice.getMaxExportChange();
}
woodTradeConstraints.put(woodType, new TradeConstraint(baseTrade - changeDown, baseTrade + changeUp));
diff --git a/src/ac/ed/lurg/country/CountryAgentManager.java b/src/ac/ed/lurg/country/CountryAgentManager.java
index 5ee229978d8aa478d2a5f3712dd87b8b4de77802..1a4ffb3d56c4d60cc9c52a43e058746bf9be3467 100644
--- a/src/ac/ed/lurg/country/CountryAgentManager.java
+++ b/src/ac/ed/lurg/country/CountryAgentManager.java
@@ -155,6 +155,7 @@ public class CountryAgentManager {
clusterIdRaster.putAll(ca.getYieldClusters());
} catch (Exception e) {
LogWriter.printlnError("Exception processing " + ca.getCountry() + " will continue with other countries");
+ LogWriter.print(e);
}
}
@@ -163,7 +164,7 @@ public class CountryAgentManager {
try {
execService.shutdown();
- execService.awaitTermination(30, TimeUnit.MINUTES);
+ execService.awaitTermination(ModelConfig.THREAD_TIMEOUT, TimeUnit.MINUTES);
} catch (InterruptedException e) {
LogWriter.printlnError(e.toString());
}
diff --git a/src/ac/ed/lurg/country/GlobalPrice.java b/src/ac/ed/lurg/country/GlobalPrice.java
index 552ba9df53bd246e2c20fe91db650ca2a567aabb..5f031992e70debec8eb6af8c586d3b20f2294329 100644
--- a/src/ac/ed/lurg/country/GlobalPrice.java
+++ b/src/ac/ed/lurg/country/GlobalPrice.java
@@ -146,4 +146,24 @@ public class GlobalPrice implements Serializable {
public void resetStock(Double stock) {
this.stockLevel = stock;
}
+
+ public double calcTradeMaxChange(double ratio) {
+ if (Double.isNaN(ratio)) {
+ return ModelConfig.MAX_IMPORT_CHANGE;
+ } else {
+ return Math.max(Math.min(ratio * ModelConfig.IMPORT_CHANGE_GRAD_PARAM + ModelConfig.IMPORT_CHANGE_INTCP_PARAM, ModelConfig.MAX_IMPORT_CHANGE), 0);
+ }
+ }
+
+ public double getMaxImportChange() {
+ if (stockLevel <= 0) {
+ return 0;
+ } else {
+ return calcTradeMaxChange(importAmount / exportAmountBeforeLoss);
+ }
+ }
+
+ public double getMaxExportChange() {
+ return calcTradeMaxChange(exportAmountBeforeLoss/ importAmount);
+ }
}
\ No newline at end of file
diff --git a/src/ac/ed/lurg/country/SubsidyRateManager.java b/src/ac/ed/lurg/country/SubsidyRateManager.java
index 2b30a346e26c8c4f3e9e886b481ca059bba18675..a08428caf0e826adc9c6177f07c929fa9c8d4ec2 100644
--- a/src/ac/ed/lurg/country/SubsidyRateManager.java
+++ b/src/ac/ed/lurg/country/SubsidyRateManager.java
@@ -58,7 +58,7 @@ public class SubsidyRateManager {
rates.put(crop, subsidy);
}
catch (Exception e) {
- LogWriter.println("Problem finding cereal demand: " + crop.getFaoName() + ", " + c.getCountryName());
+ LogWriter.println("Problem finding subsidy rates: " + crop.getFaoName() + ", " + c.getCountryName());
}
}
return rates;
diff --git a/src/ac/ed/lurg/country/gams/GamsDemandOptimiser.java b/src/ac/ed/lurg/country/gams/GamsDemandOptimiser.java
index 823bcc2153ad6c71e1262231e56777ac4ef2a15e..287a605450f876918b082459e1c55b7c854bc07a 100755
--- a/src/ac/ed/lurg/country/gams/GamsDemandOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsDemandOptimiser.java
@@ -29,6 +29,7 @@ import ac.ed.lurg.utils.LogWriter;
public class GamsDemandOptimiser {
private GamsDemandInput inputData;
+ private static final boolean DEBUG = false;
public GamsDemandOptimiser(GamsDemandInput inputData) {
this.inputData = inputData;
diff --git a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
index 5dc6b858601f982b081cb4b3893d1662eacf0cd2..0ad9572b1729dce38e47b6668051f4404625e3b1 100644
--- a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
@@ -52,7 +52,7 @@ import ac.ed.lurg.yield.YieldResponsesItem;
public class GamsLocationOptimiser {
- private static final boolean DEBUG = true;
+ private static final boolean DEBUG = false;
private boolean saveGamsGdxFiles;
private GamsLocationInput inputData;
@@ -385,44 +385,27 @@ public class GamsLocationOptimiser {
addScalar(inDB, "carbonHorizon", ModelConfig.CARBON_HORIZON, 5);
// Carbon fluxes
- GAMSParameter cFluxRateP = inDB.addParameter("carbonFluxRateLUC", 3);
- GAMSParameter cFluxRateNeeP = inDB.addParameter("carbonFluxRateNEE", 2);
- GAMSParameter cFluxRateHorizonNewP = inDB.addParameter("carbonFluxRateHorizonNew", 2);
- GAMSParameter cFluxRateHorizonEstP = inDB.addParameter("carbonFluxRateHorizonEstablished", 2);
+ GAMSParameter cFluxRateP = inDB.addParameter("carbonFluxRate", 3);
+ GAMSParameter cFluxCreditRateP = inDB.addParameter("carbonCreditRate", 3);
+
for (Entry<Integer, ? extends CarbonFluxItem> entry : inputData.getCarbonFluxes().entrySet()) {
Integer locationId = entry.getKey();
String locString = Integer.toString(locationId);
CarbonFluxItem cFlux = entry.getValue();
- for (Map.Entry<LccKey, Double> cfEntry : cFlux.getConversionCarbonFluxMap().entrySet()) {
- LccKey key = cfEntry.getKey();
- Vector<String> v = new Vector<String>();
- v.add(key.getFromLc().getName());
- v.add(key.getToLc().getName());
- v.add(locString);
- setGamsParamValue(cFluxRateP.addRecord(v), cfEntry.getValue(), 2);
- }
-
- for (Map.Entry<LandCoverType, Double> cfEntry : cFlux.getEcosystemCarbonFluxMap().entrySet()) {
- Vector<String> v = new Vector<String>();
- v.add(cfEntry.getKey().getName());
- v.add(locString);
- setGamsParamValue(cFluxRateNeeP.addRecord(v), cfEntry.getValue(), 3);
- }
-
- for (Map.Entry<LandCoverType, Double> cfEntry : cFlux.getCarbonHorizonFluxNewMap().entrySet()) {
- Vector<String> v = new Vector<String>();
- v.add(cfEntry.getKey().getName());
- v.add(locString);
- setGamsParamValue(cFluxRateHorizonNewP.addRecord(v), cfEntry.getValue(), 3);
- }
-
- for (Map.Entry<LandCoverType, Double> cfEntry : cFlux.getCarbonHorizonFluxEstablishedMap().entrySet()) {
- Vector<String> v = new Vector<String>();
- v.add(cfEntry.getKey().getName());
- v.add(locString);
- setGamsParamValue(cFluxRateHorizonEstP.addRecord(v), cfEntry.getValue(), 3);
+ for (LandCoverType fromLc : LandCoverType.getConvertibleTypes()) {
+ for (LandCoverType toLc : LandCoverType.getConvertibleTypes()) {
+ Vector<String> v = new Vector<String>();
+ v.add(fromLc.getName());
+ v.add(toLc.getName());
+ v.add(locString);
+ setGamsParamValue(cFluxRateP.addRecord(v), cFlux.getCarbonFluxRate(fromLc, toLc), 5);
+
+ if (ModelConfig.getCarbonOption(fromLc, toLc)) {
+ setGamsParamValue(cFluxCreditRateP.addRecord(v), cFlux.getCarbonCreditRate(fromLc, toLc), 5);
+ }
+ }
}
}
@@ -644,9 +627,10 @@ public class GamsLocationOptimiser {
}
// Carbon
- double carbonSequestered = -outDB.getParameter("netCarbonFlux").getFirstRecord().getValue();
+ double carbonSequestered = -outDB.getParameter("netCarbonCredits").getFirstRecord().getValue();
double netCarbonImport = outDB.getParameter("netCarbonImport").getFirstRecord().getValue();
- CarbonUsageData carbonUsageData = new CarbonUsageData(carbonSequestered, netCarbonImport);
+ double netCarbonFlux = outDB.getParameter("netCarbonFlux").getFirstRecord().getValue();
+ CarbonUsageData carbonUsageData = new CarbonUsageData(carbonSequestered, netCarbonImport, netCarbonFlux);
GamsLocationOutput results = new GamsLocationOutput(modelStatus, landUses, cropUsageData, landCoverChanges, carbonUsageData, newWoodUsageMap);
return results;
diff --git a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
index 016524d6acf004ea264b2e921f19e4b86c07ecb0..06735b8bc6d7e4268bb40945c89ce8e46c236def 100644
--- a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
@@ -292,45 +292,24 @@ public class GamsRasterOptimiser {
// Aggregate carbon fluxes and wood yields
if (carbonFluxItem != null) {
- for (Map.Entry<LccKey, Double> cfEntry : carbonFluxItem.getConversionCarbonFluxMap().entrySet()) {
- LccKey lccKey = cfEntry.getKey();
- double cFluxThisTime = cfEntry.getValue();
- double cFluxSoFar = aggCFlux.getConversionCarbonFlux(lccKey);
- double areaThisTime = landUseItem.getLandCoverArea(lccKey.getFromLc());
- double areaSoFar = aggLandUse.getLandCoverArea(lccKey.getFromLc());
- double cFluxAgg = aggregateMean(cFluxSoFar, areaSoFar, cFluxThisTime, areaThisTime);
- aggCFlux.setConversionCarbonFlux(lccKey, cFluxAgg);
- }
-
- for (Map.Entry<LandCoverType, Double> cfEntry : carbonFluxItem.getEcosystemCarbonFluxMap().entrySet()) {
- LandCoverType lcType = cfEntry.getKey();
- double cFluxThisTime = cfEntry.getValue();
- double cFluxSoFar = aggCFlux.getEcosystemCarbonFlux(lcType);
- double areaThisTime = landUseItem.getLandCoverArea(lcType);
- double areaSoFar = aggLandUse.getLandCoverArea(lcType);
- double cFluxAgg = aggregateMean(cFluxSoFar, areaSoFar, cFluxThisTime, areaThisTime);
- aggCFlux.setEcosystemCarbonFlux(lcType, cFluxAgg);
- }
- for (Map.Entry<LandCoverType, Double> cfEntry : carbonFluxItem.getCarbonHorizonFluxNewMap().entrySet()) {
- LandCoverType lcType = cfEntry.getKey();
- double cFluxThisTime = cfEntry.getValue();
- double cFluxSoFar = aggCFlux.getCarbonHorizonFluxNew(lcType);
- double areaThisTime = landUseItem.getLandCoverArea(lcType);
- double areaSoFar = aggLandUse.getLandCoverArea(lcType);
- double cFluxAgg = aggregateMean(cFluxSoFar, areaSoFar, cFluxThisTime, areaThisTime);
- aggCFlux.setCarbonHorizonFluxNew(lcType, cFluxAgg);
+ for (LandCoverType fromLc : LandCoverType.getConvertibleTypes()) {
+ for (LandCoverType toLc : LandCoverType.getConvertibleTypes()) {
+ double areaThisTime = landUseItem.getLandCoverArea(fromLc);
+ double areaSoFar = aggLandUse.getLandCoverArea(toLc);
+
+ double cFluxThisTime = carbonFluxItem.getCarbonFluxRate(fromLc, toLc);
+ double cFluxSoFar = aggCFlux.getCarbonFluxRate(fromLc, toLc);
+ double cFluxAgg = aggregateMean(cFluxSoFar, areaSoFar, cFluxThisTime, areaThisTime);
+ aggCFlux.setCarbonFluxRate(fromLc, toLc, cFluxAgg);
+
+ double cCreditThisTime = carbonFluxItem.getCarbonCreditRate(fromLc, toLc);
+ double cCreditSoFar = aggCFlux.getCarbonCreditRate(fromLc, toLc);
+ double cCreditAgg = aggregateMean(cCreditSoFar, areaSoFar, cCreditThisTime, areaThisTime);
+ aggCFlux.setCarbonCreditRate(fromLc, toLc, cCreditAgg);
+ }
}
- for (Map.Entry<LandCoverType, Double> cfEntry : carbonFluxItem.getCarbonHorizonFluxEstablishedMap().entrySet()) {
- LandCoverType lcType = cfEntry.getKey();
- double cFluxThisTime = cfEntry.getValue();
- double cFluxSoFar = aggCFlux.getCarbonHorizonFluxEstablished(lcType);
- double areaThisTime = landUseItem.getLandCoverArea(lcType);
- double areaSoFar = aggLandUse.getLandCoverArea(lcType);
- double cFluxAgg = aggregateMean(cFluxSoFar, areaSoFar, cFluxThisTime, areaThisTime);
- aggCFlux.setCarbonHorizonFluxEstablished(lcType, cFluxAgg);
- }
}
diff --git a/src/ac/ed/lurg/forestry/WoodYieldItem.java b/src/ac/ed/lurg/forestry/WoodYieldItem.java
index d4082432ae968069b4e5a2bba98683ff13a72deb..d28d30e916bf4456ecd7350b12bf1bb176e08c60 100644
--- a/src/ac/ed/lurg/forestry/WoodYieldItem.java
+++ b/src/ac/ed/lurg/forestry/WoodYieldItem.java
@@ -16,7 +16,8 @@ import ac.sac.raster.RasterItem;
public class WoodYieldItem implements RasterItem {
private Map<LccKey, Double> yield = new HashMap<LccKey, Double>();
private int optimalRotation; // Only applies to TIMBER_FOREST
- private double yieldAtRotation; // Only applies to TIMBER_FOREST
+ private double yieldAtRotation; // Only applies to TIMBER_FOREST
+ private double maxYield = 0; // Yield at maximum age. Used for clustering
public WoodYieldItem() {}
@@ -41,6 +42,9 @@ public class WoodYieldItem implements RasterItem {
this.yield.put(key, meanYield);
}
+
+ if (key.getFromLc().equals(LandCoverType.NATURAL) && key.getToLc().equals(LandCoverType.PASTURE))
+ maxYield = yields[ModelConfig.CARBON_WOOD_MAX_TIME - 1];
}
}
@@ -97,4 +101,9 @@ public class WoodYieldItem implements RasterItem {
public double getYieldAtRotation() {
return yieldAtRotation;
}
+
+ public double getMaxYield() {
+ return maxYield;
+ }
+
}
diff --git a/src/ac/ed/lurg/landuse/CarbonUsageData.java b/src/ac/ed/lurg/landuse/CarbonUsageData.java
index afba11ae2569cca461c5f3c7602a02a9dc10c31e..00f052704664c385adaee0ec3a3806cdbde3932c 100644
--- a/src/ac/ed/lurg/landuse/CarbonUsageData.java
+++ b/src/ac/ed/lurg/landuse/CarbonUsageData.java
@@ -5,21 +5,25 @@ import java.io.Serializable;
public class CarbonUsageData implements Serializable {
private static final long serialVersionUID = -7324234146849230386L;
- private double carbonSequestered;
+ private double carbonCredits;
private double netCarbonImport;
+ private double netCarbonFlux;
- public CarbonUsageData(double carbonSequestered, double netCarbonImport) {
+ public CarbonUsageData(double carbonCredits, double netCarbonImport, double netCarbonFlux) {
super();
- this.carbonSequestered = carbonSequestered;
+ this.carbonCredits = carbonCredits;
this.netCarbonImport = netCarbonImport;
}
- public double getCarbonSequestered() {
- return carbonSequestered;
+ public double getCarbonCredits() {
+ return carbonCredits;
}
public double getNetCarbonImport() {
return netCarbonImport;
}
-
+
+ public double getNetCarbonFlux() {
+ return netCarbonFlux;
+ }
}
diff --git a/src/ac/ed/lurg/landuse/LccKey.java b/src/ac/ed/lurg/landuse/LccKey.java
index 5afbadb9443a1986261ea25a65f130950a2d39cf..2253c8477eb46b39741213ee5078ba4f1ff25c3e 100644
--- a/src/ac/ed/lurg/landuse/LccKey.java
+++ b/src/ac/ed/lurg/landuse/LccKey.java
@@ -11,6 +11,10 @@ public class LccKey {
this.fromLc = fromLc;
this.toLc = toLc;
}
+
+ public static LccKey createKey(LandCoverType fromLc, LandCoverType toLc) {
+ return new LccKey(fromLc, toLc);
+ }
public LandCoverType getFromLc() {
return fromLc;
diff --git a/src/ac/ed/lurg/yield/YieldClusterPoint.java b/src/ac/ed/lurg/yield/YieldClusterPoint.java
index 159faf71abfe8f0d6718e0bd17af41b8ad401252..34814f4463f6402eaadbda6088914ba2efc4a318 100644
--- a/src/ac/ed/lurg/yield/YieldClusterPoint.java
+++ b/src/ac/ed/lurg/yield/YieldClusterPoint.java
@@ -47,7 +47,7 @@ public class YieldClusterPoint implements ClusteringPoint<String> {
this.maizeMax = yields.getYield(YieldType.FERT_MAX_IRRIG_MAX, CropType.MAIZE);
this.irrigWaterAval = (irrigItem==null) ? 0.0 :irrigItem.getIrrigConstraint();
this.protectedArea = protectedArea;
- this.forestYield = (woodYields==null) ? 0.0 : woodYields.getYieldAtRotation();
+ this.forestYield = (woodYields==null) ? 0.0 : woodYields.getMaxYield();
}
public RasterKey getRasterKey() {