diff --git a/data/halfdeg/global_biodiversity_priorities50perc.asc b/data/halfdeg/global_biodiversity_priorities50perc.asc
new file mode 100644
index 0000000000000000000000000000000000000000..00b56838c1f7509265720d644b350f607f1ddd86
--- /dev/null
+++ b/data/halfdeg/global_biodiversity_priorities50perc.asc
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diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index 2f1bb7617ea5ee2485c7a67da37c3d0c4ad9e16c..010dab2061e2a6a997c8afdbb57db3050f003adf 100755
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -235,7 +235,8 @@ public class ModelConfig {
 	public static final String FPU_GROUPING_FILE = SPATIAL_DATA_DIR + File.separator + "fpuGrouping.txt";
 	public static final String IRRIG_MAX_WATER_FILENAME = getProperty("IRRIG_MAX_WATER_FILENAME", "gsirrigation.out");
 	public static final String IRRIG_RUNOFF_FILE = getProperty("IRRIG_RUNOFF_FILE", "tot_runoff.out");
-	public static final String PROTECTED_AREAS_FILE = SPATIAL_DATA_DIR + File.separator + "protected_areas_with_points.txt";
+	public static final String PROTECTED_AREAS_FILE = getProperty("PROTECTED_AREAS_FILE",SPATIAL_DATA_DIR + File.separator + "protected_areas_with_points.txt");
+	public static final String HALF_EARTH_FILE = getProperty("HALF_EARTH_FILE",SPATIAL_DATA_DIR + File.separator + "global_biodiversity_priorities50perc.asc");
 	public static final String HIGH_SLOPE_AREAS_FILE = SPATIAL_DATA_DIR + File.separator + "maxcropfrac2.txt";
 	public static final String YIELDSHOCK_MAP_DIR = SPATIAL_DATA_DIR + File.separator + "yieldshockmaps";
 	public static final String YIELDSHOCKS_PARAMETER_FILE = getProperty("YIELDSHOCKS_PARAMETER_FILE", OUTPUT_DIR + File.separator+ "yieldshocks.csv");
@@ -393,8 +394,9 @@ public class ModelConfig {
 	// Protected areas forcing parameters
 	public static final boolean FORCE_PROTECTED_AREAS = IS_CALIBRATION_RUN ? false : getBooleanProperty("FORCE_PROTECTED_AREAS", false);
 	public static final int FORCE_PROTECTED_AREAS_START_YEAR  = getIntProperty("FORCE_PROTECTED_AREAS_START_YEAR", 2020);
-	public static final int FORCE_PROTECTED_AREAS_END_YEAR  = getIntProperty("FORCE_PROTECTED_AREAS_END_YEAR", 2050);
+	public static final int FORCE_PROTECTED_AREAS_END_YEAR  = getIntProperty("FORCE_PROTECTED_AREAS_END_YEAR", 2040);
 	public static final double CONSTANT_PROTECTED_AREA_RATE = getDoubleProperty("CONSTANT_PROTECTED_AREA_RATE", Double.NaN);
+	public static final boolean HALFEARTH =  getBooleanProperty("HALFEARTH", false);
 
 	public static final boolean USE_CRAFTY_COUNTRIES = getBooleanProperty("USE_CRAFTY_COUNTRIES", false);
 	public static final String CRAFTY_PRODUCTION_DIR = getProperty("CRAFTY_PRODUCTION_DIR", OUTPUT_DIR + File.separator + "crafty");
diff --git a/src/ac/ed/lurg/ModelMain.java b/src/ac/ed/lurg/ModelMain.java
index 052f7b514a20f0d8826d700b30f306e01ff30d80..c7a3e7799b179607545cbe48895d4e23dacb58b9 100644
--- a/src/ac/ed/lurg/ModelMain.java
+++ b/src/ac/ed/lurg/ModelMain.java
@@ -126,6 +126,11 @@ public class ModelMain {
 		YieldRaster yieldSurfaces = getYieldSurfaces(timestep); // this will wait for the marker file from LPJ if configured to do so
 		getUpdateIrrigationData(timestep, yieldSurfaces); // updating currentIrrigationData
 
+		if(ModelConfig.HALFEARTH && ModelConfig.FORCE_PROTECTED_AREAS_START_YEAR == timestep.getYear()) {
+			new ProtectedAreasReader(globalLandUseRaster).getRasterDataFromFile(ModelConfig.HALF_EARTH_FILE);
+			countryAgents.updateProtectedAreasForAll(globalLandUseRaster);
+		}
+		
 		double previousGen2EcDDemand = (timestep.isInitialTimestep() || ModelConfig.IS_CALIBRATION_RUN ) ? 0: demandManager.getSecondGenBioenergyDemand(timestep.getPreviousTimestep());
 		double gen2EcDDemand = demandManager.getSecondGenBioenergyDemand(ModelConfig.IS_CALIBRATION_RUN ? new Timestep(1) : timestep);
 		double gen2Increase = (gen2EcDDemand>previousGen2EcDDemand) ? gen2EcDDemand - previousGen2EcDDemand : 0.0;
@@ -581,5 +586,5 @@ public class ModelMain {
 			new RunOffReader(currentIrrigationData, false).getRasterDataFromFile(rootDir + File.separator + ModelConfig.IRRIG_RUNOFF_FILE);
 			currentIrrigationData.updateIrrigConstraints(timestep);
 		}
-	}
+	}	
 }
diff --git a/src/ac/ed/lurg/country/AgriculturalGDPManager.java b/src/ac/ed/lurg/country/AgriculturalGDPManager.java
index 6ed45b66ab46485a2ce2c8cb0cfab141a9aac8e4..108766be7ed1170b0725a3818dd2f12dc95bc077 100644
--- a/src/ac/ed/lurg/country/AgriculturalGDPManager.java
+++ b/src/ac/ed/lurg/country/AgriculturalGDPManager.java
@@ -48,7 +48,6 @@ public class AgriculturalGDPManager {
 				SingleCountry country = CountryManager.getForName(countryName);
 				
 				fractionsMap.put(country,proportion);
-				LogWriter.println("country in fractionsMap " + fractionsMap.get(country));
 				
 			} 
 			fitReader.close(); 
diff --git a/src/ac/ed/lurg/country/CountryAgent.java b/src/ac/ed/lurg/country/CountryAgent.java
index bf795fbe5acba73c4b9e16cce31b134222db21ac..bd48a282875cecb28484798bc60947323c55e82e 100644
--- a/src/ac/ed/lurg/country/CountryAgent.java
+++ b/src/ac/ed/lurg/country/CountryAgent.java
@@ -27,6 +27,7 @@ import ac.ed.lurg.types.LandCoverType;
 import ac.ed.lurg.utils.LogWriter;
 import ac.ed.lurg.utils.cluster.Cluster;
 import ac.ed.lurg.utils.cluster.KMeans;
+import ac.ed.lurg.utils.cluster.YieldClusterSet;
 import ac.ed.lurg.yield.YieldClusterPoint;
 import ac.ed.lurg.yield.YieldRaster;
 import ac.ed.lurg.yield.YieldResponsesItem;
@@ -63,9 +64,12 @@ public class CountryAgent extends AbstractCountryAgent {
 	private RasterSet<IntegerRasterItem> calcYieldClusters(RasterSet<IrrigationItem> irrigData, YieldRaster countryYieldSurfaces) {
 
 		LogWriter.println("calcYieldClusters: for " + ModelConfig.NUM_YIELD_CLUSTERS + " clusters");	
-
+		
 		// create collection of ClusteringPoints from countryYieldSurfaces, these have the RasterKey and data for yield (or access to them)
-		Collection<YieldClusterPoint> clusteringPoints = new HashSet<YieldClusterPoint>();
+		
+		YieldClusterSet clusteringPoints = new YieldClusterSet();
+		YieldClusterSet clusteringPointsProtected = new YieldClusterSet();
+		
 		for (Entry<RasterKey, YieldResponsesItem> entry : countryYieldSurfaces.entrySet()) {
 			YieldResponsesItem yieldresp = entry.getValue();
 			if (yieldresp != null) {
@@ -73,21 +77,39 @@ public class CountryAgent extends AbstractCountryAgent {
 				IrrigationItem irrigItem = irrigData.get(key);
 				
 				LandUseItem luItem = previousGamsRasterOutput.getLandUses().get(key);
-				double protectedArea = luItem.getProtectedArea();
-				clusteringPoints.add(new YieldClusterPoint(key, yieldresp, irrigItem, protectedArea));
+				double totalLand = luItem.getTotalLandCoverArea();
+				double protectedAreaFrac = (totalLand <= 0) ? 0.0 : luItem.getProtectedArea() / totalLand;
+				
+				if(ModelConfig.HALFEARTH && protectedAreaFrac == 1) {
+					clusteringPointsProtected.add(new YieldClusterPoint(key, yieldresp, irrigItem, protectedAreaFrac));
+				}
+				else 
+					clusteringPoints.add(new YieldClusterPoint(key, yieldresp, irrigItem, protectedAreaFrac));
+				
+					
 			}
 		}
+		
+		Collection<YieldClusterSet> clusterGroups = new HashSet<YieldClusterSet>();
+		clusterGroups.add(clusteringPoints);
 
+		if(ModelConfig.HALFEARTH) {
+		clusterGroups.add(clusteringPointsProtected);
+		}
+		
+		RasterSet<IntegerRasterItem> mapping = new RasterSet<IntegerRasterItem>(countryYieldSurfaces.getHeaderDetails());
+		int id = 1;
+		
 		// do the clustering
-		KMeans<String, YieldClusterPoint> kmeans = new KMeans<String, YieldClusterPoint>(clusteringPoints, ModelConfig.NUM_YIELD_CLUSTERS);
+		for(Collection<YieldClusterPoint> cp : clusterGroups) {
+	
+		KMeans<String, YieldClusterPoint> kmeans = new KMeans<String, YieldClusterPoint>(cp, ModelConfig.NUM_YIELD_CLUSTERS/clusterGroups.size());
 		kmeans.calculateClusters(100, 0.1);
 		kmeans.printClusters();
 
 		// reformat output
 		List<Cluster<String, YieldClusterPoint>> yieldClusters = kmeans.getClusters();
-		RasterSet<IntegerRasterItem> mapping = new RasterSet<IntegerRasterItem>(countryYieldSurfaces.getHeaderDetails());
 
-		int id = 1;
 		for (Cluster<String, YieldClusterPoint> c : yieldClusters) {
 			for (YieldClusterPoint p : c.getPoints())
 				mapping.put(p.getRasterKey(), new IntegerRasterItem(id));
@@ -95,10 +117,11 @@ public class CountryAgent extends AbstractCountryAgent {
 			if (c.getPoints().size()>0)
 				id++;
 		}
+		}
 
 		return mapping;
 	}
-
+	
 	public GamsRasterOutput determineProduction(YieldRaster countryYieldSurfaces, RasterSet<IrrigationItem> irrigData, 
 			Map<CropType, GlobalPrice> worldPrices, double globalGen2EcIncrease) {
 
@@ -255,4 +278,12 @@ public class CountryAgent extends AbstractCountryAgent {
 		}	
 		return totalProduction;
 	}
+	
+	public void updateProtectedAreas(RasterSet<LandUseItem> newProtectedAreas) {
+		for (Entry<RasterKey, LandUseItem> entry : previousGamsRasterOutput.getLandUses().entrySet()) {
+			double updatedPA = newProtectedAreas.get(entry.getKey()).getProtectedArea();
+			entry.getValue().setProtectedArea(updatedPA);
+		}
+		
+	}
 }
\ No newline at end of file
diff --git a/src/ac/ed/lurg/country/CountryAgentManager.java b/src/ac/ed/lurg/country/CountryAgentManager.java
index 256b087f15379074811758b143deae3f92034294..eb7cf0ed19cd9f718144c3d2ec2cccea39d3e4c8 100644
--- a/src/ac/ed/lurg/country/CountryAgentManager.java
+++ b/src/ac/ed/lurg/country/CountryAgentManager.java
@@ -137,4 +137,12 @@ public class CountryAgentManager {
 			ca.calculateCountryPricesAndDemand(internationalMarket.getWorldPrices());
 		}
 	}
+	
+	public void updateProtectedAreasForAll(RasterSet<LandUseItem> newProtectedAreas) {
+		for (CountryAgent ca : gamsCountryAgents) {
+			Collection<RasterKey> countryKeys = countryBoundaryRaster.getKeysFor(ca.getCountry());
+			RasterSet<LandUseItem> newPA = newProtectedAreas.createSubsetForKeys(countryKeys);
+			ca.updateProtectedAreas(newPA);
+		}
+	}
 }
\ No newline at end of file
diff --git a/src/ac/ed/lurg/output/LandUseOutputer.java b/src/ac/ed/lurg/output/LandUseOutputer.java
index 2e181271f883c0dca5694d030dbbc6d6dcddd8e6..174f50132344f0694da429bb687011f5062e74b7 100644
--- a/src/ac/ed/lurg/output/LandUseOutputer.java
+++ b/src/ac/ed/lurg/output/LandUseOutputer.java
@@ -29,7 +29,7 @@ public class LandUseOutputer extends AbstractLandUseOutputer {
 			String landCoverFileName = outputDir.getPath() + File.separator + "LandUse.txt";
 			fertWriter = new BufferedWriter(new FileWriter(landCoverFileName, false));
 		
-			StringBuffer sbHeader = new StringBuffer("Lon Lat area suitable");
+			StringBuffer sbHeader = new StringBuffer("Lon Lat area suitable protected pa_fraction");
 			
 			for (LandCoverType cover : LandCoverType.values()) {
 				sbHeader.append(" " + cover.getName());
@@ -58,7 +58,9 @@ public class LandUseOutputer extends AbstractLandUseOutputer {
 
 				sbData.append(String.format(" %.8f", item.getTotalLandCoverArea()));
 				sbData.append(String.format(" %.8f", item.getSuitableLand(year)));
-
+				sbData.append(String.format(" %.8f", item.getProtectedArea()));
+				sbData.append(String.format(" %.8f", item.getProtectedArea()/item.getTotalLandCoverArea()));
+				
 				for (LandCoverType cover : LandCoverType.values()) {
 					sbData.append(String.format(" %.8f", item.getLandCoverArea(cover)));
 				}
diff --git a/src/ac/ed/lurg/utils/cluster/YieldClusterSet.java b/src/ac/ed/lurg/utils/cluster/YieldClusterSet.java
new file mode 100644
index 0000000000000000000000000000000000000000..e9f8339f85fc5566260971ba6565f81a460f2e44
--- /dev/null
+++ b/src/ac/ed/lurg/utils/cluster/YieldClusterSet.java
@@ -0,0 +1,10 @@
+package ac.ed.lurg.utils.cluster;
+
+import java.util.HashSet;
+import ac.ed.lurg.yield.YieldClusterPoint;
+
+public class YieldClusterSet extends HashSet<YieldClusterPoint> {
+
+	private static final long serialVersionUID = -9207189503886440121L;
+	
+}