From f6ac192fab19dda3e1df68af996c658c74cd3981 Mon Sep 17 00:00:00 2001
From: R0slyn <roslyn.henry.08@aberdeen.ac.uk>
Date: Fri, 16 Aug 2019 17:22:46 +0100
Subject: [PATCH] 2nd stage of calibration. HE fix in get suitableLand().
 Tweaks to shock script file.

---
 .../global_biodiversity_priorities50perc.asc  | 732 +++++++++---------
 scripts/CreateYieldShockMaps.R                | 140 ++--
 src/ac/ed/lurg/InternationalMarket.java       |  81 +-
 src/ac/ed/lurg/ModelConfig.java               |  16 +-
 src/ac/ed/lurg/ModelMain.java                 |  49 +-
 src/ac/ed/lurg/country/CompositeCountry.java  |   5 +-
 src/ac/ed/lurg/country/CountryAgent.java      |   4 +-
 .../ed/lurg/country/CountryAgentManager.java  |  27 +
 src/ac/ed/lurg/country/GlobalPrice.java       |   9 +-
 src/ac/ed/lurg/landuse/CropUsageData.java     |   6 +-
 src/ac/ed/lurg/landuse/LandUseItem.java       |  21 +-
 src/ac/ed/lurg/shock/YieldShockManager.java   |   2 +-
 12 files changed, 608 insertions(+), 484 deletions(-)

diff --git a/data/halfdeg/global_biodiversity_priorities50perc.asc b/data/halfdeg/global_biodiversity_priorities50perc.asc
index 00b56838..523d9b2e 100644
--- a/data/halfdeg/global_biodiversity_priorities50perc.asc
+++ b/data/halfdeg/global_biodiversity_priorities50perc.asc
@@ -1,366 +1,366 @@
-NCOLS 720 
-NROWS 360 
-XLLCORNER -180 
-YLLCORNER -90 
-CELLSIZE 0.5 
-NODATA_value -9999 
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diff --git a/scripts/CreateYieldShockMaps.R b/scripts/CreateYieldShockMaps.R
index 0cc80be2..1265bd99 100644
--- a/scripts/CreateYieldShockMaps.R
+++ b/scripts/CreateYieldShockMaps.R
@@ -1,50 +1,49 @@
 require(data.table)
 require(raster)
 
-generateShocksTable = function(dt, startYear, endYear, shockFrequencyMultiplier,shockMagnitudeMultiplier, makeMapFiles){
+generateShocksTable = function(dt, startYear, endYear, shockFrequencyMultiplier, makeMapFiles){
   shockTable = NULL
-  if(shockFrequencyMultiplier != 0 & shockMagnitudeMultiplier != 0){
-    cotterellRegions =fread(file.path(baseDataDir,"cotterellRegions.csv"), header=TRUE)
-    noCountriesTab = data.table(table(cotterellRegions[,list(Region)]))[,list(Region=V1,nCountries = N)]
-    
-    ratesTab = merge(data.table(table(dt[,list(Year,Region,Sector)])),noCountriesTab, by=c('Region'))
-    #Shock rate is number of shocks occurring in a region in a given year, shock rate scaled according to number of countries in a region
-    ratesTab[,shockRate := N/nCountries]
-    
-    #probability of getting a shock rate of value x in year y
-    shockProbs = data.table(table(ratesTab[N != 0,list(Region,Sector,shockRate)]))[,list(Region, Sector,shockRate, prob=N*shockFrequencyMultiplier/53)] #53 as that is number of years in historic time period
-    shockProbs = rbind(shockProbs,shockProbs[,list(shockRate=0,prob=1-sum(prob)), by=c('Region','Sector')])[prob != 0]
-    
-    for(cropType in unique(dt$Sector)){
-      #magnitudes of shocks take from global distribution per sector at a country level
-      sectorHist = hist(dt[Sector==cropType,PropMagnitude],freq=FALSE)
-      
-      for(region in unique(dt$Region)){	
-        #calculate years where shocks could happen using probability of shock occurring
-        va = data.table(Year=seq(startYear,endYear,1),
-                        shockRate=sample(shockProbs[Sector==cropType & Region==region,as.numeric(shockRate)],size=endYear-startYear+1, replace=TRUE, 
-                                         prob=shockProbs[Sector==cropType & Region==region,prob]))[shockRate > 0]
-        if(nrow(va)>0){
-          #calculate for above years how many countries to shock 
-          va[,numberOfCountriesToShock := sum(rbinom(noCountriesTab[Region==region,nCountries],size=1,prob=shockRate))]
-          va=va[numberOfCountriesToShock>0]
-          
-          for(year in va[,unique(Year)]){
-            #randomly choose countries within the region to shock and by what magnitude
-            bins=with(sectorHist,sample(length(mids),va[Year==year,numberOfCountriesToShock],p=density,replace=TRUE))
-            shockMagnitudes=runif(length(bins),sectorHist$breaks[bins],sectorHist$breaks[bins+1])*shockMagnitudeMultiplier
-            countries = sample(cotterellRegions[Region==region, Country],va[Year==year,numberOfCountriesToShock])
-            shockTable=rbind(shockTable, data.table(year,mapFilename=countries,crop=cropType,shockFactor=shockMagnitudes, region))	
-          }
-        }	
-      }
-    }
+  cotterellRegions =fread(file.path(baseDataDir,"cotterellRegions.csv"), header=TRUE)
+  noCountriesTab = data.table(table(cotterellRegions[,list(Region)]))[,list(Region=V1,nCountries = N)]
+  
+  ratesTab = merge(data.table(table(dt[,list(Year,Region,Sector)])),noCountriesTab, by=c('Region'))
+  #Shock rate is number of shocks occurring in a region in a given year, shock rate scaled according to number of countries in a region
+  ratesTab[,shockRate := N/nCountries]
+  
+  #probability of getting a shock rate of value x in year y
+  shockProbs = data.table(table(ratesTab[N != 0,list(Region,Sector,shockRate)]))[,list(Region, Sector,shockRate, prob=N*shockFrequencyMultiplier/53)] #53 as that is number of years in historic time period
+  shockProbs = rbind(shockProbs,shockProbs[,list(shockRate=0,prob=1-sum(prob)), by=c('Region','Sector')])[prob != 0]
+  
+  for(cropType in unique(dt$Sector)){
+    #magnitudes of shocks take from global distribution per sector at a country level
+    sectorHist = hist(dt[Sector==cropType,PropMagnitude],freq=FALSE)
     
-    if (makeMapFiles){
-      makeMaps(shockTable, outputDir)
+    for(region in unique(dt$Region)){	
+      #calculate years where shocks could happen using probability of shock occurring
+      va = data.table(Year=seq(startYear,endYear,1),
+                      shockRate=sample(shockProbs[Sector==cropType & Region==region,as.numeric(shockRate)],size=endYear-startYear+1, replace=TRUE, 
+                                       prob=shockProbs[Sector==cropType & Region==region,prob]))[shockRate > 0]
+      if(nrow(va)>0){
+        #calculate for above years how many countries to shock 
+        va[,numberOfCountriesToShock := sum(rbinom(noCountriesTab[Region==region,nCountries],size=1,prob=shockRate))]
+        va=va[numberOfCountriesToShock>0]
+        
+        for(year in va[,unique(Year)]){
+          #randomly choose countries within the region to shock and by what magnitude
+          bins=with(sectorHist,sample(length(mids),va[Year==year,numberOfCountriesToShock],p=density,replace=TRUE))
+          shockMagnitudes=runif(length(bins),sectorHist$breaks[bins],sectorHist$breaks[bins+1])
+          countries = sample(cotterellRegions[Region==region, Country],va[Year==year,numberOfCountriesToShock])
+          shockTable=rbind(shockTable, data.table(year,mapFilename=countries,crop=cropType,shockFactor=shockMagnitudes, region))	
+        }
+      }	
     }
-    shockTable[,mapFilename := paste0(mapFilename,'.asc')]
   }
+  
+  if (makeMapFiles){
+    makeMaps(shockTable, outputDir)
+  }
+  shockTable[,mapFilename := paste0(mapFilename,'.asc')]
+  
   shockTable
 }
 
@@ -78,57 +77,42 @@ singleYieldShockFile = commandArgs(trailingOnly = TRUE)[2]
 print(singleYieldShockFile)
 
 if("SHOCKS_FREQUENCY_MULTIPLIER" %in% colnames(scenarioTable)){
-  
-  if (singleYieldShockFile == 1){
-    shockFreqMultiplier = unique(scenarioTable[, SHOCKS_FREQUENCY_MULTIPLIER])
-    shockMagMultiplier = unique(scenarioTable[, SHOCKS_MAGNITUDE_MULTIPLIER])
+  ensembleCounter = 0
+  ensembleShockTable=NULL
+  for(ensemble in unique(scenarioTable[,Ensemble])){
     
+    shockFreqMultiplier = unique(scenarioTable[Ensemble==ensemble, SHOCKS_FREQUENCY_MULTIPLIER])
     
-    if(length(shockFreqMultiplier) > 1 | length(shockMagMultiplier) > 1){
-      print("A Yield shock multiplier parameter has more than one value in scenario table, using only the first values")
+    if(length(shockFreqMultiplier) > 1){
+      print("SHOCKS_FREQUENCY_MULTIPLIER is different within a single ensemble, using only the first values")
     }
     
-    ensembleShockTable=generateShocksTable(dt=fread(file.path(baseDataDir,"historicShocks.csv")), startYear=2010, endYear=2100, 
-                                           shockFrequencyMultiplier=shockFreqMultiplier, shockMagnitudeMultiplier=shockMagMultiplier,makeMapFiles=TRUE)
-    
-  }
-  
-  for(ensemble in unique(scenarioTable[,Ensemble])){
-    
-    if (singleYieldShockFile != 1){
-      shockFreqMultiplier = unique(scenarioTable[Ensemble==ensemble, SHOCKS_FREQUENCY_MULTIPLIER])
-      shockMagMultiplier = unique(scenarioTable[Ensemble==ensemble, SHOCKS_MAGNITUDE_MULTIPLIER])
+    if(shockFreqMultiplier != 0){
       
-      if(length(shockFreqMultiplier) > 1 | length(shockMagMultiplier) > 1){
-        print("A Yield shock multiplier parameter is different within a single ensemble, using only the first values")
+      if ((singleYieldShockFile == 1 & ensembleCounter==0) | singleYieldShockFile != 1){
+        
+        ensembleShockTable=generateShocksTable(dt=fread(file.path(baseDataDir,"historicShocks.csv")), startYear=2010, endYear=2100, 
+                                               shockFrequencyMultiplier=shockFreqMultiplier,makeMapFiles=TRUE)
       }
       
-      ensembleShockTable=generateShocksTable(dt=fread(file.path(baseDataDir,"historicShocks.csv")), startYear=2010, endYear=2100, 
-                                             shockFrequencyMultiplier=shockFreqMultiplier, shockMagnitudeMultiplier=shockMagMultiplier,makeMapFiles=TRUE)
-    }
-    
-    for(scenario in scenarioTable[Ensemble==ensemble, Scenario]){
-      
-      ensDir=file.path(ensemble,scenario)
-      
-      if (dir.exists(file.path(baseOutputDir,ensDir))) {
-        if(!is.null(ensembleShockTable)){
+      for(scenario in scenarioTable[Ensemble==ensemble, Scenario]){
+        
+        ensDir=file.path(ensemble,scenario)
+        
+        if (dir.exists(file.path(baseOutputDir,ensDir))) {
           print(paste(ensDir, "exists.  Creating yield shock file"))
           write.csv(ensembleShockTable,file.path(baseOutputDir,ensDir,"yieldshocks.csv"), row.names=FALSE, quote=FALSE)
         } 
         else{
-          print(paste0("SHOCKS_FREQUENCY_MULTIPLIER or SHOCKS_MAGNITUDE_MULTIPLIER is set to zero, not creating yield shock files for ", ensemble))
+          print(paste(ensDir, "does not exist.  Stopping"))
         }
-      }
-      else{
-        print(paste(ensDir, "does not exist.  Stopping"))
-      }
-      
-      
-    }	
+        
+      }	
+      ensembleCounter = ensembleCounter + 1
+    }
   }
-} else{
-  print("No value for shock frequency multiplier in scenario table, not creating yieldShock files")
+}else{
+  print("No column for shock frequency multiplier in scenario table, not creating yieldShock files")
 }
 
 
diff --git a/src/ac/ed/lurg/InternationalMarket.java b/src/ac/ed/lurg/InternationalMarket.java
index e2c4d259..5ebe200e 100644
--- a/src/ac/ed/lurg/InternationalMarket.java
+++ b/src/ac/ed/lurg/InternationalMarket.java
@@ -1,7 +1,11 @@
 package ac.ed.lurg;
 
 import java.io.BufferedWriter;
+import java.io.FileInputStream;
+import java.io.FileOutputStream;
 import java.io.IOException;
+import java.io.ObjectInputStream;
+import java.io.ObjectOutputStream;
 import java.util.Collection;
 import java.util.HashMap;
 import java.util.Map;
@@ -17,17 +21,26 @@ import ac.ed.lurg.utils.LogWriter;
 
 public class InternationalMarket {
 
-	private Map<CropType, GlobalPrice> worldPrices = new HashMap<CropType, GlobalPrice>();
+	private Map<CropType, GlobalPrice> worldPrices;
 
 	public InternationalMarket() {
-		Map<CropType, Double> stockLevel = getInitialStockLevels();
+		if(ModelConfig.IS_CALIBRATION_RUN) {
+			worldPrices = new HashMap<CropType, GlobalPrice>();
 
-		for (CropType crop : CropType.getImportedTypes()) {
-			Double initialStock = stockLevel.get(crop);
-			worldPrices.put(crop, GlobalPrice.createInitial(crop.getInitialPrice(), initialStock));
+
+			Map<CropType, Double> stockLevel = getInitialStockLevels();
+
+			for (CropType crop : CropType.getImportedTypes()) {
+				Double initialStock = stockLevel.get(crop);
+				worldPrices.put(crop, GlobalPrice.createInitial(crop.getInitialPrice(), initialStock));
+			}
+		}
+		else {
+			worldPrices = deserializeGlobalPrice();
 		}
+
 	}
-	
+
 	public  Map<CropType, GlobalPrice> getWorldPrices() {
 		return worldPrices;
 	}
@@ -46,13 +59,13 @@ public class InternationalMarket {
 
 			// Get values for world input costs
 			Map<CropType, CropUsageData> cropUsage = ca.getCropUsageData();
-			
+
 			for (Entry<CropType, CropUsageData> entry : cropUsage.entrySet()) {
 				CropType c = entry.getKey();
 
 				double countryNetImports = entry.getValue().getShockedNetImports();
 				totalProduction.incrementValue(c, (entry.getValue().getProductionExpected()-entry.getValue().getProductionShock()));
-				
+
 				if (countryNetImports > 0)
 					totalImportCommodities.incrementValue(c, countryNetImports);
 				else
@@ -65,7 +78,7 @@ public class InternationalMarket {
 
 		// Look at trade balance and adjust appropriately
 		for (CropType crop : CropType.getImportedTypes()) {
-		
+
 			GlobalPrice prevPrice = worldPrices.get(crop);
 			double imports = totalImportCommodities.containsKey(crop) ? totalImportCommodities.get(crop) : 0.0;
 			double exportsBeforeTransportLosses = totalExportCommodities.containsKey(crop) ? totalExportCommodities.get(crop) : 0.0;
@@ -78,7 +91,7 @@ public class InternationalMarket {
 			worldPrices.put(crop, adjustedPrice);
 		}
 	}
-	
+
 	void writeGlobalMarketFile(Timestep timestep, BufferedWriter outputFile) throws IOException {
 		for (CropType crop : CropType.getImportedTypes()) {
 			StringBuffer sbData = new StringBuffer();
@@ -92,26 +105,62 @@ public class InternationalMarket {
 		}
 	}
 
-/*	public double findMaxPriceDiff(Map<CropType, Double> previousExportPrices) {
+	public void serializeGlobalPrices() {
+		try {
+			LogWriter.println("Starting serializing GlobalPrice to " + ModelConfig.SERIALIZED_INTERNATIONAL_MARKET_FILE);
+			FileOutputStream fileOut = new FileOutputStream(ModelConfig.SERIALIZED_INTERNATIONAL_MARKET_FILE);
+			ObjectOutputStream out = new ObjectOutputStream(fileOut);
+			out.writeObject(worldPrices);
+			out.close();
+			fileOut.close();
+			LogWriter.println("Serialized international market data is saved");
+		} catch (IOException i) {
+			i.printStackTrace();
+		}
+	}
+
+	@SuppressWarnings("unchecked")
+	private Map<CropType, GlobalPrice> deserializeGlobalPrice() {
+		try {
+			Map<CropType, GlobalPrice> initGlobalPrices;
+			FileInputStream fileIn = new FileInputStream(ModelConfig.SERIALIZED_INTERNATIONAL_MARKET_FILE);
+			ObjectInputStream in = new ObjectInputStream(fileIn);
+			initGlobalPrices = (Map<CropType, GlobalPrice>) in.readObject();
+			in.close();
+			fileIn.close();
+			LogWriter.println("Deserialized " + ModelConfig.SERIALIZED_INTERNATIONAL_MARKET_FILE);
+			return initGlobalPrices;
+		} catch (IOException i) {
+			LogWriter.printlnError("Problem deserializing " + ModelConfig.SERIALIZED_INTERNATIONAL_MARKET_FILE);
+			LogWriter.print(i);
+			return null;
+		} catch (ClassNotFoundException c) {
+			LogWriter.printlnError("GlobalPrice class not found");
+			c.printStackTrace();
+			return null;
+		}
+	}
+
+	/*	public double findMaxPriceDiff(Map<CropType, Double> previousExportPrices) {
 		if (previousExportPrices == null)
 			return Double.MAX_VALUE;
-		
+
 		double maxSoFar = 0;
 		CropType crop = null;
-		
+
 		for (Entry<CropType, GlobalPrice> entry : worldPrices.entrySet()) {
 			Double previousP = previousExportPrices.get(entry.getKey());
-			
+
 			if (previousP == null)
 				return Double.MAX_VALUE;
-			
+
 			double diffThisTime = Math.abs(previousP - entry.getValue().getExportPrice());
 			if (diffThisTime > maxSoFar) {
 				maxSoFar = diffThisTime;
 				crop = entry.getKey();
 			}
 		}
-		
+
 		LogWriter.println("findMaxPriceDiff: found " + maxSoFar + " for " + crop);
 		return maxSoFar;
 	} */
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index 28ac95a6..0addb374 100755
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -256,10 +256,14 @@ public class ModelConfig {
 	
 	// Calibration related stuff
 	public static final boolean IS_CALIBRATION_RUN = getBooleanProperty("IS_CALIBRATION_RUN", false);
-	public static final String SERIALIZED_LAND_USE_FILE = getProperty("SERIALIZED_LAND_USE_FILE", OUTPUT_DIR + File.separator + "landUseRaster.ser");
-	public static final boolean MARKET_ADJ_PRICE = IS_CALIBRATION_RUN ? false : getBooleanProperty("MARKET_ADJ_PRICE", true);
+	public static final String CALIB_DIR = IS_CALIBRATION_RUN ? OUTPUT_DIR : getProperty("CALIB_DIR");
+	public static final int END_FIRST_STAGE_CALIBRATION = getIntProperty("END_FIRST_STAGE_CALIBRATION", 10);
+	public static final String SERIALIZED_LAND_USE_FILE = CALIB_DIR + File.separator +  "landUseRaster.ser";
+	public static final String SERIALIZED_CROP_USAGE_FILE = CALIB_DIR + File.separator +  "countryCropUsages.ser";
+	public static final String SERIALIZED_INTERNATIONAL_MARKET_FILE = CALIB_DIR + File.separator +  "internationalMarket.ser";
+	public static final boolean MARKET_ADJ_PRICE = getBooleanProperty("MARKET_ADJ_PRICE", true);
 	public static final boolean CHANGE_YIELD_DATA_YEAR = IS_CALIBRATION_RUN ? false : getBooleanProperty("CHANGE_YIELD_DATA_YEAR", true);
-	public static final String CLUSTERED_YIELD_FILE = getProperty("CLUSTERED_YIELD_FILE", OUTPUT_DIR + File.separator + "cluster.asc");
+	public static final String CLUSTERED_YIELD_FILE = CALIB_DIR + File.separator + "cluster.asc";
 	public static final boolean GENERATE_NEW_YIELD_CLUSTERS = getBooleanProperty("GENERATE_NEW_YIELD_CLUSTERS", IS_CALIBRATION_RUN);
 
 	// Temporal configuration
@@ -269,8 +273,8 @@ public class ModelConfig {
 	public static final int BASE_YEAR = getIntProperty("BASE_YEAR", 2010);
 
 	// Import export limits
-	public static final double ANNUAL_MAX_IMPORT_CHANGE = IS_CALIBRATION_RUN ? 0.0 : getDoubleProperty("ANNUAL_MAX_IMPORT_CHANGE", 0.05);
-	public static final double MAX_IMPORT_CHANGE = IS_CALIBRATION_RUN ? 0.0 : getDoubleProperty("MAX_IMPORT_CHANGE", ANNUAL_MAX_IMPORT_CHANGE*TIMESTEP_SIZE);
+	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);
 
 	// Fertiliser application rates in kg/ha
 	public static final double MIN_FERT_AMOUNT = getDoubleProperty("MIN_FERT_AMOUNT", 0.0);
@@ -375,7 +379,7 @@ public class ModelConfig {
 	public static final boolean ACTIVE_TRADE_BARRIERS = getBooleanProperty("ACTIVE_TRADE_BARRIERS", true);  // if set to true read in barrier information from file, otherwise use default as above
 	public static final boolean ACTIVE_TRADE_DISTORTIONS = getBooleanProperty("ACTIVE_TRADE_DISTORTIONS", false);  // if set to true read in distortions information from file
 	public static final boolean SHOCKS_POSSIBLE = getBooleanProperty("SHOCKS_POSSIBLE", false);
-	
+	public static final double YIELD_SHOCK_MAGNIFIER = getDoubleProperty("YIELD_SHOCK_MAGNIFIER", 1.0);
 	
 	public static final boolean PROTECTED_AREAS_ENABLED = getBooleanProperty("PROTECTED_AREAS_ENABLED", true);
 	public static final double MIN_NATURAL_RATE = getDoubleProperty("MIN_NATURAL_RATE", 0.05);
diff --git a/src/ac/ed/lurg/ModelMain.java b/src/ac/ed/lurg/ModelMain.java
index c7a3e779..21653257 100644
--- a/src/ac/ed/lurg/ModelMain.java
+++ b/src/ac/ed/lurg/ModelMain.java
@@ -152,17 +152,18 @@ public class ModelMain {
 
 	private void writeLandCoverFile(Timestep timestep, RasterSet<LandUseItem> landUseRaster) {
 		try {
-			StringBuffer sbHeadings = new StringBuffer("Year,Cropland,Pasture,ManForest,UnmanForest,Natural,AbPasture,EnergyCrop,FertCrop,IrrigCrop");
+			StringBuffer sbHeadings = new StringBuffer("Year,Cropland,Pasture,ManForest,UnmanForest,Natural,AbPasture,Suitable,EnergyCrop,FertCrop,IrrigCrop");
 			BufferedWriter outputFile = FileWriterHelper.getFileWriter(timestep, ModelConfig.LAND_COVER_OUTPUT_FILE, sbHeadings.toString());
 
 			StringBuffer sbData = new StringBuffer();
-			sbData.append(String.format("%d,%.1f,%.1f,%.1f,%.1f,%.1f,%.1f", timestep.getYear(),
+			sbData.append(String.format("%d,%.1f,%.1f,%.1f,%.1f,%.1f,%.1f,%.1f", timestep.getYear(),
 					LandUseItem.getTotalLandCover(landUseRaster.values(), LandCoverType.CROPLAND),
 					LandUseItem.getTotalLandCover(landUseRaster.values(), LandCoverType.PASTURE),
 					LandUseItem.getTotalLandCover(landUseRaster.values(), LandCoverType.MANAGED_FOREST),
 					LandUseItem.getTotalLandCover(landUseRaster.values(), LandCoverType.UNMANAGED_FOREST),
 					LandUseItem.getTotalLandCover(landUseRaster.values(), LandCoverType.OTHER_NATURAL),
-					LandUseItem.getAbandonedPasture(landUseRaster.values()))
+					LandUseItem.getAbandonedPasture(landUseRaster.values()),
+					LandUseItem.getSuitableTotal(landUseRaster.values(), timestep.getYear()))
 					);
 						
 			sbData.append(String.format(",%.1f", LandUseItem.getTotalCropArea(landUseRaster.values(), CropType.ENERGY_CROPS)));
@@ -311,7 +312,7 @@ public class ModelMain {
 	
 					StringBuffer sbData = new StringBuffer();
 					sbData.append(String.format("%d,%s,%s", timestep.getYear(), country.getCountry(), crop.getGamsName()));
-					sbData.append(String.format(",%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f", area, prod, prodCosts, importPrice, exportPrice, netImports, netImportCost, prodShock, rumFeedAmount, monFeedAmount));
+					sbData.append(String.format(",%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f,%.3f", area, prod, prodCosts, importPrice, exportPrice, netImports, netImportCost, prodShock, rumFeedAmount, monFeedAmount));
 
 					outputFile.write(sbData.toString());
 					outputFile.newLine();
@@ -417,8 +418,11 @@ public class ModelMain {
 			outputWaterAvailablity(timestep, currentIrrigationData);  // uses the year directory structure created above
 		}
 
-		if (ModelConfig.IS_CALIBRATION_RUN)
+		if (ModelConfig.IS_CALIBRATION_RUN) {
 			serializeLandUse(landUseRaster);
+			countryAgents.serializeCropUsageForAll();
+			internationalMarket.serializeGlobalPrices();
+		}
 
 		if (timestep.isInitialTimestep() && ModelConfig.GENERATE_NEW_YIELD_CLUSTERS)
 			outputClusters(clusterIdRaster);
@@ -483,7 +487,7 @@ public class ModelMain {
 
 	public void createCountryAgents(Collection<CompositeCountry> countryGrouping) {
 		countryAgents = new CountryAgentManager(compositeCountryManager, demandManager, countryBoundaryRaster, internationalMarket, clusterIdRaster, globalLandUseRaster);
-		Map<CompositeCountry, Map<CropType, CropUsageData>> cropUsageDataMap = new CropUsageReader(compositeCountryManager).getCommodityData();
+		Map<CompositeCountry, Map<CropType, CropUsageData>> cropUsageDataMap = getInitialCropUsageData();
 		RasterSet<LandUseItem> initLU = getInitialLandUse();
 
 		for (CompositeCountry cc : countryGrouping) {
@@ -501,6 +505,16 @@ public class ModelMain {
 		new ProtectedAreasReader(initialLU).getRasterDataFromFile(ModelConfig.PROTECTED_AREAS_FILE);
 		return initialLU;
 	}
+	
+	private Map<CompositeCountry, Map<CropType, CropUsageData>> getInitialCropUsageData() {
+		Map<CompositeCountry, Map<CropType, CropUsageData>> cropUsageDataMap;
+		if (ModelConfig.IS_CALIBRATION_RUN)
+			cropUsageDataMap = new CropUsageReader(compositeCountryManager).getCommodityData();
+		else
+			cropUsageDataMap = deserializeCropUsage();
+
+		return cropUsageDataMap;
+	}
 
 	private void serializeLandUse(RasterSet<LandUseItem> landUseRaster) {
 		try {
@@ -537,6 +551,29 @@ public class ModelMain {
 			return null;
 		}
 	}
+	
+	@SuppressWarnings("unchecked")
+	private Map<CompositeCountry, Map<CropType, CropUsageData>> deserializeCropUsage() {
+		try {
+			Map<CompositeCountry, Map<CropType, CropUsageData>> initCropUsage;
+			FileInputStream fileIn = new FileInputStream(ModelConfig.SERIALIZED_CROP_USAGE_FILE);
+			ObjectInputStream in = new ObjectInputStream(fileIn);
+			initCropUsage = (Map<CompositeCountry, Map<CropType, CropUsageData>>) in.readObject();
+			in.close();
+			fileIn.close();
+			LogWriter.println("Deserialized " + ModelConfig.SERIALIZED_CROP_USAGE_FILE);
+			return initCropUsage;
+		} catch (IOException i) {
+			LogWriter.printlnError("Problem deserializing " + ModelConfig.SERIALIZED_CROP_USAGE_FILE);
+			LogWriter.print(i);
+			return null;
+		} catch (ClassNotFoundException c) {
+			LogWriter.printlnError("Map<CompositeCountry, Map<CropType, CropUsageData>> not found");
+			c.printStackTrace();
+			return null;
+		}
+	}
+	
 
 	/** this is if we are starting from Hurtt of other initial land covers (so we don't have land uses and intensity data) */
 	private RasterSet<LandUseItem> getLandUseFromBaseline() {
diff --git a/src/ac/ed/lurg/country/CompositeCountry.java b/src/ac/ed/lurg/country/CompositeCountry.java
index ac0f42a3..5be69813 100644
--- a/src/ac/ed/lurg/country/CompositeCountry.java
+++ b/src/ac/ed/lurg/country/CompositeCountry.java
@@ -1,8 +1,11 @@
 package ac.ed.lurg.country;
 
+import java.io.Serializable;
 
-public class CompositeCountry {
+public class CompositeCountry implements Serializable {
 
+	private static final long serialVersionUID = -5163523898024757734L;
+	
 	private String name;
 	private String region;
 	
diff --git a/src/ac/ed/lurg/country/CountryAgent.java b/src/ac/ed/lurg/country/CountryAgent.java
index e32842fa..93bdb467 100644
--- a/src/ac/ed/lurg/country/CountryAgent.java
+++ b/src/ac/ed/lurg/country/CountryAgent.java
@@ -180,7 +180,7 @@ public class CountryAgent extends AbstractCountryAgent {
 	private GamsRasterInput getGamsRasterInput(RasterSet<IrrigationItem> irrigData, YieldRaster countryYieldSurfaces, double gen2EcIncrease) {
 		double allowedImportChange;
 
-		if (currentTimestep.isInitialTimestep()) {  // initialisation time-step
+		if (currentTimestep.isInitialTimestep() || (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.getTimestep() <= ModelConfig.END_FIRST_STAGE_CALIBRATION)) {  // initialisation time-step
 			allowedImportChange = 0.0;
 		}
 		else { // normal (not the initial) time-step
@@ -207,7 +207,7 @@ public class CountryAgent extends AbstractCountryAgent {
 			if (CropType.ENERGY_CROPS.equals(crop)) {
 				double croplandArea = LandUseItem.getTotalLandCover(previousGamsRasterOutput.getLandUses().values(), LandCoverType.CROPLAND);
 				double ecMaxExport = gen2EcIncrease * croplandArea / 1500.0 * 2;
-				if (ModelConfig.IS_CALIBRATION_RUN) {
+				if (ModelConfig.IS_CALIBRATION_RUN && currentTimestep.getTimestep() <= ModelConfig.END_FIRST_STAGE_CALIBRATION) {
 					baseTrade = 0.0;
 					ecMaxExport = 0.0; 
 				}
diff --git a/src/ac/ed/lurg/country/CountryAgentManager.java b/src/ac/ed/lurg/country/CountryAgentManager.java
index eb7cf0ed..25624af5 100644
--- a/src/ac/ed/lurg/country/CountryAgentManager.java
+++ b/src/ac/ed/lurg/country/CountryAgentManager.java
@@ -1,7 +1,11 @@
 package ac.ed.lurg.country;
 
+import java.io.FileOutputStream;
+import java.io.IOException;
+import java.io.ObjectOutputStream;
 import java.util.ArrayList;
 import java.util.Collection;
+import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
 
@@ -16,6 +20,7 @@ import ac.ed.lurg.landuse.IrrigationItem;
 import ac.ed.lurg.landuse.IrrigationRasterSet;
 import ac.ed.lurg.landuse.LandUseItem;
 import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.utils.LazyHashMap;
 import ac.ed.lurg.utils.LogWriter;
 import ac.ed.lurg.yield.YieldRaster;
 import ac.sac.raster.IntegerRasterItem;
@@ -145,4 +150,26 @@ public class CountryAgentManager {
 			ca.updateProtectedAreas(newPA);
 		}
 	}
+	
+	public void serializeCropUsageForAll() {
+		Map<CompositeCountry, Map<CropType, CropUsageData>> cropUsageDataMap = new HashMap<CompositeCountry, Map<CropType, CropUsageData>>();
+		for (CountryAgent ca : gamsCountryAgents) {
+			cropUsageDataMap.put(ca.country, ca.getCropUsageData());
+		}
+		
+		try {
+			LogWriter.println("Starting serializing CropUsages to " + ModelConfig.SERIALIZED_CROP_USAGE_FILE);
+			FileOutputStream fileOut = new FileOutputStream(ModelConfig.SERIALIZED_CROP_USAGE_FILE);
+			ObjectOutputStream out = new ObjectOutputStream(fileOut);
+			out.writeObject(cropUsageDataMap);
+			out.close();
+			fileOut.close();
+			LogWriter.println("Serialized crop usage data is saved");
+		} catch (IOException i) {
+			i.printStackTrace();
+		}
+		
+		
+	}	
+	
 }
\ No newline at end of file
diff --git a/src/ac/ed/lurg/country/GlobalPrice.java b/src/ac/ed/lurg/country/GlobalPrice.java
index 181320b5..0e9dc478 100644
--- a/src/ac/ed/lurg/country/GlobalPrice.java
+++ b/src/ac/ed/lurg/country/GlobalPrice.java
@@ -1,11 +1,16 @@
 package ac.ed.lurg.country;
 
+import java.io.Serializable;
+
 import ac.ed.lurg.ModelConfig;
 import ac.ed.lurg.Timestep;
 import ac.ed.lurg.types.Parameter;
 import ac.ed.lurg.utils.LogWriter;
 
-public class GlobalPrice {
+public class GlobalPrice implements Serializable {
+
+	private static final long serialVersionUID = 2477952576838887039L;
+	
 	private int timestepId;
 	private double exportPrice;
 	private double importAmount;
@@ -76,7 +81,7 @@ public class GlobalPrice {
 			double adjustment;
 			double financialSpeculationMultiplier = (!ModelConfig.SHOCKS_POSSIBLE)? 1.0 : ModelConfig.getParameter(Parameter.FINANCIAL_SPECULATION_MULTIPLIER,timestep.getYear());
 
-			if (!ModelConfig.MARKET_ADJ_PRICE) {
+			if (!ModelConfig.MARKET_ADJ_PRICE || (ModelConfig.IS_CALIBRATION_RUN && timestep.getTimestep() <= ModelConfig.END_FIRST_STAGE_CALIBRATION)) {
 				adjustment = 1;
 			}
 			else if (ModelConfig.PRICE_UPDATE_BY_MARKET_IMBALANCE) {
diff --git a/src/ac/ed/lurg/landuse/CropUsageData.java b/src/ac/ed/lurg/landuse/CropUsageData.java
index 4f6049ae..1524151d 100644
--- a/src/ac/ed/lurg/landuse/CropUsageData.java
+++ b/src/ac/ed/lurg/landuse/CropUsageData.java
@@ -1,6 +1,10 @@
 package ac.ed.lurg.landuse;
 
-public class CropUsageData {
+import java.io.Serializable;
+
+public class CropUsageData implements Serializable  {
+
+	private static final long serialVersionUID = 1200684888140690926L;
 	
 	private double ruminantFeed;
 	private double monogastricFeed;
diff --git a/src/ac/ed/lurg/landuse/LandUseItem.java b/src/ac/ed/lurg/landuse/LandUseItem.java
index 5be76b15..8a94f5e7 100644
--- a/src/ac/ed/lurg/landuse/LandUseItem.java
+++ b/src/ac/ed/lurg/landuse/LandUseItem.java
@@ -247,6 +247,17 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 		return total;
 	}
 	
+	public static double getSuitableTotal(Collection<? extends LandUseItem> landUses, int year) {
+		double total = 0;
+		for (LandUseItem a : landUses) {
+			if (a!=null) {
+				Double suitable = a.getSuitableLand(year);
+					total += suitable;
+			}
+		}
+		return total;
+	}
+	
 	public double getTotalNatural() {
 		double totalNatural = getLandCoverArea(LandCoverType.OTHER_NATURAL) + getLandCoverArea(LandCoverType.MANAGED_FOREST) + getLandCoverArea(LandCoverType.UNMANAGED_FOREST);
 		return totalNatural;
@@ -291,12 +302,12 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 		double natAvailForAgri =  totalNatural - desiredProtected;  // could be negative, i.e. excess agricultural area already used
 		
 		if (ModelConfig.FORCE_PROTECTED_AREAS && natAvailForAgri < 0 && year >= ModelConfig.FORCE_PROTECTED_AREAS_START_YEAR) {
-			double proportion = 1;
+			double proportion = 1.0;
 			
-			if (year < ModelConfig.FORCE_PROTECTED_AREAS_END_YEAR)
-				proportion = 1.0 - (ModelConfig.FORCE_PROTECTED_AREAS_END_YEAR - year) / (ModelConfig.FORCE_PROTECTED_AREAS_END_YEAR - ModelConfig.FORCE_PROTECTED_AREAS_START_YEAR);
-			
-			suitable = Math.max(0, currentAgri + natAvailForAgri * proportion); // netNatAvailForAgri is negative, but suitable area < 0 is not sensible (seems to happen with high barren areas)
+			if (year < ModelConfig.FORCE_PROTECTED_AREAS_END_YEAR) 
+				proportion = 1.0 - (ModelConfig.FORCE_PROTECTED_AREAS_END_YEAR - year) / (double)(ModelConfig.FORCE_PROTECTED_AREAS_END_YEAR - ModelConfig.FORCE_PROTECTED_AREAS_START_YEAR);
+		
+			suitable = Math.max(0, currentAgri + natAvailForAgri * proportion); // netNatAvailForAgri is negative, but suitable area < 0 is not sensible (seems to happen with high barren areas)	
 		}
 		else
 			suitable = currentAgri + Math.max(0, natAvailForAgri);  // should be identical to currentAgri + getUnprotectedNatural() in this case
diff --git a/src/ac/ed/lurg/shock/YieldShockManager.java b/src/ac/ed/lurg/shock/YieldShockManager.java
index 00f08586..93a780f9 100644
--- a/src/ac/ed/lurg/shock/YieldShockManager.java
+++ b/src/ac/ed/lurg/shock/YieldShockManager.java
@@ -65,7 +65,7 @@ public class YieldShockManager {
 			String mapFilename = row.get("mapFilename");
 			String cropTypeS = row.get("crop");
 			String shockFactorS = row.get("shockFactor");
-			double shockFactor = Double.valueOf(shockFactorS);
+			double shockFactor = Double.valueOf(shockFactorS) * ModelConfig.YIELD_SHOCK_MAGNIFIER;
 			LogWriter.println("Got yield shock at " + timestep + ": " + mapFilename + " " + cropTypeS + " " + shockFactorS);
 
 			RasterSet<YieldShockItem> yieldShockMap = getYieldShockMap(mapFilename);
-- 
GitLab