diff --git a/.classpath b/.classpath
index 5cf8c1dedb834e2749858a6a67f2f4057cff78db..22226a3608a785ccefe9f288a5f96f76ef1b1473 100644
--- a/.classpath
+++ b/.classpath
@@ -1,8 +1,9 @@
-<?xml version="1.0" encoding="UTF-8"?>
-<classpath>
- <classpathentry kind="src" path="src"/>
- <classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/JavaSE-1.8"/>
- <classpathentry kind="con" path="org.eclipse.jdt.junit.JUNIT_CONTAINER/4"/>
- <classpathentry kind="lib" path="/Applications/GAMS24.7/sysdir/apifiles/Java/api/GAMSJavaAPI.jar"/>
- <classpathentry kind="output" path="bin"/>
-</classpath>
+<?xml version="1.0" encoding="UTF-8"?>
+<classpath>
+ <classpathentry kind="src" path="src"/>
+ <classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/JavaSE-1.8"/>
+ <classpathentry kind="con" path="org.eclipse.jdt.junit.JUNIT_CONTAINER/4"/>
+ <classpathentry kind="lib" path="C:/GAMS/win64/24.7/apifiles/Java/api/GAMSJavaAPI.jar"/>
+ <classpathentry kind="lib" path="C:/GAMS/win64/24.7/apifiles/Java/api/gams.jar"/>
+ <classpathentry kind="output" path="bin"/>
+</classpath>
diff --git a/GAMS/IntExtOpt.gms b/GAMS/IntExtOpt.gms
index 81cb9de9b7c2c236a5d8648f456d827823caea4b..627ece299ad750e969002d20e3942050a96f21ae 100644
--- a/GAMS/IntExtOpt.gms
+++ b/GAMS/IntExtOpt.gms
@@ -20,7 +20,7 @@
PARAMETER irrigParam(crop, location) yield response to irrigation parameter;
PARAMETER demand(all_types) in t;
PARAMETER worldExportPrices(import_crop) prices for exports;
- PARAMETER worldImportPrices(import_crop) prices for imports;
+ PARAMETER countryImportPrices(import_crop) prices for imports;
PARAMETER maxNetImport(import_crop) maximum net import for each crop based on world market;
PARAMETER minNetImport(import_crop) minimum net import for each crop based on world market;
PARAMETER irrigCost(location) irrigation cost in cost per 1000 Mlitre or Mha for each litre per m2;
@@ -40,7 +40,7 @@
$gdxin %gdxincname%
$load location, suitableLandArea, previousArea, demand, landChangeCost
$load yieldNone, yieldFertOnly, yieldIrrigOnly, yieldBoth
-$load fertParam, irrigParam, otherIParam, worldExportPrices, worldImportPrices, maxNetImport, minNetImport, unhandledCropArea
+$load fertParam, irrigParam, otherIParam, worldExportPrices, countryImportPrices, maxNetImport, minNetImport, unhandledCropArea
$load meatEfficency, minFeedRate, otherICost, irrigCost, irrigMaxRate, irrigConstraint, fertiliserUnitCost, domesticPriceMarkup
$gdxin
@@ -182,7 +182,7 @@ $gdxin
) * landChangeCost
) * domesticPriceMarkup +
- SUM(import_crop, importAmount(import_crop) * worldImportPrices(import_crop) - exportAmount(import_crop) * worldExportPrices(import_crop))
+ SUM(import_crop, importAmount(import_crop) * countryImportPrices(import_crop) - exportAmount(import_crop) * worldExportPrices(import_crop))
) / 1000000;
MODEL LAND_USE /ALL/ ;
@@ -218,7 +218,7 @@ $gdxin
totalProdCost(crop) = sum(location, unitCost.l(crop, location) * area.l(crop, location));
totalCropland(location) = sum(crop_less_pasture, area.l(crop_less_pasture, location));
- netImportCost(import_crop) = importAmount.l(import_crop) * worldImportPrices(import_crop) - exportAmount.l(import_crop) * worldExportPrices(import_crop);
+ netImportCost(import_crop) = importAmount.l(import_crop) * countryImportPrices(import_crop) - exportAmount.l(import_crop) * worldExportPrices(import_crop);
netImportAmount(import_crop) = importAmount.l(import_crop) - exportAmount.l(import_crop);
feedCost(feed_crop)$(netImportAmount(feed_crop) gt 0) = (totalProdCost(feed_crop) + netImportCost(feed_crop)) * feedAmount.l(feed_crop) / (totalProd(feed_crop) + netImportAmount(feed_crop));
diff --git a/config.properties b/config.properties
index e7cabbf392e6668d795c3db68b20545f5301955c..43fbfde17733824f489b078938233fc9eecb5eff 100644
--- a/config.properties
+++ b/config.properties
@@ -1,18 +1,3 @@
-BASE_DIR=/Users/peteralexander/Documents/R_Workspace/UNPLUM
-YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ
-
-CLEANUP_GAMS_DIR=true
-
-CHANGE_YIELD_DATA_YEAR=true
-KEEP_DEMAND_FIXED=false
-DEBUG_LIMIT_COUNTRIES=false
-MAX_IMPORT_CHANGE=0.10
-SEED_AND_WASTE_FRACTION=0.15
-
-END_TIMESTEP=0
-TIMESTEP_SIZE=10
-POPULATION_AGGREG_LIMIT=60
-
-NUM_CEREAL_CATEGORIES=10
-NUM_PASTURE_CATEGORIES=1
+BASE_DIR=C:\\Eclipse_workspace\\roslyn_bit_clone
+YIELD_DIR=C:\\Eclipse_workspace\\roslyn_bit_clone\\LJP\\LPJ_output
diff --git a/data/3deg/protected_areas.txt b/data/3deg/protected_areas.txt
new file mode 100644
index 0000000000000000000000000000000000000000..66a56fac3126e6c6d430eefd97780698773b0aff
--- /dev/null
+++ b/data/3deg/protected_areas.txt
@@ -0,0 +1,66 @@
+NCOLS 120
+NROWS 60
+XLLCORNER -180
+YLLCORNER -90
+CELLSIZE 3
+NODATA_value -9999
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diff --git a/data/trade_barriers_dummy.csv b/data/trade_barriers_dummy.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc721cae16dbc4e5472cbf6c5a083fbd686ec090
--- /dev/null
+++ b/data/trade_barriers_dummy.csv
@@ -0,0 +1,1219 @@
+country,itemGroup,tradeBarrier
+Afghanistan,WheatBarleyOats,0.679057923844084
+Albania,WheatBarleyOats,0.956880213459954
+Algeria,WheatBarleyOats,0.616871282458305
+Angola,WheatBarleyOats,0.615478900726885
+Argentina,WheatBarleyOats,0.5123159524519
+Armenia,WheatBarleyOats,0.0127905588597059
+Australia,WheatBarleyOats,0.79656797577627
+Austria,WheatBarleyOats,0.0409376309253275
+Azerbaijan,WheatBarleyOats,0.93598008248955
+Bahamas,WheatBarleyOats,0.257549198111519
+Bahrain,WheatBarleyOats,0.817924050148576
+Bangladesh,WheatBarleyOats,0.0207109688781202
+Barbados,WheatBarleyOats,0.613352612825111
+Belarus,WheatBarleyOats,0.918926300480962
+Belgium,WheatBarleyOats,0.0605115171056241
+Belize,WheatBarleyOats,0.447501145303249
+Benin,WheatBarleyOats,0.769701601006091
+Bhutan,WheatBarleyOats,0.333666399354115
+Bolivia (Plurinational State of),WheatBarleyOats,0.934985497035086
+Bosnia and Herzegovina,WheatBarleyOats,0.585301522631198
+Botswana,WheatBarleyOats,0.4766773537267
+Brazil,WheatBarleyOats,0.92991154268384
+Brunei Darussalam,WheatBarleyOats,0.0120958471670747
+Bulgaria,WheatBarleyOats,0.372620457084849
+Burkina Faso,WheatBarleyOats,0.830990381073207
+Burundi,WheatBarleyOats,0.42715766443871
+Cabo Verde,WheatBarleyOats,0.757453091209754
+Cambodia,WheatBarleyOats,0.186707400018349
+Cameroon,WheatBarleyOats,0.82287476840429
+Canada,WheatBarleyOats,0.203784566372633
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+Comoros,Oilcrops + (Total),0.593593980418518
+Congo,Oilcrops + (Total),0.827250760048628
+Costa Rica,Oilcrops + (Total),0.405604895204306
+Cote d'Ivoire,Oilcrops + (Total),0.728630390251055
+Croatia,Oilcrops + (Total),0.261168283876032
+Cuba,Oilcrops + (Total),0.272718114545569
+Cyprus,Oilcrops + (Total),0.70819829008542
+Czech Republic,Oilcrops + (Total),0.991222349693999
+Democratic Republic of the Congo,Oilcrops + (Total),0.204338809475303
+Denmark,Oilcrops + (Total),0.466989423148334
+Djibouti,Oilcrops + (Total),0.866372673772275
+Dominican Republic,Oilcrops + (Total),0.427697324892506
+Ecuador,Oilcrops + (Total),0.972428329754621
+Egypt,Oilcrops + (Total),0.983774541411549
+El Salvador,Oilcrops + (Total),0.490705386037007
+Equatorial Guinea,Oilcrops + (Total),0.56137447245419
+Eritrea,Oilcrops + (Total),0.618209777865559
+Estonia,Oilcrops + (Total),0.128056380432099
+Ethiopia,Oilcrops + (Total),0.40078458446078
+Fiji,Oilcrops + (Total),0.806576094590127
+Finland,Oilcrops + (Total),0.820724808843806
+France,Oilcrops + (Total),0.39597489638254
+Gabon,Oilcrops + (Total),0.0639600800350308
+Gambia,Oilcrops + (Total),0.52780500985682
+Georgia,Oilcrops + (Total),0.320340319070965
+Germany,Oilcrops + (Total),0.692085832823068
+Ghana,Oilcrops + (Total),0.7488882036414
+Greece,Oilcrops + (Total),0.23304231162183
+Guatemala,Oilcrops + (Total),0.742371389642358
+Guinea,Oilcrops + (Total),0.364565554307774
+Guinea-Bissau,Oilcrops + (Total),0.583416210021824
+Guyana,Oilcrops + (Total),0.485742386896163
+Haiti,Oilcrops + (Total),0.761400557821617
+Honduras,Oilcrops + (Total),0.649996706517413
+Hungary,Oilcrops + (Total),0.596177812898532
+Iceland,Oilcrops + (Total),0.822764597600326
+India,Oilcrops + (Total),0.253624298842624
+Indonesia,Oilcrops + (Total),0.918364841025323
+Iran (Islamic Republic of),Oilcrops + (Total),0.255031221313402
+Iraq,Oilcrops + (Total),0.947564278962091
+Ireland,Oilcrops + (Total),0.770652952836826
+Israel,Oilcrops + (Total),0.794765081722289
+Italy,Oilcrops + (Total),0.652758165728301
+Japan,Oilcrops + (Total),0.608670088928193
+Jordan,Oilcrops + (Total),0.339200080605224
+Kazakhstan,Oilcrops + (Total),0.982896659290418
+Kenya,Oilcrops + (Total),0.759712680242956
+Kuwait,Oilcrops + (Total),0.445091810775921
+Kyrgyzstan,Oilcrops + (Total),0.569745333865285
+Lao People's Democratic Republic,Oilcrops + (Total),0.359840914839879
+Latvia,Oilcrops + (Total),0.74590115994215
+Lebanon,Oilcrops + (Total),0.581833752570674
+Lesotho,Oilcrops + (Total),0.663129631662741
+Liberia,Oilcrops + (Total),0.743045322829857
+Libya,Oilcrops + (Total),0.0681248412001878
+Lithuania,Oilcrops + (Total),0.176507072523236
+Madagascar,Oilcrops + (Total),0.180520048597828
+Malawi,Oilcrops + (Total),0.37283122446388
+Malaysia,Oilcrops + (Total),0.979349678382277
+Maldives,Oilcrops + (Total),0.321862643351778
+Mali,Oilcrops + (Total),0.241175599163398
+Malta,Oilcrops + (Total),0.961391878314316
+Mauritania,Oilcrops + (Total),0.942265933612362
+Mauritius,Oilcrops + (Total),0.91435307986103
+Mexico,Oilcrops + (Total),0.314510596683249
+Mongolia,Oilcrops + (Total),0.634984298376366
+Morocco,Oilcrops + (Total),0.734881748445332
+Mozambique,Oilcrops + (Total),0.117435415741056
+Namibia,Oilcrops + (Total),0.518248807871714
+Nepal,Oilcrops + (Total),0.511472646379843
+Netherlands,Oilcrops + (Total),0.831035865703598
+New Zealand,Oilcrops + (Total),0.794487644918263
+Nicaragua,Oilcrops + (Total),0.937961868476123
+Niger,Oilcrops + (Total),0.8366290172562
+Nigeria,Oilcrops + (Total),0.259002433856949
+Norway,Oilcrops + (Total),0.695488745346665
+Occupied Palestinian Territory,Oilcrops + (Total),0.18997311568819
+Oman,Oilcrops + (Total),0.0916006232146174
+Pakistan,Oilcrops + (Total),0.760808269027621
+Panama,Oilcrops + (Total),0.0627786961849779
+Papua New Guinea,Oilcrops + (Total),0.943193091312423
+Paraguay,Oilcrops + (Total),0.313163351733238
+Peru,Oilcrops + (Total),0.884381414856762
+Philippines,Oilcrops + (Total),0.301469855010509
+Poland,Oilcrops + (Total),0.137087071081623
+Portugal,Oilcrops + (Total),0.169111372902989
+Puerto Rico,Oilcrops + (Total),0.988539698300883
+Qatar,Oilcrops + (Total),0.473617054754868
+Republic of Korea,Oilcrops + (Total),0.361977640772238
+Republic of Moldova,Oilcrops + (Total),0.446502450387925
+Romania,Oilcrops + (Total),0.201462032739073
+Russian Federation,Oilcrops + (Total),0.743414582684636
+Rwanda,Oilcrops + (Total),0.841641203733161
+Saint Lucia,Oilcrops + (Total),0.895245007239282
+Saint Vincent and the Grenadines,Oilcrops + (Total),0.529465225059539
+Samoa,Oilcrops + (Total),0.272140765096992
+Sao Tome and Principe,Oilcrops + (Total),0.200814297189936
+Saudi Arabia,Oilcrops + (Total),0.103848129045218
+Senegal,Oilcrops + (Total),0.935429642675444
+Serbia,Oilcrops + (Total),0.940132906660438
+Sierra Leone,Oilcrops + (Total),0.306496131932363
+Slovakia,Oilcrops + (Total),0.349529824452475
+Slovenia,Oilcrops + (Total),0.28943363763392
+Solomon Islands,Oilcrops + (Total),0.957395077915862
+South Africa,Oilcrops + (Total),0.519151496468112
+Spain,Oilcrops + (Total),0.820317037636414
+Sri Lanka,Oilcrops + (Total),0.64202508283779
+Suriname,Oilcrops + (Total),0.841930720955133
+Swaziland,Oilcrops + (Total),0.346057635731995
+Sweden,Oilcrops + (Total),0.0754803558811545
+Switzerland,Oilcrops + (Total),0.68903965712525
+Tajikistan,Oilcrops + (Total),0.0245648974087089
+Thailand,Oilcrops + (Total),0.0866169119253755
+The former Yugoslav Republic of Macedonia,Oilcrops + (Total),0.245812846114859
+Timor-Leste,Oilcrops + (Total),0.672517588594928
+Togo,Oilcrops + (Total),0.800176304532215
+Tonga,Oilcrops + (Total),0.726789063541219
+Trinidad and Tobago,Oilcrops + (Total),0.42955473670736
+Tunisia,Oilcrops + (Total),0.420489299343899
+Turkey,Oilcrops + (Total),0.637858551926911
+Turkmenistan,Oilcrops + (Total),0.192805196624249
+Uganda,Oilcrops + (Total),0.761694452026859
+Ukraine,Oilcrops + (Total),0.802979400847107
+United Arab Emirates,Oilcrops + (Total),0.0965010325890034
+United Kingdom,Oilcrops + (Total),0.167464015772566
+United Republic of Tanzania,Oilcrops + (Total),0.270831657573581
+United States of America,Oilcrops + (Total),0.55584758380428
+Uruguay,Oilcrops + (Total),0.119305677479133
+Uzbekistan,Oilcrops + (Total),0.367789549287409
+Vanuatu,Oilcrops + (Total),0.0169885263312608
+Venezuela (Bolivarian Republic of),Oilcrops + (Total),0.597417302196845
+Viet Nam,Oilcrops + (Total),0.639618014916778
+Yemen,Oilcrops + (Total),0.0402776000555605
+Zambia,Oilcrops + (Total),0.104077651398256
+Zimbabwe,Oilcrops + (Total),0.430843375390396
+Sudan,Oilcrops + (Total),0.228344250237569
+South Sudan,Oilcrops + (Total),0.687325405189767
+Somalia,Oilcrops + (Total),0.309567930176854
+Myanmar,Oilcrops + (Total),0.620344701223075
+Afghanistan,Pulses + (Total),0.28187824995257
+Albania,Pulses + (Total),0.0748206542339176
+Algeria,Pulses + (Total),0.577955122105777
+Angola,Pulses + (Total),0.0692324163392186
+Argentina,Pulses + (Total),0.852766866562888
+Armenia,Pulses + (Total),0.777878846973181
+Australia,Pulses + (Total),0.668175832368433
+Austria,Pulses + (Total),0.315817475086078
+Azerbaijan,Pulses + (Total),0.993160496698692
+Bahamas,Pulses + (Total),0.372156048426405
+Bahrain,Pulses + (Total),0.461073651444167
+Bangladesh,Pulses + (Total),0.565222720615566
+Barbados,Pulses + (Total),0.837203859351575
+Belarus,Pulses + (Total),0.793022428872064
+Belgium,Pulses + (Total),0.341718568932265
+Belize,Pulses + (Total),0.685397781431675
+Benin,Pulses + (Total),0.530929756350815
+Bhutan,Pulses + (Total),0.346757891355082
+Bolivia (Plurinational State of),Pulses + (Total),0.955106412991881
+Bosnia and Herzegovina,Pulses + (Total),0.909395601367578
+Botswana,Pulses + (Total),0.839709188789129
+Brazil,Pulses + (Total),0.310172543628141
+Brunei Darussalam,Pulses + (Total),0.632598312105983
+Bulgaria,Pulses + (Total),0.143624744610861
+Burkina Faso,Pulses + (Total),0.900209644110873
+Burundi,Pulses + (Total),0.753014188027009
+Cabo Verde,Pulses + (Total),0.292058229912072
+Cambodia,Pulses + (Total),0.396925090579316
+Cameroon,Pulses + (Total),0.428217864129692
+Canada,Pulses + (Total),0.558635148918256
+Central African Republic,Pulses + (Total),0.2250462686643
+Chad,Pulses + (Total),0.525233294116333
+Chile,Pulses + (Total),0.948542326223105
+China,Pulses + (Total),0.0749606844037771
+Colombia,Pulses + (Total),0.32609930401668
+Comoros,Pulses + (Total),0.0836286440026015
+Congo,Pulses + (Total),0.711109916679561
+Costa Rica,Pulses + (Total),0.507983072660863
+Cote d'Ivoire,Pulses + (Total),0.408878456568345
+Croatia,Pulses + (Total),0.677265956299379
+Cuba,Pulses + (Total),0.800469726789743
+Cyprus,Pulses + (Total),0.957772926660255
+Czech Republic,Pulses + (Total),0.885760259116068
+Democratic Republic of the Congo,Pulses + (Total),0.573706130031496
+Denmark,Pulses + (Total),0.316760597983375
+Djibouti,Pulses + (Total),0.392640902660787
+Dominican Republic,Pulses + (Total),0.879388332832605
+Ecuador,Pulses + (Total),0.815647926880047
+Egypt,Pulses + (Total),0.958934807451442
+El Salvador,Pulses + (Total),0.3266806229949
+Equatorial Guinea,Pulses + (Total),0.344292191322893
+Eritrea,Pulses + (Total),0.229634153889492
+Estonia,Pulses + (Total),0.385757188079879
+Ethiopia,Pulses + (Total),0.279523564036936
+Fiji,Pulses + (Total),0.712144220015034
+Finland,Pulses + (Total),0.0314580774866045
+France,Pulses + (Total),0.388707342091948
+Gabon,Pulses + (Total),0.47884035971947
+Gambia,Pulses + (Total),0.123416749062017
+Georgia,Pulses + (Total),0.244796821847558
+Germany,Pulses + (Total),0.675759373698384
+Ghana,Pulses + (Total),0.0238125952892005
+Greece,Pulses + (Total),0.295594874769449
+Guatemala,Pulses + (Total),0.539474012795836
+Guinea,Pulses + (Total),0.402659207815304
+Guinea-Bissau,Pulses + (Total),0.389548542676494
+Guyana,Pulses + (Total),0.742203984875232
+Haiti,Pulses + (Total),0.994370257249102
+Honduras,Pulses + (Total),0.485012465622276
+Hungary,Pulses + (Total),0.619902174454182
+Iceland,Pulses + (Total),0.775987752480432
+India,Pulses + (Total),0.0353706281166524
+Indonesia,Pulses + (Total),0.787530601257458
+Iran (Islamic Republic of),Pulses + (Total),0.938584502553567
+Iraq,Pulses + (Total),0.427380997920409
+Ireland,Pulses + (Total),0.039002722594887
+Israel,Pulses + (Total),0.58264136291109
+Italy,Pulses + (Total),0.815848068566993
+Japan,Pulses + (Total),0.76714904140681
+Jordan,Pulses + (Total),0.627536743180826
+Kazakhstan,Pulses + (Total),0.52946815895848
+Kenya,Pulses + (Total),0.00977317802608013
+Kuwait,Pulses + (Total),0.661165463738143
+Kyrgyzstan,Pulses + (Total),0.447899700375274
+Lao People's Democratic Republic,Pulses + (Total),0.0300618903711438
+Latvia,Pulses + (Total),0.79535666690208
+Lebanon,Pulses + (Total),0.0469919862225652
+Lesotho,Pulses + (Total),0.500238708220422
+Liberia,Pulses + (Total),0.108900413615629
+Libya,Pulses + (Total),0.213035995606333
+Lithuania,Pulses + (Total),0.165046348934993
+Madagascar,Pulses + (Total),0.431256189011037
+Malawi,Pulses + (Total),0.874263033736497
+Malaysia,Pulses + (Total),0.754064401844516
+Maldives,Pulses + (Total),0.957469313172624
+Mali,Pulses + (Total),0.70082694105804
+Malta,Pulses + (Total),0.942041178466752
+Mauritania,Pulses + (Total),0.536248297430575
+Mauritius,Pulses + (Total),0.866441031452268
+Mexico,Pulses + (Total),0.811399284750223
+Mongolia,Pulses + (Total),0.382583030499518
+Morocco,Pulses + (Total),0.00103794527240098
+Mozambique,Pulses + (Total),0.506689734524116
+Namibia,Pulses + (Total),0.229122985387221
+Nepal,Pulses + (Total),0.729593504685909
+Netherlands,Pulses + (Total),0.162070422433317
+New Zealand,Pulses + (Total),0.141470118658617
+Nicaragua,Pulses + (Total),0.169665625784546
+Niger,Pulses + (Total),0.389391003642231
+Nigeria,Pulses + (Total),0.525345261674374
+Norway,Pulses + (Total),0.0533452252857387
+Occupied Palestinian Territory,Pulses + (Total),0.427561738761142
+Oman,Pulses + (Total),0.959506900981069
+Pakistan,Pulses + (Total),0.519807206001133
+Panama,Pulses + (Total),0.814159496454522
+Papua New Guinea,Pulses + (Total),0.516496024327353
+Paraguay,Pulses + (Total),0.651182302739471
+Peru,Pulses + (Total),0.674028281355277
+Philippines,Pulses + (Total),0.123757302528247
+Poland,Pulses + (Total),0.828890640521422
+Portugal,Pulses + (Total),0.178853758610785
+Puerto Rico,Pulses + (Total),0.907489588251337
+Qatar,Pulses + (Total),0.745910244528204
+Republic of Korea,Pulses + (Total),0.833083217730746
+Republic of Moldova,Pulses + (Total),0.485603963024914
+Romania,Pulses + (Total),0.134489074815065
+Russian Federation,Pulses + (Total),0.964557326165959
+Rwanda,Pulses + (Total),0.103251507505774
+Saint Lucia,Pulses + (Total),0.968077294994146
+Saint Vincent and the Grenadines,Pulses + (Total),0.657468794845045
+Samoa,Pulses + (Total),0.11873468500562
+Sao Tome and Principe,Pulses + (Total),0.649621369084343
+Saudi Arabia,Pulses + (Total),0.175798983080313
+Senegal,Pulses + (Total),0.148970873793587
+Serbia,Pulses + (Total),0.899155374150723
+Sierra Leone,Pulses + (Total),0.604250335367396
+Slovakia,Pulses + (Total),0.428959304932505
+Slovenia,Pulses + (Total),0.651215325808153
+Solomon Islands,Pulses + (Total),0.873098704498261
+South Africa,Pulses + (Total),0.581173283979297
+Spain,Pulses + (Total),0.984466795809567
+Sri Lanka,Pulses + (Total),0.467624097364023
+Suriname,Pulses + (Total),0.664164373418316
+Swaziland,Pulses + (Total),0.170400351984426
+Sweden,Pulses + (Total),0.249959384091198
+Switzerland,Pulses + (Total),0.929853830952197
+Tajikistan,Pulses + (Total),0.919913826044649
+Thailand,Pulses + (Total),0.242561284452677
+The former Yugoslav Republic of Macedonia,Pulses + (Total),0.485950191039592
+Timor-Leste,Pulses + (Total),0.0819733252283186
+Togo,Pulses + (Total),0.401078182505444
+Tonga,Pulses + (Total),0.619174505118281
+Trinidad and Tobago,Pulses + (Total),0.896371152251959
+Tunisia,Pulses + (Total),0.659596704412252
+Turkey,Pulses + (Total),0.27251633699052
+Turkmenistan,Pulses + (Total),0.836835109163076
+Uganda,Pulses + (Total),0.106137820752338
+Ukraine,Pulses + (Total),0.773901628097519
+United Arab Emirates,Pulses + (Total),0.670445564435795
+United Kingdom,Pulses + (Total),0.113855693954974
+United Republic of Tanzania,Pulses + (Total),0.843512804945931
+United States of America,Pulses + (Total),0.936235620873049
+Uruguay,Pulses + (Total),0.134332666872069
+Uzbekistan,Pulses + (Total),0.066215212456882
+Vanuatu,Pulses + (Total),0.22910647187382
+Venezuela (Bolivarian Republic of),Pulses + (Total),0.248503574403003
+Viet Nam,Pulses + (Total),0.517037821700796
+Yemen,Pulses + (Total),0.203386590350419
+Zambia,Pulses + (Total),0.577161450171843
+Zimbabwe,Pulses + (Total),0.652762484271079
+Sudan,Pulses + (Total),0.618523576529697
+South Sudan,Pulses + (Total),0.93429802195169
+Somalia,Pulses + (Total),0.277637985302135
+Myanmar,Pulses + (Total),0.477237682323903
+Afghanistan,Rice (Paddy Equivalent),0.83106420468539
+Albania,Rice (Paddy Equivalent),0.091794119682163
+Algeria,Rice (Paddy Equivalent),0.699274870101362
+Angola,Rice (Paddy Equivalent),0.447965462226421
+Argentina,Rice (Paddy Equivalent),0.769246112089604
+Armenia,Rice (Paddy Equivalent),0.0476633561775088
+Australia,Rice (Paddy Equivalent),0.970560027984902
+Austria,Rice (Paddy Equivalent),0.682466123253107
+Azerbaijan,Rice (Paddy Equivalent),0.972768485313281
+Bahamas,Rice (Paddy Equivalent),0.840342672076076
+Bahrain,Rice (Paddy Equivalent),0.824941989732906
+Bangladesh,Rice (Paddy Equivalent),0.661001795902848
+Barbados,Rice (Paddy Equivalent),0.765456062043086
+Belarus,Rice (Paddy Equivalent),0.896399892866611
+Belgium,Rice (Paddy Equivalent),0.687472844496369
+Belize,Rice (Paddy Equivalent),0.0783264287747443
+Benin,Rice (Paddy Equivalent),0.675748493289575
+Bhutan,Rice (Paddy Equivalent),0.452054598368704
+Bolivia (Plurinational State of),Rice (Paddy Equivalent),0.593224017182365
+Bosnia and Herzegovina,Rice (Paddy Equivalent),0.825180052779615
+Botswana,Rice (Paddy Equivalent),0.877864255802706
+Brazil,Rice (Paddy Equivalent),0.843410279136151
+Brunei Darussalam,Rice (Paddy Equivalent),0.439072654349729
+Bulgaria,Rice (Paddy Equivalent),0.262262963457033
+Burkina Faso,Rice (Paddy Equivalent),0.0456453294027597
+Burundi,Rice (Paddy Equivalent),0.409325845073909
+Cabo Verde,Rice (Paddy Equivalent),0.486445758258924
+Cambodia,Rice (Paddy Equivalent),0.379512777086347
+Cameroon,Rice (Paddy Equivalent),0.676329592475668
+Canada,Rice (Paddy Equivalent),0.391864262288436
+Central African Republic,Rice (Paddy Equivalent),0.590316907735541
+Chad,Rice (Paddy Equivalent),0.271065720589831
+Chile,Rice (Paddy Equivalent),0.764796877745539
+China,Rice (Paddy Equivalent),0.809078125515953
+Colombia,Rice (Paddy Equivalent),0.819232880137861
+Comoros,Rice (Paddy Equivalent),0.0800473315175623
+Congo,Rice (Paddy Equivalent),0.36956742987968
+Costa Rica,Rice (Paddy Equivalent),0.103470302419737
+Cote d'Ivoire,Rice (Paddy Equivalent),0.591794659383595
+Croatia,Rice (Paddy Equivalent),0.0488186893053353
+Cuba,Rice (Paddy Equivalent),0.314975249115378
+Cyprus,Rice (Paddy Equivalent),0.62919038371183
+Czech Republic,Rice (Paddy Equivalent),0.924702894175425
+Democratic Republic of the Congo,Rice (Paddy Equivalent),0.258973794989288
+Denmark,Rice (Paddy Equivalent),0.623607672052458
+Djibouti,Rice (Paddy Equivalent),0.222201113123447
+Dominican Republic,Rice (Paddy Equivalent),0.478906413074583
+Ecuador,Rice (Paddy Equivalent),0.893188673071563
+Egypt,Rice (Paddy Equivalent),0.107086980715394
+El Salvador,Rice (Paddy Equivalent),0.0356298349797726
+Equatorial Guinea,Rice (Paddy Equivalent),0.794555534375831
+Eritrea,Rice (Paddy Equivalent),0.909378418931738
+Estonia,Rice (Paddy Equivalent),0.684462171979249
+Ethiopia,Rice (Paddy Equivalent),0.764428614871576
+Fiji,Rice (Paddy Equivalent),0.387956226943061
+Finland,Rice (Paddy Equivalent),0.687725414987653
+France,Rice (Paddy Equivalent),0.738504830515012
+Gabon,Rice (Paddy Equivalent),0.473623069468886
+Gambia,Rice (Paddy Equivalent),0.445851667551324
+Georgia,Rice (Paddy Equivalent),0.0798855039756745
+Germany,Rice (Paddy Equivalent),0.263557884143665
+Ghana,Rice (Paddy Equivalent),0.117891510250047
+Greece,Rice (Paddy Equivalent),0.855751792900264
+Guatemala,Rice (Paddy Equivalent),0.85024852422066
+Guinea,Rice (Paddy Equivalent),0.603249526116997
+Guinea-Bissau,Rice (Paddy Equivalent),0.721091020619497
+Guyana,Rice (Paddy Equivalent),0.936493227025494
+Haiti,Rice (Paddy Equivalent),0.175035282736644
+Honduras,Rice (Paddy Equivalent),0.631015484686941
+Hungary,Rice (Paddy Equivalent),0.11607695533894
+Iceland,Rice (Paddy Equivalent),0.0217854655347764
+India,Rice (Paddy Equivalent),0.853179070632905
+Indonesia,Rice (Paddy Equivalent),0.482284007128328
+Iran (Islamic Republic of),Rice (Paddy Equivalent),0.731568257557228
+Iraq,Rice (Paddy Equivalent),0.0988533776253462
+Ireland,Rice (Paddy Equivalent),0.537339665926993
+Israel,Rice (Paddy Equivalent),0.579383432865143
+Italy,Rice (Paddy Equivalent),0.143660765839741
+Japan,Rice (Paddy Equivalent),0.974216656759381
+Jordan,Rice (Paddy Equivalent),0.806763011962175
+Kazakhstan,Rice (Paddy Equivalent),0.0859751563984901
+Kenya,Rice (Paddy Equivalent),0.053761730203405
+Kuwait,Rice (Paddy Equivalent),0.367099871858954
+Kyrgyzstan,Rice (Paddy Equivalent),0.226231370121241
+Lao People's Democratic Republic,Rice (Paddy Equivalent),0.263882782310247
+Latvia,Rice (Paddy Equivalent),0.610927426256239
+Lebanon,Rice (Paddy Equivalent),0.597175808856264
+Lesotho,Rice (Paddy Equivalent),0.291139692300931
+Liberia,Rice (Paddy Equivalent),0.838251572102308
+Libya,Rice (Paddy Equivalent),0.826638970989734
+Lithuania,Rice (Paddy Equivalent),0.720558889210224
+Madagascar,Rice (Paddy Equivalent),0.501939060166478
+Malawi,Rice (Paddy Equivalent),0.233913511969149
+Malaysia,Rice (Paddy Equivalent),0.377992753870785
+Maldives,Rice (Paddy Equivalent),0.921035374281928
+Mali,Rice (Paddy Equivalent),0.413941089529544
+Malta,Rice (Paddy Equivalent),0.657208897639066
+Mauritania,Rice (Paddy Equivalent),0.587274400983006
+Mauritius,Rice (Paddy Equivalent),0.33087872248143
+Mexico,Rice (Paddy Equivalent),0.760241025825962
+Mongolia,Rice (Paddy Equivalent),0.439604057697579
+Morocco,Rice (Paddy Equivalent),0.250460450304672
+Mozambique,Rice (Paddy Equivalent),0.720418565440923
+Namibia,Rice (Paddy Equivalent),0.0214281359221786
+Nepal,Rice (Paddy Equivalent),0.0617745229974389
+Netherlands,Rice (Paddy Equivalent),0.526140928734094
+New Zealand,Rice (Paddy Equivalent),0.282425528159365
+Nicaragua,Rice (Paddy Equivalent),0.360092866467312
+Niger,Rice (Paddy Equivalent),0.345700938953087
+Nigeria,Rice (Paddy Equivalent),0.601082893786952
+Norway,Rice (Paddy Equivalent),0.377862324239686
+Occupied Palestinian Territory,Rice (Paddy Equivalent),0.0544198213610798
+Oman,Rice (Paddy Equivalent),0.938010880490765
+Pakistan,Rice (Paddy Equivalent),0.60385229671374
+Panama,Rice (Paddy Equivalent),0.362725704209879
+Papua New Guinea,Rice (Paddy Equivalent),0.266275534871966
+Paraguay,Rice (Paddy Equivalent),0.864943802822381
+Peru,Rice (Paddy Equivalent),0.0627450477331877
+Philippines,Rice (Paddy Equivalent),0.714907718356699
+Poland,Rice (Paddy Equivalent),0.206261738436297
+Portugal,Rice (Paddy Equivalent),0.423104410758242
+Puerto Rico,Rice (Paddy Equivalent),0.420497671701014
+Qatar,Rice (Paddy Equivalent),0.684373073512688
+Republic of Korea,Rice (Paddy Equivalent),0.104516264749691
+Republic of Moldova,Rice (Paddy Equivalent),0.0780517566017807
+Romania,Rice (Paddy Equivalent),0.157208072720096
+Russian Federation,Rice (Paddy Equivalent),0.181427831295878
+Rwanda,Rice (Paddy Equivalent),0.74086505966261
+Saint Lucia,Rice (Paddy Equivalent),0.590364524163306
+Saint Vincent and the Grenadines,Rice (Paddy Equivalent),0.197623582091182
+Samoa,Rice (Paddy Equivalent),0.747151277726516
+Sao Tome and Principe,Rice (Paddy Equivalent),0.188091722782701
+Saudi Arabia,Rice (Paddy Equivalent),0.71512990933843
+Senegal,Rice (Paddy Equivalent),0.120757885742933
+Serbia,Rice (Paddy Equivalent),0.489969552028924
+Sierra Leone,Rice (Paddy Equivalent),0.540369547437876
+Slovakia,Rice (Paddy Equivalent),0.326650553615764
+Slovenia,Rice (Paddy Equivalent),0.899269827175885
+Solomon Islands,Rice (Paddy Equivalent),0.613106790930033
+South Africa,Rice (Paddy Equivalent),0.754730977350846
+Spain,Rice (Paddy Equivalent),0.88254644186236
+Sri Lanka,Rice (Paddy Equivalent),0.635457118973136
+Suriname,Rice (Paddy Equivalent),0.509005312575027
+Swaziland,Rice (Paddy Equivalent),0.536755290580913
+Sweden,Rice (Paddy Equivalent),0.978195908246562
+Switzerland,Rice (Paddy Equivalent),0.0131520316936076
+Tajikistan,Rice (Paddy Equivalent),0.407485169125721
+Thailand,Rice (Paddy Equivalent),0.223900443641469
+The former Yugoslav Republic of Macedonia,Rice (Paddy Equivalent),0.725740579888225
+Timor-Leste,Rice (Paddy Equivalent),0.638963887700811
+Togo,Rice (Paddy Equivalent),0.520147069590166
+Tonga,Rice (Paddy Equivalent),0.0941458707675338
+Trinidad and Tobago,Rice (Paddy Equivalent),0.993296830914915
+Tunisia,Rice (Paddy Equivalent),0.676092024892569
+Turkey,Rice (Paddy Equivalent),0.806208350230008
+Turkmenistan,Rice (Paddy Equivalent),0.107690643984824
+Uganda,Rice (Paddy Equivalent),0.69002493773587
+Ukraine,Rice (Paddy Equivalent),0.763773498823866
+United Arab Emirates,Rice (Paddy Equivalent),0.385200775461271
+United Kingdom,Rice (Paddy Equivalent),0.981937300181016
+United Republic of Tanzania,Rice (Paddy Equivalent),0.784161034040153
+United States of America,Rice (Paddy Equivalent),0.698659058194607
+Uruguay,Rice (Paddy Equivalent),0.349166738567874
+Uzbekistan,Rice (Paddy Equivalent),0.845303364330903
+Vanuatu,Rice (Paddy Equivalent),0.320702951401472
+Venezuela (Bolivarian Republic of),Rice (Paddy Equivalent),0.389196273172274
+Viet Nam,Rice (Paddy Equivalent),0.12543870205991
+Yemen,Rice (Paddy Equivalent),0.975440268171951
+Zambia,Rice (Paddy Equivalent),0.0537802586331964
+Zimbabwe,Rice (Paddy Equivalent),0.24455232010223
+Sudan,Rice (Paddy Equivalent),0.480392555240542
+South Sudan,Rice (Paddy Equivalent),0.366971936542541
+Somalia,Rice (Paddy Equivalent),0.96926163835451
+Myanmar,Rice (Paddy Equivalent),0.601431619375944
+Afghanistan,Starchy Roots + (Total),0.780728288693354
+Albania,Starchy Roots + (Total),0.0669967145659029
+Algeria,Starchy Roots + (Total),0.125386644853279
+Angola,Starchy Roots + (Total),0.278139574220404
+Argentina,Starchy Roots + (Total),0.500859097810462
+Armenia,Starchy Roots + (Total),0.623741679824889
+Australia,Starchy Roots + (Total),0.0942884567193687
+Austria,Starchy Roots + (Total),0.773851416539401
+Azerbaijan,Starchy Roots + (Total),0.599291884806007
+Bahamas,Starchy Roots + (Total),0.798344222595915
+Bahrain,Starchy Roots + (Total),0.183120098896325
+Bangladesh,Starchy Roots + (Total),0.370975418481976
+Barbados,Starchy Roots + (Total),0.334492736263201
+Belarus,Starchy Roots + (Total),0.985189629718661
+Belgium,Starchy Roots + (Total),0.64227314083837
+Belize,Starchy Roots + (Total),0.323371917475015
+Benin,Starchy Roots + (Total),0.956890886416659
+Bhutan,Starchy Roots + (Total),0.375877216691151
+Bolivia (Plurinational State of),Starchy Roots + (Total),0.301750547252595
+Bosnia and Herzegovina,Starchy Roots + (Total),0.565009930403903
+Botswana,Starchy Roots + (Total),0.69716464355588
+Brazil,Starchy Roots + (Total),0.416560883168131
+Brunei Darussalam,Starchy Roots + (Total),0.0305782370269299
+Bulgaria,Starchy Roots + (Total),0.442911745514721
+Burkina Faso,Starchy Roots + (Total),0.78305878629908
+Burundi,Starchy Roots + (Total),0.234540904173627
+Cabo Verde,Starchy Roots + (Total),0.209475656040013
+Cambodia,Starchy Roots + (Total),0.793395037995651
+Cameroon,Starchy Roots + (Total),0.533592182211578
+Canada,Starchy Roots + (Total),0.671561905182898
+Central African Republic,Starchy Roots + (Total),0.768814797746018
+Chad,Starchy Roots + (Total),0.467103588627651
+Chile,Starchy Roots + (Total),0.247803423320875
+China,Starchy Roots + (Total),0.762028907425702
+Colombia,Starchy Roots + (Total),0.0975045880768448
+Comoros,Starchy Roots + (Total),0.333568137837574
+Congo,Starchy Roots + (Total),0.690911778947338
+Costa Rica,Starchy Roots + (Total),0.712672447785735
+Cote d'Ivoire,Starchy Roots + (Total),0.191718689631671
+Croatia,Starchy Roots + (Total),0.410429900046438
+Cuba,Starchy Roots + (Total),0.248594539705664
+Cyprus,Starchy Roots + (Total),0.28040195023641
+Czech Republic,Starchy Roots + (Total),0.308414493920282
+Democratic Republic of the Congo,Starchy Roots + (Total),0.703697537072003
+Denmark,Starchy Roots + (Total),0.099616881692782
+Djibouti,Starchy Roots + (Total),0.705525241559371
+Dominican Republic,Starchy Roots + (Total),0.285474659875035
+Ecuador,Starchy Roots + (Total),0.517670396249741
+Egypt,Starchy Roots + (Total),0.379441550467163
+El Salvador,Starchy Roots + (Total),0.775152189889923
+Equatorial Guinea,Starchy Roots + (Total),0.290106847882271
+Eritrea,Starchy Roots + (Total),0.500224382383749
+Estonia,Starchy Roots + (Total),0.498109780950472
+Ethiopia,Starchy Roots + (Total),0.649849775014445
+Fiji,Starchy Roots + (Total),0.933958039386198
+Finland,Starchy Roots + (Total),0.481340161990374
+France,Starchy Roots + (Total),0.622382134431973
+Gabon,Starchy Roots + (Total),0.775806546676904
+Gambia,Starchy Roots + (Total),0.549656116869301
+Georgia,Starchy Roots + (Total),0.798752257134765
+Germany,Starchy Roots + (Total),0.60630875476636
+Ghana,Starchy Roots + (Total),0.119397115428001
+Greece,Starchy Roots + (Total),0.282475670566782
+Guatemala,Starchy Roots + (Total),0.575064540142193
+Guinea,Starchy Roots + (Total),0.362462465884164
+Guinea-Bissau,Starchy Roots + (Total),0.774425157811493
+Guyana,Starchy Roots + (Total),0.193039340432733
+Haiti,Starchy Roots + (Total),0.831808578455821
+Honduras,Starchy Roots + (Total),0.144348717294633
+Hungary,Starchy Roots + (Total),0.213459627702832
+Iceland,Starchy Roots + (Total),0.195557638769969
+India,Starchy Roots + (Total),0.428272919729352
+Indonesia,Starchy Roots + (Total),0.278675890294835
+Iran (Islamic Republic of),Starchy Roots + (Total),0.932631422765553
+Iraq,Starchy Roots + (Total),0.26650606864132
+Ireland,Starchy Roots + (Total),0.792846132302657
+Israel,Starchy Roots + (Total),0.940631526755169
+Italy,Starchy Roots + (Total),0.736012048786506
+Japan,Starchy Roots + (Total),0.950977616012096
+Jordan,Starchy Roots + (Total),0.631485057761893
+Kazakhstan,Starchy Roots + (Total),0.433715886902064
+Kenya,Starchy Roots + (Total),0.368293543811888
+Kuwait,Starchy Roots + (Total),0.6231064053718
+Kyrgyzstan,Starchy Roots + (Total),0.388898945646361
+Lao People's Democratic Republic,Starchy Roots + (Total),0.417772843269631
+Latvia,Starchy Roots + (Total),0.421517251757905
+Lebanon,Starchy Roots + (Total),0.121655673021451
+Lesotho,Starchy Roots + (Total),0.2145557673648
+Liberia,Starchy Roots + (Total),0.827930989908054
+Libya,Starchy Roots + (Total),0.850936527596787
+Lithuania,Starchy Roots + (Total),0.195942662656307
+Madagascar,Starchy Roots + (Total),0.0460671409964561
+Malawi,Starchy Roots + (Total),0.660090734716505
+Malaysia,Starchy Roots + (Total),0.819813961861655
+Maldives,Starchy Roots + (Total),0.155144807882607
+Mali,Starchy Roots + (Total),0.999874240718782
+Malta,Starchy Roots + (Total),0.236105354735628
+Mauritania,Starchy Roots + (Total),0.680856814607978
+Mauritius,Starchy Roots + (Total),0.0635552546009421
+Mexico,Starchy Roots + (Total),0.0663799373432994
+Mongolia,Starchy Roots + (Total),0.358173065353185
+Morocco,Starchy Roots + (Total),0.561796348309144
+Mozambique,Starchy Roots + (Total),0.911749931750819
+Namibia,Starchy Roots + (Total),0.954768839525059
+Nepal,Starchy Roots + (Total),0.194490605266765
+Netherlands,Starchy Roots + (Total),0.679082770366222
+New Zealand,Starchy Roots + (Total),0.490098490612581
+Nicaragua,Starchy Roots + (Total),0.325684365117922
+Niger,Starchy Roots + (Total),0.896777821006253
+Nigeria,Starchy Roots + (Total),0.89752379222773
+Norway,Starchy Roots + (Total),0.566413442604244
+Occupied Palestinian Territory,Starchy Roots + (Total),0.728889400605112
+Oman,Starchy Roots + (Total),0.284807744435966
+Pakistan,Starchy Roots + (Total),0.773859671317041
+Panama,Starchy Roots + (Total),0.355234145885333
+Papua New Guinea,Starchy Roots + (Total),0.87546357116662
+Paraguay,Starchy Roots + (Total),0.759408592944965
+Peru,Starchy Roots + (Total),0.528133026557043
+Philippines,Starchy Roots + (Total),0.557651017094031
+Poland,Starchy Roots + (Total),0.748879626626149
+Portugal,Starchy Roots + (Total),0.770231824135408
+Puerto Rico,Starchy Roots + (Total),0.465776656987146
+Qatar,Starchy Roots + (Total),0.952799863182008
+Republic of Korea,Starchy Roots + (Total),0.400878302520141
+Republic of Moldova,Starchy Roots + (Total),0.130469777854159
+Romania,Starchy Roots + (Total),0.863732053432614
+Russian Federation,Starchy Roots + (Total),0.318013184005395
+Rwanda,Starchy Roots + (Total),0.605745342327282
+Saint Lucia,Starchy Roots + (Total),0.702863522572443
+Saint Vincent and the Grenadines,Starchy Roots + (Total),0.420067520113662
+Samoa,Starchy Roots + (Total),0.299685906386003
+Sao Tome and Principe,Starchy Roots + (Total),0.33156464388594
+Saudi Arabia,Starchy Roots + (Total),0.602690406609327
+Senegal,Starchy Roots + (Total),0.875479555688798
+Serbia,Starchy Roots + (Total),0.812971795443445
+Sierra Leone,Starchy Roots + (Total),0.770476719131693
+Slovakia,Starchy Roots + (Total),0.551100993296131
+Slovenia,Starchy Roots + (Total),0.468119563069195
+Solomon Islands,Starchy Roots + (Total),0.588715438265353
+South Africa,Starchy Roots + (Total),0.700029884465039
+Spain,Starchy Roots + (Total),0.634275776334107
+Sri Lanka,Starchy Roots + (Total),0.801476746564731
+Suriname,Starchy Roots + (Total),0.832482057623565
+Swaziland,Starchy Roots + (Total),0.0739712279755622
+Sweden,Starchy Roots + (Total),0.143074831459671
+Switzerland,Starchy Roots + (Total),0.212627582252026
+Tajikistan,Starchy Roots + (Total),0.581211660057306
+Thailand,Starchy Roots + (Total),0.931036983383819
+The former Yugoslav Republic of Macedonia,Starchy Roots + (Total),0.061759952455759
+Timor-Leste,Starchy Roots + (Total),0.6482215130236
+Togo,Starchy Roots + (Total),0.599147298373282
+Tonga,Starchy Roots + (Total),0.218689548783004
+Trinidad and Tobago,Starchy Roots + (Total),0.645569452084601
+Tunisia,Starchy Roots + (Total),0.327158165862784
+Turkey,Starchy Roots + (Total),0.388578928075731
+Turkmenistan,Starchy Roots + (Total),0.310923575889319
+Uganda,Starchy Roots + (Total),0.369408055441454
+Ukraine,Starchy Roots + (Total),0.296009497018531
+United Arab Emirates,Starchy Roots + (Total),0.841411752160639
+United Kingdom,Starchy Roots + (Total),0.875386503757909
+United Republic of Tanzania,Starchy Roots + (Total),0.391905445372686
+United States of America,Starchy Roots + (Total),0.948760230094194
+Uruguay,Starchy Roots + (Total),0.374162130989134
+Uzbekistan,Starchy Roots + (Total),0.298394758021459
+Vanuatu,Starchy Roots + (Total),0.556645175209269
+Venezuela (Bolivarian Republic of),Starchy Roots + (Total),0.29512595385313
+Viet Nam,Starchy Roots + (Total),0.799794355407357
+Yemen,Starchy Roots + (Total),0.5426956419833
+Zambia,Starchy Roots + (Total),0.342869103653356
+Zimbabwe,Starchy Roots + (Total),0.792646332876757
+Sudan,Starchy Roots + (Total),0.93214201903902
+South Sudan,Starchy Roots + (Total),0.148819642607123
+Somalia,Starchy Roots + (Total),0.198825804516673
+Myanmar,Starchy Roots + (Total),0.233856212347746
+Afghanistan,meatmilkeggs,0.140857172664255
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+Bolivia (Plurinational State of),meatmilkeggs,0.865361967124045
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+Estonia,meatmilkeggs,0.370328905293718
+Ethiopia,meatmilkeggs,0.296156610827893
+Fiji,meatmilkeggs,0.22286926698871
+Finland,meatmilkeggs,0.0264692394994199
+France,meatmilkeggs,0.473752551479265
+Gabon,meatmilkeggs,0.263377552386373
+Gambia,meatmilkeggs,0.909136723494157
+Georgia,meatmilkeggs,0.643070282880217
+Germany,meatmilkeggs,0.635010795202106
+Ghana,meatmilkeggs,0.689353919355199
+Greece,meatmilkeggs,0.797496945830062
+Guatemala,meatmilkeggs,0.613891813438386
+Guinea,meatmilkeggs,0.182205869350582
+Guinea-Bissau,meatmilkeggs,0.353926751064137
+Guyana,meatmilkeggs,0.383414479903877
+Haiti,meatmilkeggs,0.745146082015708
+Honduras,meatmilkeggs,0.767078940523788
+Hungary,meatmilkeggs,0.0596708809025586
+Iceland,meatmilkeggs,0.78239921387285
+India,meatmilkeggs,0.720993238035589
+Indonesia,meatmilkeggs,0.908817901741713
+Iran (Islamic Republic of),meatmilkeggs,0.872999806655571
+Iraq,meatmilkeggs,0.997488232795149
+Ireland,meatmilkeggs,0.652861208422109
+Israel,meatmilkeggs,0.318663422716781
+Italy,meatmilkeggs,0.0670438825618476
+Japan,meatmilkeggs,0.441864410648122
+Jordan,meatmilkeggs,0.250931279966608
+Kazakhstan,meatmilkeggs,0.327150004217401
+Kenya,meatmilkeggs,0.276841666083783
+Kuwait,meatmilkeggs,0.837729220744222
+Kyrgyzstan,meatmilkeggs,0.507123594870791
+Lao People's Democratic Republic,meatmilkeggs,0.184135243063793
+Latvia,meatmilkeggs,0.450334504712373
+Lebanon,meatmilkeggs,0.294258381472901
+Lesotho,meatmilkeggs,0.327398627763614
+Liberia,meatmilkeggs,0.149823101237416
+Libya,meatmilkeggs,0.976805481361225
+Lithuania,meatmilkeggs,0.871835760306567
+Madagascar,meatmilkeggs,0.179220793535933
+Malawi,meatmilkeggs,0.0356697614770383
+Malaysia,meatmilkeggs,0.799494859529659
+Maldives,meatmilkeggs,0.284442078089342
+Mali,meatmilkeggs,0.610178807284683
+Malta,meatmilkeggs,0.482712439959869
+Mauritania,meatmilkeggs,0.542055638739839
+Mauritius,meatmilkeggs,0.628379977308214
+Mexico,meatmilkeggs,0.229730819351971
+Mongolia,meatmilkeggs,0.844702824717388
+Morocco,meatmilkeggs,0.51729598082602
+Mozambique,meatmilkeggs,0.498371023219079
+Namibia,meatmilkeggs,0.316646222723648
+Nepal,meatmilkeggs,0.935888426378369
+Netherlands,meatmilkeggs,0.24641793849878
+New Zealand,meatmilkeggs,0.386456858832389
+Nicaragua,meatmilkeggs,0.360564939444885
+Niger,meatmilkeggs,0.653926993953064
+Nigeria,meatmilkeggs,0.541168192168698
+Norway,meatmilkeggs,0.948123134439811
+Occupied Palestinian Territory,meatmilkeggs,0.375499297864735
+Oman,meatmilkeggs,0.146491562947631
+Pakistan,meatmilkeggs,0.97907117777504
+Panama,meatmilkeggs,0.520444093970582
+Papua New Guinea,meatmilkeggs,0.644296692218632
+Paraguay,meatmilkeggs,0.492448849137872
+Peru,meatmilkeggs,0.61240815767087
+Philippines,meatmilkeggs,0.792876950465143
+Poland,meatmilkeggs,0.112186869373545
+Portugal,meatmilkeggs,0.230732494732365
+Puerto Rico,meatmilkeggs,0.641310992650688
+Qatar,meatmilkeggs,0.395953979808837
+Republic of Korea,meatmilkeggs,0.274185837013647
+Republic of Moldova,meatmilkeggs,0.38626281498
+Romania,meatmilkeggs,0.888357492163777
+Russian Federation,meatmilkeggs,0.86478508869186
+Rwanda,meatmilkeggs,0.791876111412421
+Saint Lucia,meatmilkeggs,0.215798433171585
+Saint Vincent and the Grenadines,meatmilkeggs,0.0725063018035144
+Samoa,meatmilkeggs,0.4318325240165
+Sao Tome and Principe,meatmilkeggs,0.681222792947665
+Saudi Arabia,meatmilkeggs,0.302849696017802
+Senegal,meatmilkeggs,0.740990569116548
+Serbia,meatmilkeggs,0.517219974892214
+Sierra Leone,meatmilkeggs,0.250423027668148
+Slovakia,meatmilkeggs,0.387461943086237
+Slovenia,meatmilkeggs,0.54760608705692
+Solomon Islands,meatmilkeggs,0.948207257315516
+South Africa,meatmilkeggs,0.257785587571561
+Spain,meatmilkeggs,0.149729618802667
+Sri Lanka,meatmilkeggs,0.992473433027044
+Suriname,meatmilkeggs,0.566059928154573
+Swaziland,meatmilkeggs,0.874975792132318
+Sweden,meatmilkeggs,0.89906989550218
+Switzerland,meatmilkeggs,0.366442845435813
+Tajikistan,meatmilkeggs,0.1058284859173
+Thailand,meatmilkeggs,0.914407176664099
+The former Yugoslav Republic of Macedonia,meatmilkeggs,0.199258655542508
+Timor-Leste,meatmilkeggs,0.670676314271986
+Togo,meatmilkeggs,0.609920132439584
+Tonga,meatmilkeggs,0.281924832612276
+Trinidad and Tobago,meatmilkeggs,0.40172621444799
+Tunisia,meatmilkeggs,0.50679166149348
+Turkey,meatmilkeggs,0.617649301653728
+Turkmenistan,meatmilkeggs,0.782822488574311
+Uganda,meatmilkeggs,0.153812584700063
+Ukraine,meatmilkeggs,0.167502960655838
+United Arab Emirates,meatmilkeggs,0.410845839884132
+United Kingdom,meatmilkeggs,0.0908631347119808
+United Republic of Tanzania,meatmilkeggs,0.608636445133016
+United States of America,meatmilkeggs,0.591540047898889
+Uruguay,meatmilkeggs,0.036370912566781
+Uzbekistan,meatmilkeggs,0.942137588514015
+Vanuatu,meatmilkeggs,0.480926680611446
+Venezuela (Bolivarian Republic of),meatmilkeggs,0.8448795392178
+Viet Nam,meatmilkeggs,0.782773209968582
+Yemen,meatmilkeggs,0.0709458312485367
+Zambia,meatmilkeggs,0.448556022485718
+Zimbabwe,meatmilkeggs,0.337755742948502
+Sudan,meatmilkeggs,0.0137774180620909
+South Sudan,meatmilkeggs,0.398409922141582
+Somalia,meatmilkeggs,0.634943692479283
+Myanmar,meatmilkeggs,0.766041074180976
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index 57c3eeccaacc290c2b20bf7d2391994d9fa43e5a..ef7a56b2238b715e31ddbcd75b3f72406a5bcacf 100644
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -96,7 +96,9 @@ public class ModelConfig {
public static final String COUNTRY_DATA_FILE = DATA_DIR + File.separator + "country_data.csv";
public static final String COMMODITY_DATA_FILE = DATA_DIR + File.separator + "con_prod_c_and_m.csv";
public static final String BIOENERGY_DEMAND_FILE = DATA_DIR + File.separator + "bio_demand.csv";
+ public static final String TRADE_BARRIERS_FILE = DATA_DIR + File.separator + "trade_barriers_dummy.csv";
+
// yield data
public static final String YIELD_DIR = getProperty("YIELD_DIR");
public static final boolean CHANGE_YIELD_DATA_YEAR = getBooleanProperty("CHANGE_YIELD_DATA_YEAR", true);
@@ -122,7 +124,8 @@ public class ModelConfig {
public static final String IRRIGATION_COST_FILE = SPATIAL_DATA_DIR + File.separator + "irrigation_cost.asc";
public static final String IRRIGATION_CONSTRAINT_FILE = SPATIAL_DATA_DIR + File.separator + "blue_water_available_pseudoCRU_rcp8p5_2004_2013_grid_allhdyro_mm.txt";
public static final String IRRIG_MAX_WATER_FILENAME = getProperty("IRRIG_MAX_WATER_FILENAME", "gsirrigation_plum.out");
-
+ public static final String PROTECTED_AREAS_FILE = SPATIAL_DATA_DIR + File.separator + "protected_areas.txt";
+
// Output
public static final String LAND_COVER_OUTPUT_FILE = OUTPUT_DIR + File.separator + "lc.txt";
public static final String PRICES_OUTPUT_FILE = OUTPUT_DIR + File.separator + "prices.txt";
@@ -168,8 +171,10 @@ public class ModelConfig {
public static final double DOMESTIC_PRICE_MARKUP = getDoubleProperty("DOMESTIC_PRICE_MARKUP", 1.0);
public static final double TRANSPORT_LOSSES = getDoubleProperty("TRANSPORT_LOSSES", 0.1); // in international trade
- public static final double TRADE_BARRIER_FACTOR = getDoubleProperty("TRADE_BARRIER_FACTOR", 1.5); // price factor in international trade, transport cost and real trade barriers
+ public static final double TRADE_BARRIER_FACTOR_DEFAULT = getDoubleProperty("TRADE_BARRIER_FACTOR", 0.2); // price factor in international trade, transport cost and real trade barriers
+ public static final boolean ACTIVE_TRADE_BARRIERS = getBooleanProperty("ACTIVE_TRADE_BARRIERS", false); // if set to true read in barrier information from file, otherwise use default as above
+
public static final int NUM_CEREAL_CATEGORIES = getIntProperty("NUM_CEREAL_CATEGORIES", 5);
public static final int NUM_PASTURE_CATEGORIES = getIntProperty("NUM_PASTURE_CATEGORIES", 1);
diff --git a/src/ac/ed/lurg/ModelMain.java b/src/ac/ed/lurg/ModelMain.java
index beaf1e07c19d17c56328b2f55e31ddc86b587e15..4fa81ae5678f475849c665b9e3bcc84b067fcc50 100644
--- a/src/ac/ed/lurg/ModelMain.java
+++ b/src/ac/ed/lurg/ModelMain.java
@@ -17,6 +17,7 @@ import ac.ed.lurg.country.CountryAgent;
import ac.ed.lurg.country.CountryBoundaryRaster;
import ac.ed.lurg.country.CountryBoundaryReader;
import ac.ed.lurg.country.GlobalPrice;
+import ac.ed.lurg.country.TradeManager;
import ac.ed.lurg.country.gams.GamsRasterOutput;
import ac.ed.lurg.demand.BaseConsumpManager;
import ac.ed.lurg.demand.DemandManager;
@@ -29,12 +30,14 @@ import ac.ed.lurg.landuse.IrrigiationCostReader;
import ac.ed.lurg.landuse.LandCoverItem;
import ac.ed.lurg.landuse.LandCoverReader;
import ac.ed.lurg.landuse.LandUseItem;
+import ac.ed.lurg.landuse.ProtectedAreasReader;
import ac.ed.lurg.output.LpjgOutputer;
import ac.ed.lurg.types.CommodityType;
import ac.ed.lurg.types.CropToDoubleMap;
import ac.ed.lurg.types.CropType;
import ac.ed.lurg.types.LandCoverType;
import ac.ed.lurg.types.ModelFitType;
+import ac.ed.lurg.utils.LazyHashMap;
import ac.ed.lurg.utils.LogWriter;
import ac.ed.lurg.yield.LPJYieldResponseMapReader;
import ac.ed.lurg.yield.YieldRaster;
@@ -51,6 +54,7 @@ public class ModelMain {
private Collection<CountryAgent> countryAgents;
private CountryBoundaryRaster countryBoundaryRaster;
private DemandManager demandManager;
+ private TradeManager tradeManager;
private CompositeCountryManager compositeCountryManager;
private RasterHeaderDetails desiredProjection;
@@ -71,6 +75,7 @@ public class ModelMain {
BaseConsumpManager baseConsumpManager = new BaseConsumpManager();
compositeCountryManager = new CompositeCountryManager(baseConsumpManager);
demandManager = new DemandManager(ModelFitType.LOGISTIC, ModelConfig.SSP_SCENARIO, baseConsumpManager, compositeCountryManager);
+ tradeManager = new TradeManager(compositeCountryManager);
currentIrrigationData = getFixedIrrigationData();
countryBoundaryRaster = getCountryBoundaryRaster();
@@ -336,6 +341,7 @@ public class ModelMain {
RasterSet<LandCoverItem> initLC = getInitialLandCover();
Map<CompositeCountry, Map<CropType, CropUsageData>> cropUsageDataMap = new CropUsageReader(compositeCountryManager).getCommodityData();
+
for (CompositeCountry cc : countryGrouping) {
@@ -349,7 +355,10 @@ public class ModelMain {
List<RasterKey> keys = countryBoundaryRaster.getKeysFor(cc);
RasterSet<LandCoverItem> initCountryLC = initLC.createSubsetForKeys(keys);
Map<CropType, CropUsageData> countryCommodityData = cropUsageDataMap.get(cc);
+ Map<CropType, Double> countryTradeBarriers = tradeManager.getTradeBarriers(cc);
+ //Map<CropType, Double> countryTradeBarriers = (ModelConfig.ACTIVE_TRADE_BARRIERS) ? tradeBarriersMap.get(cc): getDefaultTradeBarriers();
+
if (countryCommodityData == null) {
LogWriter.printlnError("No commodities data for " + cc + ", so skipping");
}
@@ -357,7 +366,7 @@ public class ModelMain {
LogWriter.printlnError("No initial land cover for " +cc + ", so skipping");
}
else {
- CountryAgent ca = new CountryAgent(demandManager, cc, initCountryLC, countryCommodityData);
+ CountryAgent ca = new CountryAgent(demandManager, cc, initCountryLC, countryCommodityData, countryTradeBarriers);
countryAgents.add(ca);
LogWriter.println("Creating country agent for: " + cc );
}
@@ -367,10 +376,20 @@ public class ModelMain {
}
private RasterSet<LandCoverItem> getInitialLandCover() {
- LandCoverReader lcReader = new LandCoverReader(desiredProjection);
- RasterSet<LandCoverItem> initLC = lcReader.getRasterDataFromFile(ModelConfig.INITAL_LAND_COVER_FILE);
+
+ RasterSet<LandCoverItem> initLC = new RasterSet<LandCoverItem>(desiredProjection) {
+ private static final long serialVersionUID = 4642550777741425501L;
+ protected LandCoverItem createRasterData() {
+ return new LandCoverItem();
+ }
+ };
+
+ new ProtectedAreasReader(initLC).getRasterDataFromFile(ModelConfig.PROTECTED_AREAS_FILE);
+ new LandCoverReader(initLC).getRasterDataFromFile(ModelConfig.INITAL_LAND_COVER_FILE);
+
return initLC;
- }
+
+ }
private YieldRaster getYieldSurfaces(Timestep timestep) {
LPJYieldResponseMapReader yieldReader = new LPJYieldResponseMapReader(desiredProjection);
diff --git a/src/ac/ed/lurg/country/CountryAgent.java b/src/ac/ed/lurg/country/CountryAgent.java
index cfbb34c761c1649443506e864a9ac0715c3e1d16..9b3f00cf0380d72e50d9893e01bb49a0368aff7c 100644
--- a/src/ac/ed/lurg/country/CountryAgent.java
+++ b/src/ac/ed/lurg/country/CountryAgent.java
@@ -29,13 +29,15 @@ public class CountryAgent {
private Timestep currentTimestep;
private YieldRaster countryYieldSurfaces;
private Map<CommodityType, Double> currentProjectedDemand;
+ private Map<CropType, Double> tradeBarriers;
- public CountryAgent(DemandManager demandManager, CompositeCountry country, RasterSet<LandCoverItem> initialLC,
- Map<CropType, CropUsageData> cropUsageData) {
+ public CountryAgent(DemandManager demandManager,CompositeCountry country, RasterSet<LandCoverItem> initialLC,
+ Map<CropType, CropUsageData> cropUsageData, Map<CropType, Double> tradeBarriers) {
this.demandManager = demandManager;
this.country = country;
RasterSet<LandUseItem> cropAreaRaster = convertInitialLC(initialLC);
+ this.tradeBarriers = tradeBarriers;
GamsRasterOutput initialData = new GamsRasterOutput(cropAreaRaster, cropUsageData);
resultsTimeseries.put(new Timestep(0), initialData);
@@ -50,6 +52,7 @@ public class CountryAgent {
areasItem.setLandCoverAreas(entry.getValue());
areasItem.setCropFraction(CropType.WHEAT, 0.5); // random start, better if we could get data, but free substitution between crops so not critical
areasItem.setCropFraction(CropType.MAIZE, 0.5);
+ areasItem.setProtectedArea(entry.getValue());
landUseRaster.put(key, areasItem);
}
@@ -75,7 +78,7 @@ public class CountryAgent {
}
else {
// optimize areas and intensity
- GamsRasterInput input = getGamsRasterInput(currentProjectedDemand, worldPrices, irrigData);
+ GamsRasterInput input = getGamsRasterInput(currentProjectedDemand, tradeBarriers, worldPrices, irrigData);
GamsRasterOptimiser opti = new GamsRasterOptimiser(input);
LogWriter.println("Running " + country.getName() + ", currentTimestep " + currentTimestep);
@@ -91,8 +94,8 @@ public class CountryAgent {
return currentProjectedDemand;
}
- private GamsRasterInput getGamsRasterInput(Map<CommodityType, Double> projectedDemand, Map<CropType, GlobalPrice> worldPrices, RasterSet<IrrigationItem> irrigData) {
-
+ private GamsRasterInput getGamsRasterInput(Map<CommodityType, Double> projectedDemand, Map<CropType, Double> tradeBarriers, Map<CropType, GlobalPrice> worldPrices, RasterSet<IrrigationItem> irrigData) {
+//TODO why pass in projectedDemand when currentProjectedDemand belongs to CountryAgent class already?
GamsRasterOutput prevOutput;
Map<CropType, Double> cropAdjs;
boolean calibrate;
@@ -118,7 +121,7 @@ public class CountryAgent {
maxOfProdOrSupply.put(entry.getKey(), cropUsage.getProduction() + Math.max(netImports, 0));
}
- GamsCountryInput countryLevelInputs = GamsCountryInput.createInput(country, projectedDemand, worldPrices, baseNetImport, maxOfProdOrSupply, cropAdjs, calibrate);
+ GamsCountryInput countryLevelInputs = GamsCountryInput.createInput(country, projectedDemand, tradeBarriers, worldPrices, baseNetImport, maxOfProdOrSupply, cropAdjs, calibrate);
GamsRasterInput input = new GamsRasterInput(currentTimestep, countryYieldSurfaces, prevOutput.getLandUses(), irrigData, countryLevelInputs);
return input;
diff --git a/src/ac/ed/lurg/country/GlobalPrice.java b/src/ac/ed/lurg/country/GlobalPrice.java
index 3d5dd5e6825a458f93077cd19e6be74ad5e56f38..8171026744eb0249525ff3a012346dea66c7c5b3 100644
--- a/src/ac/ed/lurg/country/GlobalPrice.java
+++ b/src/ac/ed/lurg/country/GlobalPrice.java
@@ -15,8 +15,12 @@ public class GlobalPrice {
this.exportAmount = exportAmount;
}
+// public static GlobalPrice createInitial(double exportPrice) {
+// return new GlobalPrice(exportPrice, exportPrice * (1-ModelConfig.TRANSPORT_LOSSES) / ModelConfig.TRADE_BARRIER_FACTOR, Double.NaN, Double.NaN);
+// }
+//removed trade barriers adjustment as this is now done per country
public static GlobalPrice createInitial(double exportPrice) {
- return new GlobalPrice(exportPrice, exportPrice * (1-ModelConfig.TRANSPORT_LOSSES) / ModelConfig.TRADE_BARRIER_FACTOR, Double.NaN, Double.NaN);
+ return new GlobalPrice(exportPrice, exportPrice * (1-ModelConfig.TRANSPORT_LOSSES), Double.NaN, Double.NaN);
}
public double getImportPrice() {
diff --git a/src/ac/ed/lurg/country/TradeManager.java b/src/ac/ed/lurg/country/TradeManager.java
new file mode 100644
index 0000000000000000000000000000000000000000..ac071eebd647e3450cccf6ab7228022090cbe5a0
--- /dev/null
+++ b/src/ac/ed/lurg/country/TradeManager.java
@@ -0,0 +1,112 @@
+package ac.ed.lurg.country;
+
+import java.io.BufferedReader;
+import java.io.FileReader;
+import java.util.Map;
+import java.util.Map.Entry;
+import java.util.HashMap;
+
+import ac.ed.lurg.ModelConfig;
+import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.utils.LogWriter;
+import ac.ed.lurg.types.CropToDoubleMap;
+
+
+
+public class TradeManager {
+
+ private static final int COUNTRY_COL = 0;
+ private static final int ITEM_COL = 1;
+ private static final int TRADE_BARRIER_COL = 2;
+
+ private CompositeCountryManager compositeCountryManager;
+ private Map<CompositeCountry, CropToDoubleMap> tradeMap = new HashMap<CompositeCountry, CropToDoubleMap>();
+ private boolean activeBarriers = ModelConfig.ACTIVE_TRADE_BARRIERS;
+
+
+ public TradeManager(CompositeCountryManager compositeCountryManager) {
+ this.compositeCountryManager = compositeCountryManager;
+ if(activeBarriers)
+ read();
+ }
+
+ public CropToDoubleMap getTradeBarriers(CompositeCountry cc){
+
+ if (tradeMap.get(cc) == null){
+
+ CropToDoubleMap tradeBarriers = new CropToDoubleMap();
+ for (CropType c : CropType.getImportedTypes()) {
+ tradeBarriers.put(c, ModelConfig.TRADE_BARRIER_FACTOR_DEFAULT);
+ }
+ tradeMap.put(cc, tradeBarriers);
+
+ }
+
+ return tradeMap.get(cc);
+ }
+
+
+ public void read() {
+ String filename = ModelConfig.TRADE_BARRIERS_FILE;
+
+ try {
+ BufferedReader reader = new BufferedReader(new FileReader(filename));
+ String line, countryName, itemName;
+ double barrierValue;
+ reader.readLine(); // read header
+
+ while ((line=reader.readLine()) != null) {
+ String[] tokens = line.split(",");
+
+ if (tokens.length < 3)
+ LogWriter.printlnError("Too few columns in " + filename + ", " + line);
+
+ try {
+
+ countryName = tokens[COUNTRY_COL];
+ itemName = tokens[ITEM_COL];
+ barrierValue = Double.parseDouble(tokens[TRADE_BARRIER_COL]);
+
+ SingleCountry country = CountryManager.getForName(countryName);
+
+ CropType crop = CropType.getForFaoName(itemName);
+
+ CompositeCountry cc = compositeCountryManager.getForSingleCountry(country);
+
+ CropToDoubleMap countryData = tradeMap.get(cc);
+
+ if (countryData == null) {
+ countryData = new CropToDoubleMap();
+ tradeMap.put(cc, countryData);
+
+ }
+
+ countryData.incrementValue(crop, barrierValue);
+
+ } catch (Exception e) {
+ LogWriter.printlnError("Failed in processing trade barriers line " + line);
+ LogWriter.print(e);
+ }
+ }
+ reader.close();
+
+ } catch (Exception e) {
+ LogWriter.printlnError("Failed in reading trade barriers data file");
+ LogWriter.print(e);
+ }
+ LogWriter.println("Processed " + filename + ", create " + tradeMap.size() + " barriers entries");
+
+ for (Entry<CompositeCountry, CropToDoubleMap> entry : tradeMap.entrySet()) {
+
+ // LogWriter.println("country name " + entry.getKey());
+ // LogWriter.println("crops " + entry.getValue());
+
+ entry.getValue().divideBy(compositeCountryManager.getAllForCompositeCountry(entry.getKey()).size());
+
+// LogWriter.println("number of countries " + compositeCountryManager.getAllForCompositeCountry(entry.getKey()).size());
+// LogWriter.println("crops " + entry.getValue());
+
+ }
+ }
+
+}
diff --git a/src/ac/ed/lurg/country/gams/GamsCountryInput.java b/src/ac/ed/lurg/country/gams/GamsCountryInput.java
index a8192511b2da364290f53cb353769eaeb2066316..d31d9f8438b8df2471db06d7ccf61047db9da2dc 100644
--- a/src/ac/ed/lurg/country/gams/GamsCountryInput.java
+++ b/src/ac/ed/lurg/country/gams/GamsCountryInput.java
@@ -9,6 +9,7 @@ import ac.ed.lurg.country.GlobalPrice;
import ac.ed.lurg.country.ImportExportConstraint;
import ac.ed.lurg.types.CommodityType;
import ac.ed.lurg.types.CropType;
+import ac.ed.lurg.utils.LogWriter;
public class GamsCountryInput {
@@ -18,15 +19,15 @@ public class GamsCountryInput {
private Map<CropType, ImportExportConstraint> importConstraints;
private Map<CropType, Double> cropAdjustments;
private boolean calibrateToObserved;
+ private Map<CropType, Double> tradeBarriers;
/* private double maxLandUseChange;
private double meatEfficiency;
private double minFeedRate;
- private double tradeBarrier;
private double landChangeEnergy;*/
- private GamsCountryInput(CompositeCountry country, Map<CommodityType, Double> projectedDemand, Map<CropType, GlobalPrice> worldPrices,
+ private GamsCountryInput(CompositeCountry country, Map<CommodityType, Double> projectedDemand, Map<CropType, Double> tradeBarriers, Map<CropType, GlobalPrice> worldPrices,
Map<CropType, ImportExportConstraint> importConstraints, Map<CropType, Double> cropAdjustments, boolean calibrateToObserved) {
super();
this.country = country;
@@ -35,13 +36,14 @@ public class GamsCountryInput {
this.importConstraints = importConstraints;
this.cropAdjustments = cropAdjustments;
this.calibrateToObserved = calibrateToObserved;
+ this.tradeBarriers = tradeBarriers;
}
public GamsCountryInput(GamsCountryInput gamsInput, Map<CropType, Double> cropAdjs) {
- this(gamsInput.country, gamsInput.projectedDemand, gamsInput.worldPrices, gamsInput.importConstraints, cropAdjs, false);
+ this(gamsInput.country, gamsInput.projectedDemand, gamsInput.tradeBarriers, gamsInput.worldPrices, gamsInput.importConstraints, cropAdjs, false);
}
- public static GamsCountryInput createInput(CompositeCountry country, Map<CommodityType, Double> projectedDemand, Map<CropType, GlobalPrice> worldPrices,
+ public static GamsCountryInput createInput(CompositeCountry country, Map<CommodityType, Double> projectedDemand, Map<CropType, Double> tradeBarriers, Map<CropType, GlobalPrice> worldPrices,
Map<CropType, Double> baseNetImport, Map<CropType, Double> maxOfProdOrSupply, Map<CropType, Double> cropAdjustments, boolean calibrateToObserved) {
double allowedImportChange = calibrateToObserved ? 0.0 : ModelConfig.MAX_IMPORT_CHANGE;
@@ -53,7 +55,7 @@ public class GamsCountryInput {
importConstraints.put(c, new ImportExportConstraint(entry.getValue() - change, entry.getValue() + change));
}
- return new GamsCountryInput(country, projectedDemand, worldPrices, importConstraints, cropAdjustments, calibrateToObserved);
+ return new GamsCountryInput(country, projectedDemand, tradeBarriers, worldPrices, importConstraints, cropAdjustments, calibrateToObserved);
}
@@ -113,10 +115,15 @@ public class GamsCountryInput {
return netImport;
}
- public Map<CropType, Double> getWorldImportPrices() {
+ public Map<CropType, Double> getCountryImportPrices() {
+ double tradeBarrier;
+ double baseImportPrice;
Map<CropType, Double> prices = new HashMap<CropType, Double>();
for (Map.Entry<CropType, GlobalPrice> entry : worldPrices.entrySet()) {
- prices.put(entry.getKey(), entry.getValue().getImportPrice());
+
+ tradeBarrier = tradeBarriers.get(entry.getKey());
+ baseImportPrice = entry.getValue().getImportPrice();
+ prices.put(entry.getKey(), baseImportPrice+baseImportPrice*tradeBarrier);
}
return prices;
}
@@ -124,8 +131,12 @@ public class GamsCountryInput {
public Map<CropType, Double> getWorldExportPrices() {
Map<CropType, Double> prices = new HashMap<CropType, Double>();
for (Map.Entry<CropType, GlobalPrice> entry : worldPrices.entrySet()) {
+
+
prices.put(entry.getKey(), entry.getValue().getExportPrice());
+
}
return prices;
}
}
+
diff --git a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
index 9493c5ed16d3165b622bf4e7cbc4749146f036c3..b6cbb46ab6173e35e2c6ec6df0d02089bfd4eea6 100644
--- a/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsLocationOptimiser.java
@@ -168,7 +168,7 @@ public class GamsLocationOptimiser {
}
if (DEBUG) {
- LogWriter.println("\nImport-export, min net imports, max net imports, import price, export price");
+ LogWriter.println("\nImport-export, min net imports, max net imports, global import price, global export price");
for (CropType crop : CropType.getImportedTypes()) {
ImportExportConstraint iec = countryInput.getImportConstraints().get(crop);
double minNetImport = 0, maxNetImport = 0;
@@ -186,9 +186,10 @@ public class GamsLocationOptimiser {
addItemMapParm(inDB.addParameter("minNetImport", 1), countryInput.getMinNetImport(), false);
addItemMapParm(inDB.addParameter("maxNetImport", 1), countryInput.getMaxNetImport(), false);
- addItemMapParm(inDB.addParameter("worldImportPrices", 1), countryInput.getWorldImportPrices(), false);
+ addItemMapParm(inDB.addParameter("countryImportPrices", 1), countryInput.getCountryImportPrices(), false);
addItemMapParm(inDB.addParameter("worldExportPrices", 1), countryInput.getWorldExportPrices(), false);
-
+//the above is not really world export price because it is scaled by country tradeBarriers, might want to change
+//parameter name in GAMS i.e. countryExportPrices
LogWriter.print("\n");
addScalar(inDB, "meatEfficency", countryInput.getMeatEfficiency());
addScalar(inDB, "fertiliserUnitCost", ModelConfig.FERTILISER_MAX_COST);
diff --git a/src/ac/ed/lurg/country/gams/GamsLocationTest.java b/src/ac/ed/lurg/country/gams/GamsLocationTest.java
index b5867c0dfb2e5d498c557666c9616f5cf5312f67..33ad6ae7fc669eb796b9d7b4108890ad8d0041a4 100644
--- a/src/ac/ed/lurg/country/gams/GamsLocationTest.java
+++ b/src/ac/ed/lurg/country/gams/GamsLocationTest.java
@@ -22,7 +22,7 @@ public class GamsLocationTest {
}
private void run() {
- GamsCountryInput countryLevelInputs = GamsCountryInput.createInput(new CompositeCountry("Test"), getProjectedDemand(), null, null, null, null, true);
+ GamsCountryInput countryLevelInputs = GamsCountryInput.createInput(new CompositeCountry("Test"), getProjectedDemand(), getTradeBarriers(), null, null, null, null, true);
GamsLocationInput gamsInput = new GamsLocationInput(new Timestep(0), getYields(), getPreviousArea(), getIrrigationCosts(), countryLevelInputs);
GamsLocationOptimiser opti = new GamsLocationOptimiser(gamsInput);
@@ -39,6 +39,19 @@ public class GamsLocationTest {
dummyMap.put(CommodityType.MEAT, 480.0);
return dummyMap;
}
+
+ Map<CropType, Double> getTradeBarriers() {
+ Map<CropType, Double> dummyTradeMap = new HashMap<CropType, Double>();
+ dummyTradeMap.put(CropType.WHEAT, 300.0);
+ dummyTradeMap.put(CropType.MAIZE, 50.0);
+ dummyTradeMap.put(CropType.RICE, 50.0);
+ dummyTradeMap.put(CropType.OILCROPS, 50.0);
+ dummyTradeMap.put(CropType.PULSES, 60.0);
+ dummyTradeMap.put(CropType.STARCHY_ROOTS, 150.0);
+ dummyTradeMap.put(CropType.MEAT, 480.0);
+
+ return dummyTradeMap;
+ }
Map<Integer, YieldResponsesItem> getYields() {
diff --git a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
index 18c12dc21341d038d8fb54d01e9e2b171a6269c8..0cc19a4bbfe2896f8e9cf426ebf06f4c62926da5 100644
--- a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
@@ -283,7 +283,7 @@ public class GamsRasterOptimiser {
CropType crop = CropType.WHEAT;
if (yresp != null && (yresp.getYieldMax(crop) < yresp.getYieldFertOnly(crop) || yresp.getYieldMax(crop) < yresp.getYieldIrrigOnly(crop))) {
- logErrorWithCoord(String.format("Inconsistency: F only: %.4f, I only %.4f, max %.4f at ", yresp.getYieldFertOnly(crop), yresp.getYieldIrrigOnly(crop), yresp.getYieldMax(crop)), key, yieldRaster);
+ logErrorWithCoord("Inconsistency F only:" + yresp.getYieldFertOnly(crop) + ", I only" + yresp.getYieldIrrigOnly(crop) + ", max " + yresp.getYieldMax(crop) + " at ", key, yieldRaster);
}
}
diff --git a/src/ac/ed/lurg/country/gams/GamsRasterTest.java b/src/ac/ed/lurg/country/gams/GamsRasterTest.java
index d67e8122a592eb6a5cea81407703af3c44eacba5..cc4548d732e8b9f0e4004c1cf7896ec1479abadc 100644
--- a/src/ac/ed/lurg/country/gams/GamsRasterTest.java
+++ b/src/ac/ed/lurg/country/gams/GamsRasterTest.java
@@ -18,7 +18,7 @@ public class GamsRasterTest extends GamsLocationTest {
}
private void run() {
- GamsCountryInput countryLevelInputs = GamsCountryInput.createInput(new CompositeCountry("Test"), getProjectedDemand(), null, null, null, null, true);
+ GamsCountryInput countryLevelInputs = GamsCountryInput.createInput(new CompositeCountry("Test"), getProjectedDemand(), getTradeBarriers(), null, null, null, null, true);
GamsRasterInput input = new GamsRasterInput(new Timestep(0), getYieldRaster(), getPreviousAreaRaster(), getIrrigationCost(), countryLevelInputs);
GamsRasterOptimiser opti = new GamsRasterOptimiser(input);
diff --git a/src/ac/ed/lurg/landuse/LandCoverItem.java b/src/ac/ed/lurg/landuse/LandCoverItem.java
index 828984e7c5fbd5c9f129628281f32ef725d0dfcf..4417edbb5d2a5fa057629d8afaa4e79231f50976 100644
--- a/src/ac/ed/lurg/landuse/LandCoverItem.java
+++ b/src/ac/ed/lurg/landuse/LandCoverItem.java
@@ -12,6 +12,7 @@ public class LandCoverItem implements RasterItem {
private Map<LandCoverType, Double> landcover = new HashMap<LandCoverType, Double>();
private double totalArea;
+ private double proportionProtectedArea;
/** Area in Mha */
public Double getLandCoverArea(LandCoverType landType) {
@@ -36,6 +37,15 @@ public class LandCoverItem implements RasterItem {
public void setLandCoverFract(LandCoverType landType, double d) {
landcover.put(landType, d);
}
+
+ public void setProtectedArea(double proportionProtectedArea){
+ this.proportionProtectedArea=proportionProtectedArea;
+ }
+
+
+ public double getProtectedArea(){
+ return proportionProtectedArea;
+ }
/*public double getTotal() {
double total = 0;
diff --git a/src/ac/ed/lurg/landuse/LandCoverReader.java b/src/ac/ed/lurg/landuse/LandCoverReader.java
index eee229fe49451310e13f0dd778b6a6134572bbb3..7c9b3a0032b9a5fd0b4163103bf7c0e488928f81 100644
--- a/src/ac/ed/lurg/landuse/LandCoverReader.java
+++ b/src/ac/ed/lurg/landuse/LandCoverReader.java
@@ -4,7 +4,6 @@ import java.util.Map;
import ac.ed.lurg.types.LandCoverType;
import ac.sac.raster.AbstractTabularRasterReader;
-import ac.sac.raster.RasterHeaderDetails;
import ac.sac.raster.RasterKey;
import ac.sac.raster.RasterSet;
@@ -12,24 +11,19 @@ public class LandCoverReader extends AbstractTabularRasterReader<LandCoverItem>
private static final int MIN_COLS = 6;
- public LandCoverReader (RasterHeaderDetails rasterProj) {
- super(" +", MIN_COLS);
-
- dataset = new RasterSet<LandCoverItem> (rasterProj) {
- private static final long serialVersionUID = 4642550777741425501L;
- @Override
- protected LandCoverItem createRasterData() {
- return new LandCoverItem();
- }
- };
+
+ public LandCoverReader(RasterSet<LandCoverItem> landCover) {
+ super(" +", MIN_COLS, landCover);
}
@Override
protected void setData(RasterKey key, LandCoverItem lcData, Map<String, Double> rowValues) {
+
lcData.setTotalArea(dataset.getAreaMha(key));
lcData.setLandCoverFract(LandCoverType.CROPLAND, getValueForCol(rowValues, "cropland"));
lcData.setLandCoverFract(LandCoverType.PASTURE, getValueForCol(rowValues, "pasture"));
lcData.setLandCoverFract(LandCoverType.OTHER_NATURAL, getValueForCol(rowValues, "natural"));
lcData.setLandCoverFract(LandCoverType.BARREN, getValueForCol(rowValues, "barren"));
+
}
}
diff --git a/src/ac/ed/lurg/landuse/LandUseItem.java b/src/ac/ed/lurg/landuse/LandUseItem.java
index dae95a1711b3ebb37b735d52ac6d40fe0970a434..14594356bd7d2086e3ca93fd30928d5ebdcf3eb8 100644
--- a/src/ac/ed/lurg/landuse/LandUseItem.java
+++ b/src/ac/ed/lurg/landuse/LandUseItem.java
@@ -16,7 +16,18 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem> {
private Map<CropType, Intensity> intensityMap = new HashMap<CropType, Intensity>();
private Map<CropType, Double> cropFractions = new HashMap<CropType, Double>();
private Map<LandCoverType, Double> landCoverAreas = new HashMap<LandCoverType, Double>();
+ private double protectedArea; //protected area in Mha
+ public void setProtectedArea(LandCoverItem landCover){
+ if (landCover != null) {
+ double areaTotal = this.getTotalLandCoverArea();
+ this.protectedArea = landCover.getProtectedArea()*areaTotal;
+ }
+ }
+
+ public double getProtectedArea(){
+ return this.protectedArea;
+ }
public Intensity getIntensity(CropType crop) {
return intensityMap.get(crop);
@@ -189,11 +200,16 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem> {
public double getSuitableLand() {
double d = 0;
- for (LandCoverType l : LandCoverType.values()) {
- if (!LandCoverType.BARREN.equals(l)) // barren land is not suitable
- d += getLandCoverArea(l);
- }
+
+ double protectedTotal = protectedArea;
+ double totalNatural = getLandCoverArea(LandCoverType.OTHER_NATURAL) + getLandCoverArea(LandCoverType.FOREST);
+ if (totalNatural >= protectedTotal)
+ d += totalNatural - protectedTotal;
+
+ d += getLandCoverArea(LandCoverType.PASTURE);
+ d += getLandCoverArea(LandCoverType.CROPLAND);
+
return d;
}
diff --git a/src/ac/ed/lurg/landuse/ProtectedAreasReader.java b/src/ac/ed/lurg/landuse/ProtectedAreasReader.java
new file mode 100644
index 0000000000000000000000000000000000000000..489f984b22cc4442cc6b3a879aa2038a49090996
--- /dev/null
+++ b/src/ac/ed/lurg/landuse/ProtectedAreasReader.java
@@ -0,0 +1,20 @@
+package ac.ed.lurg.landuse;
+
+import ac.sac.raster.AbstractRasterReader;
+import ac.sac.raster.RasterSet;
+
+public class ProtectedAreasReader extends AbstractRasterReader<LandCoverItem> {
+
+ public ProtectedAreasReader (RasterSet<LandCoverItem> dataset) {
+ super(dataset);
+ }
+
+ @Override
+ public void setData(LandCoverItem lcData, String token) {
+ if (!"nan".equals(token)) {
+ double protFrac = Double.parseDouble(token);
+ lcData.setProtectedArea(protFrac);
+ }
+ }
+
+}
\ No newline at end of file
diff --git a/src/ac/ed/lurg/types/CropToDoubleMap.java b/src/ac/ed/lurg/types/CropToDoubleMap.java
index 857d57e9d50ae58526f85a46a8fa4c48878d1fc1..54a32e8a5d63d9931bb13be1c820fa226e1662b3 100644
--- a/src/ac/ed/lurg/types/CropToDoubleMap.java
+++ b/src/ac/ed/lurg/types/CropToDoubleMap.java
@@ -31,5 +31,18 @@ public class CropToDoubleMap extends HashMap<CropType, Double> {
}
return result;
}
+
+ public void divideBy(int divideBy) {
+
+ for (Map.Entry<CropType, Double> entry : entrySet()) {
+
+ if (divideBy == 0)
+ throw new RuntimeException("CropToDoubleMap.divideBy number of countries to divide by is zero");
+
+ Double value = entry.getValue()/(double)divideBy;
+
+ entry.setValue(value);
+ }
+ }
}