diff --git a/data/sims/rcp_sims.csv b/data/sims/rcp_sims.csv
index e7979734db0d2107c605c16a421214acea5346c3..312f9758d1c9fe727a939854cad128d5c9a5f3f3 100644
--- a/data/sims/rcp_sims.csv
+++ b/data/sims/rcp_sims.csv
@@ -19,6 +19,36 @@ rcp/26,s17,1.09375,0.029375,TRUE,1.40625,2.025,1.34375,0.000265625,0.16875,0.078
 rcp/26,s18,1.34375,0.014375,TRUE,0.65625,1.825,0.59375,0.000390625,0.21875,0.103125,0.69375,0.0984375,0.41875,0.0875,0.140625,SSP2_v9_130325,0.0015625,0.403125,0.384375,0.0546875,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/26,s19,0.84375,0.024375,TRUE,1.15625,1.425,1.09375,0.000640625,0.11875,0.053125,0.39375,0.1734375,0.51875,0.0475,0.090625,SSP2_v9_130325,0.0025625,0.253125,0.234375,0.0296875,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/26,s20,0.96875,0.011875,TRUE,0.78125,1.925,1.21875,0.000578125,0.19375,0.140625,0.61875,0.0796875,0.49375,0.1175,0.078125,SSP2_v9_130325,0.0023125,0.365625,0.421875,0.0359375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s21,1.46875,0.021875,TRUE,1.28125,1.525,0.71875,0.000328125,0.29375,0.090625,0.31875,0.1546875,0.59375,0.0775,0.128125,SSP2_v9_130325,0.0013125,0.215625,0.271875,0.0609375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s22,1.21875,0.016875,TRUE,0.53125,1.725,1.46875,0.000453125,0.14375,0.115625,0.46875,0.1171875,0.54375,0.0975,0.103125,SSP2_v9_130325,0.0018125,0.290625,0.346875,0.0734375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s23,0.71875,0.026875,TRUE,1.03125,2.125,0.96875,0.000703125,0.24375,0.065625,0.76875,0.1921875,0.44375,0.0575,0.053125,SSP2_v9_130325,0.0028125,0.440625,0.196875,0.0484375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s24,0.65625,0.013125,TRUE,1.34375,2.075,0.90625,0.000546875,0.13125,0.146875,0.58125,0.2015625,0.40625,0.0625,0.109375,SSP2_v9_130325,0.0014375,0.196875,0.328125,0.0390625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s25,1.15625,0.023125,TRUE,0.84375,1.675,1.40625,0.000296875,0.23125,0.096875,0.88125,0.1265625,0.50625,0.1025,0.059375,SSP2_v9_130325,0.0024375,0.346875,0.178125,0.0640625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s26,1.40625,0.018125,TRUE,1.09375,1.475,0.65625,0.000421875,0.18125,0.121875,0.73125,0.1640625,0.55625,0.0425,0.084375,SSP2_v9_130325,0.0029375,0.421875,0.403125,0.0515625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s27,0.90625,0.028125,TRUE,0.59375,1.875,1.15625,0.000671875,0.28125,0.071875,0.43125,0.0890625,0.45625,0.0825,0.134375,SSP2_v9_130325,0.0019375,0.271875,0.253125,0.0265625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s28,0.78125,0.015625,TRUE,1.46875,1.575,1.03125,0.000609375,0.20625,0.134375,0.65625,0.1828125,0.53125,0.0725,0.146875,SSP2_v9_130325,0.0011875,0.309375,0.440625,0.0328125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s29,1.28125,0.025625,TRUE,0.96875,1.975,0.53125,0.000359375,0.10625,0.084375,0.35625,0.1078125,0.43125,0.1125,0.096875,SSP2_v9_130325,0.0021875,0.159375,0.290625,0.0578125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s30,1.03125,0.010625,TRUE,1.21875,2.175,1.28125,0.000484375,0.25625,0.109375,0.50625,0.2203125,0.48125,0.0525,0.071875,SSP2_v9_130325,0.0026875,0.234375,0.365625,0.0703125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s31,0.53125,0.020625,TRUE,0.71875,1.775,0.78125,0.000734375,0.15625,0.059375,0.80625,0.1453125,0.58125,0.0925,0.121875,SSP2_v9_130325,0.0016875,0.384375,0.215625,0.0453125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s32,0.546875,0.0153125,TRUE,1.078125,1.9625,1.140625,0.0003828125,0.234375,0.1078125,0.328125,0.10546875,0.428125,0.06875,0.0671875,SSP2_v9_130325,0.00153125,0.4078125,0.1734375,0.07265625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s33,1.046875,0.0253125,TRUE,0.578125,1.5625,0.640625,0.0006328125,0.134375,0.0578125,0.628125,0.18046875,0.528125,0.10875,0.1171875,SSP2_v9_130325,0.00253125,0.2578125,0.3234375,0.04765625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s34,1.296875,0.0103125,TRUE,1.328125,1.7625,1.390625,0.0005078125,0.284375,0.1328125,0.778125,0.14296875,0.578125,0.04875,0.1421875,SSP2_v9_130325,0.00203125,0.1828125,0.2484375,0.03515625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s35,0.796875,0.0203125,TRUE,0.828125,2.1625,0.890625,0.0002578125,0.184375,0.0828125,0.478125,0.21796875,0.478125,0.08875,0.0921875,SSP2_v9_130325,0.00103125,0.3328125,0.3984375,0.06015625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s36,0.921875,0.0128125,TRUE,1.203125,1.6625,0.765625,0.0004453125,0.109375,0.1203125,0.853125,0.12421875,0.503125,0.07875,0.0796875,SSP2_v9_130325,0.00178125,0.2953125,0.2859375,0.05390625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s37,1.421875,0.0228125,TRUE,0.703125,2.0625,1.265625,0.0006953125,0.209375,0.0703125,0.553125,0.19921875,0.403125,0.11875,0.1296875,SSP2_v9_130325,0.00278125,0.4453125,0.4359375,0.02890625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s38,1.171875,0.0178125,TRUE,1.453125,1.8625,0.515625,0.0005703125,0.159375,0.1453125,0.403125,0.08671875,0.453125,0.05875,0.1046875,SSP2_v9_130325,0.00228125,0.3703125,0.2109375,0.04140625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s39,0.671875,0.0278125,TRUE,0.953125,1.4625,1.015625,0.0003203125,0.259375,0.0953125,0.703125,0.16171875,0.553125,0.09875,0.0546875,SSP2_v9_130325,0.00128125,0.2203125,0.3609375,0.06640625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s40,0.734375,0.0115625,TRUE,0.640625,1.5125,1.078125,0.0004140625,0.171875,0.1140625,0.365625,0.15234375,0.590625,0.10375,0.1109375,SSP2_v9_130325,0.00290625,0.4265625,0.1546875,0.06953125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s41,1.234375,0.0215625,TRUE,1.140625,1.9125,0.578125,0.0006640625,0.271875,0.0640625,0.665625,0.07734375,0.490625,0.06375,0.0609375,SSP2_v9_130325,0.00190625,0.2765625,0.3046875,0.04453125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s42,1.484375,0.0165625,TRUE,0.890625,2.1125,1.328125,0.0005390625,0.121875,0.1390625,0.815625,0.18984375,0.440625,0.08375,0.0859375,SSP2_v9_130325,0.00140625,0.2015625,0.2296875,0.03203125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s43,0.984375,0.0265625,TRUE,1.390625,1.7125,0.828125,0.0002890625,0.221875,0.0890625,0.515625,0.11484375,0.540625,0.04375,0.1359375,SSP2_v9_130325,0.00240625,0.3515625,0.3796875,0.05703125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s44,0.859375,0.0190625,TRUE,0.515625,2.0125,0.953125,0.0004765625,0.296875,0.1015625,0.890625,0.20859375,0.465625,0.11375,0.1484375,SSP2_v9_130325,0.00265625,0.2390625,0.2671875,0.05078125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s45,1.359375,0.0290625,TRUE,1.015625,1.6125,1.453125,0.0007265625,0.196875,0.0515625,0.590625,0.13359375,0.565625,0.07375,0.0984375,SSP2_v9_130325,0.00165625,0.3890625,0.4171875,0.02578125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s46,1.109375,0.0140625,TRUE,0.765625,1.4125,0.703125,0.0006015625,0.246875,0.1265625,0.440625,0.17109375,0.515625,0.09375,0.0734375,SSP2_v9_130325,0.00115625,0.3140625,0.1921875,0.03828125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s47,0.609375,0.0240625,TRUE,1.265625,1.8125,1.203125,0.0003515625,0.146875,0.0765625,0.740625,0.09609375,0.415625,0.05375,0.1234375,SSP2_v9_130325,0.00215625,0.1640625,0.3421875,0.06328125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s48,0.578125,0.0146875,TRUE,1.484375,2.1875,1.484375,0.0006484375,0.190625,0.0859375,0.534375,0.12890625,0.596875,0.08125,0.0515625,SSP2_v9_130325,0.00259375,0.3796875,0.3328125,0.05859375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s49,1.078125,0.0246875,TRUE,0.984375,1.7875,0.984375,0.0003984375,0.290625,0.1359375,0.834375,0.20390625,0.496875,0.04125,0.1015625,SSP2_v9_130325,0.00159375,0.2296875,0.1828125,0.03359375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/26,s50,1.328125,0.0196875,TRUE,1.234375,1.5875,1.234375,0.0002734375,0.140625,0.0609375,0.684375,0.09140625,0.446875,0.10125,0.1265625,SSP2_v9_130325,0.00109375,0.1546875,0.4078125,0.04609375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/45,s1,1,0.02,TRUE,1,1.8,1,5e-04,0.2,0.1,0.6,0.15,0.5,0.08,0.1,SSP2_v9_130325,0.002,0.3,0.3,0.05,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
 rcp/45,s2,1.25,0.015,TRUE,0.75,2,0.75,0.000625,0.15,0.075,0.75,0.1125,0.55,0.06,0.125,SSP2_v9_130325,0.0025,0.375,0.225,0.0625,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
 rcp/45,s3,0.75,0.025,TRUE,1.25,1.6,1.25,0.000375,0.25,0.125,0.45,0.1875,0.45,0.1,0.075,SSP2_v9_130325,0.0015,0.225,0.375,0.0375,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
@@ -39,6 +69,36 @@ rcp/45,s17,1.09375,0.029375,TRUE,1.40625,2.025,1.34375,0.000265625,0.16875,0.078
 rcp/45,s18,1.34375,0.014375,TRUE,0.65625,1.825,0.59375,0.000390625,0.21875,0.103125,0.69375,0.0984375,0.41875,0.0875,0.140625,SSP2_v9_130325,0.0015625,0.403125,0.384375,0.0546875,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
 rcp/45,s19,0.84375,0.024375,TRUE,1.15625,1.425,1.09375,0.000640625,0.11875,0.053125,0.39375,0.1734375,0.51875,0.0475,0.090625,SSP2_v9_130325,0.0025625,0.253125,0.234375,0.0296875,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
 rcp/45,s20,0.96875,0.011875,TRUE,0.78125,1.925,1.21875,0.000578125,0.19375,0.140625,0.61875,0.0796875,0.49375,0.1175,0.078125,SSP2_v9_130325,0.0023125,0.365625,0.421875,0.0359375,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s21,1.46875,0.021875,TRUE,1.28125,1.525,0.71875,0.000328125,0.29375,0.090625,0.31875,0.1546875,0.59375,0.0775,0.128125,SSP2_v9_130325,0.0013125,0.215625,0.271875,0.0609375,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s22,1.21875,0.016875,TRUE,0.53125,1.725,1.46875,0.000453125,0.14375,0.115625,0.46875,0.1171875,0.54375,0.0975,0.103125,SSP2_v9_130325,0.0018125,0.290625,0.346875,0.0734375,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s23,0.71875,0.026875,TRUE,1.03125,2.125,0.96875,0.000703125,0.24375,0.065625,0.76875,0.1921875,0.44375,0.0575,0.053125,SSP2_v9_130325,0.0028125,0.440625,0.196875,0.0484375,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s24,0.65625,0.013125,TRUE,1.34375,2.075,0.90625,0.000546875,0.13125,0.146875,0.58125,0.2015625,0.40625,0.0625,0.109375,SSP2_v9_130325,0.0014375,0.196875,0.328125,0.0390625,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s25,1.15625,0.023125,TRUE,0.84375,1.675,1.40625,0.000296875,0.23125,0.096875,0.88125,0.1265625,0.50625,0.1025,0.059375,SSP2_v9_130325,0.0024375,0.346875,0.178125,0.0640625,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s26,1.40625,0.018125,TRUE,1.09375,1.475,0.65625,0.000421875,0.18125,0.121875,0.73125,0.1640625,0.55625,0.0425,0.084375,SSP2_v9_130325,0.0029375,0.421875,0.403125,0.0515625,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
+rcp/45,s27,0.90625,0.028125,TRUE,0.59375,1.875,1.15625,0.000671875,0.28125,0.071875,0.43125,0.0890625,0.45625,0.0825,0.134375,SSP2_v9_130325,0.0019375,0.271875,0.253125,0.0265625,LPJG_PLUM_expt1.2_rcp45_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131307
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 rcp/none,s1,1,0.02,FALSE,1,1.8,1,5e-04,0.2,0.1,0.6,0.15,0.5,0.08,0.1,SSP2_v9_130325,0.002,0.3,0.3,0.05,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/none,s2,1.25,0.015,FALSE,0.75,2,0.75,0.000625,0.15,0.075,0.75,0.1125,0.55,0.06,0.125,SSP2_v9_130325,0.0025,0.375,0.225,0.0625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/none,s3,0.75,0.025,FALSE,1.25,1.6,1.25,0.000375,0.25,0.125,0.45,0.1875,0.45,0.1,0.075,SSP2_v9_130325,0.0015,0.225,0.375,0.0375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
@@ -99,3 +219,33 @@ rcp/none,s17,1.09375,0.029375,FALSE,1.40625,2.025,1.34375,0.000265625,0.16875,0.
 rcp/none,s18,1.34375,0.014375,FALSE,0.65625,1.825,0.59375,0.000390625,0.21875,0.103125,0.69375,0.0984375,0.41875,0.0875,0.140625,SSP2_v9_130325,0.0015625,0.403125,0.384375,0.0546875,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/none,s19,0.84375,0.024375,FALSE,1.15625,1.425,1.09375,0.000640625,0.11875,0.053125,0.39375,0.1734375,0.51875,0.0475,0.090625,SSP2_v9_130325,0.0025625,0.253125,0.234375,0.0296875,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
 rcp/none,s20,0.96875,0.011875,FALSE,0.78125,1.925,1.21875,0.000578125,0.19375,0.140625,0.61875,0.0796875,0.49375,0.1175,0.078125,SSP2_v9_130325,0.0023125,0.365625,0.421875,0.0359375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s21,1.46875,0.021875,FALSE,1.28125,1.525,0.71875,0.000328125,0.29375,0.090625,0.31875,0.1546875,0.59375,0.0775,0.128125,SSP2_v9_130325,0.0013125,0.215625,0.271875,0.0609375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s22,1.21875,0.016875,FALSE,0.53125,1.725,1.46875,0.000453125,0.14375,0.115625,0.46875,0.1171875,0.54375,0.0975,0.103125,SSP2_v9_130325,0.0018125,0.290625,0.346875,0.0734375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s23,0.71875,0.026875,FALSE,1.03125,2.125,0.96875,0.000703125,0.24375,0.065625,0.76875,0.1921875,0.44375,0.0575,0.053125,SSP2_v9_130325,0.0028125,0.440625,0.196875,0.0484375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s24,0.65625,0.013125,FALSE,1.34375,2.075,0.90625,0.000546875,0.13125,0.146875,0.58125,0.2015625,0.40625,0.0625,0.109375,SSP2_v9_130325,0.0014375,0.196875,0.328125,0.0390625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s25,1.15625,0.023125,FALSE,0.84375,1.675,1.40625,0.000296875,0.23125,0.096875,0.88125,0.1265625,0.50625,0.1025,0.059375,SSP2_v9_130325,0.0024375,0.346875,0.178125,0.0640625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s26,1.40625,0.018125,FALSE,1.09375,1.475,0.65625,0.000421875,0.18125,0.121875,0.73125,0.1640625,0.55625,0.0425,0.084375,SSP2_v9_130325,0.0029375,0.421875,0.403125,0.0515625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s27,0.90625,0.028125,FALSE,0.59375,1.875,1.15625,0.000671875,0.28125,0.071875,0.43125,0.0890625,0.45625,0.0825,0.134375,SSP2_v9_130325,0.0019375,0.271875,0.253125,0.0265625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s28,0.78125,0.015625,FALSE,1.46875,1.575,1.03125,0.000609375,0.20625,0.134375,0.65625,0.1828125,0.53125,0.0725,0.146875,SSP2_v9_130325,0.0011875,0.309375,0.440625,0.0328125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s29,1.28125,0.025625,FALSE,0.96875,1.975,0.53125,0.000359375,0.10625,0.084375,0.35625,0.1078125,0.43125,0.1125,0.096875,SSP2_v9_130325,0.0021875,0.159375,0.290625,0.0578125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s30,1.03125,0.010625,FALSE,1.21875,2.175,1.28125,0.000484375,0.25625,0.109375,0.50625,0.2203125,0.48125,0.0525,0.071875,SSP2_v9_130325,0.0026875,0.234375,0.365625,0.0703125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s31,0.53125,0.020625,FALSE,0.71875,1.775,0.78125,0.000734375,0.15625,0.059375,0.80625,0.1453125,0.58125,0.0925,0.121875,SSP2_v9_130325,0.0016875,0.384375,0.215625,0.0453125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s32,0.546875,0.0153125,FALSE,1.078125,1.9625,1.140625,0.0003828125,0.234375,0.1078125,0.328125,0.10546875,0.428125,0.06875,0.0671875,SSP2_v9_130325,0.00153125,0.4078125,0.1734375,0.07265625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s33,1.046875,0.0253125,FALSE,0.578125,1.5625,0.640625,0.0006328125,0.134375,0.0578125,0.628125,0.18046875,0.528125,0.10875,0.1171875,SSP2_v9_130325,0.00253125,0.2578125,0.3234375,0.04765625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s34,1.296875,0.0103125,FALSE,1.328125,1.7625,1.390625,0.0005078125,0.284375,0.1328125,0.778125,0.14296875,0.578125,0.04875,0.1421875,SSP2_v9_130325,0.00203125,0.1828125,0.2484375,0.03515625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s35,0.796875,0.0203125,FALSE,0.828125,2.1625,0.890625,0.0002578125,0.184375,0.0828125,0.478125,0.21796875,0.478125,0.08875,0.0921875,SSP2_v9_130325,0.00103125,0.3328125,0.3984375,0.06015625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s36,0.921875,0.0128125,FALSE,1.203125,1.6625,0.765625,0.0004453125,0.109375,0.1203125,0.853125,0.12421875,0.503125,0.07875,0.0796875,SSP2_v9_130325,0.00178125,0.2953125,0.2859375,0.05390625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s37,1.421875,0.0228125,FALSE,0.703125,2.0625,1.265625,0.0006953125,0.209375,0.0703125,0.553125,0.19921875,0.403125,0.11875,0.1296875,SSP2_v9_130325,0.00278125,0.4453125,0.4359375,0.02890625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s38,1.171875,0.0178125,FALSE,1.453125,1.8625,0.515625,0.0005703125,0.159375,0.1453125,0.403125,0.08671875,0.453125,0.05875,0.1046875,SSP2_v9_130325,0.00228125,0.3703125,0.2109375,0.04140625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s39,0.671875,0.0278125,FALSE,0.953125,1.4625,1.015625,0.0003203125,0.259375,0.0953125,0.703125,0.16171875,0.553125,0.09875,0.0546875,SSP2_v9_130325,0.00128125,0.2203125,0.3609375,0.06640625,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s40,0.734375,0.0115625,FALSE,0.640625,1.5125,1.078125,0.0004140625,0.171875,0.1140625,0.365625,0.15234375,0.590625,0.10375,0.1109375,SSP2_v9_130325,0.00290625,0.4265625,0.1546875,0.06953125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s41,1.234375,0.0215625,FALSE,1.140625,1.9125,0.578125,0.0006640625,0.271875,0.0640625,0.665625,0.07734375,0.490625,0.06375,0.0609375,SSP2_v9_130325,0.00190625,0.2765625,0.3046875,0.04453125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s42,1.484375,0.0165625,FALSE,0.890625,2.1125,1.328125,0.0005390625,0.121875,0.1390625,0.815625,0.18984375,0.440625,0.08375,0.0859375,SSP2_v9_130325,0.00140625,0.2015625,0.2296875,0.03203125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s43,0.984375,0.0265625,FALSE,1.390625,1.7125,0.828125,0.0002890625,0.221875,0.0890625,0.515625,0.11484375,0.540625,0.04375,0.1359375,SSP2_v9_130325,0.00240625,0.3515625,0.3796875,0.05703125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s44,0.859375,0.0190625,FALSE,0.515625,2.0125,0.953125,0.0004765625,0.296875,0.1015625,0.890625,0.20859375,0.465625,0.11375,0.1484375,SSP2_v9_130325,0.00265625,0.2390625,0.2671875,0.05078125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s45,1.359375,0.0290625,FALSE,1.015625,1.6125,1.453125,0.0007265625,0.196875,0.0515625,0.590625,0.13359375,0.565625,0.07375,0.0984375,SSP2_v9_130325,0.00165625,0.3890625,0.4171875,0.02578125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s46,1.109375,0.0140625,FALSE,0.765625,1.4125,0.703125,0.0006015625,0.246875,0.1265625,0.440625,0.17109375,0.515625,0.09375,0.0734375,SSP2_v9_130325,0.00115625,0.3140625,0.1921875,0.03828125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s47,0.609375,0.0240625,FALSE,1.265625,1.8125,1.203125,0.0003515625,0.146875,0.0765625,0.740625,0.09609375,0.415625,0.05375,0.1234375,SSP2_v9_130325,0.00215625,0.1640625,0.3421875,0.06328125,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s48,0.578125,0.0146875,FALSE,1.484375,2.1875,1.484375,0.0006484375,0.190625,0.0859375,0.534375,0.12890625,0.596875,0.08125,0.0515625,SSP2_v9_130325,0.00259375,0.3796875,0.3328125,0.05859375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s49,1.078125,0.0246875,FALSE,0.984375,1.7875,0.984375,0.0003984375,0.290625,0.1359375,0.834375,0.20390625,0.496875,0.04125,0.1015625,SSP2_v9_130325,0.00159375,0.2296875,0.1828125,0.03359375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
+rcp/none,s50,1.328125,0.0196875,FALSE,1.234375,1.5875,1.234375,0.0002734375,0.140625,0.0609375,0.684375,0.09140625,0.446875,0.10125,0.1265625,SSP2_v9_130325,0.00109375,0.1546875,0.4078125,0.04609375,LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904130513
diff --git a/debug_config.properties b/debug_config.properties
index d73e715188f73ae552aebe75ad29f3862ff8af0e..5f6225900ccaa2d2e7719e9a427182d8447536f7 100644
--- a/debug_config.properties
+++ b/debug_config.properties
@@ -1,25 +1,22 @@
 BASE_DIR=.
 
 #YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ/IPSL/LPJG_PLUM_expt1.2_rcp45_ipsl_lessIO_forED
-YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ/12Apr2017/LPJG_PLUM_expt1.2_rcp60_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170904131712
+YIELD_DIR=/Users/peteralexander/Documents/LURG/LPJ/runs_20170925/LPJG_PLUM_expt1.2_rcp26_ipsl_irrV7104_b20170728_bothDS_irrWaits_forED_20170925154752
 
 # Properties for testing
 #CHANGE_YIELD_DATA_YEAR=true
 #CHANGE_DEMAND_YEAR=false
 DEBUG_LIMIT_COUNTRIES=false
-DEBUG_COUNTRY_NAME=Canada
+DEBUG_COUNTRY_NAME=Pakistan & Afghanistan
 #MAX_IMPORT_CHANGE=0.0
 #MARKET_ADJ_PRICE=false
 
-DEBUG_JUST_DEMAND_OUTPUT=true
+DEBUG_JUST_DEMAND_OUTPUT=false
 
 SSP_SCENARIO=SSP2_v9_130325
 
 IS_CALIBRATION_RUN = false
 
-#LAND_CHANGE_COST=.6
-DIETARY_CLOSURE=0.2
-
 USE_BIOENERGY_TRAJECTORY=true
 ENABLE_GEN2_BIOENERGY=true
 #BIOENERGY_CHANGE_ANNUAL_RATE=0.1111111
@@ -27,7 +24,7 @@ ENABLE_GEN2_BIOENERGY=true
 #TRADE_BARRIER_FACTOR_DEFAULT=0.3
 #NUM_YIELD_CLUSTERS=100
 
-END_TIMESTEP=1
-TIMESTEP_SIZE=90
+END_TIMESTEP=0
+TIMESTEP_SIZE=1
 
 INTERPOLATE_OUTPUT_YEARS = false
\ No newline at end of file
diff --git a/src/ac/ed/lurg/ModelConfig.java b/src/ac/ed/lurg/ModelConfig.java
index ee3f236aaa47d987c72941c60071f9891c83b5ea..47723e89f372e7101389dbef7d81d4bcc52521cc 100644
--- a/src/ac/ed/lurg/ModelConfig.java
+++ b/src/ac/ed/lurg/ModelConfig.java
@@ -116,7 +116,7 @@ public class ModelConfig {
 	public static final String COUNTRY_DATA_FILE = DATA_DIR + File.separator + "country_data.csv";
 	public static final String NET_IMPORTS_FILE = DATA_DIR + File.separator + "net_imports.csv";
 	public static final String BIOENERGY_1GEN_BASE_DEMAND_FILE = DATA_DIR + File.separator + "bio_demand.csv";
-	public static final String BIOENERGY_FUTURE_DEMAND_FILE = DATA_DIR + File.separator + "bioenergy_futures_BAU.csv";
+	public static final String BIOENERGY_FUTURE_DEMAND_FILE = getProperty("BIOENERGY_FUTURE_DEMAND_FILE", DATA_DIR + File.separator + "bioenergy_futures_BAU.csv");
 	public static final String TRADE_BARRIERS_FILE = DATA_DIR + File.separator + "tradeBarriers.csv";
 	public static final String STOCKS_FILE = DATA_DIR + File.separator + "global_stocks.csv";
 	public static final String FAO_CONSUMPTION_FILE = DATA_DIR + File.separator + "fao_consump.csv";
diff --git a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
index 21b89ce5e244aa0638cea1114cabe28acdbfff20..7200115bf530337718a1f0a5b4caa6fdead15b32 100644
--- a/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
+++ b/src/ac/ed/lurg/country/gams/GamsRasterOptimiser.java
@@ -1,4 +1,4 @@
-	package ac.ed.lurg.country.gams;
+package ac.ed.lurg.country.gams;
 
 import java.util.HashSet;
 import java.util.Map;
@@ -74,6 +74,17 @@ public class GamsRasterOptimiser {
 
 			LogWriter.printlnError("Total Area " + comment + ": " + l.getName() + ": " + total);
 		}
+		
+		if (DEBUG) {
+			double protectedArea = 0;
+			double suitableArea = 0;
+			for (LandUseItem a : areaRaster.values()) {
+				protectedArea += a.getProtectedAreaIncMinNatural();
+				suitableArea += a.getSuitableLand();
+			}
+			LogWriter.println("Total protected " + comment + ": " + protectedArea);
+			LogWriter.println("Total suitableArea " + comment + ": " + suitableArea);
+		}
 	}
 
 	private RasterSet<LandUseItem> allocAreas(Map<Integer, ? extends LandUseItem> prevAreasAgg, GamsLocationOutput gamsOutput) {
@@ -94,15 +105,29 @@ public class GamsRasterOptimiser {
 				if (iri != null && locId == iri.getInt())
 					keys.add(mapEntry.getKey());
 			}
-					
-			if (DEBUG) 
-				checkedTotalAreas(newLandUseRaster.createSubsetForKeys(keys), locId + " before");
 
 			double pastureChange = newLandUseAggItem.getLandCoverArea(LandCoverType.PASTURE) - prevLandUseAggItem.getLandCoverArea(LandCoverType.PASTURE);
 			double croplandChange = newLandUseAggItem.getLandCoverArea(LandCoverType.CROPLAND) - prevLandUseAggItem.getLandCoverArea(LandCoverType.CROPLAND);
-			double prevForestToNaturalFraction = prevLandUseAggItem.getForestToNaturalFraction();
-			double prevForestManagedFraction = prevLandUseAggItem.getForestManagedFraction();
+			RasterSet<LandUseItem> landUseItemsForLocation = newLandUseRaster.createSubsetForKeys(keys);
+
+			if (DEBUG) {
+				checkedTotalAreas(landUseItemsForLocation, locId + " before");
+				LogWriter.println("pastureChange" + pastureChange);
+				LogWriter.println("croplandChange" + croplandChange);
+			}
 
+			double prevUnprotectedManagedForest = 0, prevUnprotectedUnmanagedForest = 0, prevUnprotectedNatural = 0;  
+			
+			for (LandUseItem luItem: landUseItemsForLocation.values()) {
+				prevUnprotectedManagedForest += luItem.getUnprotectedLandCoverArea(LandCoverType.MANAGED_FOREST);
+				prevUnprotectedUnmanagedForest += luItem.getUnprotectedLandCoverArea(LandCoverType.UNMANAGED_FOREST);
+				prevUnprotectedNatural += luItem.getUnprotectedNatural();
+			}
+			
+			double prevForestTotal = prevUnprotectedManagedForest + prevUnprotectedUnmanagedForest;
+			double prevForestToNaturalFraction = (prevUnprotectedNatural > 0) ? prevForestTotal / prevUnprotectedNatural : 0;
+			double prevForestManagedFraction = (prevForestTotal > 0) ? prevUnprotectedManagedForest / prevForestTotal : 0;
+			
 			double pastureFromCrop = 0;
 			double pastureFromNatural = 0;
 			double cropFromNatural = 0;
@@ -127,21 +152,22 @@ public class GamsRasterOptimiser {
 				pastureFromNatural = pastureChange;
 				cropFromNatural = croplandChange;
 			}
+			
+			if (DEBUG) {
+				LogWriter.println("pastureFromCrop" + pastureFromCrop);
+				LogWriter.println("pastureFromNatural" + pastureFromNatural);
+				LogWriter.println("cropFromNatural" + cropFromNatural);
+			}
+			
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.MANAGED_FOREST, pastureFromNatural * prevForestToNaturalFraction * prevForestManagedFraction, locId);
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.UNMANAGED_FOREST, pastureFromNatural * prevForestToNaturalFraction * (1-prevForestManagedFraction), locId);
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.OTHER_NATURAL, pastureFromNatural * (1-prevForestToNaturalFraction), locId);
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.CROPLAND, pastureFromCrop, locId);
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.CROPLAND, LandCoverType.MANAGED_FOREST, cropFromNatural * prevForestToNaturalFraction * prevForestManagedFraction, locId);
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.CROPLAND, LandCoverType.UNMANAGED_FOREST, cropFromNatural * prevForestToNaturalFraction * (1-prevForestManagedFraction), locId);
+			allocAllLandCropsTop(newLandUseRaster, keys, LandCoverType.CROPLAND, LandCoverType.OTHER_NATURAL, cropFromNatural * (1-prevForestToNaturalFraction), locId);
 
-			double shortfall = 0;
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.MANAGED_FOREST, pastureFromNatural * prevForestToNaturalFraction * prevForestManagedFraction);
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.UNMANAGED_FOREST, pastureFromNatural * prevForestToNaturalFraction * (1-prevForestManagedFraction));
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.OTHER_NATURAL, pastureFromNatural * (1-prevForestToNaturalFraction));
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.PASTURE, LandCoverType.CROPLAND, pastureFromCrop);
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.CROPLAND, LandCoverType.MANAGED_FOREST, cropFromNatural * prevForestToNaturalFraction * prevForestManagedFraction);
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.CROPLAND, LandCoverType.UNMANAGED_FOREST, cropFromNatural * prevForestToNaturalFraction * (1-prevForestManagedFraction));
-			shortfall += allocAllLandCrops(newLandUseRaster, keys, LandCoverType.CROPLAND, LandCoverType.OTHER_NATURAL, cropFromNatural * (1-prevForestToNaturalFraction));
-
-			if (shortfall > 0.00001)
-				LogWriter.printlnError("This should never happen, due to GAMS constraint. Not able to incorporate all changes, as not enough forest or natural areas left: " + locId + ": " + shortfall);
-
-			if (DEBUG) 
-				checkedTotalAreas(newLandUseRaster.createSubsetForKeys(keys), locId + " after");
+			if (DEBUG) checkedTotalAreas(landUseItemsForLocation, locId + " after");
 
 			for (RasterKey key : keys) {
 				LandUseItem newLandUseItem = newLandUseRaster.get(key);
@@ -156,8 +182,8 @@ public class GamsRasterOptimiser {
 
 		return newLandUseRaster;
 	}
-
-	private double allocAllLandCrops(RasterSet<LandUseItem> newLandUseRaster, Set<RasterKey> keys, LandCoverType toLC, LandCoverType fromLC, double change) {
+	
+	private void allocAllLandCropsTop(RasterSet<LandUseItem> newLandUseRaster, Set<RasterKey> keys, LandCoverType toLC, LandCoverType fromLC, double change, Integer locId) {
 		LandCoverType toType = toLC;
 		LandCoverType fromType = fromLC;
 
@@ -167,17 +193,34 @@ public class GamsRasterOptimiser {
 			toType = fromLC;
 			fromType = toLC;
 		}
+		
+		double shortfall = allocAllLandCrops(newLandUseRaster, keys, toType, fromType, change);
+		
+		if (shortfall > 0.00001)
+			LogWriter.printlnError("This should never happen, due to GAMS constraint. Not able to incorporate all changes: from " + fromLC + " to " + toLC + " " + locId + ": " + shortfall);
+	}
+
+	private double allocAllLandCrops(RasterSet<LandUseItem> newLandUseRaster, Set<RasterKey> keys, LandCoverType toType, LandCoverType fromType, double change) {
+		if (DEBUG) LogWriter.println("allocAllLandCrops: from " + fromType + " to " + toType + " change " + change);
+		if (change < 0.00001)
+			return 0;
 
 		double totalShortfall = 0;
 		Set<RasterKey> keysWithSpace = new HashSet<RasterKey>();
-		double avgChange = change/keys.size();
-
+		double totalUnprotectedLC = 0;
+		
+		for (RasterKey key : keys) {
+			LandUseItem newLandUseItem = newLandUseRaster.get(key);
+			totalUnprotectedLC += newLandUseItem.getUnprotectedLandCoverArea(fromType);
+		}
+		
 		for (RasterKey key : keys) {
 			//if (DEBUG) LogWriter.println("  Processing raster key " + key);
 			LandUseItem newLandUseItem = newLandUseRaster.get(key);
-
+			
 			if (newLandUseItem!=null) {
-				double shortfall = newLandUseItem.moveAreas(toType, fromType, avgChange);
+				double cellChange = (fromType.isProtectable() && totalUnprotectedLC > 0) ? change * newLandUseItem.getUnprotectedLandCoverArea(fromType)/totalUnprotectedLC : change / keys.size();
+				double shortfall = newLandUseItem.moveAreas(toType, fromType, cellChange);
 				if (shortfall == 0)
 					keysWithSpace.add(key);
 				else
@@ -190,6 +233,7 @@ public class GamsRasterOptimiser {
 			totalShortfall = allocAllLandCrops(newLandUseRaster, keysWithSpace, toType, fromType, totalShortfall);
 		}
 
+		if (DEBUG) LogWriter.println("allocAllLandCrops: from " + fromType + " to " + toType + " change " + change + " totalShortfall " + totalShortfall);
 		return totalShortfall;
 	}
 
@@ -328,8 +372,8 @@ public class GamsRasterOptimiser {
 				}
 
 				// Protected areas
-				double protectedThisTime = landUseItem.getProtectedArea();
-				double protectedSoFar = aggLandUse.getProtectedArea();
+				double protectedThisTime = landUseItem.getProtectedAreaIncMinNatural();
+				double protectedSoFar = aggLandUse.getProtectedAreaIncMinNatural();
 				aggLandUse.setProtectedArea(protectedSoFar+ protectedThisTime);
 				
 				// Land covers ares
diff --git a/src/ac/ed/lurg/landuse/LandUseItem.java b/src/ac/ed/lurg/landuse/LandUseItem.java
index 8e1b123c068232bf7183b1e2ceb2e4a47022fcdc..1ef034c203259022eccc95ccf624871d9bbdc135 100644
--- a/src/ac/ed/lurg/landuse/LandUseItem.java
+++ b/src/ac/ed/lurg/landuse/LandUseItem.java
@@ -34,8 +34,14 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 		this.protectedArea = protectedArea;
 	}
 	
-	public double getProtectedArea(){
-		return this.protectedArea;
+	public double getProtectedAreaIncMinNatural() {
+		double minOrProtectedA = 0;
+		
+		if (ModelConfig.PROTECTED_AREAS_ENABLED) {
+			double minNatural = getTotalLandCoverArea() * ModelConfig.MIN_NATURAL_RATE;
+			minOrProtectedA = Math.max(protectedArea, minNatural);
+		}
+		return minOrProtectedA;
 	}
 	
 	public Intensity getIntensity(CropType crop) {
@@ -144,19 +150,20 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 		}
 	}
 
-	/** move areas from one land cover to another, return an residual not possible */
-	public double moveAreas(LandCoverType toType, LandCoverType fromType, double changeReq) {
-		
-		double prevTo = getLandCoverArea(toType);
-		double prevFrom = getLandCoverArea(fromType);		
-		double actuallyChanged = Math.min(prevFrom, changeReq);
-		
-		setLandCoverArea(toType, prevTo + actuallyChanged);
-		setLandCoverArea(fromType, prevFrom - actuallyChanged);
+	/** move areas from one land cover to another, return any residual not possible */
+    public double moveAreas(LandCoverType toType, LandCoverType fromType, double changeReq) {
 
-		return changeReq - actuallyChanged;
-	}
+        double prevTo = getLandCoverArea(toType);
+        double prevFrom = getLandCoverArea(fromType);
+        double availLC = fromType.isProtectable() ? Math.min(prevFrom, getUnprotectedNatural()) : prevFrom;  // if protected can not go past protected area
+        
+        double actuallyChanged = Math.min(availLC, changeReq);
+
+        setLandCoverArea(toType, prevTo + actuallyChanged);
+        setLandCoverArea(fromType, prevFrom - actuallyChanged);
 
+        return changeReq - actuallyChanged;
+    }
 
 	public double getCropArea(CropType c) {
 		Double d = getLandCoverArea(LandCoverType.CROPLAND) * getCropFraction(c);
@@ -204,33 +211,48 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 	
 		return d;
 	}
+	
+	/** averages protected areas across land cover types */
+	public double getUnprotectedLandCoverArea(LandCoverType c) {
+		double lcTypeArea = getLandCoverArea(c);
 		
+		if (c.isProtectable()) {
+			double unprotectedNaturalFract = getUnprotectedNaturalFract();
+			return lcTypeArea * unprotectedNaturalFract;
+		}
+		else {
+			return lcTypeArea;
+		}
+	}
+	
+	private double getUnprotectedNaturalFract() {
+		double unprotectedNat = getUnprotectedNatural();
+		double totalNatural = getLandCoverArea(LandCoverType.OTHER_NATURAL) + getLandCoverArea(LandCoverType.MANAGED_FOREST) + getLandCoverArea(LandCoverType.UNMANAGED_FOREST);
+		double unprotectedFract = (totalNatural > 0) ? unprotectedNat/totalNatural : 0;
+		return unprotectedFract;
+	}
+	
+	public double getUnprotectedNatural() {
+		double totalNatural = getLandCoverArea(LandCoverType.OTHER_NATURAL) + getLandCoverArea(LandCoverType.MANAGED_FOREST) + getLandCoverArea(LandCoverType.UNMANAGED_FOREST);
+		double minOrProtectedA = getProtectedAreaIncMinNatural();
+		double unprotectedNat = Math.max(0, totalNatural - minOrProtectedA);  // if we are already using more than is protected then the unprotectedArea is 0
+		return unprotectedNat;
+	}
+	
 	public double getSuitableLand() {
-		double totalNatural  = getLandCoverArea(LandCoverType.OTHER_NATURAL) + getLandCoverArea(LandCoverType.MANAGED_FOREST) + getLandCoverArea(LandCoverType.UNMANAGED_FOREST);
+		double totalUnprotectedNatural  = getUnprotectedNatural();
 		double currentAgri = getLandCoverArea(LandCoverType.PASTURE) + getLandCoverArea(LandCoverType.CROPLAND);
-
-		double protectedA = ModelConfig.PROTECTED_AREAS_ENABLED ? protectedArea : 0;
-		double minNatural = (currentAgri+totalNatural) * ModelConfig.MIN_NATURAL_RATE;
-		double minOrProtectedA = Math.max(protectedA, minNatural);
-		double unprotectedA = Math.max(0, totalNatural - minOrProtectedA);  // if we are already using more than is protected then the unprotectedArea is 0
-
-		double suitable = currentAgri + unprotectedA;
+		double suitable = currentAgri + totalUnprotectedNatural;
 		return suitable;
 	}
 	
-	public double getForestToNaturalFraction() {
-		double forest = getLandCoverArea(LandCoverType.MANAGED_FOREST) + getLandCoverArea(LandCoverType.UNMANAGED_FOREST);
-		double natural = forest + getLandCoverArea(LandCoverType.OTHER_NATURAL);
-		double d = forest / natural;
-		return (Double.isNaN(d) || Double.isInfinite(d)) ? 1.0 : d;
-	}
-
 	public double getForestManagedFraction() {
 		double managed = getLandCoverArea(LandCoverType.MANAGED_FOREST);
 		double unmanaged = getLandCoverArea(LandCoverType.UNMANAGED_FOREST);
 		double d = managed / (managed + unmanaged);
 		return (Double.isNaN(d) || Double.isInfinite(d)) ? 1.0 : d;
 	}
+	
 	public CropToDouble getCropChanges(LandUseItem prevAreaAggItem) {
 		CropToDouble changes = new CropToDouble();
 		
@@ -309,4 +331,9 @@ public class LandUseItem implements InterpolatingRasterItem<LandUseItem>, Serial
 		
 		return total;
 	}
-}
+
+	@Override
+	public String toString() {
+		return "LandUseItem: [landCoverAreas=" + landCoverAreas + ", protectedArea=" + protectedArea + "], suitableLand " +  getSuitableLand();
+	}
+}
\ No newline at end of file
diff --git a/src/ac/ed/lurg/output/LandUseOutputer.java b/src/ac/ed/lurg/output/LandUseOutputer.java
index 9fb3bf6e06f85b5a61c8fda21d23671aa0f17406..4b3c8123c946545fb67ab3d9dbd921ddf6d576cb 100644
--- a/src/ac/ed/lurg/output/LandUseOutputer.java
+++ b/src/ac/ed/lurg/output/LandUseOutputer.java
@@ -56,7 +56,7 @@ public class LandUseOutputer extends AbstractLandUseOutputer {
 
 				sbData.append(String.format(" %.14f", item.getTotalLandCoverArea()));
 
-				sbData.append(String.format(" %.14f", item.getProtectedArea()));
+				sbData.append(String.format(" %.14f", item.getProtectedAreaIncMinNatural()));
 
 				for (LandCoverType cover : LandCoverType.values()) {
 					sbData.append(String.format(" %.14f", item.getLandCoverArea(cover)));
diff --git a/src/ac/ed/lurg/types/LandCoverType.java b/src/ac/ed/lurg/types/LandCoverType.java
index e6096fecacd5b9f7e49d63a4302878038707b29b..6c0c8428eb59c97872fe94902445c4cb1f478179 100644
--- a/src/ac/ed/lurg/types/LandCoverType.java
+++ b/src/ac/ed/lurg/types/LandCoverType.java
@@ -2,22 +2,28 @@ package ac.ed.lurg.types;
 
 public enum LandCoverType {
 	
-	MANAGED_FOREST ("managedForest"),
-	UNMANAGED_FOREST ("unmanagedForest"),
-	OTHER_NATURAL ("otherNatural"),
-	CROPLAND ("cropland"),
-	PASTURE ("pasture"),
-	BARREN ("barren"),
-	URBAN("urban");
+	MANAGED_FOREST ("managedForest", true),
+	UNMANAGED_FOREST ("unmanagedForest", true),
+	OTHER_NATURAL ("otherNatural", true),
+	CROPLAND ("cropland", false),
+	PASTURE ("pasture", false),
+	BARREN ("barren", false),
+	URBAN("urban", false);
 
 	private String name;
+	private boolean isProtectable;
 	
-	LandCoverType(String name) {
+	LandCoverType(String name, boolean isProtectable) {
 		this.name = name;
+		this.isProtectable = isProtectable;
 	}
 	
 	public String getName() {
 		return name;
 	}
+	
+	public boolean isProtectable() {
+		return isProtectable;
+	}
 }