Changed iterative fit to only fit to multicomponent data.

pull/1/head
titusquah 5 years ago
parent 9fef8b78fb
commit 16382b0145

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label,Feed H+[M],Feed H+[M].1,PC88A[M],PC88A[M].1,Feed Nd[M],Xaq Nd,D Nd,Feed Pr[M],Xaq Pr,D Pr,Feed Ce[M],Xaq Ce,D Ce,Feed La[M],Xaq La,D La,Feed Dy[M],Xaq Dy,D Dy,Feed Sm[M],Xaq Sm,D Sm,Feed Y[M],Xaq Y,D Y
Lyon (2016),0.02,0.02,1,1,0.048530227,0.029263727,0.658374793,0.04967791,0.035072604,0.416430595,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0.048530227,0.032127011,0.510574018,0.04967791,0.037506822,0.324503311,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0.048530227,0.039018303,0.243781095,0.04967791,0.043070748,0.153402537,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0.048530227,0.046443428,0.044932079,0.04967791,0.048535318,0.023541453,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Banda (2014),1.00E-05,1.00E-05,0.1,0.1,0.022739878,0.017097653,0.33,0.008303308,0.006642646,0.25,0,0,0,0.054425491,0.050393973,0.08,0,0,0,0,0,0,0,0,0
Banda (2014),1.00E-05,1.00E-05,0.3,0.3,0.022739878,0.013298174,0.71,0.008303308,0.005462702,0.52,0,0,0,0.054425491,0.048594188,0.12,0,0,0,0,0,0,0,0,0
Banda (2014),1.00E-05,1.00E-05,0.5,0.5,0.022739878,0.010932634,1.08,0.008303308,0.004537327,0.83,0,0,0,0.054425491,0.048164151,0.13,0,0,0,0,0,0,0,0,0
Banda (2014),1.00E-05,1.00E-05,0.7,0.7,0.022739878,0.009396644,1.42,0.008303308,0.003972875,1.09,0,0,0,0.054425491,0.047326514,0.15,0,0,0,0,0,0,0,0,0
Banda (2014),1.00E-05,1.00E-05,0.9,0.9,0.022739878,0.008209342,1.77,0.008303308,0.002997584,1.77,0,0,0,0.054425491,0.045735706,0.19,0,0,0,0,0,0,0,0,0
Liu (2014),1.00E-05,1.00E-05,0.1,0.1,0.022739878,0.018928042,0.201385664,0.008303308,0.007354823,0.128960943,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Liu (2014),1.00E-05,1.00E-05,0.3,0.3,0.022739878,0.014333115,0.586527247,0.008303308,0.005999476,0.384005473,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Liu (2014),1.00E-05,1.00E-05,0.5,0.5,0.022739878,0.010952454,1.076235839,0.008303308,0.004805359,0.727926764,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Liu (2014),1.00E-05,1.00E-05,0.7,0.7,0.022739878,0.008786058,1.588177405,0.008303308,0.003974007,1.089404412,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Liu (2014),1.00E-05,1.00E-05,0.9,0.9,0.022739878,0.00700602,2.245762712,0.008303308,0.00322327,1.576050934,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Kim (2012),0.01023293,0.01023293,0.1,0.1,0.009359401,0.007999488,0.17,0.003371001,0.003064546,0.1,0.038539496,0.037783819,0.02,0.022461314,0.022020896,0.02,0,0,0,0,0,0,0,0,0
Kim (2012),0.01023293,0.01023293,0.3,0.3,0.009359401,0.006881912,0.36,0.003371001,0.002763116,0.22,0.038539496,0.035357336,0.09,0.022461314,0.021597417,0.04,0,0,0,0,0,0,0,0,0
Kim (2012),0.01023293,0.01023293,0.5,0.5,0.009359401,0.005813293,0.61,0.003371001,0.002340973,0.44,0.038539496,0.032386131,0.19,0.022461314,0.02060671,0.09,0,0,0,0,0,0,0,0,0
Kim (2012),0.01023293,0.01023293,0.7,0.7,0.009359401,0.005638193,0.66,0.003371001,0.002147134,0.57,0.038539496,0.03034606,0.27,0.022461314,0.019877269,0.13,0,0,0,0,0,0,0,0,0
Kim (2012),0.01023293,0.01023293,1,1,0.009359401,0.005005027,0.87,0.003371001,0.001862432,0.81,0.038539496,0.028547775,0.35,0.022461314,0.019702907,0.14,0,0,0,0,0,0,0,0,0
Kim (2012),0.01023293,0.01023293,2,2,0.009359401,0.003109436,2.01,0.003371001,0.001404584,1.4,0.038539496,0.021059834,0.83,0.022461314,0.018261231,0.23,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0.0508008,0.0305,0.6656,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0.09999878,0.0763,0.3106,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0.15009456,0.1232,0.2183,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0.2000068,0.1708,0.171,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0.30001216,0.2672,0.1228,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0.0499975,0.035,0.4285,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0.10000115,0.0785,0.2739,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0.1500032,0.128,0.1719,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0.20000832,0.1752,0.1416,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0.29999816,0.2728,0.0997,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0.05010115,0.0355,0.4113,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0.10000382,0.0826,0.2107,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0.1499967,0.1305,0.1494,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0.2000008,0.178,0.1236,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0,0,0,0.05,0.04,0.25,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0,0,0,0.10029675,0.0865,0.1595,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0,0,0,0.15000153,0.1351,0.1103,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0,0,0,0.20054418,0.1838,0.0911,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0,0,0,0.29999441,0.2753,0.0897,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0,0,0,0.29998992,0.2811,0.0672,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.10000029,0.0221,3.5249,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.15000025,0.0575,1.6087,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.19999582,0.1037,0.9286,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.25000596,0.1494,0.6734,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.30000931,0.1997,0.5023,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.0500002,0.0106,3.717,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.09999641,0.0409,1.4449,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.14999806,0.0802,0.8703,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.19999448,0.1252,0.5974,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.29999394,0.2206,0.3599,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.04999904,0.0221,1.2624,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.09999996,0.0573,0.7452,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.15000096,0.0984,0.5244,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.19999616,0.1414,0.4144,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.30001016,0.2369,0.2664,0,0,0,0,0,0
Li (1987),0.7,0.7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.04799855,0.0313,0.5335,0,0,0,0,0,0
Li (1987),0.7,0.7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.1000035,0.071,0.4085,0,0,0,0,0,0
Li (1987),0.7,0.7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.15000453,0.1131,0.3263,0,0,0,0,0,0
Li (1987),0.7,0.7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.19980428,0.1586,0.2598,0,0,0,0,0,0
Li (1987),0.7,0.7,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0.30000123,0.2517,0.1919,0,0,0,0,0,0
Li (1987),0.0001,0.0001,1,1,0,0,0,0,0,0,0,0,0,0.04999962,0.0363,0.3774,0,0,0,0,0,0,0,0,0
Li (1987),0.0001,0.0001,1,1,0,0,0,0,0,0,0,0,0,0.09999712,0.0844,0.1848,0,0,0,0,0,0,0,0,0
Li (1987),0.0001,0.0001,1,1,0,0,0,0,0,0,0,0,0,0.1499944,0.1345,0.1152,0,0,0,0,0,0,0,0,0
Li (1987),0.0001,0.0001,1,1,0,0,0,0,0,0,0,0,0,0.19999665,0.1835,0.0899,0,0,0,0,0,0,0,0,0
Li (1987),0.0001,0.0001,1,1,0,0,0,0,0,0,0,0,0,0.24999486,0.2329,0.0734,0,0,0,0,0,0,0,0,0
Li (1987),0.0001,0.0001,1,1,0,0,0,0,0,0,0,0,0,0.29998637,0.2833,0.0589,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0.0499991,0.0395,0.2658,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0.10000231,0.0881,0.1351,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0.15000091,0.1367,0.0973,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0.20009536,0.1856,0.0781,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0.40540686,0.3846,0.0541,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0,0,0,0.09999756,0.0897,0.1148,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0,0,0,0.15000544,0.1391,0.0784,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0,0,0,0.19999343,0.1883,0.0621,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0,0,0,0,0,0,0.29999853,0.2881,0.0413,0,0,0,0,0,0,0,0,0
Li (1987),0.04,0.04,1,1,0,0,0,0,0,0,0,0,0,0.05030076,0.0444,0.1329,0,0,0,0,0,0,0,0,0
Li (1987),0.04,0.04,1,1,0,0,0,0,0,0,0,0,0,0.09999639,0.0919,0.0881,0,0,0,0,0,0,0,0,0
Li (1987),0.04,0.04,1,1,0,0,0,0,0,0,0,0,0,0.15000408,0.1413,0.0616,0,0,0,0,0,0,0,0,0
Li (1987),0.04,0.04,1,1,0,0,0,0,0,0,0,0,0,0.20049903,0.1917,0.0459,0,0,0,0,0,0,0,0,0
Li (1987),0.04,0.04,1,1,0,0,0,0,0,0,0,0,0,0.29948604,0.2883,0.0388,0,0,0,0,0,0,0,0,0
Lyon (2016),0.01,0.01,1,1,0.08666112,0.05352756,0.619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0.08666112,0.060900295,0.423,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0.08666112,0.067916239,0.276,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0.08666112,0.084878668,0.021,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.5,0.5,1,1,0.08666112,0.08666112,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.01,0.01,1,1,0.042983916,0.015124531,1.842,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0.042983916,0.020410216,1.106,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0.042983916,0.026354332,0.631,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0.042983916,0.039290599,0.094,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.5,0.5,1,1,0.042983916,0.042983916,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.01,0.01,1,1,0.005546312,3.16E-05,174.668,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0.005546312,0.000451912,11.273,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0.005546312,0.001558828,2.558,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0.005546312,0.005400498,0.027,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.5,0.5,1,1,0.005546312,0.005546312,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.251,0.25,1,1,0.1,0.087622932,0.141253754,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.251,0.25,1.5,1.5,0.1,0.07955199,0.257039578,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.251,0.25,2,2,0.1,0.074253556,0.34673685,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.251,0.25,2.5,2.5,0.1,0.071525275,0.398107171,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.251,0.25,3,3,0.1,0.066613942,0.501187234,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.134,0.13,1,1,0.1,0.075124079,0.331131121,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0835,0.08,1,1,0.1,0.065582051,0.52480746,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0285,0.03,1,1,0.1,0.059662917,0.676082975,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.262,0.26,2,2,0.1,0.079923999,0.251188643,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.134,0.13,2,2,0.1,0.061313682,0.630957344,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0835,0.08,2,2,0.1,0.051151089,0.954992586,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0285,0.03,2,2,0.1,0.044837645,1.230268771,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0114,0.01,2,2,0.1,0.041450132,1.412537545,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.262,0.26,3,3,0.1,0.074253556,0.34673685,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.134,0.13,3,3,0.1,0.048273748,1.071519305,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0835,0.08,3,3,0.1,0.040337083,1.479108388,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0285,0.03,3,3,0.1,0.033900091,1.9498446,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lee (2005),0.0114,0.01,3,3,0.1,0.030387123,2.290867653,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0.05000119,0.0239,1.0921,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0.09999803,0.0683,0.4641,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0.1500057,0.117,0.2821,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0.200004,0.168,0.1905,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0.30001149,0.2637,0.1377,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0.03453582,0.0201,0.7182,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0.09996185,0.0757,0.3205,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0.19999308,0.1722,0.1614,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0.04999817,0.0389,0.2853,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0.1499974,0.133,0.1278,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0.19999876,0.1807,0.1068,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0.2500032,0.232,0.0776,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0.30001216,0.2807,0.0688,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0.01996974,0.0189,0.0566,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0.04997968,0.0478,0.0456,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0.15000144,0.1464,0.0246,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.3,0.3,1,1,0.29998765,0.2957,0.0145,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0.04999786,0.0482,0.0373,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0.10000096,0.0976,0.0246,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.5,0.5,1,1,0.20000784,0.1968,0.0163,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.03,0.03,1,1,0,0,0,0.09296866,0.06556323,0.418,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0,0,0,0.09296866,0.066835844,0.391,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0,0,0,0.09296866,0.080076365,0.161,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0,0,0,0.09296866,0.091957131,0.011,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.5,0.5,1,1,0,0,0,0.09296866,0.09296866,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.03,0.03,1,1,0,0,0,0.047548856,0.02373882,1.003,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0,0,0,0.047548856,0.025646632,0.854,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0,0,0,0.047548856,0.034988121,0.359,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0,0,0,0.047548856,0.045371046,0.048,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.5,0.5,1,1,0,0,0,0.047548856,0.047548856,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.01,0.01,1,1,0,0,0,0.00638716,5.54E-05,114.332,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.05,0.05,1,1,0,0,0,0.00638716,0.000669233,8.544,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.1,0.1,1,1,0,0,0,0.00638716,0.002264147,1.821,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.3,0.3,1,1,0,0,0,0.00638716,0.006323921,0.01,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Lyon (2016),0.5,0.5,1,1,0,0,0,0.00638716,0.00638716,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0.04999995,0.0259,0.9305,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0.09999925,0.0725,0.3793,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0.20000715,0.1673,0.1955,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0.29999192,0.2648,0.1329,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0.05000109,0.0307,0.6287,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0.10009624,0.0776,0.2899,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0.20000456,0.1736,0.1521,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.03,0.03,1,1,0,0,0,0.2999997,0.273,0.0989,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0.05002915,0.0349,0.4335,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0.09997622,0.0809,0.2358,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0.14999553,0.1299,0.1547,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0.25001088,0.2272,0.1004,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0.04999995,0.0385,0.2987,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0.09999936,0.0864,0.1574,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0.14998624,0.1343,0.1168,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.07,0.07,1,1,0,0,0,0.24999474,0.2334,0.0711,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0.0499992,0.0415,0.2048,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0.10000199,0.0901,0.1099,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0.1999998,0.189,0.0582,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0.30000544,0.2888,0.0388,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0500503,0.0115,3.3522,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0999792,0.048,1.0829,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1500016,0.0944,0.589,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.24999968,0.1864,0.3412,0,0,0
Li (1987),0.01,0.01,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.30000263,0.2371,0.2653,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.05032248,0.0156,2.2258,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.10000216,0.0556,0.7986,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.15000255,0.1035,0.4493,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.30392343,0.1997,0.5219,0,0,0
Li (1987),0.05,0.05,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.30000411,0.2471,0.2141,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.04999989,0.0219,1.2831,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.09999773,0.0623,0.6051,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.15000375,0.1105,0.3575,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.2500038,0.2073,0.206,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.30061536,0.2572,0.1688,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0502452,0.0408,0.2315,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.09999592,0.0842,0.1876,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.14999496,0.1334,0.1244,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1999935,0.1814,0.1025,0,0,0
Li (1987),0.3,0.3,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.30001088,0.2782,0.0784,0,0,0
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1500005,0.047,2.1915
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.19999809,0.0857,1.3337
Li (1987),0.1,0.1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.2999996,0.1772,0.693
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.05,0.016,2.125
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1000004,0.0445,1.2472
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.15000048,0.0828,0.8116
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.19999436,0.1214,0.6474
Li (1987),0.5,0.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.29999366,0.2083,0.4402
Li (1987),1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.04999995,0.0333,0.5015
Li (1987),1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.09999846,0.0694,0.4409
Li (1987),1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.15000104,0.1108,0.3538
Li (1987),1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.19999756,0.1526,0.3106
Li (1987),1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.29999472,0.2416,0.2417
Li (1987),1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.25000384,0.1984,0.2601
Li (1987),1.5,1.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0500013,0.0405,0.2346
Li (1987),1.5,1.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.09999854,0.0838,0.1933
Li (1987),1.5,1.5,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.19999977,0.1753,0.1409
Li (1987),2,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.09999804,0.0908,0.1013
Li (1987),2,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.19992651,0.1851,0.0801
Li (1987),2,2,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.30001335,0.2821,0.0635
1 label Feed H+[M] Feed H+[M].1 PC88A[M] PC88A[M].1 Feed Nd[M] Xaq Nd D Nd Feed Pr[M] Xaq Pr D Pr Feed Ce[M] Xaq Ce D Ce Feed La[M] Xaq La D La Feed Dy[M] Xaq Dy D Dy Feed Sm[M] Xaq Sm D Sm Feed Y[M] Xaq Y D Y
2 Lyon (2016) 0.02 0.02 1 1 0.048530227 0.029263727 0.658374793 0.04967791 0.035072604 0.416430595 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
3 Lyon (2016) 0.05 0.05 1 1 0.048530227 0.032127011 0.510574018 0.04967791 0.037506822 0.324503311 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
4 Lyon (2016) 0.1 0.1 1 1 0.048530227 0.039018303 0.243781095 0.04967791 0.043070748 0.153402537 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
5 Lyon (2016) 0.3 0.3 1 1 0.048530227 0.046443428 0.044932079 0.04967791 0.048535318 0.023541453 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
6 Banda (2014) 1.00E-05 1.00E-05 0.1 0.1 0.022739878 0.017097653 0.33 0.008303308 0.006642646 0.25 0 0 0 0.054425491 0.050393973 0.08 0 0 0 0 0 0 0 0 0
7 Banda (2014) 1.00E-05 1.00E-05 0.3 0.3 0.022739878 0.013298174 0.71 0.008303308 0.005462702 0.52 0 0 0 0.054425491 0.048594188 0.12 0 0 0 0 0 0 0 0 0
8 Banda (2014) 1.00E-05 1.00E-05 0.5 0.5 0.022739878 0.010932634 1.08 0.008303308 0.004537327 0.83 0 0 0 0.054425491 0.048164151 0.13 0 0 0 0 0 0 0 0 0
9 Banda (2014) 1.00E-05 1.00E-05 0.7 0.7 0.022739878 0.009396644 1.42 0.008303308 0.003972875 1.09 0 0 0 0.054425491 0.047326514 0.15 0 0 0 0 0 0 0 0 0
10 Banda (2014) 1.00E-05 1.00E-05 0.9 0.9 0.022739878 0.008209342 1.77 0.008303308 0.002997584 1.77 0 0 0 0.054425491 0.045735706 0.19 0 0 0 0 0 0 0 0 0
11 Liu (2014) 1.00E-05 1.00E-05 0.1 0.1 0.022739878 0.018928042 0.201385664 0.008303308 0.007354823 0.128960943 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
12 Liu (2014) 1.00E-05 1.00E-05 0.3 0.3 0.022739878 0.014333115 0.586527247 0.008303308 0.005999476 0.384005473 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
13 Liu (2014) 1.00E-05 1.00E-05 0.5 0.5 0.022739878 0.010952454 1.076235839 0.008303308 0.004805359 0.727926764 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
14 Liu (2014) 1.00E-05 1.00E-05 0.7 0.7 0.022739878 0.008786058 1.588177405 0.008303308 0.003974007 1.089404412 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
15 Liu (2014) 1.00E-05 1.00E-05 0.9 0.9 0.022739878 0.00700602 2.245762712 0.008303308 0.00322327 1.576050934 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
16 Kim (2012) 0.01023293 0.01023293 0.1 0.1 0.009359401 0.007999488 0.17 0.003371001 0.003064546 0.1 0.038539496 0.037783819 0.02 0.022461314 0.022020896 0.02 0 0 0 0 0 0 0 0 0
17 Kim (2012) 0.01023293 0.01023293 0.3 0.3 0.009359401 0.006881912 0.36 0.003371001 0.002763116 0.22 0.038539496 0.035357336 0.09 0.022461314 0.021597417 0.04 0 0 0 0 0 0 0 0 0
18 Kim (2012) 0.01023293 0.01023293 0.5 0.5 0.009359401 0.005813293 0.61 0.003371001 0.002340973 0.44 0.038539496 0.032386131 0.19 0.022461314 0.02060671 0.09 0 0 0 0 0 0 0 0 0
19 Kim (2012) 0.01023293 0.01023293 0.7 0.7 0.009359401 0.005638193 0.66 0.003371001 0.002147134 0.57 0.038539496 0.03034606 0.27 0.022461314 0.019877269 0.13 0 0 0 0 0 0 0 0 0
20 Kim (2012) 0.01023293 0.01023293 1 1 0.009359401 0.005005027 0.87 0.003371001 0.001862432 0.81 0.038539496 0.028547775 0.35 0.022461314 0.019702907 0.14 0 0 0 0 0 0 0 0 0
21 Kim (2012) 0.01023293 0.01023293 2 2 0.009359401 0.003109436 2.01 0.003371001 0.001404584 1.4 0.038539496 0.021059834 0.83 0.022461314 0.018261231 0.23 0 0 0 0 0 0 0 0 0
22 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0.0508008 0.0305 0.6656 0 0 0 0 0 0 0 0 0 0 0 0
23 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0.09999878 0.0763 0.3106 0 0 0 0 0 0 0 0 0 0 0 0
24 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0.15009456 0.1232 0.2183 0 0 0 0 0 0 0 0 0 0 0 0
25 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0.2000068 0.1708 0.171 0 0 0 0 0 0 0 0 0 0 0 0
26 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0.30001216 0.2672 0.1228 0 0 0 0 0 0 0 0 0 0 0 0
27 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0.0499975 0.035 0.4285 0 0 0 0 0 0 0 0 0 0 0 0
28 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0.10000115 0.0785 0.2739 0 0 0 0 0 0 0 0 0 0 0 0
29 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0.1500032 0.128 0.1719 0 0 0 0 0 0 0 0 0 0 0 0
30 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0.20000832 0.1752 0.1416 0 0 0 0 0 0 0 0 0 0 0 0
31 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0.29999816 0.2728 0.0997 0 0 0 0 0 0 0 0 0 0 0 0
32 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0.05010115 0.0355 0.4113 0 0 0 0 0 0 0 0 0 0 0 0
33 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0.10000382 0.0826 0.2107 0 0 0 0 0 0 0 0 0 0 0 0
34 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0.1499967 0.1305 0.1494 0 0 0 0 0 0 0 0 0 0 0 0
35 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0.2000008 0.178 0.1236 0 0 0 0 0 0 0 0 0 0 0 0
36 Li (1987) 0.07 0.07 1 1 0 0 0 0 0 0 0.05 0.04 0.25 0 0 0 0 0 0 0 0 0 0 0 0
37 Li (1987) 0.07 0.07 1 1 0 0 0 0 0 0 0.10029675 0.0865 0.1595 0 0 0 0 0 0 0 0 0 0 0 0
38 Li (1987) 0.07 0.07 1 1 0 0 0 0 0 0 0.15000153 0.1351 0.1103 0 0 0 0 0 0 0 0 0 0 0 0
39 Li (1987) 0.07 0.07 1 1 0 0 0 0 0 0 0.20054418 0.1838 0.0911 0 0 0 0 0 0 0 0 0 0 0 0
40 Li (1987) 0.07 0.07 1 1 0 0 0 0 0 0 0.29999441 0.2753 0.0897 0 0 0 0 0 0 0 0 0 0 0 0
41 Li (1987) 0.07 0.07 1 1 0 0 0 0 0 0 0.29998992 0.2811 0.0672 0 0 0 0 0 0 0 0 0 0 0 0
42 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.10000029 0.0221 3.5249 0 0 0 0 0 0
43 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.15000025 0.0575 1.6087 0 0 0 0 0 0
44 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.19999582 0.1037 0.9286 0 0 0 0 0 0
45 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.25000596 0.1494 0.6734 0 0 0 0 0 0
46 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.30000931 0.1997 0.5023 0 0 0 0 0 0
47 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.0500002 0.0106 3.717 0 0 0 0 0 0
48 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.09999641 0.0409 1.4449 0 0 0 0 0 0
49 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.14999806 0.0802 0.8703 0 0 0 0 0 0
50 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.19999448 0.1252 0.5974 0 0 0 0 0 0
51 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.29999394 0.2206 0.3599 0 0 0 0 0 0
52 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.04999904 0.0221 1.2624 0 0 0 0 0 0
53 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.09999996 0.0573 0.7452 0 0 0 0 0 0
54 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.15000096 0.0984 0.5244 0 0 0 0 0 0
55 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.19999616 0.1414 0.4144 0 0 0 0 0 0
56 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.30001016 0.2369 0.2664 0 0 0 0 0 0
57 Li (1987) 0.7 0.7 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.04799855 0.0313 0.5335 0 0 0 0 0 0
58 Li (1987) 0.7 0.7 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.1000035 0.071 0.4085 0 0 0 0 0 0
59 Li (1987) 0.7 0.7 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.15000453 0.1131 0.3263 0 0 0 0 0 0
60 Li (1987) 0.7 0.7 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.19980428 0.1586 0.2598 0 0 0 0 0 0
61 Li (1987) 0.7 0.7 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0.30000123 0.2517 0.1919 0 0 0 0 0 0
62 Li (1987) 0.0001 0.0001 1 1 0 0 0 0 0 0 0 0 0 0.04999962 0.0363 0.3774 0 0 0 0 0 0 0 0 0
63 Li (1987) 0.0001 0.0001 1 1 0 0 0 0 0 0 0 0 0 0.09999712 0.0844 0.1848 0 0 0 0 0 0 0 0 0
64 Li (1987) 0.0001 0.0001 1 1 0 0 0 0 0 0 0 0 0 0.1499944 0.1345 0.1152 0 0 0 0 0 0 0 0 0
65 Li (1987) 0.0001 0.0001 1 1 0 0 0 0 0 0 0 0 0 0.19999665 0.1835 0.0899 0 0 0 0 0 0 0 0 0
66 Li (1987) 0.0001 0.0001 1 1 0 0 0 0 0 0 0 0 0 0.24999486 0.2329 0.0734 0 0 0 0 0 0 0 0 0
67 Li (1987) 0.0001 0.0001 1 1 0 0 0 0 0 0 0 0 0 0.29998637 0.2833 0.0589 0 0 0 0 0 0 0 0 0
68 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0.0499991 0.0395 0.2658 0 0 0 0 0 0 0 0 0
69 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0.10000231 0.0881 0.1351 0 0 0 0 0 0 0 0 0
70 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0.15000091 0.1367 0.0973 0 0 0 0 0 0 0 0 0
71 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0.20009536 0.1856 0.0781 0 0 0 0 0 0 0 0 0
72 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0.40540686 0.3846 0.0541 0 0 0 0 0 0 0 0 0
73 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0 0 0 0.09999756 0.0897 0.1148 0 0 0 0 0 0 0 0 0
74 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0 0 0 0.15000544 0.1391 0.0784 0 0 0 0 0 0 0 0 0
75 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0 0 0 0.19999343 0.1883 0.0621 0 0 0 0 0 0 0 0 0
76 Li (1987) 0.03 0.03 1 1 0 0 0 0 0 0 0 0 0 0.29999853 0.2881 0.0413 0 0 0 0 0 0 0 0 0
77 Li (1987) 0.04 0.04 1 1 0 0 0 0 0 0 0 0 0 0.05030076 0.0444 0.1329 0 0 0 0 0 0 0 0 0
78 Li (1987) 0.04 0.04 1 1 0 0 0 0 0 0 0 0 0 0.09999639 0.0919 0.0881 0 0 0 0 0 0 0 0 0
79 Li (1987) 0.04 0.04 1 1 0 0 0 0 0 0 0 0 0 0.15000408 0.1413 0.0616 0 0 0 0 0 0 0 0 0
80 Li (1987) 0.04 0.04 1 1 0 0 0 0 0 0 0 0 0 0.20049903 0.1917 0.0459 0 0 0 0 0 0 0 0 0
81 Li (1987) 0.04 0.04 1 1 0 0 0 0 0 0 0 0 0 0.29948604 0.2883 0.0388 0 0 0 0 0 0 0 0 0
82 Lyon (2016) 0.01 0.01 1 1 0.08666112 0.05352756 0.619 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
83 Lyon (2016) 0.05 0.05 1 1 0.08666112 0.060900295 0.423 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
84 Lyon (2016) 0.1 0.1 1 1 0.08666112 0.067916239 0.276 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
85 Lyon (2016) 0.3 0.3 1 1 0.08666112 0.084878668 0.021 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
86 Lyon (2016) 0.5 0.5 1 1 0.08666112 0.08666112 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
87 Lyon (2016) 0.01 0.01 1 1 0.042983916 0.015124531 1.842 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
88 Lyon (2016) 0.05 0.05 1 1 0.042983916 0.020410216 1.106 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
89 Lyon (2016) 0.1 0.1 1 1 0.042983916 0.026354332 0.631 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
90 Lyon (2016) 0.3 0.3 1 1 0.042983916 0.039290599 0.094 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
91 Lyon (2016) 0.5 0.5 1 1 0.042983916 0.042983916 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
92 Lyon (2016) 0.01 0.01 1 1 0.005546312 3.16E-05 174.668 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
93 Lyon (2016) 0.05 0.05 1 1 0.005546312 0.000451912 11.273 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
94 Lyon (2016) 0.1 0.1 1 1 0.005546312 0.001558828 2.558 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
95 Lyon (2016) 0.3 0.3 1 1 0.005546312 0.005400498 0.027 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
96 Lyon (2016) 0.5 0.5 1 1 0.005546312 0.005546312 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
97 Lee (2005) 0.251 0.25 1 1 0.1 0.087622932 0.141253754 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
98 Lee (2005) 0.251 0.25 1.5 1.5 0.1 0.07955199 0.257039578 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
99 Lee (2005) 0.251 0.25 2 2 0.1 0.074253556 0.34673685 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
100 Lee (2005) 0.251 0.25 2.5 2.5 0.1 0.071525275 0.398107171 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
101 Lee (2005) 0.251 0.25 3 3 0.1 0.066613942 0.501187234 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
102 Lee (2005) 0.134 0.13 1 1 0.1 0.075124079 0.331131121 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
103 Lee (2005) 0.0835 0.08 1 1 0.1 0.065582051 0.52480746 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
104 Lee (2005) 0.0285 0.03 1 1 0.1 0.059662917 0.676082975 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
105 Lee (2005) 0.262 0.26 2 2 0.1 0.079923999 0.251188643 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
106 Lee (2005) 0.134 0.13 2 2 0.1 0.061313682 0.630957344 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
107 Lee (2005) 0.0835 0.08 2 2 0.1 0.051151089 0.954992586 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
108 Lee (2005) 0.0285 0.03 2 2 0.1 0.044837645 1.230268771 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
109 Lee (2005) 0.0114 0.01 2 2 0.1 0.041450132 1.412537545 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
110 Lee (2005) 0.262 0.26 3 3 0.1 0.074253556 0.34673685 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
111 Lee (2005) 0.134 0.13 3 3 0.1 0.048273748 1.071519305 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
112 Lee (2005) 0.0835 0.08 3 3 0.1 0.040337083 1.479108388 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
113 Lee (2005) 0.0285 0.03 3 3 0.1 0.033900091 1.9498446 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
114 Lee (2005) 0.0114 0.01 3 3 0.1 0.030387123 2.290867653 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
115 Li (1987) 0.01 0.01 1 1 0.05000119 0.0239 1.0921 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
116 Li (1987) 0.01 0.01 1 1 0.09999803 0.0683 0.4641 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
117 Li (1987) 0.01 0.01 1 1 0.1500057 0.117 0.2821 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
118 Li (1987) 0.01 0.01 1 1 0.200004 0.168 0.1905 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
119 Li (1987) 0.01 0.01 1 1 0.30001149 0.2637 0.1377 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
120 Li (1987) 0.05 0.05 1 1 0.03453582 0.0201 0.7182 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
121 Li (1987) 0.05 0.05 1 1 0.09996185 0.0757 0.3205 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
122 Li (1987) 0.05 0.05 1 1 0.19999308 0.1722 0.1614 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
123 Li (1987) 0.1 0.1 1 1 0.04999817 0.0389 0.2853 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
124 Li (1987) 0.1 0.1 1 1 0.1499974 0.133 0.1278 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
125 Li (1987) 0.1 0.1 1 1 0.19999876 0.1807 0.1068 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
126 Li (1987) 0.1 0.1 1 1 0.2500032 0.232 0.0776 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
127 Li (1987) 0.1 0.1 1 1 0.30001216 0.2807 0.0688 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
128 Li (1987) 0.3 0.3 1 1 0.01996974 0.0189 0.0566 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
129 Li (1987) 0.3 0.3 1 1 0.04997968 0.0478 0.0456 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
130 Li (1987) 0.3 0.3 1 1 0.15000144 0.1464 0.0246 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
131 Li (1987) 0.3 0.3 1 1 0.29998765 0.2957 0.0145 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
132 Li (1987) 0.5 0.5 1 1 0.04999786 0.0482 0.0373 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
133 Li (1987) 0.5 0.5 1 1 0.10000096 0.0976 0.0246 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
134 Li (1987) 0.5 0.5 1 1 0.20000784 0.1968 0.0163 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
135 Lyon (2016) 0.03 0.03 1 1 0 0 0 0.09296866 0.06556323 0.418 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
136 Lyon (2016) 0.05 0.05 1 1 0 0 0 0.09296866 0.066835844 0.391 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
137 Lyon (2016) 0.1 0.1 1 1 0 0 0 0.09296866 0.080076365 0.161 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
138 Lyon (2016) 0.3 0.3 1 1 0 0 0 0.09296866 0.091957131 0.011 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
139 Lyon (2016) 0.5 0.5 1 1 0 0 0 0.09296866 0.09296866 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
140 Lyon (2016) 0.03 0.03 1 1 0 0 0 0.047548856 0.02373882 1.003 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
141 Lyon (2016) 0.05 0.05 1 1 0 0 0 0.047548856 0.025646632 0.854 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
142 Lyon (2016) 0.1 0.1 1 1 0 0 0 0.047548856 0.034988121 0.359 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
143 Lyon (2016) 0.3 0.3 1 1 0 0 0 0.047548856 0.045371046 0.048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
144 Lyon (2016) 0.5 0.5 1 1 0 0 0 0.047548856 0.047548856 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
145 Lyon (2016) 0.01 0.01 1 1 0 0 0 0.00638716 5.54E-05 114.332 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
146 Lyon (2016) 0.05 0.05 1 1 0 0 0 0.00638716 0.000669233 8.544 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
147 Lyon (2016) 0.1 0.1 1 1 0 0 0 0.00638716 0.002264147 1.821 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
148 Lyon (2016) 0.3 0.3 1 1 0 0 0 0.00638716 0.006323921 0.01 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
149 Lyon (2016) 0.5 0.5 1 1 0 0 0 0.00638716 0.00638716 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
150 Li (1987) 0.01 0.01 1 1 0 0 0 0.04999995 0.0259 0.9305 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
151 Li (1987) 0.01 0.01 1 1 0 0 0 0.09999925 0.0725 0.3793 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
152 Li (1987) 0.01 0.01 1 1 0 0 0 0.20000715 0.1673 0.1955 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
153 Li (1987) 0.01 0.01 1 1 0 0 0 0.29999192 0.2648 0.1329 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
154 Li (1987) 0.03 0.03 1 1 0 0 0 0.05000109 0.0307 0.6287 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
155 Li (1987) 0.03 0.03 1 1 0 0 0 0.10009624 0.0776 0.2899 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
156 Li (1987) 0.03 0.03 1 1 0 0 0 0.20000456 0.1736 0.1521 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
157 Li (1987) 0.03 0.03 1 1 0 0 0 0.2999997 0.273 0.0989 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
158 Li (1987) 0.05 0.05 1 1 0 0 0 0.05002915 0.0349 0.4335 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
159 Li (1987) 0.05 0.05 1 1 0 0 0 0.09997622 0.0809 0.2358 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
160 Li (1987) 0.05 0.05 1 1 0 0 0 0.14999553 0.1299 0.1547 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
161 Li (1987) 0.05 0.05 1 1 0 0 0 0.25001088 0.2272 0.1004 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
162 Li (1987) 0.07 0.07 1 1 0 0 0 0.04999995 0.0385 0.2987 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
163 Li (1987) 0.07 0.07 1 1 0 0 0 0.09999936 0.0864 0.1574 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
164 Li (1987) 0.07 0.07 1 1 0 0 0 0.14998624 0.1343 0.1168 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
165 Li (1987) 0.07 0.07 1 1 0 0 0 0.24999474 0.2334 0.0711 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
166 Li (1987) 0.1 0.1 1 1 0 0 0 0.0499992 0.0415 0.2048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
167 Li (1987) 0.1 0.1 1 1 0 0 0 0.10000199 0.0901 0.1099 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
168 Li (1987) 0.1 0.1 1 1 0 0 0 0.1999998 0.189 0.0582 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
169 Li (1987) 0.1 0.1 1 1 0 0 0 0.30000544 0.2888 0.0388 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
170 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0500503 0.0115 3.3522 0 0 0
171 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0999792 0.048 1.0829 0 0 0
172 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1500016 0.0944 0.589 0 0 0
173 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.24999968 0.1864 0.3412 0 0 0
174 Li (1987) 0.01 0.01 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.30000263 0.2371 0.2653 0 0 0
175 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.05032248 0.0156 2.2258 0 0 0
176 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.10000216 0.0556 0.7986 0 0 0
177 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.15000255 0.1035 0.4493 0 0 0
178 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.30392343 0.1997 0.5219 0 0 0
179 Li (1987) 0.05 0.05 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.30000411 0.2471 0.2141 0 0 0
180 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.04999989 0.0219 1.2831 0 0 0
181 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.09999773 0.0623 0.6051 0 0 0
182 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.15000375 0.1105 0.3575 0 0 0
183 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.2500038 0.2073 0.206 0 0 0
184 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.30061536 0.2572 0.1688 0 0 0
185 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0502452 0.0408 0.2315 0 0 0
186 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.09999592 0.0842 0.1876 0 0 0
187 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.14999496 0.1334 0.1244 0 0 0
188 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1999935 0.1814 0.1025 0 0 0
189 Li (1987) 0.3 0.3 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.30001088 0.2782 0.0784 0 0 0
190 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1500005 0.047 2.1915
191 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.19999809 0.0857 1.3337
192 Li (1987) 0.1 0.1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.2999996 0.1772 0.693
193 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.05 0.016 2.125
194 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1000004 0.0445 1.2472
195 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.15000048 0.0828 0.8116
196 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.19999436 0.1214 0.6474
197 Li (1987) 0.5 0.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.29999366 0.2083 0.4402
198 Li (1987) 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.04999995 0.0333 0.5015
199 Li (1987) 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.09999846 0.0694 0.4409
200 Li (1987) 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.15000104 0.1108 0.3538
201 Li (1987) 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.19999756 0.1526 0.3106
202 Li (1987) 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.29999472 0.2416 0.2417
203 Li (1987) 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.25000384 0.1984 0.2601
204 Li (1987) 1.5 1.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.0500013 0.0405 0.2346
205 Li (1987) 1.5 1.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.09999854 0.0838 0.1933
206 Li (1987) 1.5 1.5 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.19999977 0.1753 0.1409
207 Li (1987) 2 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.09999804 0.0908 0.1013
208 Li (1987) 2 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.19992651 0.1851 0.0801
209 Li (1987) 2 2 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.30001335 0.2821 0.0635

@ -33,7 +33,7 @@
<thermo> <thermo>
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-1376882.0784583509</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-1377917.5269485628</h0>
<s0 units="J/mol/K"> 558.9824 </s0> <s0 units="J/mol/K"> 558.9824 </s0>
<cp0 units="J/mol/K"> 0.0</cp0> <cp0 units="J/mol/K"> 0.0</cp0>
</const_cp> </const_cp>
@ -50,7 +50,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4924298.0880370205</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4929625.060282971</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -67,7 +67,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4935685.119723228</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4941397.084772181</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -85,7 +85,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4920369.042961768</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4932551.489263242</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -103,7 +103,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4928639.61964031</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4935194.142426379</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -120,7 +120,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4931991.722599618</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4935179.480883835</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -138,7 +138,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4944682.264585918</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4947210.070800013</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -157,7 +157,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4924669.3217661735</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4929116.779371853</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -245,10 +245,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Pr+++"> <binarySaltParameters anion="Cl-" cation="Pr+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.058791091500561485, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.058791077174068576, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 0.5448322248125199, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 0.5448320238819658, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -261,10 +261,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Nd+++"> <binarySaltParameters anion="Cl-" cation="Nd+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 1.213717095858249, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 1.0825315776813356, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 7.7481294675488375, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 6.211262701179254, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -277,10 +277,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="La+++"> <binarySaltParameters anion="Cl-" cation="La+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 1.0223168335791355, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.5930048961782302, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 0.5296306654103653, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 5.2771447352927785, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -293,10 +293,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Dy+++"> <binarySaltParameters anion="Cl-" cation="Dy+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.7646372240575223, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.5532852863195881, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 7.849276225207628, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 9.206787175138805, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -309,10 +309,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Ce+++"> <binarySaltParameters anion="Cl-" cation="Ce+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.20352350320923904, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.6005020116531858, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 21.120419048363047, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 4.91004437191519, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -325,10 +325,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Y+++"> <binarySaltParameters anion="Cl-" cation="Y+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.8852797060008407, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.8866269789489127, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 9.334636294454038, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 9.867663759220948, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -341,10 +341,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Sm+++"> <binarySaltParameters anion="Cl-" cation="Sm+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.6989083059080712, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.5978087860273482, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 6.877881736471866, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 5.279188095059934, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>

@ -0,0 +1,734 @@
<ctml>
<validate reactions="yes" species="yes" />
<phase dim="3" id="PC88A_liquid">
<elementArray datasrc="elementz.xml">
Cl O H C P Nd Pr Ce La Dy Y Sm dummy
</elementArray>
<speciesArray datasrc="#species_PC88A_liquid">
(HA)2(org) dodecane Nd(H(A)2)3(org) Pr(H(A)2)3(org) Ce(H(A)2)3(org) La(H(A)2)3(org) Dy(H(A)2)3(org) Sm(H(A)2)3(org) Y(H(A)2)3(org)
</speciesArray>
<state>
<temperature units="K"> 298.15 </temperature>
<pressure units="Pa"> 101325.0 </pressure>
<soluteMolalities>
(HA)2(org): 0.25
</soluteMolalities>
</state>
<thermo model="IdealSolidSolution">
<standardConc model="molar_volume" />
</thermo>
<standardConc model="molar_volume" />
<transport model="None" />
<kinetics model="none" />
</phase>
<speciesData id="species_PC88A_liquid">
<species name="(HA)2(org)">
<atomArray> C:16 H:35 O:3 P:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-1375274.5395942358</h0>
<s0 units="J/mol/K"> 558.9824 </s0>
<cp0 units="J/mol/K"> 0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.320974226079</molarVolume>
</standardState>
</species>
<species name="Nd(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Nd:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4924702.801342797</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.973500071223</molarVolume>
</standardState>
</species>
<species name="Pr(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Pr:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4933297.85118053</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.979936421078</molarVolume>
</standardState>
</species>
<species name="Ce(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Ce:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4925793.594958098</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">1.0060487218</molarVolume>
</standardState>
</species>
<species name="La(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 La:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4921414.408105163</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.981485801577</molarVolume>
</standardState>
</species>
<species name="Dy(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Dy:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4927250.91118887</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.961666360676</molarVolume>
</standardState>
</species>
<species name="Y(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Y:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4939280.834663128</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.958888814485</molarVolume>
</standardState>
</species>
<species name="Sm(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Sm:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:14 7-28-2020">-4921187.817651384</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume> 0.9642 </molarVolume>
</standardState>
</species>
<species name="Gd(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Gd:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="yep">-4829446.858</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume>0.9642</molarVolume>
</standardState>
</species>
<species name="dodecane">
<atomArray> dummy:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol"> 0.0 </h0>
<s0 units="J/mol/K"> 0.0 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume> 0.227113 </molarVolume>
</standardState>
</species>
</speciesData>
<phase dim="3" id="HCl_electrolyte">
<speciesArray datasrc="#species_waterSolution">
H2O(L) H+ OH- Cl- Nd+++ Pr+++ Ce+++ La+++ Dy+++ Sm+++ Y+++ Na+
</speciesArray>
<state>
<temperature units="K"> 298.15 </temperature>
<pressure units="Pa"> 101325.0 </pressure>
<soluteMolalities>
Cl-: 1.0E-7
H+: 1.0E-7
</soluteMolalities>
</state>
<thermo model="HMW">
<standardConc model="solvent_volume" />
<activityCoefficients TempModel="complex1" model="Pitzer">
<A_Debye model="water" />
<ionicRadius default="3.042843" units="Angstroms">
</ionicRadius>
<binarySaltParameters anion="Cl-" cation="H+">
<beta0> 0.177000779, 0.000125778, 0.0, -33.4777082, -0.262214535 </beta0>
<beta1> 0.292922504, -0.027938838, 0.0, 3402.47027, 19.7936248 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi> 0.000362, -0.00003036, 0.0, -2.91038E-11, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 12 </Alpha2>
<source>
refit of Holmes, H.F., Busey, J.M., Simonson, J.M., Mesmer, R.E.,
Archer, D.G., and Wood, R.H., 1987, The enthalpy of dilution of HCl(aq)
to 648 K and 4p MPa. Thermodynamic properties, Journal of Chemical
Thermodynamics, v. 19, p. 863-890.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Pr+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.41211840588454257, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 0.5446957279361009, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Nd+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.35663172954569944, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 2.9004659704748335, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="La+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.05797526981415538, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 16.763625801929546, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Dy+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.5534945060571388, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 9.205570263716002, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Ce+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.05726405599313575, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 2.6992201079308558, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Y+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.8866130626375315, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 9.867928019371377, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Sm+++">
<beta0 updated="Updated at 11:14 7-28-2020"> 0.5978087854283536, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:14 7-28-2020"> 5.279188087719687, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 11:14 7-28-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
</activityCoefficients>
<solvent> H2O(L) </solvent>
</thermo>
<elementArray datasrc="elementz.xml"> O H Nd Pr Ce La Dy Y Sm C N Cl P E Na</elementArray>
<kinetics model="none">
</kinetics>
</phase>
<speciesData id="species_waterSolution">
<species name="H2O(L)">
<atomArray>H:2 O:1 </atomArray>
<thermo>
<NASA P0="100000.0" Tmax="600.0" Tmin="273.14999999999998">
<floatArray name="coeffs" size="7">
7.255750050E+01, -6.624454020E-01, 2.561987460E-03, -4.365919230E-06,
2.781789810E-09, -4.188654990E+04, -2.882801370E+02
</floatArray>
</NASA>
</thermo>
<standardState model="waterPDSS">
<molarVolume> 0.018068 </molarVolume>
</standardState>
</species>
<species name="OH-">
<speciesChemFormula> OH- </speciesChemFormula>
<atomArray> O:1 H:1 E:1</atomArray>
<charge> -1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -37595 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -54977 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -2.56 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> 0.12527 </a1>
<a2 units="cal/gmol"> 7.38 </a2>
<a3 units="cal-K/gmol/bar"> 1.8423 </a3>
<a4 units="cal-K/gmol"> -27821 </a4>
<c1 units="cal/gmol/K"> 4.15 </c1>
<c2 units="cal-K/gmol"> -103460 </c2>
<omega_Pr_Tr units="cal/gmol"> 172460 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -4.18 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="NO3-">
<speciesChemFormula> NO3- </speciesChemFormula>
<atomArray> N:1 O:3 </atomArray>
<charge> -1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -26507 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -49429 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> 35.12 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> 0.73161 </a1>
<a2 units="cal/gmol"> 678.24 </a2>
<a3 units="cal-K/gmol/bar"> -4.6838 </a3>
<a4 units="cal-K/gmol"> -30594 </a4>
<c1 units="cal/gmol/K"> 7.7 </c1>
<c2 units="cal-K/gmol"> -67250 </c2>
<omega_Pr_Tr units="cal/gmol"> 109770 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> 29.0 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Cl-">
<speciesChemFormula> Cl- </speciesChemFormula>
<atomArray> Cl:1 E:1</atomArray>
<charge> -1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="273.15">
<DG0_f_Pr_Tr units="cal/gmol"> -31379 </DG0_f_Pr_Tr>
<DH0_f_Pr_TR units="cal/gmol"> -39933 </DH0_f_Pr_TR>
<S0_Pr_Tr units="cal/gmol/K"> 13.56 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/mol/bar"> 0.4032 </a1>
<a2 units="cal/mol"> 480.1 </a2>
<a3 units="cal-K/mol/bar"> 5.563 </a3>
<a4 units="cal-K/mol"> -28470 </a4>
<c1 units="cal/mol/K"> -4.4 </c1>
<c2 units="cal-K/mol"> -57140 </c2>
<omega_Pr_Tr units="cal/mol"> 145600 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> 17.79 </molarVolume>
</standardState>
<source> ref:G9 </source>
</species>
<species name="H+">
<speciesChemFormula> H+ </speciesChemFormula>
<atomArray> H:1 E:-1</atomArray>
<charge> +1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="273.15">
<DG0_f_Pr_Tr units="cal/gmol"> 0 </DG0_f_Pr_Tr>
<DH0_f_Pr_TR units="cal/gmol"> 0 </DH0_f_Pr_TR>
<S0_Pr_Tr units="cal/gmol/K"> 0 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/mol/bar"> 0 </a1>
<a2 units="cal/mol"> 0 </a2>
<a3 units="cal-K/mol/bar"> 0 </a3>
<a4 units="cal-K/mol"> 0 </a4>
<c1 units="cal/mol/K"> 0 </c1>
<c2 units="cal-K/mol"> 0 </c2>
<omega_Pr_Tr units="cal/mol"> 0 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> 0 </molarVolume>
</standardState>
<source> ref:G9 </source>
</species>
<species name="Nd+++">
<speciesChemFormula> Nd+++ </speciesChemFormula>
<atomArray> Nd:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -160600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -166500 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -49.5 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.33707 </a1>
<a2 units="cal/gmol"> -1454.52 </a2>
<a3 units="cal-K/gmol/bar"> 8.3211 </a3>
<a4 units="cal-K/gmol"> -21777 </a4>
<c1 units="cal/gmol/K"> 1.6236 </c1>
<c2 units="cal-K/gmol"> -118344 </c2>
<omega_Pr_Tr units="cal/gmol"> 225500 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -43.1 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Pr+++">
<speciesChemFormula> Pr+++ </speciesChemFormula>
<atomArray> Pr:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -162600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -168800 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -50 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.32406 </a1>
<a2 units="cal/gmol"> -1419.98 </a2>
<a3 units="cal-K/gmol/bar"> 8.1257 </a3>
<a4 units="cal-K/gmol"> -21920 </a4>
<c1 units="cal/gmol/K"> -1.1975 </c1>
<c2 units="cal-K/gmol"> -127511 </c2>
<omega_Pr_Tr units="cal/gmol"> 223500 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -42.1 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Ce+++">
<speciesChemFormula> Ce+++ </speciesChemFormula>
<atomArray> Ce:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -161600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -167400 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -49 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.29292 </a1>
<a2 units="cal/gmol"> -1493.38 </a2>
<a3 units="cal-K/gmol/bar"> 11.6196 </a3>
<a4 units="cal-K/gmol"> -21616 </a4>
<c1 units="cal/gmol/K"> 4.0445 </c1>
<c2 units="cal-K/gmol"> -108974 </c2>
<omega_Pr_Tr units="cal/gmol"> 222510 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -39.8 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="La+++">
<speciesChemFormula> La+++ </speciesChemFormula>
<atomArray> La:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -164000 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -169600 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -52 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.2788 </a1>
<a2 units="cal/gmol"> -1438.24 </a2>
<a3 units="cal-K/gmol/bar"> 10.9602 </a3>
<a4 units="cal-K/gmol"> -21844 </a4>
<c1 units="cal/gmol/K"> 4.2394 </c1>
<c2 units="cal-K/gmol"> -106122 </c2>
<omega_Pr_Tr units="cal/gmol"> 215720 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -38.6 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Dy+++">
<speciesChemFormula> Dy+++ </speciesChemFormula>
<atomArray> Dy:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -158700 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -166500 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -55.2 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.30003 </a1>
<a2 units="cal/gmol"> -1510.74 </a2>
<a3 units="cal-K/gmol/bar"> 11.6879 </a3>
<a4 units="cal-K/gmol"> -21545 </a4>
<c1 units="cal/gmol/K"> 9.5076 </c1>
<c2 units="cal-K/gmol"> -94919 </c2>
<omega_Pr_Tr units="cal/gmol"> 237920 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -40.7 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Y+++">
<speciesChemFormula> Y+++ </speciesChemFormula>
<atomArray> Y:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -163800 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -170900 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -60 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.30140 </a1>
<a2 units="cal/gmol"> -1514.08 </a2>
<a3 units="cal-K/gmol/bar"> 11.7010 </a3>
<a4 units="cal-K/gmol"> -21531 </a4>
<c1 units="cal/gmol/K"> 7.1634 </c1>
<c2 units="cal-K/gmol"> -103067 </c2>
<omega_Pr_Tr units="cal/gmol"> 237920 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -40.8 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Sm+++">
<speciesChemFormula> Sm+++ </speciesChemFormula>
<atomArray> Sm:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -159100 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -165200 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -50.7 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.32065 </a1>
<a2 units="cal/gmol"> -1561.08 </a2>
<a3 units="cal-K/gmol/bar"> 11.8857 </a3>
<a4 units="cal-K/gmol"> -21337 </a4>
<c1 units="cal/gmol/K"> 1.9385 </c1>
<c2 units="cal-K/gmol"> -118548 </c2>
<omega_Pr_Tr units="cal/gmol"> 229550 </omega_Pr_Tr>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Gd+++">
<speciesChemFormula> Gd+++ </speciesChemFormula>
<atomArray> Gd:1 E:-3</atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -158600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -164200 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -49.2 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.29771 </a1>
<a2 units="cal/gmol"> -1505.06 </a2>
<a3 units="cal-K/gmol/bar"> 11.6656 </a3>
<a4 units="cal-K/gmol"> -21568 </a4>
<c1 units="cal/gmol/K"> 6.5606 </c1>
<c2 units="cal-K/gmol"> -103474 </c2>
<omega_Pr_Tr units="cal/gmol"> 232650 </omega_Pr_Tr>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Na+">
<atomArray> Na:1 E:-1 </atomArray>
<charge> +1 </charge>
<thermo>
<Mu0 Pref="100000.0" Tmax="1000.0" Tmin="200.0">
<H298 units="cal/mol"> 0.0 </H298>
<numPoints> 2 </numPoints>
<floatArray size="2" title="Mu0Values" units="Dimensionless">
-125.5213, -125.5213
</floatArray>
<floatArray size="2" title="Mu0Temperatures">
298.15, 333.15
</floatArray>
</Mu0>
</thermo>
<standardState model="constant_incompressible">
<molarVolume> 1.3 </molarVolume>
</standardState>
</species>
</speciesData>
</ctml>

@ -22,7 +22,7 @@ ext_h0_filename = "../../data/jsons/min_h0_guess_ext_h0.txt"
with open(ext_h0_filename) as file: with open(ext_h0_filename) as file:
ext_h0_dict = json.load(file) ext_h0_dict = json.load(file)
labeled_data = pd.read_csv("../../data/csvs/" labeled_data = pd.read_csv("../../data/csvs/"
"zeroes_removed_PC88A_HCL_NdPrCeLaDySmY.csv") "multicomponent_PC88A_HCL_NdPrCeLaDySmY.csv")
exp_data = labeled_data.drop(labeled_data.columns[0], axis=1) exp_data = labeled_data.drop(labeled_data.columns[0], axis=1)
xml_file = "PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml" xml_file = "PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml"
lin_param_df = pd.read_csv("../../data/csvs" lin_param_df = pd.read_csv("../../data/csvs"
@ -237,8 +237,7 @@ while obj_diff1 > eps or obj_diff2 > eps:
del(output_dict['rel_diff'][-1]) del(output_dict['rel_diff'][-1])
output_dict['rel_diff'].append(rel_diff) output_dict['rel_diff'].append(rel_diff)
output_df = pd.DataFrame(output_dict) output_df = pd.DataFrame(output_dict)
output_df.to_csv('outputs/iterative_fitter_output4.csv') output_df.to_csv('outputs/iterative_fitter_output_multicomponent.csv')
obj_diff1 = np.abs(output_dict['best_obj'][-1]-output_dict['best_obj'][-2]) obj_diff1 = output_dict['best_obj'][-2]-output_dict['best_obj'][-1]
if i > 2: if i > 2:
obj_diff2 = np.abs( obj_diff2 = output_dict['best_obj'][-3] - output_dict['best_obj'][-1]
output_dict['best_obj'][-1] - output_dict['best_obj'][-3])

@ -2,15 +2,30 @@ import llepe
import pandas as pd import pandas as pd
import numpy as np import numpy as np
import json import json
import matplotlib as plt import matplotlib.pyplot as plt
import matplotlib import matplotlib
import re
def set_size(w, h, ax=None):
""" w, h: width, height in inches """
if not ax:
ax = plt.gca()
left = ax.figure.subplotpars.left
right = ax.figure.subplotpars.right
top = ax.figure.subplotpars.top
bottom = ax.figure.subplotpars.bottom
fig_width = float(w) / (right - left)
fig_height = float(h) / (top - bottom)
ax.figure.set_size_inches(fig_width, fig_height)
font = {'family': 'sans serif', font = {'family': 'sans serif',
'size': 24} 'size': 24}
matplotlib.rc('font', **font) matplotlib.rc('font', **font)
plt.rc('xtick', labelsize=18) matplotlib.rc('xtick', labelsize=18)
plt.rc('ytick', labelsize=18) matplotlib.rc('ytick', labelsize=18)
plt.rcParams['lines.linewidth'] = 4 matplotlib.rcParams['lines.linewidth'] = 4
matplotlib.rcParams['lines.markersize'] = 10 matplotlib.rcParams['lines.markersize'] = 10
@ -27,8 +42,8 @@ def mod_lin_param_df(lp_df, input_val, mini_species, mini_lin_param):
return new_lp_df return new_lp_df
info_df = pd.read_csv('outputs/iterative_fitter_w_mse_output.csv') info_df = pd.read_csv('outputs/iterative_fitter_output4.csv')
test_row = 3 test_row = -1
pitzer_params_filename = "../../data/jsons/min_h0_pitzer_params.txt" pitzer_params_filename = "../../data/jsons/min_h0_pitzer_params.txt"
with open(pitzer_params_filename) as file: with open(pitzer_params_filename) as file:
pitzer_params_dict = json.load(file) pitzer_params_dict = json.load(file)
@ -112,57 +127,146 @@ estimator.set_custom_objects_dict({'lin_param_df': lin_param_df})
estimator.update_custom_objects_dict(info_dict) estimator.update_custom_objects_dict(info_dict)
estimator.update_xml(info_dict, estimator.update_xml(info_dict,
dependant_params_dict=dependant_params_dict) dependant_params_dict=dependant_params_dict)
exp_data = estimator.get_exp_df() compared_value = 'La_org_eq'
feed_cols = [] plot_title = None
for col in exp_data.columns: legend = True
if 'aq_i' in col: predicted_dict = estimator.get_predicted_dict()
feed_cols.append(col) exp_df = estimator.get_exp_df()
exp_data['total_re'] = exp_data[feed_cols].sum(axis=1) pred = pd.DataFrame(predicted_dict)[compared_value].fillna(0).values
label_list = [] meas = exp_df[compared_value].fillna(0).values
for index, row in exp_data[feed_cols].iterrows(): name_breakdown = re.findall('[^_\W]+', compared_value)
bool_list = list((row > 0).values) compared_species = name_breakdown[0]
label = '' data_labels = list(labeled_data['label'])
for species, el in zip(species_list, bool_list): if compared_species == 'h':
if el: feed_molarity = exp_df['h_i'].fillna(0).values
label = '{0}-{1}'.format(label, species) elif compared_species == 'z':
label = label[1:] feed_molarity = exp_df['z_i'].fillna(0).values
label_list.append(label) else:
r2s = "" feed_molarity = exp_df[
for species in species_list: '{0}_aq_i'.format(compared_species)].fillna(0).values
# if species=='La': combined_df = pd.DataFrame({'pred': pred,
# save_name = 'outputs' \ 'meas': meas,
# '/parity_iterative_fitter_{0}_org_eq'.format(species) 'label': data_labels,
save_name = None 'feed_molarity': feed_molarity})
combined_df = combined_df[(combined_df['feed_molarity'] != 0)]
meas = combined_df['meas'].values
pred = combined_df['pred'].values
min_data = np.min([pred, meas])
max_data = np.max([pred, meas])
min_max_data = np.array([min_data, max_data])
if compared_species == 'h':
default_title = '$H^+$ eq. conc. (mol/L)'
elif compared_species == 'z':
default_title = '{0} eq. conc. (mol/L)'.format(extractant_name)
else:
phase = name_breakdown[1]
if phase == 'aq':
extracted_species_charge = extracted_species_charges[
extracted_species_list.index(
compared_species)]
default_title = '$%s^{%d+}$ eq. conc. (mol/L)' \
% (compared_species, extracted_species_charge)
elif phase == 'd':
default_title = '{0} distribution ratio'.format(
compared_species)
else:
default_title = '{0} complex eq. conc. (mol/L)'.format(
compared_species)
fig, ax = plt.subplots(figsize=(8, 6))
if isinstance(data_labels, list):
# unique_labels = list(set(data_labels))
unique_labels = ['Li (1987)',
'Kim (2012)',
'Formiga (2016)',
'Banda (2014)',
]
color_list = ['r', 'g', 'b', 'm']
marker_list = ['o', 's', 'P', 'X', ]
for ind, label in enumerate(unique_labels):
filtered_data = combined_df[combined_df['label'] == label]
filtered_meas = filtered_data['meas']
filtered_pred = filtered_data['pred']
if len(filtered_pred) != 0:
ax.scatter(filtered_meas,
filtered_pred,
label=label,
color=color_list[ind],
marker=marker_list[ind])
if legend:
ax.legend(loc=4)
ax.plot(min_max_data, min_max_data, color="b", label="")
ax.text(min_max_data[0],
min_max_data[1] * 0.9,
'$R^2$={0:.2f}'.format(estimator.r_squared(compared_value)))
ax.set(xlabel='Measured', ylabel='Predicted')
if plot_title is None:
ax.set_title(default_title)
set_size(8, 6)
plt.tight_layout()
plt.show()
# exp_data = estimator.get_exp_df()
# feed_cols = []
# for col in exp_data.columns:
# if 'aq_i' in col:
# feed_cols.append(col)
# exp_data['total_re'] = exp_data[feed_cols].sum(axis=1)
# label_list = []
# for index, row in exp_data[feed_cols].iterrows():
# bool_list = list((row > 0).values)
# label = ''
# for species, el in zip(species_list, bool_list):
# if el:
# label = '{0}-{1}'.format(label, species)
# label = label[1:]
# label_list.append(label)
# r2s = ""
# for species in species_list:
# # if species=='La':
# # save_name = 'outputs' \
# # '/parity_iterative_fitter_{0}_org_eq'.format(species)
# save_name = None
# fig, ax = estimator.parity_plot('{0}_org_eq'.format(species), # fig, ax = estimator.parity_plot('{0}_org_eq'.format(species),
# c_data='z_i', # c_data=
# exp_data['total_re'].values,
# c_label='Feed total RE ' # c_label='Feed total RE '
# 'molarity (mol/L)', # 'molarity (mol/L)',
# print_r_squared=True, # print_r_squared=False,
# save_path=save_name) # plot_title='')
r2s += str(estimator.r_squared('{0}_org_eq'.format(species))) + ',' # ax.plot([0, 0.05], [0, 0.05], c='b')
# ax.text(0.01, 0.04,
fig, ax = estimator.parity_plot('{0}_org_eq'.format(species), # '$R^2$={0:.2f}'.format(estimator.r_squared(
data_labels=label_list, # '{0}_org_eq'.format(species))))
print_r_squared=True, # ax.set_xlim((0, 0.05))
save_path=save_name) # ax.set_ylim((0, 0.05))
ax.legend(loc=4) # r2s += str(estimator.r_squared('{0}_org_eq'.format(species))) + ','
pred_df = pd.DataFrame(estimator.get_predicted_dict()) #
new_cols = [] # # fig, ax = estimator.parity_plot('{0}_org_eq'.format(species),
for col in pred_df.columns: # # data_labels=list(labeled_data['label']),
new_cols.append("pred_{0}".format(col)) # # print_r_squared=True,
pred_df.columns = new_cols # # save_path=save_name)
new_cols = ['label', # # ax.legend(loc=4)
'h_i', # pred_df = pd.DataFrame(estimator.get_predicted_dict())
'h_eq', # new_cols = []
'z_i', # for col in pred_df.columns:
'z_eq' # new_cols.append("pred_{0}".format(col))
] # pred_df.columns = new_cols
for species in species_list: # new_cols = ['label',
new_cols.append("{0}_aq_i".format(species)) # 'h_i',
new_cols.append("{0}_aq_eq".format(species)) # 'h_eq',
new_cols.append("{0}_d_eq".format(species)) # 'z_i',
labeled_data.columns = new_cols # 'z_eq'
total_df = labeled_data.join(pred_df) # ]
# for species in species_list:
# new_cols.append("{0}_aq_i".format(species))
# new_cols.append("{0}_aq_eq".format(species))
# new_cols.append("{0}_d_eq".format(species))
# labeled_data.columns = new_cols
# total_df = labeled_data.join(pred_df)
# total_df.to_csv('if_mse_total_df.csv') # total_df.to_csv('if_mse_total_df.csv')
# short_info_dict = {} # short_info_dict = {}
# for key, value in info_dict.items(): # for key, value in info_dict.items():

@ -8,7 +8,7 @@ parameters = 'slope,intercept,beta0,beta1'.split(',')
# if go != 'y': # if go != 'y':
# break # break
# plt.close('all') # plt.close('all')
df = pd.read_csv('outputs/iterative_fitter_output.csv') df = pd.read_csv('outputs/iterative_fitter_output4.csv')
info_cols = {parameter: [] for parameter in parameters} info_cols = {parameter: [] for parameter in parameters}
for col in df.columns: for col in df.columns:
for parameter in parameters: for parameter in parameters:
@ -48,4 +48,4 @@ ax.plot(df['iter'].values[1:],
ax.set_xlabel('iteration') ax.set_xlabel('iteration')
ax.set_ylabel('Value') ax.set_ylabel('Value')
plt.tight_layout() plt.tight_layout()
plt.savefig('outputs/rel_diff.png') # plt.savefig('outputs/rel_diff.png')

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@ -0,0 +1,13 @@
,iter,best_obj,rel_diff,best_ext_h0,Nd_intercept,Nd_beta0,Nd_beta1,Pr_intercept,Pr_beta0,Pr_beta1,Ce_intercept,Ce_beta0,Ce_beta1,La_intercept,La_beta0,La_beta1,Dy_intercept,Dy_beta0,Dy_beta1,Sm_intercept,Sm_beta0,Sm_beta1,Y_intercept,Y_beta0,Y_beta1
0,0,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20
1,1,0.033647778113830525,21.000000000000057,-1376877.1491014853,-796630.7472372957,0.7459820315595859,7.683962525237933,-808126.331804689,0.05879108393945308,0.5448323469435739,-798601.759258479,0.6005010041816041,4.910031852331482,-802384.4792986697,0.5930046452497859,5.277120552778203,-805107.4528195162,0.6129648575972374,5.360202430370018,-795364.2081485003,0.5978078971541942,5.279174082617606,-814654.8936071004,0.9657036817294907,8.515030539951253
2,2,0.011371891310485667,1.7809885286134581,-1377917.5261387695,-796507.2063621008,1.282838759795358,6.902804792440243,-808735.3933837808,0.05879108229837919,0.5448322898792433,-798307.3201515124,0.6005010298214011,4.910022284826427,-801912.301008032,0.5930045609171245,5.277127676968026,-801913.8255634321,0.7646294828913005,7.848342595191327,-795363.041378655,0.5978084651250514,5.279183026035014,-813457.4899543246,0.8866269789489127,9.867663759220948
3,3,0.008641080472189547,0.7095542768622557,-1377917.5261387695,-796048.7760914894,1.0825298224626023,6.211283570154922,-807884.6838503737,0.05879107717406858,0.5448320238819658,-799326.8310861788,0.6005020116531858,4.91004437191519,-801737.4462156398,0.5930048961782302,5.277144735292778,-801426.9157177466,0.5532849580804902,9.206773080251143,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
4,4,0.0077116880626842774,0.001045483581763083,-1377917.5261387695,-796123.8048527003,1.082532056501894,6.21126666931227,-807682.864923159,0.05879107717406858,0.5448320238819658,-798906.4762851987,0.6005020116531858,4.91004437191519,-801602.4497529072,0.5930048961782302,5.277144735292778,-801426.3864333024,0.5532852226657412,9.206784416704208,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
5,5,0.007654988377412918,0.0004889223754199215,-1377917.5269444608,-795978.009332054,1.0825315776813356,6.211262701179254,-807775.0879128327,0.05879107717406858,0.5448320238819658,-798839.9836325685,0.6005020116531858,4.91004437191519,-801517.285745487,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
6,6,0.007610209179550956,0.0003179015187814805,-1377917.5269997541,-795889.1188724772,1.0825315776813356,6.211262701179254,-807684.2192836072,0.05879107717406858,0.5448320238819658,-798798.9084175534,0.6005020116531858,4.91004437191519,-801483.3687901833,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
7,7,0.007598843960371909,0.00011070832700715566,-1377917.5269100612,-795897.0467890751,1.0825315776813356,6.211262701179254,-807644.9779835651,0.05879107717406858,0.5448320238819658,-798798.9084175534,0.6005020116531858,4.91004437191519,-801441.5615806901,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
8,8,0.007598581095870595,3.145446182414225e-05,-1377917.5269485628,-795872.4794372824,1.0825315776813356,6.211262701179254,-807644.5039264921,0.05879107717406858,0.5448320238819658,-798798.9084175534,0.6005020116531858,4.91004437191519,-801441.5615806901,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
9,9,0.0075985812451889985,0.0,-1377917.5269485628,-795872.4794372824,1.0825315776813356,6.211262701179254,-807644.5039264921,0.05879107717406858,0.5448320238819658,-798798.9084175534,0.6005020116531858,4.91004437191519,-801441.5615806901,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
10,10,0.0075985812451889985,0.0,-1377917.5269485628,-795872.4794372824,1.0825315776813356,6.211262701179254,-807644.5039264921,0.05879107717406858,0.5448320238819658,-798798.9084175534,0.6005020116531858,4.91004437191519,-801441.5615806901,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
11,11,0.0075985812451889985,0.0,-1377917.5269485628,-795872.4794372824,1.0825315776813356,6.211262701179254,-807644.5039264921,0.05879107717406858,0.5448320238819658,-798798.9084175534,0.6005020116531858,4.91004437191519,-801441.5615806901,0.5930048961782302,5.277144735292778,-801426.9000381464,0.5532852863195881,9.206787175138803,-795364.1985261647,0.5978087860273482,5.279188095059933,-813457.4899543246,0.8866269789489127,9.867663759220948
1 iter best_obj rel_diff best_ext_h0 Nd_intercept Nd_beta0 Nd_beta1 Pr_intercept Pr_beta0 Pr_beta1 Ce_intercept Ce_beta0 Ce_beta1 La_intercept La_beta0 La_beta1 Dy_intercept Dy_beta0 Dy_beta1 Sm_intercept Sm_beta0 Sm_beta1 Y_intercept Y_beta0 Y_beta1
2 0 0 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20
3 1 1 0.033647778113830525 21.000000000000057 -1376877.1491014853 -796630.7472372957 0.7459820315595859 7.683962525237933 -808126.331804689 0.05879108393945308 0.5448323469435739 -798601.759258479 0.6005010041816041 4.910031852331482 -802384.4792986697 0.5930046452497859 5.277120552778203 -805107.4528195162 0.6129648575972374 5.360202430370018 -795364.2081485003 0.5978078971541942 5.279174082617606 -814654.8936071004 0.9657036817294907 8.515030539951253
4 2 2 0.011371891310485667 1.7809885286134581 -1377917.5261387695 -796507.2063621008 1.282838759795358 6.902804792440243 -808735.3933837808 0.05879108229837919 0.5448322898792433 -798307.3201515124 0.6005010298214011 4.910022284826427 -801912.301008032 0.5930045609171245 5.277127676968026 -801913.8255634321 0.7646294828913005 7.848342595191327 -795363.041378655 0.5978084651250514 5.279183026035014 -813457.4899543246 0.8866269789489127 9.867663759220948
5 3 3 0.008641080472189547 0.7095542768622557 -1377917.5261387695 -796048.7760914894 1.0825298224626023 6.211283570154922 -807884.6838503737 0.05879107717406858 0.5448320238819658 -799326.8310861788 0.6005020116531858 4.91004437191519 -801737.4462156398 0.5930048961782302 5.277144735292778 -801426.9157177466 0.5532849580804902 9.206773080251143 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
6 4 4 0.0077116880626842774 0.001045483581763083 -1377917.5261387695 -796123.8048527003 1.082532056501894 6.21126666931227 -807682.864923159 0.05879107717406858 0.5448320238819658 -798906.4762851987 0.6005020116531858 4.91004437191519 -801602.4497529072 0.5930048961782302 5.277144735292778 -801426.3864333024 0.5532852226657412 9.206784416704208 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
7 5 5 0.007654988377412918 0.0004889223754199215 -1377917.5269444608 -795978.009332054 1.0825315776813356 6.211262701179254 -807775.0879128327 0.05879107717406858 0.5448320238819658 -798839.9836325685 0.6005020116531858 4.91004437191519 -801517.285745487 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
8 6 6 0.007610209179550956 0.0003179015187814805 -1377917.5269997541 -795889.1188724772 1.0825315776813356 6.211262701179254 -807684.2192836072 0.05879107717406858 0.5448320238819658 -798798.9084175534 0.6005020116531858 4.91004437191519 -801483.3687901833 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
9 7 7 0.007598843960371909 0.00011070832700715566 -1377917.5269100612 -795897.0467890751 1.0825315776813356 6.211262701179254 -807644.9779835651 0.05879107717406858 0.5448320238819658 -798798.9084175534 0.6005020116531858 4.91004437191519 -801441.5615806901 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
10 8 8 0.007598581095870595 3.145446182414225e-05 -1377917.5269485628 -795872.4794372824 1.0825315776813356 6.211262701179254 -807644.5039264921 0.05879107717406858 0.5448320238819658 -798798.9084175534 0.6005020116531858 4.91004437191519 -801441.5615806901 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
11 9 9 0.0075985812451889985 0.0 -1377917.5269485628 -795872.4794372824 1.0825315776813356 6.211262701179254 -807644.5039264921 0.05879107717406858 0.5448320238819658 -798798.9084175534 0.6005020116531858 4.91004437191519 -801441.5615806901 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
12 10 10 0.0075985812451889985 0.0 -1377917.5269485628 -795872.4794372824 1.0825315776813356 6.211262701179254 -807644.5039264921 0.05879107717406858 0.5448320238819658 -798798.9084175534 0.6005020116531858 4.91004437191519 -801441.5615806901 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948
13 11 11 0.0075985812451889985 0.0 -1377917.5269485628 -795872.4794372824 1.0825315776813356 6.211262701179254 -807644.5039264921 0.05879107717406858 0.5448320238819658 -798798.9084175534 0.6005020116531858 4.91004437191519 -801441.5615806901 0.5930048961782302 5.277144735292778 -801426.9000381464 0.5532852863195881 9.206787175138803 -795364.1985261647 0.5978087860273482 5.279188095059933 -813457.4899543246 0.8866269789489127 9.867663759220948

@ -0,0 +1,10 @@
,iter,best_obj,rel_diff,best_ext_h0,Nd_intercept,Nd_beta0,Nd_beta1,Pr_intercept,Pr_beta0,Pr_beta1,Ce_intercept,Ce_beta0,Ce_beta1,La_intercept,La_beta0,La_beta1,Dy_intercept,Dy_beta0,Dy_beta1,Sm_intercept,Sm_beta0,Sm_beta1,Y_intercept,Y_beta0,Y_beta1
0,0,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20
1,1,7.243881311122883e-06,21.000000000000057,-1376882.0784583509,-793959.2365328791,1.213718406400912,7.748153622541222,-805092.317983506,0.05879109101834264,0.5448322349963308,-789740.8658638337,0.2035235053232368,21.120426174002823,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794033.3277785552,0.6989082242196476,6.877882016105836,-814036.0292108656,0.8852797060008407,9.334636294454038
2,2,5.235683016217101e-06,5.0826146693579895e-05,-1376882.0784583509,-793959.2365328791,1.213718406400912,7.748153622541222,-805061.9201482645,0.05879109126451901,0.5448322298014207,-789740.8658638337,0.2035235053232368,21.120426174002823,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
3,3,5.234379962639123e-06,0.0004431912247434154,-1376882.0784583509,-793651.8526619686,1.213717095858249,7.748129467548838,-805038.8843481757,0.058791091500561485,0.5448322248125199,-789722.8075867157,0.20352350320923904,21.120419048363047,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
4,4,1.0136650760054431e-05,3.4483260160044286e-05,-1376882.0786722435,-793679.2203652804,1.213717095858249,7.748129467548838,-805038.8843481757,0.058791091500561485,0.5448322248125199,-789722.8075867157,0.20352350320923904,21.120419048363047,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
5,5,1.0461762551892658e-05,1.3733029030223567e-05,-1376882.079002063,-793690.1199850544,1.213717095858249,7.748129467548838,-805038.8843481757,0.058791091500561485,0.5448322248125199,-789722.8075867157,0.20352350320923904,21.120419048363047,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
6,6,1.0461847595183674e-05,0.0,-1376882.079002063,-793690.1199850544,1.213717095858249,7.748129467548838,-805038.8843481757,0.058791091500561485,0.5448322248125199,-789722.8075867157,0.20352350320923904,21.120419048363047,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
7,7,1.0568726787700163e-05,0.0,-1376882.079002063,-793690.1199850544,1.213717095858249,7.748129467548838,-805038.8843481757,0.058791091500561485,0.5448322248125199,-789722.8075867157,0.20352350320923904,21.120419048363047,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
8,8,1.1654800306565983e-05,0.0,-1376882.079002063,-793690.1199850544,1.213717095858249,7.748129467548838,-805038.8843481757,0.058791091500561485,0.5448322248125199,-789722.8075867157,0.20352350320923904,21.120419048363047,-797993.3842652582,1.0223168335791357,0.5296306654103653,-801345.4872245657,0.7646372240575223,7.849276225207628,-794023.0863911208,0.6989083059080712,6.877881736471866,-814036.0292108656,0.8852797060008407,9.334636294454038
1 iter best_obj rel_diff best_ext_h0 Nd_intercept Nd_beta0 Nd_beta1 Pr_intercept Pr_beta0 Pr_beta1 Ce_intercept Ce_beta0 Ce_beta1 La_intercept La_beta0 La_beta1 Dy_intercept Dy_beta0 Dy_beta1 Sm_intercept Sm_beta0 Sm_beta1 Y_intercept Y_beta0 Y_beta1
2 0 0 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20
3 1 1 7.243881311122883e-06 21.000000000000057 -1376882.0784583509 -793959.2365328791 1.213718406400912 7.748153622541222 -805092.317983506 0.05879109101834264 0.5448322349963308 -789740.8658638337 0.2035235053232368 21.120426174002823 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794033.3277785552 0.6989082242196476 6.877882016105836 -814036.0292108656 0.8852797060008407 9.334636294454038
4 2 2 5.235683016217101e-06 5.0826146693579895e-05 -1376882.0784583509 -793959.2365328791 1.213718406400912 7.748153622541222 -805061.9201482645 0.05879109126451901 0.5448322298014207 -789740.8658638337 0.2035235053232368 21.120426174002823 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038
5 3 3 5.234379962639123e-06 0.0004431912247434154 -1376882.0784583509 -793651.8526619686 1.213717095858249 7.748129467548838 -805038.8843481757 0.058791091500561485 0.5448322248125199 -789722.8075867157 0.20352350320923904 21.120419048363047 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038
6 4 4 1.0136650760054431e-05 3.4483260160044286e-05 -1376882.0786722435 -793679.2203652804 1.213717095858249 7.748129467548838 -805038.8843481757 0.058791091500561485 0.5448322248125199 -789722.8075867157 0.20352350320923904 21.120419048363047 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038
7 5 5 1.0461762551892658e-05 1.3733029030223567e-05 -1376882.079002063 -793690.1199850544 1.213717095858249 7.748129467548838 -805038.8843481757 0.058791091500561485 0.5448322248125199 -789722.8075867157 0.20352350320923904 21.120419048363047 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038
8 6 6 1.0461847595183674e-05 0.0 -1376882.079002063 -793690.1199850544 1.213717095858249 7.748129467548838 -805038.8843481757 0.058791091500561485 0.5448322248125199 -789722.8075867157 0.20352350320923904 21.120419048363047 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038
9 7 7 1.0568726787700163e-05 0.0 -1376882.079002063 -793690.1199850544 1.213717095858249 7.748129467548838 -805038.8843481757 0.058791091500561485 0.5448322248125199 -789722.8075867157 0.20352350320923904 21.120419048363047 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038
10 8 8 1.1654800306565983e-05 0.0 -1376882.079002063 -793690.1199850544 1.213717095858249 7.748129467548838 -805038.8843481757 0.058791091500561485 0.5448322248125199 -789722.8075867157 0.20352350320923904 21.120419048363047 -797993.3842652582 1.0223168335791357 0.5296306654103653 -801345.4872245657 0.7646372240575223 7.849276225207628 -794023.0863911208 0.6989083059080712 6.877881736471866 -814036.0292108656 0.8852797060008407 9.334636294454038

@ -0,0 +1,27 @@
,iter,best_obj,rel_diff,best_ext_h0,Nd_intercept,Nd_beta0,Nd_beta1,Pr_intercept,Pr_beta0,Pr_beta1,Ce_intercept,Ce_beta0,Ce_beta1,La_intercept,La_beta0,La_beta1,Dy_intercept,Dy_beta0,Dy_beta1,Sm_intercept,Sm_beta0,Sm_beta1,Y_intercept,Y_beta0,Y_beta1
0,0,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20,1e+20
1,1,0.03589758768077916,21.000000000000057,-1376877.1578525545,-796630.7472372957,0.7459820315595859,7.683962525237933,-804949.676541606,0.5878722433097117,5.446965040891874,-799671.8535977869,0.5683138771769763,4.330159786749355,-798281.080974753,0.05929999713109059,14.235546390790574,-805107.4528322341,0.6129648560200409,5.360202416896411,-795364.2084167162,0.5978078969216549,5.279174081605432,-814654.8936058494,0.9657036817607582,8.515030540098573
2,2,0.020523566039320422,2.5585440673715034,-1377356.1260593878,-797059.9776562914,0.7459837782866834,7.683963804574712,-807474.5742908432,0.412119358146579,0.5446965040891875,-798541.1385153377,0.5683086183011624,4.3301017748512365,-793826.8317553926,0.059179052561110786,19.77323694076803,-801913.8726103224,0.7646416177518945,7.84824568473698,-795363.0419325187,0.59780846432948,5.279183016139414,-813457.2158804197,0.8866130626375315,9.867928019371377
3,3,0.019477920445525317,7.677982352652354,-1375588.6756908477,-793163.8973856996,0.3209195035432397,13.123168416291694,-808683.1537883538,0.412118699519776,0.5446960424554511,-790111.3963314675,0.05683086183011624,23.89686703927439,-791050.7992598361,0.05905360634622211,29.84340866533762,-801427.30300279,0.5534942813794564,9.205560588460095,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
4,4,0.010207128776218969,0.42455280980920035,-1375610.9624283572,-794262.8311628923,0.3216915257810643,13.804909552933434,-808435.0647171926,0.41211840588454257,0.5446957279361009,-790207.5472086382,0.056830829357604154,23.89689998523618,-795480.9739022574,0.05878743947127101,19.151367921508545,-801426.8680903579,0.5534944284911872,9.205566903683641,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
5,5,0.014641607256599173,1.6866445651799755,-1375538.6750637838,-798938.0765541978,0.3566318051278,2.900470205622694,-805875.0643270919,0.41211840588454257,0.5446957279361009,-793436.7925485797,0.056742997228693914,13.80172079259027,-796954.8557059788,0.05868227362010503,12.498956039602165,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
6,6,0.009364477922161399,0.5171670324839205,-1375506.0331521921,-798500.5981007863,0.35663166857868867,2.9004640415749985,-807020.2949058269,0.41211840588454257,0.5446957279361009,-793926.4769803158,0.056743019042837614,13.801790803325336,-794407.3237807738,0.059071074021005275,18.80781812800432,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
7,7,0.008587420254580813,1.059528868598552,-1375505.5181543154,-798685.9967218107,0.35663172954569944,2.900465970474833,-807454.2257048099,0.41211840588454257,0.5446957279361009,-789725.2952172983,0.05719014118011185,22.726516278088134,-791396.077682103,0.05903562942413778,26.228646183949166,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
8,8,0.010436904878903537,0.29420985511692826,-1375548.1106216116,-799519.3918074799,0.35663172954569944,2.900465970474833,-808023.7799223613,0.41211840588454257,0.5446957279361009,-786951.389362888,0.05708292450340597,28.34019679365209,-791002.4212304557,0.05887049745806909,27.19304858223857,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
9,9,0.008122441324296938,0.5056025050774561,-1375532.8964810933,-799252.2437781714,0.35663172954569944,2.900465970474833,-807837.3724848758,0.41211840588454257,0.5446957279361009,-790021.4446221002,0.05689505465396167,23.449630511144804,-795447.5533695783,0.058631276343575414,18.611038118056705,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
10,10,0.012928748169505148,0.8333232355853131,-1375557.2637008368,-798461.2222513977,0.35663172954569944,2.900465970474833,-806951.4949354676,0.41211840588454257,0.5446957279361009,-795969.4556880995,0.056793906518569214,11.277961619380736,-797714.8073241808,0.05842557708316379,13.092573662989777,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
11,11,0.007800190819962697,0.36349221067564863,-1375530.569913902,-798291.6222911178,0.35663172954569944,2.900465970474833,-806824.7532982712,0.41211840588454257,0.5446957279361009,-795638.7226937105,0.0567939201459683,11.27792734701911,-795125.0133593426,0.058611088348722154,17.75722543814867,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
12,12,0.00921314263132423,1.6582390417163946,-1375352.6611008795,-799018.4755125245,0.35663172954569944,2.900465970474833,-807547.1998794067,0.41211840588454257,0.5446957279361009,-789593.3324594139,0.057780238237745564,22.7526002647588,-790289.6353698338,0.05869157014173162,28.5282029237168,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
13,13,0.0164949043385192,0.5442127617504667,-1375330.196734157,-799860.8096262615,0.35663172954569944,2.900465970474833,-808560.5669803121,0.41211840588454257,0.5446957279361009,-784843.309147467,0.05766909907971607,32.27291103838875,-788888.7517598639,0.058542471191840494,31.701224910845188,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
14,14,0.010623495713475158,0.602757119120526,-1375351.9855972743,-799632.2232496517,0.35663172954569944,2.900465970474833,-808321.7283717714,0.41211840588454257,0.5446957279361009,-788451.2944893743,0.057453027762948625,26.992114973264634,-795921.9019280333,0.058276332684925714,18.490011381032488,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
15,15,0.020076787588486848,1.0484920101715856,-1375285.2763873788,-798333.4293311803,0.35663172954569944,2.900465970474833,-806908.9647236438,0.41211840588454257,0.5446957279361009,-799190.3142882502,0.05726405467005661,2.6992114973264636,-795227.311995532,0.05860570542646566,16.240039078247854,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
16,16,0.007946994350521493,0.0013058079059853106,-1375281.5761035422,-798434.7113981954,0.35663172954569944,2.900465970474833,-806825.5999826461,0.41211840588454257,0.5446957279361009,-799709.74809272,0.05726405662551625,2.6992166442291183,-795558.7828092766,0.05860569942350758,16.24014965075902,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
17,17,0.00786340427833731,0.06642675860532837,-1375281.5757328654,-798645.9616186575,0.35663172954569944,2.900465970474833,-807277.1206417971,0.41211840588454257,0.5446957279361009,-799564.0986061025,0.05726405599313575,2.6992201079308553,-795074.773177479,0.058327655804418455,17.215637464507253,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
18,18,0.007639301074559701,0.03358010063393503,-1375274.53927792,-798757.6626722564,0.35663172954569944,2.900465970474833,-807442.731414953,0.41211840588454257,0.5446957279361009,-799932.191263451,0.05726405599313575,2.6992201079308553,-795454.173437478,0.05797530586210222,16.76361227782182,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
19,19,0.007567810584575274,0.00032734971823157984,-1375274.5400305095,-798776.6132373732,0.35663172954569944,2.900465970474833,-807407.5175994666,0.41211840588454257,0.5446957279361009,-799839.5141766575,0.05726405599313575,2.6992201079308553,-795567.5444104999,0.05797527817732809,16.763631654115574,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
20,20,0.007559522636647893,0.0003284988853867459,-1375274.539920735,-798878.7031945293,0.35663172954569944,2.900465970474833,-807474.2323978223,0.41211840588454257,0.5446957279361009,-799918.231712956,0.05726405599313575,2.6992201079308553,-795552.3072518674,0.05797526981415537,16.763625801929546,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
21,21,0.007557017666936972,0.00011741201128258779,-1375274.5398505423,-798875.2254308723,0.35663172954569944,2.900465970474833,-807474.2323978223,0.41211840588454257,0.5446957279361009,-799969.9761753903,0.05726405599313575,2.6992201079308553,-795590.7893224553,0.05797526981415537,16.763625801929546,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
22,22,0.007557912174965889,4.953375811471988e-06,-1375274.5395942358,-798879.1825600903,0.35663172954569944,2.900465970474833,-807474.2323978223,0.41211840588454257,0.5446957279361009,-799969.9761753903,0.05726405599313575,2.6992201079308553,-795590.7893224553,0.05797526981415537,16.763625801929546,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
23,23,0.007557925434292841,0.0,-1375274.5395942358,-798879.1825600903,0.35663172954569944,2.900465970474833,-807474.2323978223,0.41211840588454257,0.5446957279361009,-799969.9761753903,0.05726405599313575,2.6992201079308553,-795590.7893224553,0.05797526981415537,16.763625801929546,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
24,24,0.007557925434292841,0.0,-1375274.5395942358,-798879.1825600903,0.35663172954569944,2.900465970474833,-807474.2323978223,0.41211840588454257,0.5446957279361009,-799969.9761753903,0.05726405599313575,2.6992201079308553,-795590.7893224553,0.05797526981415537,16.763625801929546,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
25,25,0.007557925434292841,0.0,-1375274.5395942358,-798879.1825600903,0.35663172954569944,2.900465970474833,-807474.2323978223,0.41211840588454257,0.5446957279361009,-799969.9761753903,0.05726405599313575,2.6992201079308553,-795590.7893224553,0.05797526981415537,16.763625801929546,-801427.2924061618,0.5534945060571388,9.205570263716002,-795364.198868676,0.5978087854283536,5.279188087719687,-813457.2158804197,0.8866130626375315,9.867928019371377
1 iter best_obj rel_diff best_ext_h0 Nd_intercept Nd_beta0 Nd_beta1 Pr_intercept Pr_beta0 Pr_beta1 Ce_intercept Ce_beta0 Ce_beta1 La_intercept La_beta0 La_beta1 Dy_intercept Dy_beta0 Dy_beta1 Sm_intercept Sm_beta0 Sm_beta1 Y_intercept Y_beta0 Y_beta1
2 0 0 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20 1e+20
3 1 1 0.03589758768077916 21.000000000000057 -1376877.1578525545 -796630.7472372957 0.7459820315595859 7.683962525237933 -804949.676541606 0.5878722433097117 5.446965040891874 -799671.8535977869 0.5683138771769763 4.330159786749355 -798281.080974753 0.05929999713109059 14.235546390790574 -805107.4528322341 0.6129648560200409 5.360202416896411 -795364.2084167162 0.5978078969216549 5.279174081605432 -814654.8936058494 0.9657036817607582 8.515030540098573
4 2 2 0.020523566039320422 2.5585440673715034 -1377356.1260593878 -797059.9776562914 0.7459837782866834 7.683963804574712 -807474.5742908432 0.412119358146579 0.5446965040891875 -798541.1385153377 0.5683086183011624 4.3301017748512365 -793826.8317553926 0.059179052561110786 19.77323694076803 -801913.8726103224 0.7646416177518945 7.84824568473698 -795363.0419325187 0.59780846432948 5.279183016139414 -813457.2158804197 0.8866130626375315 9.867928019371377
5 3 3 0.019477920445525317 7.677982352652354 -1375588.6756908477 -793163.8973856996 0.3209195035432397 13.123168416291694 -808683.1537883538 0.412118699519776 0.5446960424554511 -790111.3963314675 0.05683086183011624 23.89686703927439 -791050.7992598361 0.05905360634622211 29.84340866533762 -801427.30300279 0.5534942813794564 9.205560588460095 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
6 4 4 0.010207128776218969 0.42455280980920035 -1375610.9624283572 -794262.8311628923 0.3216915257810643 13.804909552933434 -808435.0647171926 0.41211840588454257 0.5446957279361009 -790207.5472086382 0.056830829357604154 23.89689998523618 -795480.9739022574 0.05878743947127101 19.151367921508545 -801426.8680903579 0.5534944284911872 9.205566903683641 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
7 5 5 0.014641607256599173 1.6866445651799755 -1375538.6750637838 -798938.0765541978 0.3566318051278 2.900470205622694 -805875.0643270919 0.41211840588454257 0.5446957279361009 -793436.7925485797 0.056742997228693914 13.80172079259027 -796954.8557059788 0.05868227362010503 12.498956039602165 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
8 6 6 0.009364477922161399 0.5171670324839205 -1375506.0331521921 -798500.5981007863 0.35663166857868867 2.9004640415749985 -807020.2949058269 0.41211840588454257 0.5446957279361009 -793926.4769803158 0.056743019042837614 13.801790803325336 -794407.3237807738 0.059071074021005275 18.80781812800432 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
9 7 7 0.008587420254580813 1.059528868598552 -1375505.5181543154 -798685.9967218107 0.35663172954569944 2.900465970474833 -807454.2257048099 0.41211840588454257 0.5446957279361009 -789725.2952172983 0.05719014118011185 22.726516278088134 -791396.077682103 0.05903562942413778 26.228646183949166 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
10 8 8 0.010436904878903537 0.29420985511692826 -1375548.1106216116 -799519.3918074799 0.35663172954569944 2.900465970474833 -808023.7799223613 0.41211840588454257 0.5446957279361009 -786951.389362888 0.05708292450340597 28.34019679365209 -791002.4212304557 0.05887049745806909 27.19304858223857 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
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19 17 17 0.00786340427833731 0.06642675860532837 -1375281.5757328654 -798645.9616186575 0.35663172954569944 2.900465970474833 -807277.1206417971 0.41211840588454257 0.5446957279361009 -799564.0986061025 0.05726405599313575 2.6992201079308553 -795074.773177479 0.058327655804418455 17.215637464507253 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
20 18 18 0.007639301074559701 0.03358010063393503 -1375274.53927792 -798757.6626722564 0.35663172954569944 2.900465970474833 -807442.731414953 0.41211840588454257 0.5446957279361009 -799932.191263451 0.05726405599313575 2.6992201079308553 -795454.173437478 0.05797530586210222 16.76361227782182 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
21 19 19 0.007567810584575274 0.00032734971823157984 -1375274.5400305095 -798776.6132373732 0.35663172954569944 2.900465970474833 -807407.5175994666 0.41211840588454257 0.5446957279361009 -799839.5141766575 0.05726405599313575 2.6992201079308553 -795567.5444104999 0.05797527817732809 16.763631654115574 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
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24 22 22 0.007557912174965889 4.953375811471988e-06 -1375274.5395942358 -798879.1825600903 0.35663172954569944 2.900465970474833 -807474.2323978223 0.41211840588454257 0.5446957279361009 -799969.9761753903 0.05726405599313575 2.6992201079308553 -795590.7893224553 0.05797526981415537 16.763625801929546 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
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26 24 24 0.007557925434292841 0.0 -1375274.5395942358 -798879.1825600903 0.35663172954569944 2.900465970474833 -807474.2323978223 0.41211840588454257 0.5446957279361009 -799969.9761753903 0.05726405599313575 2.6992201079308553 -795590.7893224553 0.05797526981415537 16.763625801929546 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377
27 25 25 0.007557925434292841 0.0 -1375274.5395942358 -798879.1825600903 0.35663172954569944 2.900465970474833 -807474.2323978223 0.41211840588454257 0.5446957279361009 -799969.9761753903 0.05726405599313575 2.6992201079308553 -795590.7893224553 0.05797526981415537 16.763625801929546 -801427.2924061618 0.5534945060571388 9.205570263716002 -795364.198868676 0.5978087854283536 5.279188087719687 -813457.2158804197 0.8866130626375315 9.867928019371377

Binary file not shown.

After

Width:  |  Height:  |  Size: 11 KiB

@ -33,7 +33,7 @@
<thermo> <thermo>
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-1376882.0784583509</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-1377917.5269485628</h0>
<s0 units="J/mol/K"> 558.9824 </s0> <s0 units="J/mol/K"> 558.9824 </s0>
<cp0 units="J/mol/K"> 0.0</cp0> <cp0 units="J/mol/K"> 0.0</cp0>
</const_cp> </const_cp>
@ -50,7 +50,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4924298.0880370205</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4929625.060282971</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -67,7 +67,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4935685.119723228</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4941397.084772181</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -85,7 +85,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4920369.042961768</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4932551.489263242</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -103,7 +103,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4928639.61964031</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4935194.142426379</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -120,7 +120,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4931991.722599618</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4935179.480883835</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -138,7 +138,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4944682.264585918</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4947210.070800013</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -157,7 +157,7 @@
<const_cp Tmax="300.0" Tmin="298.0"> <const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0> <t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 18:30 7-26-2020">-4924669.3217661735</h0> <h0 units="J/mol" updated="Updated at 19:20 7-29-2020">-4929116.779371853</h0>
<s0 units="J/mol/K"> 1117.965 </s0> <s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0> <cp0 units="J/mol/K">0.0</cp0>
</const_cp> </const_cp>
@ -245,10 +245,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Pr+++"> <binarySaltParameters anion="Cl-" cation="Pr+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.058791091500561485, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.058791077174068576, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 0.5448322248125199, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 0.5448320238819658, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -261,10 +261,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Nd+++"> <binarySaltParameters anion="Cl-" cation="Nd+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 1.213717095858249, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 1.0825315776813356, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 7.7481294675488375, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 6.211262701179254, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -277,10 +277,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="La+++"> <binarySaltParameters anion="Cl-" cation="La+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 1.0223168335791355, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.5930048961782302, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 0.5296306654103653, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 5.2771447352927785, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -293,10 +293,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Dy+++"> <binarySaltParameters anion="Cl-" cation="Dy+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.7646372240575223, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.5532852863195881, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 7.849276225207628, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 9.206787175138805, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -309,10 +309,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Ce+++"> <binarySaltParameters anion="Cl-" cation="Ce+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.20352350320923904, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.6005020116531858, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 21.120419048363047, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 4.91004437191519, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -325,10 +325,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Y+++"> <binarySaltParameters anion="Cl-" cation="Y+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.8852797060008407, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.8866269789489127, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 9.334636294454038, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 9.867663759220948, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>
@ -341,10 +341,10 @@
</binarySaltParameters> </binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Sm+++"> <binarySaltParameters anion="Cl-" cation="Sm+++">
<beta0 updated="Updated at 18:30 7-26-2020"> 0.6989083059080712, 0.0, 0.0, 0.0, 0.0 </beta0> <beta0 updated="Updated at 19:20 7-29-2020"> 0.5978087860273482, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 18:30 7-26-2020"> 6.877881736471866, 0.0, 0.0, 0.0, 0.0 </beta1> <beta1 updated="Updated at 19:20 7-29-2020"> 5.279188095059934, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2> <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 18:30 7-26-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi> <Cphi updated="Updated at 19:20 7-29-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1> <Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2> <Alpha2> 0 </Alpha2>
<source> <source>

@ -0,0 +1,716 @@
<ctml>
<validate reactions="yes" species="yes" />
<phase dim="3" id="PC88A_liquid">
<elementArray datasrc="elementz.xml">
Cl O H C P Nd Pr Ce La Dy Y Sm dummy
</elementArray>
<speciesArray datasrc="#species_PC88A_liquid">
(HA)2(org) dodecane Nd(H(A)2)3(org) Pr(H(A)2)3(org) Ce(H(A)2)3(org) La(H(A)2)3(org) Dy(H(A)2)3(org) Sm(H(A)2)3(org) Y(H(A)2)3(org)
</speciesArray>
<state>
<temperature units="K"> 298.15 </temperature>
<pressure units="Pa"> 100000.0 </pressure>
<soluteMolalities>
(HA)2(org): 0.25
</soluteMolalities>
</state>
<thermo model="IdealSolidSolution">
<standardConc model="molar_volume" />
</thermo>
<standardConc model="molar_volume" />
<transport model="None" />
<kinetics model="none" />
</phase>
<speciesData id="species_PC88A_liquid">
<species name="(HA)2(org)">
<atomArray> C:16 H:35 O:3 P:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-1376882.3191117246</h0>
<s0 units="J/mol/K"> 558.9824 </s0>
<cp0 units="J/mol/K"> 0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.320974226079</molarVolume>
</standardState>
</species>
<species name="Nd(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Nd:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4925566.309854757</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.973500071223</molarVolume>
</standardState>
</species>
<species name="Pr(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Pr:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4938249.845712334</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.979936421078</molarVolume>
</standardState>
</species>
<species name="Ce(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Ce:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4920387.823199008</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">1.0060487218</molarVolume>
</standardState>
</species>
<species name="La(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 La:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4933548.865580005</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.981485801577</molarVolume>
</standardState>
</species>
<species name="Dy(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Dy:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4932560.171447597</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.961666360676</molarVolume>
</standardState>
</species>
<species name="Y(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Y:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4944840.781582316</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume updated="Updated at 21:02:32">0.958888814485</molarVolume>
</standardState>
</species>
<species name="Sm(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Sm:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="Updated at 11:58 7-17-2020">-4924696.189921901</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume> 0.9642 </molarVolume>
</standardState>
</species>
<species name="Gd(H(A)2)3(org)">
<atomArray> C:48 H:102 O:9 P:3 Gd:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol" updated="yep">-4829446.858</h0>
<s0 units="J/mol/K"> 1117.965 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume>0.9642</molarVolume>
</standardState>
</species>
<species name="dodecane">
<atomArray> dummy:1 </atomArray>
<thermo>
<const_cp Tmax="300.0" Tmin="298.0">
<t0 units="K">298.14999999999998</t0>
<h0 units="J/mol"> 0.0 </h0>
<s0 units="J/mol/K"> 0.0 </s0>
<cp0 units="J/mol/K">0.0</cp0>
</const_cp>
</thermo>
<standardState model="constant_incompressible">
<molarVolume> 0.227113 </molarVolume>
</standardState>
</species>
</speciesData>
<phase dim="3" id="HCl_electrolyte">
<speciesArray datasrc="#species_waterSolution">
H2O(L) H+ OH- Cl- Nd+++ Pr+++ Ce+++ La+++ Dy+++ Sm+++ Y+++
</speciesArray>
<state>
<temperature units="K"> 298.15 </temperature>
<pressure units="Pa"> 100000.0 </pressure>
<soluteMolalities>
Cl-: 1.0E-7
H+: 1.0E-7
</soluteMolalities>
</state>
<thermo model="HMW">
<standardConc model="solvent_volume" />
<activityCoefficients TempModel="complex1" model="Pitzer">
<A_Debye model="water" />
<ionicRadius default="3.042843" units="Angstroms">
</ionicRadius>
<binarySaltParameters anion="Cl-" cation="H+">
<beta0> 0.177000779, 0.000125778, 0.0, -33.4777082, -0.262214535 </beta0>
<beta1> 0.292922504, -0.027938838, 0.0, 3402.47027, 19.7936248 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi> 0.000362, -0.00003036, 0.0, -2.91038E-11, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 12 </Alpha2>
<source>
refit of Holmes, H.F., Busey, J.M., Simonson, J.M., Mesmer, R.E.,
Archer, D.G., and Wood, R.H., 1987, The enthalpy of dilution of HCl(aq)
to 648 K and 4p MPa. Thermodynamic properties, Journal of Chemical
Thermodynamics, v. 19, p. 863-890.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Pr+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 0.05879108748614492, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 0.5448324180244323, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Nd+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 1.2137222016802447, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 7.748226963005033, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="La+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 1.022316535866388, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 0.5296311209773129, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Dy+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 0.7646397332938777, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 7.849320590516409, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Ce+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 0.2035235053232368, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 21.120426174002823, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Y+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 0.8852802073165494, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 9.334653075341238, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
<binarySaltParameters anion="Cl-" cation="Sm+++">
<beta0 updated="Updated at 11:58 7-17-2020"> 0.6989081585234721, 0.0, 0.0, 0.0, 0.0 </beta0>
<beta1 updated="Updated at 11:58 7-17-2020"> 6.877882600430561, 0.0, 0.0, 0.0, 0.0 </beta1>
<beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
<Cphi updated="Updated at 10:47 7-17-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
<Alpha1> 2 </Alpha1>
<Alpha2> 0 </Alpha2>
<source>
Table S1: Pitzer parameters for osmotic and activity coeff Supp Info.
May, P. M.; Rowland, D.; Hefter, G.; Konigsberger, E.
A generic and updatable Pitzer characterization of aqueous binary electrolyte
solutions at 1 bar and 25 C.
Journal of Chemical and Engineering Data 2011,56, 5066&#8211;5077.
</source>
</binarySaltParameters>
</activityCoefficients>
<solvent> H2O(L) </solvent>
</thermo>
<elementArray datasrc="elementz.xml"> O H Nd Pr Ce La Dy Y Sm C N Cl P E </elementArray>
<kinetics model="none">
</kinetics>
</phase>
<speciesData id="species_waterSolution">
<species name="H2O(L)">
<atomArray>H:2 O:1 </atomArray>
<thermo>
<NASA P0="100000.0" Tmax="600.0" Tmin="273.14999999999998">
<floatArray name="coeffs" size="7">
7.255750050E+01, -6.624454020E-01, 2.561987460E-03, -4.365919230E-06,
2.781789810E-09, -4.188654990E+04, -2.882801370E+02
</floatArray>
</NASA>
</thermo>
<standardState model="waterPDSS">
<molarVolume> 0.018068 </molarVolume>
</standardState>
</species>
<species name="OH-">
<speciesChemFormula> OH- </speciesChemFormula>
<atomArray> O:1 H:1 </atomArray>
<charge> -1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -37595 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -54977 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -2.56 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> 0.12527 </a1>
<a2 units="cal/gmol"> 7.38 </a2>
<a3 units="cal-K/gmol/bar"> 1.8423 </a3>
<a4 units="cal-K/gmol"> -27821 </a4>
<c1 units="cal/gmol/K"> 4.15 </c1>
<c2 units="cal-K/gmol"> -103460 </c2>
<omega_Pr_Tr units="cal/gmol"> 172460 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -4.18 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="NO3-">
<speciesChemFormula> NO3- </speciesChemFormula>
<atomArray> N:1 O:3 </atomArray>
<charge> -1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -26507 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -49429 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> 35.12 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> 0.73161 </a1>
<a2 units="cal/gmol"> 678.24 </a2>
<a3 units="cal-K/gmol/bar"> -4.6838 </a3>
<a4 units="cal-K/gmol"> -30594 </a4>
<c1 units="cal/gmol/K"> 7.7 </c1>
<c2 units="cal-K/gmol"> -67250 </c2>
<omega_Pr_Tr units="cal/gmol"> 109770 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> 29.0 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Cl-">
<speciesChemFormula> Cl- </speciesChemFormula>
<atomArray> Cl:1 </atomArray>
<charge> -1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="273.15">
<DG0_f_Pr_Tr units="cal/gmol"> -31379 </DG0_f_Pr_Tr>
<DH0_f_Pr_TR units="cal/gmol"> -39933 </DH0_f_Pr_TR>
<S0_Pr_Tr units="cal/gmol/K"> 13.56 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/mol/bar"> 0.4032 </a1>
<a2 units="cal/mol"> 480.1 </a2>
<a3 units="cal-K/mol/bar"> 5.563 </a3>
<a4 units="cal-K/mol"> -28470 </a4>
<c1 units="cal/mol/K"> -4.4 </c1>
<c2 units="cal-K/mol"> -57140 </c2>
<omega_Pr_Tr units="cal/mol"> 145600 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> 17.79 </molarVolume>
</standardState>
<source> ref:G9 </source>
</species>
<species name="H+">
<speciesChemFormula> H+ </speciesChemFormula>
<atomArray> H:1 </atomArray>
<charge> +1 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="273.15">
<DG0_f_Pr_Tr units="cal/gmol"> 0 </DG0_f_Pr_Tr>
<DH0_f_Pr_TR units="cal/gmol"> 0 </DH0_f_Pr_TR>
<S0_Pr_Tr units="cal/gmol/K"> 0 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/mol/bar"> 0 </a1>
<a2 units="cal/mol"> 0 </a2>
<a3 units="cal-K/mol/bar"> 0 </a3>
<a4 units="cal-K/mol"> 0 </a4>
<c1 units="cal/mol/K"> 0 </c1>
<c2 units="cal-K/mol"> 0 </c2>
<omega_Pr_Tr units="cal/mol"> 0 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> 0 </molarVolume>
</standardState>
<source> ref:G9 </source>
</species>
<species name="Nd+++">
<speciesChemFormula> Nd+++ </speciesChemFormula>
<atomArray> Nd:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -160600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -166500 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -49.5 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.33707 </a1>
<a2 units="cal/gmol"> -1454.52 </a2>
<a3 units="cal-K/gmol/bar"> 8.3211 </a3>
<a4 units="cal-K/gmol"> -21777 </a4>
<c1 units="cal/gmol/K"> 1.6236 </c1>
<c2 units="cal-K/gmol"> -118344 </c2>
<omega_Pr_Tr units="cal/gmol"> 225500 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -43.1 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Pr+++">
<speciesChemFormula> Pr+++ </speciesChemFormula>
<atomArray> Pr:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -162600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -168800 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -50 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.32406 </a1>
<a2 units="cal/gmol"> -1419.98 </a2>
<a3 units="cal-K/gmol/bar"> 8.1257 </a3>
<a4 units="cal-K/gmol"> -21920 </a4>
<c1 units="cal/gmol/K"> -1.1975 </c1>
<c2 units="cal-K/gmol"> -127511 </c2>
<omega_Pr_Tr units="cal/gmol"> 223500 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -42.1 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Ce+++">
<speciesChemFormula> Ce+++ </speciesChemFormula>
<atomArray> Ce:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -161600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -167400 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -49 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.29292 </a1>
<a2 units="cal/gmol"> -1493.38 </a2>
<a3 units="cal-K/gmol/bar"> 11.6196 </a3>
<a4 units="cal-K/gmol"> -21616 </a4>
<c1 units="cal/gmol/K"> 4.0445 </c1>
<c2 units="cal-K/gmol"> -108974 </c2>
<omega_Pr_Tr units="cal/gmol"> 222510 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -39.8 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="La+++">
<speciesChemFormula> La+++ </speciesChemFormula>
<atomArray> La:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -164000 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -169600 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -52 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.2788 </a1>
<a2 units="cal/gmol"> -1438.24 </a2>
<a3 units="cal-K/gmol/bar"> 10.9602 </a3>
<a4 units="cal-K/gmol"> -21844 </a4>
<c1 units="cal/gmol/K"> 4.2394 </c1>
<c2 units="cal-K/gmol"> -106122 </c2>
<omega_Pr_Tr units="cal/gmol"> 215720 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -38.6 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Dy+++">
<speciesChemFormula> Dy+++ </speciesChemFormula>
<atomArray> Dy:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -158700 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -166500 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -55.2 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.30003 </a1>
<a2 units="cal/gmol"> -1510.74 </a2>
<a3 units="cal-K/gmol/bar"> 11.6879 </a3>
<a4 units="cal-K/gmol"> -21545 </a4>
<c1 units="cal/gmol/K"> 9.5076 </c1>
<c2 units="cal-K/gmol"> -94919 </c2>
<omega_Pr_Tr units="cal/gmol"> 237920 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -40.7 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Y+++">
<speciesChemFormula> Y+++ </speciesChemFormula>
<atomArray> Y:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -163800 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -170900 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -60 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.30140 </a1>
<a2 units="cal/gmol"> -1514.08 </a2>
<a3 units="cal-K/gmol/bar"> 11.7010 </a3>
<a4 units="cal-K/gmol"> -21531 </a4>
<c1 units="cal/gmol/K"> 7.1634 </c1>
<c2 units="cal-K/gmol"> -103067 </c2>
<omega_Pr_Tr units="cal/gmol"> 237920 </omega_Pr_Tr>
<molarVolume units="cm3/mol"> -40.8 </molarVolume>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Sm+++">
<speciesChemFormula> Sm+++ </speciesChemFormula>
<atomArray> Sm:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -159100 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -165200 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -50.7 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.32065 </a1>
<a2 units="cal/gmol"> -1561.08 </a2>
<a3 units="cal-K/gmol/bar"> 11.8857 </a3>
<a4 units="cal-K/gmol"> -21337 </a4>
<c1 units="cal/gmol/K"> 1.9385 </c1>
<c2 units="cal-K/gmol"> -118548 </c2>
<omega_Pr_Tr units="cal/gmol"> 229550 </omega_Pr_Tr>
</standardState>
<source>
ref:G9
</source>
</species>
<species name="Gd+++">
<speciesChemFormula> Gd+++ </speciesChemFormula>
<atomArray> Gd:1 </atomArray>
<charge> +3 </charge>
<thermo model="HKFT">
<HKFT Pref="1 atm" Tmax="625.15" Tmin="298.15">
<DG0_f_Pr_Tr units="cal/gmol"> -158600 </DG0_f_Pr_Tr>
<DH0_f_Pr_Tr units="cal/gmol"> -164200 </DH0_f_Pr_Tr>
<S0_Pr_Tr units="cal/gmol/K"> -49.2 </S0_Pr_Tr>
</HKFT>
</thermo>
<standardState model="HKFT">
<a1 units="cal/gmol/bar"> -0.29771 </a1>
<a2 units="cal/gmol"> -1505.06 </a2>
<a3 units="cal-K/gmol/bar"> 11.6656 </a3>
<a4 units="cal-K/gmol"> -21568 </a4>
<c1 units="cal/gmol/K"> 6.5606 </c1>
<c2 units="cal-K/gmol"> -103474 </c2>
<omega_Pr_Tr units="cal/gmol"> 232650 </omega_Pr_Tr>
</standardState>
<source>
ref:G9
</source>
</species>
</speciesData>
</ctml>

@ -0,0 +1,330 @@
# This file tests adding 0.1 M NaCl to the feed.
import llepe
import pandas as pd
import numpy as np
import json
import matplotlib as plt
import matplotlib
import cantera as ct
class ModLLEPE(llepe.LLEPE):
def __init__(self,
exp_data,
phases_xml_filename,
phase_names,
aq_solvent_name,
extractant_name,
diluant_name,
complex_names,
extracted_species_ion_names,
extracted_species_list=None,
aq_solvent_rho=None,
extractant_rho=None,
diluant_rho=None,
opt_dict=None,
objective_function='Log-MSE',
optimizer='scipy_minimize',
temp_xml_file_path=None,
dependant_params_dict=None,
custom_objects_dict=None,
nacl_molarity=0):
self.nacl_molarity = nacl_molarity
super().__init__(exp_data,
phases_xml_filename,
phase_names,
aq_solvent_name,
extractant_name,
diluant_name,
complex_names,
extracted_species_ion_names,
extracted_species_list,
aq_solvent_rho,
extractant_rho,
diluant_rho,
opt_dict,
objective_function,
optimizer,
temp_xml_file_path,
dependant_params_dict,
custom_objects_dict)
def set_in_moles(self, feed_vol):
"""Function that initializes mole fractions to input feed_vol
This function is called at initialization
Sets in_moles to a pd.DataFrame containing initial mole fractions
Columns for species and rows for different experiments
This function also calls update_predicted_dict
:param feed_vol: (float) feed volume of mixture (L)
"""
phases_copy = self._phases.copy()
exp_df = self._exp_df.copy()
solvent_name = self._aq_solvent_name
extractant_name = self._extractant_name
diluant_name = self._diluant_name
solvent_rho = self._aq_solvent_rho
extractant_rho = self._extractant_rho
diluant_rho = self._diluant_rho
extracted_species_names = self._extracted_species_ion_names
extracted_species_list = self._extracted_species_list
mixed = ct.Mixture(phases_copy)
aq_ind = None
solvent_ind = None
for ind, phase in enumerate(phases_copy):
if solvent_name in phase.species_names:
aq_ind = ind
solvent_ind = phase.species_names.index(solvent_name)
if aq_ind is None:
raise Exception('Solvent "{0}" not found \
in xml file'.format(solvent_name))
if aq_ind == 0:
org_ind = 1
else:
org_ind = 0
self._aq_ind = aq_ind
self._org_ind = org_ind
extractant_ind = phases_copy[org_ind].species_names.index(
extractant_name)
diluant_ind = phases_copy[org_ind].species_names.index(
diluant_name)
extracted_species_ind_list = [
phases_copy[aq_ind].species_names.index(
extracted_species_name)
for extracted_species_name in extracted_species_names]
extracted_species_charges = np.array(
[phases_copy[aq_ind].species(
extracted_species_ind).charge
for extracted_species_ind in extracted_species_ind_list])
self._extracted_species_charges = extracted_species_charges
mix_aq = mixed.phase(aq_ind)
mix_org = mixed.phase(org_ind)
solvent_mw = mix_aq.molecular_weights[solvent_ind] # g/mol
extractant_mw = mix_org.molecular_weights[extractant_ind]
diluant_mw = mix_org.molecular_weights[diluant_ind]
if solvent_rho is None:
solvent_rho = mix_aq(aq_ind).partial_molar_volumes[
solvent_ind] / solvent_mw * 1e6 # g/L
self._aq_solvent_rho = solvent_rho
if extractant_rho is None:
extractant_rho = mix_org(org_ind).partial_molar_volumes[
extractant_ind] / extractant_mw * 1e6
self._extractant_rho = extractant_rho
if diluant_rho is None:
diluant_rho = mix_org(org_ind).partial_molar_volumes[
extractant_ind] / extractant_mw * 1e6
self._diluant_rho = diluant_rho
in_moles_data = []
aq_phase_solvent_moles = feed_vol * solvent_rho / solvent_mw
for index, row in exp_df.iterrows():
h_plus_moles = feed_vol * row['h_i']
hydroxide_ions = 0
extracted_species_moles = np.array(
[feed_vol * row['{0}_aq_i'.format(
extracted_species)]
for extracted_species in extracted_species_list])
extracted_species_charge_sum = np.sum(
extracted_species_charges * extracted_species_moles)
chlorine_moles = extracted_species_charge_sum + h_plus_moles
extractant_moles = feed_vol * row['z_i']
extractant_vol = extractant_moles * extractant_mw / extractant_rho
diluant_vol = feed_vol - extractant_vol
diluant_moles = diluant_vol * diluant_rho / diluant_mw
complex_moles = np.zeros(len(extracted_species_list))
species_moles_aq = [aq_phase_solvent_moles,
h_plus_moles,
hydroxide_ions,
chlorine_moles]
species_moles_aq.extend(list(extracted_species_moles))
species_moles_aq.append(self.nacl_molarity * feed_vol)
species_moles_aq[3] += self.nacl_molarity * feed_vol
species_moles_org = [extractant_moles, diluant_moles]
species_moles_org.extend(list(complex_moles))
if aq_ind == 0:
species_moles = species_moles_aq + species_moles_org
else:
species_moles = species_moles_org + species_moles_aq
in_moles_data.append(species_moles)
self._in_moles = pd.DataFrame(
in_moles_data, columns=mixed.species_names)
self.update_predicted_dict()
return None
font = {'family': 'sans serif',
'size': 24}
matplotlib.rc('font', **font)
plt.rc('xtick', labelsize=18)
plt.rc('ytick', labelsize=18)
plt.rcParams['lines.linewidth'] = 4
matplotlib.rcParams['lines.markersize'] = 10
def ext_to_complex(h0, custom_obj_dict, mini_species):
linear_params = custom_obj_dict['lin_param_df']
row = linear_params[linear_params['species'] == mini_species]
return row['slope'].values[0] * h0[0] + row['intercept'].values[0]
def mod_lin_param_df(lp_df, input_val, mini_species, mini_lin_param):
new_lp_df = lp_df.copy()
index = new_lp_df.index[new_lp_df['species'] == mini_species].tolist()[0]
new_lp_df.at[index, mini_lin_param] = input_val
return new_lp_df
info_df = pd.read_csv('outputs/multi_only_iterative_fitter_output.csv')
test_row = -1
pitzer_params_filename = "../../data/jsons/min_h0_pitzer_params.txt"
with open(pitzer_params_filename) as file:
pitzer_params_dict = json.load(file)
pitzer_params_df = pd.DataFrame(pitzer_params_dict)
species_list = 'Nd,Pr,Ce,La,Dy,Sm,Y'.split(',')
pitzer_param_list = ['beta0', 'beta1']
labeled_data = pd.read_csv("../../data/csvs/"
"no_formiga_or_5_oa_PC88A_HCL_NdPrCeLaDySmY.csv")
labeled_data = labeled_data.sort_values(['Feed Pr[M]', 'Feed Ce[M]'],
ascending=True)
exp_data = labeled_data.drop(labeled_data.columns[0], axis=1)
xml_file = "test_PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml"
lin_param_df = pd.read_csv("../../data/csvs"
"/zeroes_removed_min_h0_pitzer_lin_params.csv")
estimator_params = {'exp_data': exp_data,
'phases_xml_filename': xml_file,
'phase_names': ['HCl_electrolyte', 'PC88A_liquid'],
'aq_solvent_name': 'H2O(L)',
'extractant_name': '(HA)2(org)',
'diluant_name': 'dodecane',
'complex_names': ['{0}(H(A)2)3(org)'.format(species)
for species in species_list],
'extracted_species_ion_names': ['{0}+++'.format(species)
for species in
species_list],
'aq_solvent_rho': 1000.0,
'extractant_rho': 960.0,
'diluant_rho': 750.0,
'temp_xml_file_path': 'outputs/temp.xml',
'objective_function': llepe.lmse_perturbed_obj,
'nacl_molarity': 0
}
dependant_params_dict = {}
for species, complex_name in zip(species_list,
estimator_params['complex_names']):
inner_dict = {'upper_element_name': 'species',
'upper_attrib_name': 'name',
'upper_attrib_value': complex_name,
'lower_element_name': 'h0',
'lower_attrib_name': None,
'lower_attrib_value': None,
'input_format': '{0}',
'function': ext_to_complex,
'kwargs': {"mini_species": species},
'independent_params': '(HA)2(org)_h0'}
dependant_params_dict['{0}_h0'.format(complex_name)] = inner_dict
info_dict = {'(HA)2(org)_h0': {'upper_element_name': 'species',
'upper_attrib_name': 'name',
'upper_attrib_value': '(HA)2(org)',
'lower_element_name': 'h0',
'lower_attrib_name': None,
'lower_attrib_value': None,
'input_format': '{0}',
'input_value':
info_df.iloc[test_row, :]['best_ext_h0']}}
for species in species_list:
for pitzer_param in pitzer_param_list:
pitzer_str = "{0}_{1}".format(species, pitzer_param)
value = info_df.iloc[test_row, :][pitzer_str]
pitzer_params_dict[pitzer_str]['input_value'] = value
lin_str = "{0}_slope".format(species)
inner_dict = {'custom_object_name': 'lin_param_df',
'function': mod_lin_param_df,
'kwargs': {'mini_species': species,
'mini_lin_param': 'slope'},
'input_value': 3
}
info_dict[lin_str] = inner_dict
lin_str = "{0}_intercept".format(species)
value = info_df.iloc[test_row, :][lin_str]
inner_dict = {'custom_object_name': 'lin_param_df',
'function': mod_lin_param_df,
'kwargs': {'mini_species': species,
'mini_lin_param': 'intercept'},
'input_value': value
}
info_dict[lin_str] = inner_dict
info_dict.update(pitzer_params_dict)
estimator = ModLLEPE(**estimator_params)
estimator.set_custom_objects_dict({'lin_param_df': lin_param_df})
estimator.update_custom_objects_dict(info_dict)
estimator.update_xml(info_dict,
dependant_params_dict=dependant_params_dict)
exp_data = estimator.get_exp_df()
feed_cols = []
for col in exp_data.columns:
if 'aq_i' in col:
feed_cols.append(col)
exp_data['total_re'] = exp_data[feed_cols].sum(axis=1)
label_list = []
for index, row in exp_data[feed_cols].iterrows():
bool_list = list((row > 0).values)
label = ''
for species, el in zip(species_list, bool_list):
if el:
label = '{0}-{1}'.format(label, species)
label = label[1:]
label_list.append(label)
r2s = ""
for species in species_list:
# if species=='La':
# save_name = 'outputs' \
# '/parity_iterative_fitter_{0}_org_eq'.format(species)
save_name = None
# fig, ax = estimator.parity_plot('{0}_org_eq'.format(species),
# c_data='z_i',
# c_label='Feed total RE '
# 'molarity (mol/L)',
# print_r_squared=True,
# save_path=save_name)
r2s += str(estimator.r_squared('{0}_org_eq'.format(species))) + ','
fig, ax = estimator.parity_plot('{0}_org_eq'.format(species),
data_labels=list(labeled_data['label']),
print_r_squared=True,
save_path=save_name)
ax.legend(loc=4)
pred_df = pd.DataFrame(estimator.get_predicted_dict())
new_cols = []
for col in pred_df.columns:
new_cols.append("pred_{0}".format(col))
pred_df.columns = new_cols
new_cols = ['label',
'h_i',
'h_eq',
'z_i',
'z_eq'
]
for species in species_list:
new_cols.append("{0}_aq_i".format(species))
new_cols.append("{0}_aq_eq".format(species))
new_cols.append("{0}_d_eq".format(species))
labeled_data.columns = new_cols
total_df = labeled_data.join(pred_df)
# total_df.to_csv('if_mse_total_df.csv')
# short_info_dict = {}
# for key, value in info_dict.items():
# short_info_dict[key] = value['input_value']
# with open("outputs/iterative_fitter_short_info_dict.txt", 'w') as file:
# json.dump(short_info_dict, file)

@ -26,7 +26,7 @@ class LLEPE:
must be the same order as they appear in the xml, complex_names and must be the same order as they appear in the xml, complex_names and
extracted_species_ion_names. extracted_species_ion_names.
For example, say in exp_csv_filename's csv, ES_1 is Nd ES_2 is Pr, For example, say in exp_data, ES_1 is Nd ES_2 is Pr,
and and
.. code-block:: python .. code-block:: python
@ -37,7 +37,7 @@ class LLEPE:
Then: Then:
The csvs column ordering must be: The exp_data column ordering must be (names do not matter):
[h_i, h_eq, z_i, z_eq, Nd_aq_i, Nd_aq_eq, Nd_d_eq, [h_i, h_eq, z_i, z_eq, Nd_aq_i, Nd_aq_eq, Nd_d_eq,
Pr_aq_i, Pr_aq_eq, Pr_d_eq] Pr_aq_i, Pr_aq_eq, Pr_d_eq]
@ -372,6 +372,7 @@ class LLEPE:
self._predicted_dict = None self._predicted_dict = None
self.update_predicted_dict() self.update_predicted_dict()
# TODO: move scipy_minimize to optimizers
@staticmethod @staticmethod
def scipy_minimize(objective, x_guess, optimizer_kwargs=None): def scipy_minimize(objective, x_guess, optimizer_kwargs=None):
""" The default optimizer for LLEPE """ The default optimizer for LLEPE
@ -406,6 +407,7 @@ class LLEPE:
est_parameters = res.x est_parameters = res.x
return est_parameters, res.fun return est_parameters, res.fun
# TODO: move log_mean_squared_error to objectives
def log_mean_squared_error(self, predicted_dict, meas_df): def log_mean_squared_error(self, predicted_dict, meas_df):
"""Default objective function for LLEPE """Default objective function for LLEPE
@ -685,6 +687,11 @@ class LLEPE:
self._diluant_rho = diluant_rho self._diluant_rho = diluant_rho
return None return None
# TODO: Change input DataFrame structure to contain information about
# other species like NaCl
# TODO: Change DataFrame structure to contain info about O/A ratio
# TODO: Generalize code to more than just org and aq phase (3+ phases)
# TODO: Handle multiple electrolytes ie. NO3- with Cl-
def set_in_moles(self, feed_vol): def set_in_moles(self, feed_vol):
"""Function that initializes mole fractions to input feed_vol """Function that initializes mole fractions to input feed_vol
@ -768,7 +775,7 @@ class LLEPE:
for extracted_species in extracted_species_list]) for extracted_species in extracted_species_list])
extracted_species_charge_sum = np.sum( extracted_species_charge_sum = np.sum(
extracted_species_charges * extracted_species_moles) extracted_species_charges * extracted_species_moles)
chlorine_moles = extracted_species_charge_sum + h_plus_moles anion_moles = extracted_species_charge_sum + h_plus_moles
extractant_moles = feed_vol * row['z_i'] extractant_moles = feed_vol * row['z_i']
extractant_vol = extractant_moles * extractant_mw / extractant_rho extractant_vol = extractant_moles * extractant_mw / extractant_rho
diluant_vol = feed_vol - extractant_vol diluant_vol = feed_vol - extractant_vol
@ -778,7 +785,7 @@ class LLEPE:
species_moles_aq = [aq_phase_solvent_moles, species_moles_aq = [aq_phase_solvent_moles,
h_plus_moles, h_plus_moles,
hydroxide_ions, hydroxide_ions,
chlorine_moles] anion_moles]
species_moles_aq.extend(list(extracted_species_moles)) species_moles_aq.extend(list(extracted_species_moles))
species_moles_org = [extractant_moles, diluant_moles] species_moles_org = [extractant_moles, diluant_moles]
species_moles_org.extend(list(complex_moles)) species_moles_org.extend(list(complex_moles))
@ -927,6 +934,10 @@ class LLEPE:
self._custom_objects_dict = custom_objects_dict self._custom_objects_dict = custom_objects_dict
return None return None
# TODO: Change DataFrame strucutre to contain info whether to set
# equilibrium pH to measured value. Will be useful for saponification
# TODO: Find way to add saponification to model.
# Maybe use fsolve to match experimental equilibrium pH
def update_predicted_dict(self, def update_predicted_dict(self,
phases_xml_filename=None, phases_xml_filename=None,
phase_names=None): phase_names=None):
@ -1342,7 +1353,9 @@ class LLEPE:
filtered_meas = filtered_data['meas'] filtered_meas = filtered_data['meas']
filtered_pred = filtered_data['pred'] filtered_pred = filtered_data['pred']
if len(filtered_pred) != 0: if len(filtered_pred) != 0:
ax.scatter(filtered_meas, filtered_pred, label=label) ax.scatter(filtered_meas,
filtered_pred,
label=label)
if legend: if legend:
ax.legend(loc='best') ax.legend(loc='best')
@ -1427,6 +1440,8 @@ class LLEPE:
z_label=None, z_label=None,
c_label=None): c_label=None):
""" """
THis is for plotting 3d scatter plots.
We suggest use matplotlib's ax.scatter to make 3d plots.
:param x_data: (list) list of data for x axis :param x_data: (list) list of data for x axis
:param y_data: (list) list of data for y axis :param y_data: (list) list of data for y axis

@ -1,6 +1,6 @@
import scipy.optimize as scipy_opt import scipy.optimize as scipy_opt
from scipy.optimize import minimize from scipy.optimize import minimize
# import skopt
def dual_anneal_optimizer(objective, x_guess): def dual_anneal_optimizer(objective, x_guess):
bounds = [(1e-1, 1e1)] * len(x_guess) bounds = [(1e-1, 1e1)] * len(x_guess)
@ -19,21 +19,3 @@ def diff_evo_optimizer(objective, x_guess):
bounds) bounds)
est_parameters = res.x est_parameters = res.x
return est_parameters, res.fun return est_parameters, res.fun
# def forest_lbfgsb_optimizer(objective, x_guess):
# x_guess = list(x_guess)
# bounds = [(1e-1, 1e1)]*len(x_guess)
# bounds[1] = (1e-1, 2)
# res = skopt.forest_minimize(objective,
# bounds,
# random_state=1,
# acq_func='LCB',
# n_random_starts=30,
# x0=x_guess,
# xi=1e-4)
# x_guess = res.x
# optimizer_kwargs = {"method": 'l-bfgs-b',
# "bounds": bounds}
# res = minimize(objective, x_guess, **optimizer_kwargs)
# return res.x, res.fun

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