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ansleybrown1337ansleybrown1337
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adding just some more detail
Still haven't had much time to get back to this, but I'm added some other information that helped me back in the day when I worked on this.
1 parent a5dd078 commit 9c44681

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‎Data/2018 R input for Gapon.csv

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ID,FID,Depth,Date,BulkD,ECe ,ECpw ,ssatGWC,PasteGWC,ssatNa,ssatCa,ssatMg,ssatK,ssatAlk,ssatNO3,ssatS,ssatCl,PasteNa,PasteCa,PasteMg,PasteK,PasteAlk,PasteNO3,PasteS,PasteCl,SoilCa,SoilMg,SoilNa,SoilK,SoilNO3,SoilS,CEC,cecH,cecK,cecCa,cecMg,cecNa,Qs,Qr,alpha,n,m
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1,DL0,15,8/24/2018,1.406282041,11.69,2.25,0.276013143,0.618101808,2073,577,797,62,565,25.7,2290,583,2443,581,493,66,149,242.8,1811,1088,5341,1189,822,429,54,414,41.3,0,3,64,24,9,,,,,
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2,DL0,50,8/24/2018,1.585158997,8.58,21.58,0.261516065,0.583319543,5066,474,1351,75,1435,22.2,5074,1050,2297,400,441,152,171,18.8,2161,471,7473,1258,1635,351,14.3,1077,55.9,0,2,66,19,13,,,,,
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3,DL0,100,8/24/2018,1.432892749,13.35,9.46,0.292988134,0.539632546,2124,485,563,27,920,0.8,2006,638,2764,366,520,27,88,58.3,2404,553,6273,1045,1244,263,4,542,46.2,0,1,68,19,12,,,,,
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4,DL1,50,8/24/2018,1.436232889,1.118,1.482,0.245019391,0.59755102,121,280,84,4,713,0.7,174,24,577.5,182,142.5,6.5,110.5,5.9,612,117.5,5397,682,97,185,8.5,38.8,33.6,0,1,80,17,1,,,,,
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5,DL1,100,8/24/2018,1.604675356,1.504,2.97,0.22763695,0.648568608,228,555,225,3,612,5.3,665,34,132,222,67,29,161,18.1,249,34,5080,496,99,95,5.2,163,30.2,0,1,84,14,1,,,,,
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6,DL1,15,8/25/2018,1.227874362,1.178,2.155,0.282944673,0.667059101,177,413,127,8,676,0.9,374,48,77,210,52,5,121,1,222,17,5212,725,147,225,25.6,67.5,33.3,0,2,78,18,2,,,,,
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7,DL2,15,8/25/2018,1.287251573,1.4,9.39,0.300791851,0.680109739,1943,496,624,11,992,22.9,1945,528,83.5,118.5,52.5,18.5,151.5,15.8,137,26.5,5086,663,97,410,8.2,45,32.4,0,3,78,17,1,,,,,
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8,DL2,50,8/24/2018,1.412134189,2.69,3.81,0.248522167,0.605556771,635,340,210,13,713,4.5,633,194,190,574,153,4,73,3,717,16,5052,713,204,267,5.3,77.6,32.8,0,2,77,18,3,,,,,
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9,DL2,100,8/24/2018,1.604592543,4.32,4.66,0.254616938,0.524383408,817,341,282,12,674,7.3,838,242,651,443,289,7,71,3.6,1080,45,8658,1191,1025,217,8.3,495,58.2,0,1,74,17,8,,,,,
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10,DL3,50,8/24/2018,1.484016224,4.75,5.65,0.267790928,0.600108666,987,583,319,11,857,0.8,1211,157,618,422,197,7,109,5.5,895,88,5121,968,508,297,4.6,188,36.6,0,2,70,22,6,,,,,
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11,DL3,100,8/24/2018,1.492794445,5.94,7.98,0.251661803,0.522897258,1684,587,354,25,1062,0.8,1414,655,868,471,244,10,97,2.1,1088,255,6131,910,606,241,1.8,285,41.5,0,1,74,18,6,,,,,
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12,HIGH1,15,11/4/2018,1.406282041,5.08,6.83,0.234839324,0.656374767,1137,355,322,25,496,28.8,1111,324,635,466,279,22,114,10.1,1011,60,5341,1189,822,429,54,414,41.3,0,3,64,24,9,,,,,
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13,HIGH1,50,11/4/2018,1.585158997,8.38,13.1,0.239252074,0.547329193,2319,506,605,21,591,89.7,2042,1033,1351,442,424,13,91,25.9,1619,279,7473,1258,1635,351,14.3,1077,55.9,0,2,66,19,13,,,,,
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14,HIGH1,100,11/4/2018,1.432892749,6.79,14.5,0.313591302,0.563869992,2862,457,682,20,717,22.1,2647,828,1314,181,232,7,91,20.3,1125,343,6273,1045,1244,263,4,542,46.2,0,1,68,19,12,,,,,
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15,HIGH2,15,11/4/2018,1.406282041,8.23,13.54,0.269662617,0.67883549,2747,378,616,33,426,26.4,2472,593,1427,458,435,31,124,5.2,1748,103,5341,1189,822,429,54,414,41.3,0,3,64,24,9,,,,,
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16,HIGH2,50,11/4/2018,1.585158997,10.55,16.18,0.229227094,0.561213434,3125,391,628,37,518,45.1,2839,938,2109,382,458,31,99,9.9,2130,230,7473,1258,1635,351,14.3,1077,55.9,0,2,66,19,13,,,,,
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17,HIGH2,100,11/4/2018,1.432892749,9.26,12.14,0.25484198,0.606960082,2168,507,578,15,677,3.8,2179,643,1723,382,377,18,85,9,1801,294,6273,1045,1244,263,4,542,46.2,0,1,68,19,12,,,,,
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18,LOW1,15,11/4/2018,1.227874362,2.046,4.86,0.248448721,0.633395275,827,533,319,21,472,32,949,479,233,208,67,7,122,4,320,89,5212,725,147,225,25.6,67.5,33.3,0,2,78,18,2,,,,,
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19,LOW1,50,11/4/2018,1.436232889,5.62,10.17,0.234165561,0.549823855,1758,519,413,7,488,5.4,1485,1090,823,379,236,5,118,4.7,993,268,5397,682,97,185,8.5,38.8,33.6,0,1,80,17,1,,,,,
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20,LOW1,100,11/4/2018,1.604675356,7.03,21.81,0.26084007,0.548061056,4209,499,1057,45,881,0.8,3832,1805,1129,421,249,14,97,2.1,1222,397,5080,496,99,95,5.2,163,30.2,0,1,84,14,1,,,,,
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21,LOW2,15,11/4/2018,1.227874362,1.765,3.55,0.25152032,0.635950215,369,515,186,15,407,8,599,255,158,222,68,7,143,2.7,281,54,5212,725,147,225,25.6,67.5,33.3,0,2,78,18,2,,,,,
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22,LOW2,50,11/4/2018,1.436232889,4.6,5.14,0.248433712,0.549332184,658,502,257,11,402,5,915,227,474,452,265,4,93,2.5,950,61,5397,682,97,185,8.5,38.8,33.6,0,1,80,17,1,,,,,
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23,LOW2,100,11/4/2018,1.604675356,6.19,9.3,0.254037512,0.481064316,1550,444,537,9,632,9,1710,415,900,422,322,5,83,2.9,1212,139,5080,496,99,95,5.2,163,30.2,0,1,84,14,1,,,,,
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24,X-HI,15,8/24/2018,1.406282041,13.2,11.52,0.288858062,0.68240988,2707,557,714,66,845,0.8,2617,705,116,146,44,2,71,4.5,205,22,5341,1189,822,429,54,414,41.3,0,3,64,24,9,,,,,
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25,X-HI,15,8/24/2018,1.406282041,11.66,14.78,0.288858062,0.68240988,3401,560,1021,70,1184,0.8,3545,858,2318,416,530,30,302,1,2308,439,5341,1189,822,429,54,414,41.3,0,3,64,24,9,,,,,
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26,X-HI,50,8/24/2018,1.585158997,13.2,27.6,0.250482759,0.567557252,7996,494,1599,76,1394,39.5,7024,1678,3559,389,574,37,115,8.5,3168,693,7473,1258,1635,351,14.3,1077,55.9,0,2,66,19,13,,,,,
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27,X-HI,100,8/24/2018,1.432892749,21.8,16.56,0.260105786,0.544149809,4460,513,852,31,1508,0.9,4049,930,5393,517,852,46,155,4.1,4928,1125,6273,1045,1244,263,4,542,46.2,0,1,68,19,12,,,,,

‎Data/Gapon Calculator.R

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#Gapon Coefficient Calculator for ECe v. ssat analysis
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#Created by A.J. Brown ([email protected])
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#on 9/11/18
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CPUname <- "AJ-CPU" #either ansleybr or AJ-CPU
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Directory <- paste("C:/Users/", CPUname,"/OneDrive/Ph. D. Dissertation/Fairmont District Data/Soils Data/Soil Fertility Data/ECe v. ssat", sep="")
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nutrients= read.csv(file=paste(Directory,"/R input for Gapon.csv", sep=""))
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nutrients = read.csv(file.choose())
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View(nutrients)
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attach(nutrients)
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GaponFunction = function(){
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nutrients$soil_type = seq.int(nrow(nutrients))
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#Gravimetric to Volumetric Water Content Conversion
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nutrients$ssatVWC = ssatGWC*BulkD
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nutrients$PasteVWC = PasteGWC*BulkD
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#Absorbed Concentrations in meq/kg and in eq/kg
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nutrients$soilKmeqkg=CEC*(cecK/100)*10
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nutrients$soilCameqkg=CEC*(cecCa/100)*10
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nutrients$soilMgmeqkg=CEC*(cecMg/100)*10
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nutrients$soilNameqkg=CEC*(cecNa/100)*10
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nutrients$soilKeqkg= nutrients$soilKmeqkg/1000
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nutrients$soilCaeqkg= nutrients$soilCameqkg/1000
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nutrients$soilMgeqkg= nutrients$soilMgmeqkg/1000
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nutrients$soilNaeqkg= nutrients$soilNameqkg/1000
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#Soil ESP and ESR
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nutrients$soilESP = nutrients$soilNameqkg/CEC*100
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nutrients$soilESR = nutrients$soilNameqkg/(CEC-nutrients$soilNameqkg)
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#ssat Solution concentrations in meq/L
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nutrients$ssatKmeqL = ssatK*.0256
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nutrients$ssatCameqL = ssatCa*.0499
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nutrients$ssatMgmeqL = ssatMg*.0823
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nutrients$ssatNameqL = ssatNa*.04348
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nutrients$ssatClmeqL = ssatCl*.02817
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nutrients$ssatSmeqL = ssatS*.02083
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nutrients$ssatNO3meqL = ssatNO3*.0161
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nutrients$ssatAlkmeqL = ssatAlk*.01639 #assumed to be HCO3, caCO3 = 0.01998
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#ssat Nutrients in mole/L
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nutrients$ssatKmolL = nutrients$ssatKmeqL/1000
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nutrients$ssatCamolL = nutrients$ssatCameqL/2000
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nutrients$ssatMgmolL = nutrients$ssatMgmeqL/2000
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nutrients$ssatNamolL = nutrients$ssatNameqL/1000
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nutrients$ssatClmolL = nutrients$ssatClmeqL/1000
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nutrients$ssatSmolL = nutrients$ssatSmeqL/2000
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nutrients$ssatNO3molL = nutrients$ssatNO3meqL/1000
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nutrients$ssatAlkmolL = nutrients$ssatAlkmeqL/1000
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#ssat Estimated Ionic Strength, EC, SAR, ESP, ESR, and Kgap (mol/L)^-0.5
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nutrients$ssatIonicStrength = (nutrients$ssatKmolL+
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nutrients$ssatCamolL*4+
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nutrients$ssatMgmolL*4+
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nutrients$ssatNamolL+
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nutrients$ssatClmolL+
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nutrients$ssatSmolL*4+
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nutrients$ssatNO3molL+
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nutrients$ssatAlkmolL)*0.5
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nutrients$ssatPredictedEC = nutrients$ssatIonicStrength/0.0127
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nutrients$ssatSAR = (nutrients$ssatNameqL/((nutrients$ssatCameqL+nutrients$ssatMgmeqL)/2)^0.5)
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#ssat Debye-Huckel Activity Coefficients
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nutrients$ssatDBCa = 10^(-0.5*4*(nutrients$ssatIonicStrength^0.5)/
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(1+0.33*0.6*(nutrients$ssatIonicStrength^0.5)))
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nutrients$ssatDBMg = 10^(-0.5*4*(nutrients$ssatIonicStrength^0.5)/
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(1+0.33*0.8*(nutrients$ssatIonicStrength^0.5)))
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nutrients$ssatDBNa = 10^(-0.5*1*(nutrients$ssatIonicStrength^0.5)/
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(1+0.33*0.45*(nutrients$ssatIonicStrength^0.5)))
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nutrients$ssatDBK = 10^(-0.5*1*(nutrients$ssatIonicStrength^0.5)/
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(1+0.33*0.3*(nutrients$ssatIonicStrength^0.5)))
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#ssat Gapon Coefficients
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nutrients$ssatGaponCaMg = nutrients$soilMgeqkg*((nutrients$ssatDBCa*nutrients$ssatCamolL)^0.5)/
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(nutrients$soilCaeqkg)/((nutrients$ssatDBMg*nutrients$ssatMgmolL)^0.5)
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nutrients$ssatGaponCaNa = nutrients$soilCaeqkg*(nutrients$ssatDBNa*nutrients$ssatNamolL)/
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(nutrients$soilNaeqkg)/((nutrients$ssatDBCa*nutrients$ssatCamolL)^0.5)
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nutrients$ssatGaponCaK = nutrients$soilCaeqkg*(nutrients$ssatDBK*nutrients$ssatKmolL)/
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(nutrients$soilKeqkg)/((nutrients$ssatDBCa*nutrients$ssatCamolL)^0.5)
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#Saturated Paste Solution Concentrations in meq/L
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#https://ascelibrary.org/doi/pdf/10.1061/9780784411698.apa
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nutrients$PasteKmeqL = PasteK*.0256
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nutrients$PasteCameqL = PasteCa*.0499
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nutrients$PasteMgmeqL = PasteMg*.0823
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nutrients$PasteNameqL = PasteNa*.04348
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nutrients$PasteClmeqL = PasteCl*.02817
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nutrients$PasteSmeqL = PasteS*.02083
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nutrients$PasteNO3meqL = PasteNO3*.0161
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nutrients$PasteAlkmeqL = PasteAlk*.01639 #<- assumed to be HCO3, CaCO3 = 0.01998
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#Saturated Paste Nutrients in mole/L
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nutrients$PasteKmolL = nutrients$PasteKmeqL/1000
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nutrients$PasteCamolL = nutrients$PasteCameqL/2000
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nutrients$PasteMgmolL = nutrients$PasteMgmeqL/2000
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nutrients$PasteNamolL = nutrients$PasteNameqL/1000
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nutrients$PasteClmolL = nutrients$PasteClmeqL/1000
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nutrients$PasteSmolL = nutrients$PasteSmeqL/2000
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nutrients$PasteNO3molL = nutrients$PasteNO3meqL/1000
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nutrients$PasteAlkmolL = nutrients$PasteAlkmeqL/1000
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#Saturated Paste Estimated Ionic Strength and EC
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nutrients$PasteIonicStrength = (nutrients$PasteKmolL+
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nutrients$PasteCamolL*4+
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nutrients$PasteMgmolL*4+
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nutrients$PasteNamolL+
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nutrients$PasteClmolL+
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nutrients$PasteSmolL*4+
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nutrients$PasteNO3molL+
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nutrients$PasteAlkmolL)*0.5
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nutrients$PastePredictedEC = nutrients$PasteIonicStrength/0.0127
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nutrients$PasteSAR = (nutrients$PasteNameqL/((nutrients$PasteCameqL+nutrients$PasteMgmeqL)/2)^0.5)
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#Saturated Paste Debye-Huckel Activity Coefficients
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nutrients$PasteDBCa = 10^(-0.5*4*(nutrients$PasteIonicStrength^0.5)/
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(1+0.33*0.6*(nutrients$PasteIonicStrength^0.5)))
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nutrients$PasteDBMg = 10^(-0.5*4*(nutrients$PasteIonicStrength^0.5)/
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(1+0.33*0.8*(nutrients$PasteIonicStrength^0.5)))
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nutrients$PasteDBNa = 10^(-0.5*1*(nutrients$PasteIonicStrength^0.5)/
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(1+0.33*0.45*(nutrients$PasteIonicStrength^0.5)))
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nutrients$PasteDBK = 10^(-0.5*1*(nutrients$PasteIonicStrength^0.5)/
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(1+0.33*0.3*(nutrients$PasteIonicStrength^0.5)))
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#Saturated Paste Gapon Coefficients
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nutrients$PasteGaponCaMg = nutrients$soilMgeqkg*((nutrients$PasteDBCa*nutrients$PasteCamolL)^0.5)/
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(nutrients$soilCaeqkg)/((nutrients$PasteDBMg*nutrients$PasteMgmolL)^0.5)
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nutrients$PasteGaponCaNa = nutrients$soilCaeqkg*(nutrients$PasteDBNa*nutrients$PasteNamolL)/
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(nutrients$soilNaeqkg)/((nutrients$PasteDBCa*nutrients$PasteCamolL)^0.5)
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nutrients$PasteGaponCaK = nutrients$soilCaeqkg*(nutrients$PasteDBK*nutrients$PasteKmolL)/
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(nutrients$soilKeqkg)/((nutrients$PasteDBCa*nutrients$PasteCamolL)^0.5)
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nutrients$ssat_bal_check=optim(par=c(-1,1), fn=main, data=nutrients)
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## Create output file name
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Exportname <- paste(Directory,"/", paste("Gapon Output ", Sys.Date(),".csv", sep=""), sep = "")
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## Check name for correctness
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print(Exportname)
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## Export .csv master file
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write.csv(nutrients, file = Exportname, row.names = F)
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}
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GaponFunction()

‎Data/Gapon Output 2019-02-15.csv

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ID,Field,Depth,BulkD,ECe,ECpw,ssatGWC,PasteGWC,ssatNa,ssatCa,ssatMg,ssatK,ssatAlk,ssatNO3,ssatS,ssatCl,PasteNa,PasteCa,PasteMg,PasteK,PasteAlk,PasteNO3,PasteS,PasteCl,SoilCa,SoilMg,SoilNa,SoilK,SoilNO3,SoilS,CEC,cecH,cecK,cecCa,cecMg,cecNa,Qs,Qr,alpha,n,m,soil_type,ssatVWC,PasteVWC,soilKmeqkg,soilCameqkg,soilMgmeqkg,soilNameqkg,soilKeqkg,soilCaeqkg,soilMgeqkg,soilNaeqkg,soilESP,soilESR,ssatKmeqL,ssatCameqL,ssatMgmeqL,ssatNameqL,ssatClmeqL,ssatSmeqL,ssatNO3meqL,ssatAlkmeqL,ssatKmolL,ssatCamolL,ssatMgmolL,ssatNamolL,ssatClmolL,ssatSmolL,ssatNO3molL,ssatAlkmolL,ssatIonicStrength,ssatPredictedEC,ssatSAR,ssatDBCa,ssatDBMg,ssatDBNa,ssatDBK,ssatGaponCaMg,ssatGaponCaNa,ssatGaponCaK,PasteKmeqL,PasteCameqL,PasteMgmeqL,PasteNameqL,PasteClmeqL,PasteSmeqL,PasteNO3meqL,PasteAlkmeqL,PasteKmolL,PasteCamolL,PasteMgmolL,PasteNamolL,PasteClmolL,PasteSmolL,PasteNO3molL,PasteAlkmolL,PasteIonicStrength,PastePredictedEC,PasteSAR,PasteDBCa,PasteDBMg,PasteDBNa,PasteDBK,PasteGaponCaMg,PasteGaponCaNa,PasteGaponCaK
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1,DL1,30,0.997073401,1.51,2.13,0.31546996,0.741752157,112,340,85,10,272,0.3,263,133,111,192,44,7,151,2.7,193,58,6282,803,136,286,8,113,39.4,0,2,80,17,1,0.57,0.146,0.671,1.19,0.1625492,1,0.314546706,0.739581346,7.88,315.2,66.98,3.94,0.00788,0.3152,0.06698,0.00394,10,0.111111111,0.256,17,7.0805,4.86976,3.74661,5.47829,0.006249,4.45808,0.000256,0.0085,0.00354025,0.00486976,0.00374661,0.002739145,6.25E-06,0.00445808,0.03622714,2.852530669,1.40342693,0.429691112,0.43405444,0.808069631,0.806478764,0.327610276,5.209051868,0.136648618,0.1792,9.6,3.6652,4.82628,1.63386,4.02019,0.056241,2.47489,0.0001792,0.0048,0.0018326,0.00482628,0.00163386,0.002010095,5.62E-05,0.00247489,0.021870626,1.722096496,1.87400442,0.515988438,0.519205606,0.846535928,0.845519001,0.342843571,6.567609047,0.121781345
3+
3,DL1,120,1.482359956,4.51,6.35,0.266608645,0.317235356,862,542,385,2,526,0.4,1252,196,578,449,217,5,70,0.6,944,87,6908,817,284,187,7.7,186,43.1,0,1,80,16,3,0.53,0.000206,0.0513,1.16,0.135695765,2,0.395209979,0.470256988,4.31,344.8,68.96,12.93,0.00431,0.3448,0.06896,0.01293,30,0.428571429,0.0512,27.1,32.0705,37.47976,5.52132,26.07916,0.008332,8.62114,5.12E-05,0.01355,0.01603525,0.03747976,0.00552132,0.01303958,8.33E-06,0.00862114,0.111090536,8.747286299,6.890633949,0.236953677,0.243953498,0.693758361,0.689718847,0.1811924,12.23692759,0.049857519,0.128,22.45,18.0761,25.13144,2.45079,19.66352,0.012498,1.1473,0.000128,0.011225,0.00903805,0.02513144,0.00245079,0.00983176,1.25E-05,0.0011473,0.074624634,5.875955433,5.582965779,0.303168996,0.309315133,0.739158063,0.736222526,0.22066203,8.491567336,0.129233019
4+
4,DL2,30,1.156075139,0.93,1.96,0.279937571,0.676424656,104,281,75,6,446,14.5,209,57,85,132,34,5,232,0.3,97,46,6130,687,130,222,8.8,35.9,37.5,0,2,81,15,2,0.57,0.000342,0.139,1.18,0.151247666,3,0.323628866,0.781997728,7.5,303.75,56.25,7.5,0.0075,0.30375,0.05625,0.0075,20,0.25,0.1536,14.05,6.2475,4.52192,1.60569,4.35347,0.302035,7.30994,0.0001536,0.007025,0.00312375,0.00452192,0.00160569,0.002176735,0.000302035,0.00730994,0.031597563,2.487997047,1.419438555,0.453495676,0.457532155,0.819232674,0.817821483,0.27648211,2.658125146,0.090135322,0.128,6.6,2.8322,3.6958,1.29582,2.02051,0.006249,3.80248,0.000128,0.0033,0.0014161,0.0036958,0.00129582,0.001010255,6.25E-06,0.00380248,0.015916885,1.253297992,1.70183307,0.56731622,0.569913509,0.867119647,0.866357419,0.282048876,2.999666276,0.103798845
5+
6,DL2,120,1.454203398,1.68,3.73,0.183265857,0.629106201,276,482,175,2,380,1.1,569,123,117,190,49,4,70,0.1,241,41,6326,726,138,232,9.9,80,38.9,0,2,80,16,2,0.58,9.56E-05,0.279,1.17,0.146757679,4,0.266505832,0.914848375,7.78,311.2,62.24,7.78,0.00778,0.3112,0.06224,0.00778,20,0.25,0.0512,24.1,14.5775,12.00048,3.46491,11.85227,0.022913,6.2282,5.12E-05,0.01205,0.00728875,0.01200048,0.00346491,0.005926135,2.29E-05,0.0062282,0.061413622,4.835718228,2.728879871,0.336935562,0.342609788,0.759432621,0.756934532,0.255017823,5.72111803,0.024328835,0.1024,9.5,4.0817,5.08716,1.15497,5.02003,0.002083,1.1473,0.0001024,0.00475,0.00204085,0.00508716,0.00115497,0.002510015,2.08E-06,0.0011473,0.022348687,1.759739094,1.952150644,0.512396444,0.515658922,0.845037469,0.844000572,0.304153657,3.485471181,0.070073342
6+
7,DL3,30,1.269198251,2.23,3.88,0.285728118,0.768096055,273,617,187,10,232,18.2,696,195,172,326,82,10,151,0.3,391,67,6858,1064,496,284,6.6,206,46,0,2,74,19,5,0.51,0.00304,0.0535,1.13,0.117698959,5,0.362645628,0.97486617,9.2,340.4,87.4,23,0.0092,0.3404,0.0874,0.023,50,1,0.256,30.85,15.5771,11.87004,5.49315,14.49768,0.379106,3.80248,0.000256,0.015425,0.00778855,0.01187004,0.00549315,0.00724884,0.000379106,0.00380248,0.071825168,5.655525039,2.463663571,0.309745613,0.315800949,0.743237832,0.740393101,0.357850829,1.888976423,0.101458604,0.256,16.3,6.8306,7.47856,1.88739,8.14453,0.006249,2.47489,0.000256,0.00815,0.0034153,0.00747856,0.00188739,0.004072265,6.25E-06,0.00247489,0.037326675,2.939108228,2.199072416,0.424457786,0.428893817,0.805552121,0.803919256,0.394574137,1.515923505,0.129466696
7+
8,DL3,60,1.570473419,5.67,8.56,0.22840773,0.62922872,1343,544,545,11,393,14.9,1693,412,742,535,298,13,111,0.7,1203,189,8141,1173,811,247,11.3,265,54.6,0,1,74,18,6,0.52,0.000711,0.0922,1.17,0.146174863,6,0.358708269,0.988186979,5.46,404.04,98.28,32.76,0.00546,0.40404,0.09828,0.03276,60,1.5,0.2816,27.2,45.3985,58.39364,11.60604,35.26519,0.310367,6.44127,0.0002816,0.0136,0.02269925,0.05839364,0.01160604,0.017632595,0.000310367,0.00644127,0.146380149,11.52599594,9.692074017,0.194397818,0.20183902,0.659152825,0.654158652,0.184776873,9.23245049,0.265113786,0.3328,26.75,24.8234,32.26216,5.32413,25.05849,0.014581,1.81929,0.0003328,0.013375,0.0124117,0.03226216,0.00532413,0.012529245,1.46E-05,0.00181929,0.096508371,7.599084291,6.353244319,0.259828536,0.26654966,0.710429141,0.706814815,0.249302367,4.795173865,0.295277505
8+
9,DL3,120,1.440953253,5.5,10.04,0.290138549,0.630835919,1783,489,556,22,639,0,1955,407,739,501,278,10,70,7.7,1158,111,7059,1199,1244,255,0.4,515,51.3,0,1,69,19,11,0.458083447,0.000113,0.0134,1.14,0.121188154,7,0.418076086,0.90900507,5.13,353.97,97.47,56.43,0.00513,0.35397,0.09747,0.05643,110,-11,0.5632,24.45,46.3148,77.52484,11.46519,40.72265,0,10.47321,0.0005632,0.012225,0.0231574,0.07752484,0.01146519,0.020361325,0,0.01047321,0.16150067,12.71658819,13.03308521,0.180093297,0.187650749,0.646219968,0.64084451,0.196000721,6.697372415,0.530751459,0.256,25.05,23.1574,32.13172,3.12687,24.12114,0.160391,1.1473,0.000256,0.012525,0.0115787,0.03213172,0.00312687,0.01206057,0.000160391,0.0011473,0.090739681,7.144856732,6.544735764,0.270053506,0.276643578,0.717519657,0.714079238,0.282961983,2.486625629,0.216881089

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