Load classic SWAP model¶
This notebook demonstrates how to load a SWAP model into pyswap classes from standard ASCII files.
We begin, like always, by defining metadata. Then we can use load_swp to get the scaffolding of the model with all parameters from the initial .swp file loaded.
In the grass growth example, which we use here, bottom boundary conditions are defined in a separate .bbc file. In pyswap, all the parameters of bottom boundary are in the same class. load_bbc function therefore will either update an instance of BottomBoundary you provide (like we do below), or will return a new one with just the parameters set in the .bbc file. The first option is recommended.
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import pyswap as psp
import pyswap as psp
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from pyswap import load_bbc, load_crp, load_dra, load_swp, testcase
meta = psp.components.Metadata(
author="John Doe",
institution="University of Somewhere",
email="john.doe@somewhere.com",
project="pySWAP test - hupselbrook",
swap_ver="4.2",
)
ml = load_swp(testcase.get_path("grassgrowth", "swp"), meta)
from pyswap import load_bbc, load_crp, load_dra, load_swp, testcase
meta = psp.components.Metadata(
author="John Doe",
institution="University of Somewhere",
email="john.doe@somewhere.com",
project="pySWAP test - hupselbrook",
swap_ver="4.2",
)
ml = load_swp(testcase.get_path("grassgrowth", "swp"), meta)
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print(ml.swp)
print(ml.swp)
PROJECT = 'pySWAP test - hupselbrook'
SWWBA = 0
SWEND = 0
SWVAP = 0
SWBAL = 0
SWBLC = 0
SWSBA = 0
SWATE = 0
SWBMA = 0
SWDRF = 0
SWSWB = 0
SWINI = 0
SWINC = 0
SWCRP = 0
SWSTR = 0
SWIRG = 0
SWCSV = 1
SWCSV_TZ = 0
PATHWORK = './'
PATHATM = './'
PATHCROP = './'
PATHDRAIN = './'
SWSCRE = 0
SWERROR = 0
TSTART = 1980-01-01
TEND = 1984-12-31
NPRINTDAY = 1
SWMONTH = 0
SWYRVAR = 0
PERIOD = 1
SWRES = 0
SWODAT = 0
DATEFIX = 31 12
OUTFIL = 'result'
SWHEADER = 0
INLIST_CSV = 'pgrassdm,grassdm,pmowdm,mowdm'
SWAFO = 0
SWAUN = 0
SWDISCRVERT = 0
LAT = 52.10
SWETR = 0
SWDIVIDE = 1
SWRAIN = 2
SWETSINE = 0
ALT = 1.90
ALTW = 10.00
ANGSTROMA = 0.25
ANGSTROMB = 0.50
SWMETDETAIL = 0
SWCROP = 1
RDS = 200.0
CROPSTART CROPEND CROPFIL CROPTYPE
1980-01-01 1980-12-31 'grassd' 3
1981-01-01 1981-12-31 'grassd' 3
1982-01-01 1982-12-31 'grassd' 3
1983-01-01 1983-12-31 'grassd' 3
1984-01-01 1984-12-31 'grassd' 3
SWIRFIX = 0
IRGFIL = 'swap'
SWINCO = 2
GWLI = -75.00
SWPONDMX = 0
SWRUNON = 0
RSRO = 0.500
RSROEXP = 1.00
PONDMX = 0.20
SWCFBS = 0
SWREDU = 1
CFEVAPPOND = 1.25
RSOIL = 600.00
COFREDBL = 0.35
RSIGNI = 0.50
SWSOPHY = 0
SWHYST = 0
SWMACRO = 0
ISUBLAY ISOILLAY HSUBLAY HCOMP NCOMP
1 1 5.0 1.0 5
2 1 10.0 2.5 4
3 2 10.0 5.0 2
4 3 5.0 5.0 1
5 3 20.0 10.0 2
6 4 50.0 10.0 5
7 4 20.0 20.0 1
8 5 100.0 20.0 5
9 5 120.0 40.0 3
ORES OSAT ALFA NPAR KSATFIT LEXP H_ENPR KSATEXM BDENS
0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0
0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0
0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0
0.01 0.36 0.0216 1.540 13.10 -0.520 0.0 13.10 1300.0
0.01 0.36 0.0216 1.540 13.10 -0.520 0.0 13.10 1300.0
SWSNOW = 0
SWFROST = 0
SWKMEAN = 1
SWKIMPL = 0
DTMIN = 1e-06
DTMAX = 0.04
GWLCONV = 100.0
CRITDEVH1CP = 0.01
CRITDEVH2CP = 0.1
CRITDEVPONDDT = 0.0001
MAXIT = 30
MAXBACKTR = 3
SWDRA = 1
DRFIL = 'swap'
SWBBCFILE = 1
BBCFIL = 'swap'
SWHEA = 1
SWCALT = 2
SWTOPBHEA = 1
SWBOTBHEA = 1
PSAND PSILT PCLAY ORGMAT
0.68 0.27 0.05 0.113
0.68 0.28 0.04 0.053
0.77 0.19 0.04 0.018
0.86 0.08 0.06 0.019
0.88 0.09 0.03 0.011
ZH TSOIL
-10.0 15.0
-40.0 12.0
-70.0 10.0
-95.0 9.0
SWSOLU = 0
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ml.bottomboundary = load_bbc(testcase.get_path("grassgrowth", "bbc"), ml.bottomboundary)
ml.bottomboundary = load_bbc(testcase.get_path("grassgrowth", "bbc"), ml.bottomboundary)
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print(ml.swp)
print(ml.swp)
PROJECT = 'pySWAP test - hupselbrook'
SWWBA = 0
SWEND = 0
SWVAP = 0
SWBAL = 0
SWBLC = 0
SWSBA = 0
SWATE = 0
SWBMA = 0
SWDRF = 0
SWSWB = 0
SWINI = 0
SWINC = 0
SWCRP = 0
SWSTR = 0
SWIRG = 0
SWCSV = 1
SWCSV_TZ = 0
PATHWORK = './'
PATHATM = './'
PATHCROP = './'
PATHDRAIN = './'
SWSCRE = 0
SWERROR = 0
TSTART = 1980-01-01
TEND = 1984-12-31
NPRINTDAY = 1
SWMONTH = 0
SWYRVAR = 0
PERIOD = 1
SWRES = 0
SWODAT = 0
DATEFIX = 31 12
OUTFIL = 'result'
SWHEADER = 0
INLIST_CSV = 'pgrassdm,grassdm,pmowdm,mowdm'
SWAFO = 0
SWAUN = 0
SWDISCRVERT = 0
LAT = 52.10
SWETR = 0
SWDIVIDE = 1
SWRAIN = 2
SWETSINE = 0
ALT = 1.90
ALTW = 10.00
ANGSTROMA = 0.25
ANGSTROMB = 0.50
SWMETDETAIL = 0
SWCROP = 1
RDS = 200.0
CROPSTART CROPEND CROPFIL CROPTYPE
1980-01-01 1980-12-31 'grassd' 3
1981-01-01 1981-12-31 'grassd' 3
1982-01-01 1982-12-31 'grassd' 3
1983-01-01 1983-12-31 'grassd' 3
1984-01-01 1984-12-31 'grassd' 3
SWIRFIX = 0
IRGFIL = 'swap'
SWINCO = 2
GWLI = -75.00
SWPONDMX = 0
SWRUNON = 0
RSRO = 0.500
RSROEXP = 1.00
PONDMX = 0.20
SWCFBS = 0
SWREDU = 1
CFEVAPPOND = 1.25
RSOIL = 600.00
COFREDBL = 0.35
RSIGNI = 0.50
SWSOPHY = 0
SWHYST = 0
SWMACRO = 0
ISUBLAY ISOILLAY HSUBLAY HCOMP NCOMP
1 1 5.0 1.0 5
2 1 10.0 2.5 4
3 2 10.0 5.0 2
4 3 5.0 5.0 1
5 3 20.0 10.0 2
6 4 50.0 10.0 5
7 4 20.0 20.0 1
8 5 100.0 20.0 5
9 5 120.0 40.0 3
ORES OSAT ALFA NPAR KSATFIT LEXP H_ENPR KSATEXM BDENS
0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0
0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0
0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0
0.01 0.36 0.0216 1.540 13.10 -0.520 0.0 13.10 1300.0
0.01 0.36 0.0216 1.540 13.10 -0.520 0.0 13.10 1300.0
SWSNOW = 0
SWFROST = 0
SWKMEAN = 1
SWKIMPL = 0
DTMIN = 1e-06
DTMAX = 0.04
GWLCONV = 100.0
CRITDEVH1CP = 0.01
CRITDEVH2CP = 0.1
CRITDEVPONDDT = 0.0001
MAXIT = 30
MAXBACKTR = 3
SWDRA = 1
DRFIL = 'swap'
SWBBCFILE = 1
BBCFIL = 'swap'
SWHEA = 1
SWCALT = 2
SWTOPBHEA = 1
SWBOTBHEA = 1
PSAND PSILT PCLAY ORGMAT
0.68 0.27 0.05 0.113
0.68 0.28 0.04 0.053
0.77 0.19 0.04 0.018
0.86 0.08 0.06 0.019
0.88 0.09 0.03 0.011
ZH TSOIL
-10.0 15.0
-40.0 12.0
-70.0 10.0
-95.0 9.0
SWSOLU = 0
Crop files are provided to the Crop instance as a dictionary. Below is one way to load crp file
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ml.crop.cropfiles = {
"grassd": load_crp(
testcase.get_path("grassgrowth", "grassd"), crptype="grass", name="grassd"
)
}
ml.crop.cropfiles = {
"grassd": load_crp(
testcase.get_path("grassgrowth", "grassd"), crptype="grass", name="grassd"
)
}
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print(ml.crop.cropfiles.get("grassd").crp)
print(ml.crop.cropfiles.get("grassd").crp)
SWCF = 2
DNR CH CF
0.0 12.0 1.0
180.0 12.0 1.0
366.0 12.0 1.0
ALBEDO = 0.23
RSC = 100.00
RSW = 0.00
TBASE = 0.00
KDIF = 0.60
KDIR = 0.75
SWRD = 2
RDTB =
1.0 10.0
180.0 40.0
366.0 40.0
RDI = 10.00
RRI = 1.00
RDC = 40.00
SWDMI2RD = 1
RLWTB =
300.0 10.0
2500.0 40.0
WRTMAX = 3000.00
SWRDC = 0
RDCTB =
0.0 1.0
1.0 0.0
TDWI = 1000.0
LAIEM = 0.63
RGRLAI = 0.007
SSA = 0.0004
SPAN = 30.0
SLATB =
1.0 0.0015
80.0 0.0015
300.0 0.0020
366.0 0.0020
EFF = 0.5
AMAXTB =
1.0 40.0
95.0 40.0
200.0 35.0
275.0 25.0
366.0 25.0
TMPFTB =
0.0 0.0
5.0 0.7
15.0 1.0
25.0 1.0
40.0 0.0
TMNFTB =
0.0 0.0
4.0 1.0
CVL = 0.685
CVR = 0.694
CVS = 0.662
Q10 = 2.0
RML = 0.03
RMR = 0.015
RMS = 0.015
RFSETB =
1.0 1.0
366.0 1.0
FRTB =
1.0 0.3
366.0 0.3
FLTB =
1.0 0.6
366.0 0.6
FSTB =
1.0 0.4
366.0 0.4
PERDL = 0.05
RDRRTB =
1.0 0.00
180.0 0.02
366.0 0.02
RDRSTB =
1.0 0.00
180.0 0.02
366.0 0.02
SWTSUM = 1
TSUMTEMP = 8.0
TSUMDEPTH = 10.0
TSUMTIME = 3.0
SWOXYGEN = 1
SWWRTNONOX = 1
AERATECRIT = 0.5
HLIM1 = 0.0
HLIM2U = 1.0
HLIM2L = -1.0
SWDROUGHT = 1
HLIM3H = -200.0
HLIM3L = -800.0
HLIM4 = -8000.0
ADCRH = 0.5
ADCRL = 0.1
SWSALINITY = 0
SWCOMPENSATE = 0
SWSTRESSOR = 1
ALPHACRIT = 0.7
DCRITRTZ = 16.0
SWINTER = 1
COFAB = 0.25
SCHEDULE = 0
SEQGRAZMOW = 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
SWHARVEST = 2
DATEHARVEST =
1980-05-06
1980-05-28
1980-06-24
1980-07-24
1980-08-19
1980-09-17
1980-10-23
1981-04-14
1981-05-19
1981-06-16
1981-07-14
1981-08-05
1981-09-08
1981-10-28
1982-05-11
1982-06-01
1982-07-06
1982-08-10
1982-10-13
1983-05-19
1983-06-15
1983-07-13
1983-08-17
1983-10-28
1984-05-15
1984-06-07
1984-07-05
1984-08-02
1984-09-11
1984-11-07
SWDMGRZ = 2
DMGRAZING = 2400.00
DMGRZTB =
152.0 2400.0
244.0 1800.0
366.0 1800.0
MAXDAYGRZ = 28
SWLOSSGRZ = 0
TAGPREST = 700.00
DEWREST = 850.00
SWDMMOW = 2
DMHARVEST = 4200.00
DAYLASTHARVEST = 289
DMLASTHARVEST = 2700.00
DMMOWTB =
120.0 4700.0
152.0 3700.0
182.0 3200.0
213.0 2700.0
366.0 2700.0
MAXDAYMOW = 42
SWLOSSMOW = 0
MOWREST = 700.00
DMMOWDELAY DAYDELAY
0.0 2
2000.0 3
4000.0 4
SWPOTRELMF = 1
RELMF = 0.90
SWCO2 = 0
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ml.lateraldrainage.drafile = load_dra(testcase.get_path("grassgrowth", "dra"))
ml.lateraldrainage.drafile = load_dra(testcase.get_path("grassgrowth", "dra"))
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ml.meteorology.metfile = psp.components.meteorology.metfile_from_csv(
"260.met", testcase.get_path("grassgrowth", "met")
)
ml.meteorology.metfile = psp.components.meteorology.metfile_from_csv(
"260.met", testcase.get_path("grassgrowth", "met")
)
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ml.get_inputs()
ml.get_inputs()
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{'swp': "PROJECT = 'pySWAP test - hupselbrook'\nSWWBA = 0\nSWEND = 0\nSWVAP = 0\nSWBAL = 0\nSWBLC = 0\nSWSBA = 0\nSWATE = 0\nSWBMA = 0\nSWDRF = 0\nSWSWB = 0\nSWINI = 0\nSWINC = 0\nSWCRP = 0\nSWSTR = 0\nSWIRG = 0\nSWCSV = 1\nSWCSV_TZ = 0\nPATHWORK = './'\nPATHATM = './'\nPATHCROP = './'\nPATHDRAIN = './'\nSWSCRE = 0\nSWERROR = 0\nTSTART = 1980-01-01\nTEND = 1984-12-31\nNPRINTDAY = 1\nSWMONTH = 0\nSWYRVAR = 0\nPERIOD = 1\nSWRES = 0\nSWODAT = 0\nDATEFIX = 31 12\nOUTFIL = 'result'\nSWHEADER = 0\nINLIST_CSV = 'pgrassdm,grassdm,pmowdm,mowdm'\nSWAFO = 0\nSWAUN = 0\nSWDISCRVERT = 0\nLAT = 52.10\nSWETR = 0\nSWDIVIDE = 1\nSWRAIN = 2\nSWETSINE = 0\nMETFIL = '260.met'\nALT = 1.90\nALTW = 10.00\nANGSTROMA = 0.25\nANGSTROMB = 0.50\nSWMETDETAIL = 0\nSWCROP = 1\nRDS = 200.0\n CROPSTART CROPEND CROPFIL CROPTYPE\n1980-01-01 1980-12-31 'grassd' 3\n1981-01-01 1981-12-31 'grassd' 3\n1982-01-01 1982-12-31 'grassd' 3\n1983-01-01 1983-12-31 'grassd' 3\n1984-01-01 1984-12-31 'grassd' 3\n\nSWIRFIX = 0\nIRGFIL = 'swap'\nSWINCO = 2\nGWLI = -75.00\nSWPONDMX = 0\nSWRUNON = 0\nRSRO = 0.500\nRSROEXP = 1.00\nPONDMX = 0.20\nSWCFBS = 0\nSWREDU = 1\nCFEVAPPOND = 1.25\nRSOIL = 600.00\nCOFREDBL = 0.35\nRSIGNI = 0.50\nSWSOPHY = 0\nSWHYST = 0\nSWMACRO = 0\n ISUBLAY ISOILLAY HSUBLAY HCOMP NCOMP\n 1 1 5.0 1.0 5\n 2 1 10.0 2.5 4\n 3 2 10.0 5.0 2\n 4 3 5.0 5.0 1\n 5 3 20.0 10.0 2\n 6 4 50.0 10.0 5\n 7 4 20.0 20.0 1\n 8 5 100.0 20.0 5\n 9 5 120.0 40.0 3\n\n ORES OSAT ALFA NPAR KSATFIT LEXP H_ENPR KSATEXM BDENS\n 0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0\n 0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0\n 0.02 0.40 0.0227 1.548 9.65 -0.983 0.0 9.65 1300.0\n 0.01 0.36 0.0216 1.540 13.10 -0.520 0.0 13.10 1300.0\n 0.01 0.36 0.0216 1.540 13.10 -0.520 0.0 13.10 1300.0\n\nSWSNOW = 0\nSWFROST = 0\nSWKMEAN = 1\nSWKIMPL = 0\nDTMIN = 1e-06\nDTMAX = 0.04\nGWLCONV = 100.0\nCRITDEVH1CP = 0.01\nCRITDEVH2CP = 0.1\nCRITDEVPONDDT = 0.0001\nMAXIT = 30\nMAXBACKTR = 3\nSWDRA = 1\nDRFIL = 'swap'\nSWBBCFILE = 1\nBBCFIL = 'swap'\nSWHEA = 1\nSWCALT = 2\nSWTOPBHEA = 1\nSWBOTBHEA = 1\n PSAND PSILT PCLAY ORGMAT\n 0.68 0.27 0.05 0.113\n 0.68 0.28 0.04 0.053\n 0.77 0.19 0.04 0.018\n 0.86 0.08 0.06 0.019\n 0.88 0.09 0.03 0.011\n\n ZH TSOIL\n-10.0 15.0\n-40.0 12.0\n-70.0 10.0\n-95.0 9.0\n\nSWSOLU = 0",
'dra': 'DRAMET = 3\nSWDIVD = 1\nCOFANI = 1.00 1.00 1.00 1.00 1.00\nSWDISLAY = 0\nNRLEVS = 1\nSWINTFL = 0\nDRARES1 = 750.0\nINFRES1 = 2000.0\nSWALLO1 = 1\nL1 = 500.0\nZBOTDR1 = -55.0\nSWDTYP1 = 2\n DATOWL1 LEVEL1\n1980-01-01 -60.0\n1984-12-31 -60.0\n',
'crop': {'grassd': CropFile(name='grassd', path=None, prep=Preparation(swprep=None, swsow=None, swgerm=None, swharv=None, dvsend=None, zprep=None, hprep=None, maxprepdelay=None, zsow=None, hsow=None, ztempsow=None, tempsow=None, maxsowdelay=None, tsumemeopt=None, tbasem=None, teffmx=None, hdrygerm=None, hwetgerm=None, zgerm=None, agerm=None), cropdev_settings=CropDevelopmentSettingsGrass(wofost_variety=None, swcf=2, cftb= DNR CH CF
0 0.0 12.0 1.0
1 180.0 12.0 1.0
2 366.0 12.0 1.0, albedo=0.23, rsc=100.0, rsw=0.0, tsum1=None, tsum2=None, tbase=0.0, kdif=0.6, kdir=0.75, swrd=2, rdtb= DNR RD
0 1.0 10.0
1 180.0 40.0
2 366.0 40.0, rdi=10.0, rri=1.0, rdc=40.0, swdmi2rd=1, rlwtb= RW RL
0 300.0 10.0
1 2500.0 40.0, wrtmax=3000.0, swrdc=0, rdctb= RRD RDENS
0 0.0 1.0
1 1.0 0.0, idsl=None, dtsmtb=None, dlo=None, dlc=None, vernsat=None, vernbase=None, verndvs=None, verntb=None, tdwi=1000.0, laiem=0.63, rgrlai=0.007, spa=None, ssa=0.0004, span=30.0, slatb= DNR SLA
0 1.0 0.0015
1 80.0 0.0015
2 300.0 0.0020
3 366.0 0.0020, eff=0.5, amaxtb= DNR AMAX
0 1.0 40.0
1 95.0 40.0
2 200.0 35.0
3 275.0 25.0
4 366.0 25.0, tmpftb= TAVD TMPF
0 0.0 0.0
1 5.0 0.7
2 15.0 1.0
3 25.0 1.0
4 40.0 0.0, tmnftb= TMNR TMNF
0 0.0 0.0
1 4.0 1.0, cvo=None, cvl=0.685, cvr=0.694, cvs=0.662, q10=2.0, rml=0.03, rmo=None, rmr=0.015, rms=0.015, rfsetb= DNR RFSE
0 1.0 1.0
1 366.0 1.0, frtb= DNR FR
0 1.0 0.3
1 366.0 0.3, fltb= DNR FL
0 1.0 0.6
1 366.0 0.6, fstb= DNR FS
0 1.0 0.4
1 366.0 0.4, fotb=None, perdl=0.05, rdrrtb= DNR RDRR
0 1.0 0.00
1 180.0 0.02
2 366.0 0.02, rdrstb= DNR RDRS
0 1.0 0.00
1 180.0 0.02
2 366.0 0.02, swtsum=1, tsumtemp=8.0, tsumdepth=10.0, tsumtime=3.0), oxygenstress=OxygenStress(swoxygen=1, swwrtnonox=1, swoxygentype=None, aeratecrit=0.5, hlim1=0.0, hlim2u=1.0, hlim2l=-1.0, q10_microbial=None, specific_resp_humus=None, srl=None, swrootradius=None, dry_mat_cont_roots=None, air_filled_root_por=None, spec_weight_root_tissue=None, var_a=None, root_radiuso2=None, q10_root=None, f_senes=None, c_mroot=None, mrftb=None, wrtb=None), droughtstress=DroughtStress(swdrought=1, swjarvis=None, alphcrit=None, hlim3h=-200.0, hlim3l=-800.0, hlim4=-8000.0, adcrh=0.5, adcrl=0.1, wiltpoint=None, kstem=None, rxylem=None, rootradius=None, kroot=None, rootcoefa=None, swhydrlift=None, rooteff=None, stephr=None, criterhr=None, taccur=None), saltstress=SaltStress(swsalinity=0, saltmax=None, saltslope=None, salthead=None), compensaterwu=CompensateRWUStress(swcompensate=0, swstressor=1, alphacrit=0.7, dcritrtz=16.0), interception=Interception(swinter=1, cofab=0.25, intertb=None), scheduledirrigation=ScheduledIrrigation(schedule=0, startirr=None, endirr=None, cirrs=None, isuas=None, tcs=None, phfieldcapacity=None, irgthreshold=None, dcrit=None, swcirrthres=None, cirrthres=None, perirrsurp=None, tcsfix=None, irgdayfix=None, dcs=None, dcslim=None, irgdepmin=None, irgdepmax=None, tc1tb=None, tc2tb=None, tc3tb=None, tc4tb=None, tc7tb=None, tc8tb=None, dc1tb=None, dc2tb=None), grasslandmanagement=GrasslandManagement(seqgrazmow=[2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2], swharvest=2, dateharvest= DATEHARVEST
0 1980-05-06
1 1980-05-28
2 1980-06-24
3 1980-07-24
4 1980-08-19
5 1980-09-17
6 1980-10-23
7 1981-04-14
8 1981-05-19
9 1981-06-16
10 1981-07-14
11 1981-08-05
12 1981-09-08
13 1981-10-28
14 1982-05-11
15 1982-06-01
16 1982-07-06
17 1982-08-10
18 1982-10-13
19 1983-05-19
20 1983-06-15
21 1983-07-13
22 1983-08-17
23 1983-10-28
24 1984-05-15
25 1984-06-07
26 1984-07-05
27 1984-08-02
28 1984-09-11
29 1984-11-07, swdmgrz=2, dmgrazing=2400.0, dmgrztb= DNR DMGRZ
0 152.0 2400.0
1 244.0 1800.0
2 366.0 1800.0, maxdaygrz=28, swlossgrz=0, tagprest=700.0, dewrest=850.0, lsda=None, lsdb=None, swdmmow=2, dmharvest=4200.0, daylastharvest=289, dmlastharvest=2700.0, dmmowtb= DNR DMMOW
0 120.0 4700.0
1 152.0 3700.0
2 182.0 3200.0
3 213.0 2700.0
4 366.0 2700.0, maxdaymow=42, swlossmow=0, mowrest=700.0, dmmowdelay= DMMOWDELAY DAYDELAY
0 0.0 2
1 2000.0 3
2 4000.0 4, swpotrelmf=1, relmf=0.9), co2correction=CO2Correction(wofost_variety=None, swco2=0, atmofil=None, co2amaxtb=None, co2efftb=None, co2tratb=None))},
'met': "Station,DD,MM,YYYY,Rad,Tmin,Tmax,Hum,Wind,Rain,ETref,Wet\n'260',1,1,1980,2530.0,-0.8,2.3,0.594468,2.6,5.8,0.3,0.092\n'260',2,1,1980,2550.0,-2.1,2.9,0.582676,1.5,0.6,0.3,0.008\n'260',3,1,1980,800.0,-6.3,0.5,0.470635,2.6,1.3,0.1,0.246\n'260',4,1,1980,400.0,-0.4,3.8,0.666533,5.1,9.1,0.0,0.4\n'260',5,1,1980,970.0,3.0,4.9,0.782227,3.6,4.2,0.1,0.279\n'260',6,1,1980,1010.0,4.0,6.3,0.836957,2.6,6.2,0.1,0.321\n'260',7,1,1980,1250.0,0.8,4.7,0.725125,2.1,0.3,0.1,0.012\n'260',8,1,1980,620.0,-0.4,3.1,0.645561,2.6,0.8,0.1,0.025\n'260',9,1,1980,1230.0,-0.4,1.0,0.573076,3.1,0.0,0.1,0.0\n'260',10,1,1980,1310.0,-1.7,0.5,0.472431,2.6,0.0,0.1,0.0\n'260',11,1,1980,520.0,-6.0,-1.4,0.365004,3.1,0.0,0.0,0.0\n'260',12,1,1980,4880.0,-7.3,-2.7,0.332196,3.6,0.0,0.4,0.0\n'260',13,1,1980,4630.0,-10.0,-1.8,0.30718,1.5,0.0,0.4,0.0\n'260',14,1,1980,2080.0,-11.0,-2.7,0.340891,2.1,0.0,0.2,0.0\n'260',15,1,1980,1620.0,-7.0,-1.8,0.395652,1.5,0.0,0.1,0.0\n'260',16,1,1980,3080.0,-4.1,-0.1,0.486942,2.6,0.0,0.3,0.0\n'260',17,1,1980,4410.0,-5.8,-0.7,0.407989,2.6,0.0,0.4,0.0\n'260',18,1,1980,4340.0,-7.4,-2.0,0.365053,3.1,0.0,0.4,0.0\n'260',19,1,1980,4130.0,-7.3,3.1,0.403998,2.6,0.0,0.4,0.0\n'260',20,1,1980,950.0,-4.1,1.6,0.497638,3.1,0.3,0.1,0.067\n'260',21,1,1980,1370.0,-0.4,4.7,0.615291,6.7,5.6,0.2,0.129\n'260',22,1,1980,1100.0,2.0,5.3,0.652495,6.2,0.9,0.1,0.108\n'260',23,1,1980,2020.0,1.8,5.0,0.703739,4.6,1.0,0.2,0.1\n'260',24,1,1980,1410.0,-0.1,3.4,0.655714,3.6,0.3,0.2,0.008\n'260',25,1,1980,2120.0,0.4,5.0,0.687573,3.1,2.0,0.2,0.021\n'260',26,1,1980,3220.0,-1.7,4.2,0.580339,2.6,0.7,0.4,0.012\n'260',27,1,1980,4640.0,-0.8,4.7,0.572741,2.1,0.5,0.5,0.004\n'260',28,1,1980,1020.0,-2.7,0.1,0.512409,2.1,3.4,0.1,0.129\n'260',29,1,1980,1480.0,-0.2,3.2,0.617771,2.1,0.1,0.2,0.008\n'260',30,1,1980,2390.0,3.0,9.1,0.831843,5.7,0.6,0.3,0.021\n'260',31,1,1980,3210.0,2.9,10.7,0.821718,4.1,23.9,0.4,0.354\n'260',1,2,1980,5150.0,-0.9,4.0,0.461131,3.6,0.5,0.6,0.021\n'260',2,2,1980,560.0,-0.8,6.5,0.676299,4.1,10.9,0.1,0.337\n'260',3,2,1980,790.0,2.1,6.1,0.716626,3.1,9.4,0.1,0.258\n'260',4,2,1980,2610.0,0.3,4.3,0.614241,3.6,5.3,0.3,0.175\n'260',5,2,1980,980.0,4.3,8.6,0.90567,5.1,15.7,0.1,0.408\n'260',6,2,1980,870.0,6.0,7.8,0.949671,3.1,4.7,0.1,0.279\n'260',7,2,1980,1600.0,3.3,8.9,0.837248,3.6,1.2,0.2,0.067\n'260',8,2,1980,2390.0,3.2,10.6,0.866174,3.6,0.5,0.3,0.025\n'260',9,2,1980,5040.0,5.8,12.3,0.847187,3.1,0.0,0.7,0.0\n'260',10,2,1980,3170.0,3.2,9.2,0.780156,3.6,0.4,0.4,0.017\n'260',11,2,1980,2340.0,1.3,8.8,0.781878,2.6,0.4,0.3,0.012\n'260',12,2,1980,1500.0,1.0,7.2,0.78542,1.5,0.0,0.2,0.0\n'260',13,2,1980,3820.0,0.7,8.0,0.703234,1.5,0.0,0.5,0.0\n'260',14,2,1980,4200.0,-2.1,5.2,0.599699,1.5,0.0,0.5,0.0\n'260',15,2,1980,2020.0,2.9,7.1,0.796119,3.1,3.3,0.3,0.267\n'260',16,2,1980,2930.0,5.1,7.5,0.875449,2.1,0.0,0.4,0.0\n'260',17,2,1980,4400.0,1.8,9.8,0.849719,1.5,0.0,0.6,0.0\n'260',18,2,1980,6250.0,1.9,8.9,0.795926,2.6,0.0,0.8,0.0\n'260',19,2,1980,8990.0,-0.6,6.6,0.554511,4.1,0.0,1.1,0.0\n'260',20,2,1980,8540.0,-0.3,8.9,0.567567,4.1,0.0,1.1,0.0\n'260',21,2,1980,9460.0,1.4,10.3,0.567178,3.1,0.0,1.2,0.0\n'260',22,2,1980,9500.0,0.8,11.3,0.570374,3.6,0.0,1.2,0.0\n'260',23,2,1980,1290.0,3.1,5.7,0.674659,2.1,1.8,0.2,0.183\n'260',24,2,1980,7310.0,1.3,11.8,0.66564,2.1,0.0,0.9,0.0\n'260',25,2,1980,4600.0,-0.8,8.9,0.741261,1.0,0.0,0.6,0.0\n'260',26,2,1980,2290.0,0.8,5.3,0.711121,3.1,0.0,0.3,0.0\n'260',27,2,1980,2910.0,0.8,4.5,0.585121,3.6,0.0,0.3,0.0\n'260',28,2,1980,2830.0,1.9,5.3,0.624483,2.1,0.0,0.3,0.0\n'260',29,2,1980,3330.0,4.2,8.2,0.820008,2.6,0.0,0.4,0.0\n'260',1,3,1980,8490.0,-0.2,10.7,0.635956,2.6,0.0,1.1,0.0\n'260',2,3,1980,3670.0,-0.6,8.0,0.616108,3.1,0.1,0.4,0.004\n'260',3,3,1980,7870.0,-1.4,7.1,0.503969,3.1,0.7,0.9,0.012\n'260',4,3,1980,2440.0,0.5,6.7,0.631057,2.1,0.4,0.3,0.008\n'260',5,3,1980,9320.0,-1.0,8.3,0.573818,3.1,0.0,1.1,0.0\n'260',6,3,1980,1950.0,1.6,7.1,0.695715,4.6,7.3,0.2,0.346\n'260',7,3,1980,2380.0,4.7,8.5,0.826216,5.7,9.1,0.3,0.242\n'260',8,3,1980,4610.0,0.8,8.9,0.693481,2.6,2.6,0.6,0.104\n'260',9,3,1980,3850.0,-1.2,6.2,0.667618,1.0,0.0,0.5,0.0\n'260',10,3,1980,6090.0,4.0,8.6,0.757588,2.1,2.8,0.8,0.25\n'260',11,3,1980,2350.0,2.6,7.6,0.79933,1.0,0.4,0.3,0.058\n'260',12,3,1980,1630.0,2.5,7.4,0.803274,4.6,16.0,0.2,0.517\n'260',13,3,1980,4450.0,5.8,8.6,0.883074,3.1,12.2,0.6,0.242\n'260',14,3,1980,5000.0,2.0,6.5,0.670443,5.7,0.5,0.6,0.012\n'260',15,3,1980,2470.0,1.0,3.5,0.612193,5.7,0.0,0.3,0.0\n'260',16,3,1980,3080.0,2.2,5.0,0.667907,3.1,0.0,0.4,0.0\n'260',17,3,1980,5930.0,3.9,7.6,0.713596,2.1,0.0,0.8,0.0\n'260',18,3,1980,9010.0,1.6,7.1,0.575686,5.1,0.0,1.1,0.0\n'260',19,3,1980,5160.0,-1.4,2.7,0.450271,7.7,0.0,0.6,0.0\n'260',20,3,1980,15050.0,-4.0,3.7,0.339831,6.2,0.0,1.6,0.0\n'260',21,3,1980,8560.0,-4.1,1.5,0.413882,4.1,0.1,0.9,0.004\n'260',22,3,1980,5970.0,-2.8,4.8,0.451789,2.1,0.5,0.7,0.021\n'260',23,3,1980,9690.0,-3.7,7.7,0.561069,2.6,0.0,1.1,0.0\n'260',24,3,1980,13810.0,-2.3,11.7,0.599092,2.6,0.0,1.8,0.0\n'260',25,3,1980,11950.0,1.0,14.6,0.619392,2.6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'bbc': <bound method BottomBoundary.bbc of BottomBoundary(swbbcfile=1, bbcfil='swap', swbotb=1, sw2=None, sw4=None, swbotb3resvert=None, swbotb3impl=None, swqhbot=None, sinave=None, sinamp=None, sinmax=None, shape=None, hdrain=None, rimlay=None, aqave=None, aqamp=None, aqtmax=None, aqper=None, cofqha=None, cofqhb=None, cofqhc=None, gwlevel= DATE1 GWLEVEL
0 1980-04-24 -88.0
1 1980-05-02 -121.0
2 1980-05-07 -98.0
3 1980-05-21 -121.0
4 1980-05-28 -131.0
.. ... ...
121 1984-10-03 -70.0
122 1984-10-16 -56.0
123 1984-11-01 -50.0
124 1984-11-27 -55.0
125 1984-12-12 -86.0
[126 rows x 2 columns], qbot=None, haquif=None, qbot4=None, qtab=None, hbot5=None)>}
In [11]:
Copied!
result = ml.run(silence_warnings=True)
result = ml.run(silence_warnings=True)
In [12]:
Copied!
result.yearly_summary
result.yearly_summary
Out[12]:
| PGRASSDM | GRASSDM | PMOWDM | MOWDM | |
|---|---|---|---|---|
| DATETIME | ||||
| 1980-12-31 | 503346.58764 | 472037.92107 | 3.141213e+06 | 2.713909e+06 |
| 1981-12-31 | 509608.10927 | 481111.92490 | 3.101813e+06 | 2.696380e+06 |
| 1982-12-31 | 696261.80313 | 639666.66443 | 3.298267e+06 | 2.815552e+06 |
| 1983-12-31 | 714819.86034 | 652098.59899 | 3.447898e+06 | 2.960527e+06 |
| 1984-12-31 | 551388.82940 | 511481.78297 | 2.904968e+06 | 2.495410e+06 |