Boa tarde colegas programadores, como vão?
Estou tendo alguma dificuldade em acertar o script para executar o calculo
do balanço hídrico de Thornthwaite & Mather, mas para uma escala diária.
Tenho essas condições que deve ser obedecida para execução dos cálculos:
- Se P - ETP < 0:
NAc = (P - ETP) + NAc[i-1]
ARM = CAD * exp(NAc/CAD)
- Se P - ETP >= 0:
ARM = (P - ETP) + ARM[i-1]
NAc = CAD * Ln(ARM/CAD)
- ARM <= CAD
Utilizei o comando for e o if else para estabelecer as condições e calcular
cada variável para cada dia do período analisado. Entretanto, o script não
está calculando as variáveis e retorna os vetores vazios.
Segue o script no corpo do email e os dados de entrada em anexo.
Agradeço de antemão a ajuda de todos!
Abs
#----------Remover Objetos----------#
rm(list = ls())
#----------Selecionar arquivo de interesse----------#
a = read.table("x.txt", sep = "\t", header = T); head(a)
#----------Iniciar o BH----------#
a$P.ETP = a$RAIN-a$ETP.Penman
cad = 100
a$NAc = NA
a$ARMi = NA
a$ARMf = NA
a$ALT = NA
a$ETR = NA
a$DEF = NA
a$EXC = NA
head(a)
a$NAc[1] = 0
a$ARMi[1] = cad
a$ARMf[1] = cad
a$ALT[1] = 0
for(i in 2:length(a[,1])){
if(a$P.ETP[i]<0){
(a$NAc[i] = a$P.ETP[i]+a$NAc[i-1])
a$ARMi[i] = (cad*exp(-1*((abs(a$NAc[i]))/cad)))
}else{
a$ARMf[i] = ifelse(a$ARMi[i] > cad, cad, a$ARMi[i])
a$ARMi[i] = a$ARMf[i-1]+a$P.ETP[i]
a$NAc[i] = cad*log((a$ARMf[i])/cad)
}
a$ALT[i] = a$ARMf[i] - a$ARMf[i-1]
a$ETR[i] = if(a$P.ETP[i]<0){a$RAIN[i]+abs(a$ALT[i])}
else{a$ETP.Penman[i]}
a$DEF[i] = a$ETP.Penman[i] - a$ETR[i]
a$EXC[i] = a$ARMi[i] - a$ARMf[i]
}
View(a)
Yury Duarte
Engenheiro Agrônomo - ESALQ/USP
"DATE" "SRAD" "TMAX" "TMIN" "RAIN" "RHUM" "WIND" "DiaJuliano"
"ETP.Penman" "ETP.Priestley"
1980-01-01 18.3 31.1 21.8 0.1 82 1.5 1
4.42211576075604 5.27263507566622
1980-01-02 9.2 26.5 21.8 11.1 91.5 0.7 2
2.10154616207215 2.59134942332758
1980-01-03 12.8 29.9 21 3.6 86 0.7 3
3.03112321022883 3.65882746557631
1980-01-04 13.1 30.3 22 28.9 82.8 1.2 4
3.25778776700849 3.77883450894411
1980-01-05 9.4 25.1 21.6 1.5 91 1.1 5
2.12691418881463 2.61705516823686
1980-01-06 16.1 31.2 20.8 7.3 80.7 1.4 6
3.9812505310723 4.62166769886461
1980-01-07 18.3 31.6 22.3 0.3 79 1.3 7
4.53017902857099 5.30810812112658
1980-01-08 16.5 31.5 21.4 0 79.4 1.4 8
4.12768062539707 4.7560541658186
1980-01-09 18.5 31.3 23 4.1 85.4 0.9 9
4.37411597734171 5.38120550123258
1980-01-10 11.4 29.6 22.1 0.5 81.5 1.2 10
2.92069705941093 3.28482646413925
1980-01-11 9.8 29.6 21.9 5.7 84.5 0.5 11
2.39007149757638 2.83927429301233
1980-01-12 10.6 30.3 22.3 9.9 87.1 1.6 12
2.67380881942126 3.09281118445139
1980-01-13 9.8 28.6 21 38.1 95.5 1 13
2.19410333434479 2.81022829972509
1980-01-14 13.8 29.6 21.3 13.4 89.9 1.3 14
3.17730180688381 3.95003756676579
1980-01-15 9.2 27.8 21.2 11.1 83.2 1 15
2.30910079419404 2.60012276679967
1980-01-16 15.9 31.6 22 8.9 79 0.5 16
3.84368236184358 4.60293875116889
1980-01-17 11.1 30 22.4 1.4 93 0.5 17
2.59068462026729 3.2284638868138
1980-01-18 19.6 32.1 21.2 1.9 80.6 1 18
4.71547307715961 5.65713946201212
1980-01-19 25.8 32.5 23.8 0.1 80.6 1.1 19
6.16570973867434 7.586871405555
1980-01-20 16.1 32.5 21.9 0.2 83.8 0.8 20
3.90877330320138 4.7088989849534
1980-01-21 24.3 33.3 22.9 0.7 72 0.5 21
5.89227266479886 7.10400656287786
1980-01-22 22.8 33 21.7 0 78.6 1.2 22
5.52317502297309 6.61507956553919
1980-01-23 13.5 32.2 24.4 0 86.7 1.2 23
3.3530575846945 4.02113877422762
1980-01-24 17.9 32.4 22.6 0.1 84 1.3 24
4.34628464800689 5.24455535482631
1980-01-25 26.6 32.9 22.7 0 81 1.5 25
6.31888722942086 7.78281912179972
1980-01-26 15.4 32.3 25.2 0 79.6 0.8 26
3.899107546123 4.60280454959026
1980-01-27 10.7 28.2 22 0.1 77.7 1.6 27
2.94754377995314 3.06002701078073
1980-01-28 12.5 30.4 21.9 24.6 89.5 1.7 28
2.96621593613692 3.61857138783588
1980-01-29 9.2 28.6 21.8 21.4 85.8 1 29
2.29574257418811 2.64887576661781
1980-01-30 12.6 32.2 22.3 16.6 82.5 0.2 30
3.04019416535493 3.70203254547889
1980-01-31 10.5 28.1 22.9 28.7 89.8 0.5 31
2.46600556699612 3.0315104686543
1980-02-01 15.8 31.9 22.7 7.2 84.5 1 32
3.84591798047324 4.63264426830058
1980-02-02 9.6 28.5 23.3 0.3 94 0.7 33
2.21418276735614 2.77774788501619
1980-02-03 15.4 31.5 22.9 1.4 83.2 0.7 34
3.73286795284959 4.49919469326244
1980-02-04 10.7 32 23.1 4.4 87.2 0.7 35
2.65048242990441 3.17116704257655
1980-02-05 9.3 25.5 22 68.7 90.8 1.3 36
2.13176566698896 2.60376391549856
1980-02-06 12.9 30.3 22.4 8.4 83.2 0.7 37
3.14334045707504 3.74240989744803
1980-02-07 12.9 29.9 22.5 1.1 90.1 1.3 38
3.02633660061101 3.74397147347214
1980-02-08 11.9 29 23.2 9 87.8 1.4 39
2.87922544192645 3.45229621541302
1980-02-09 10.7 27.5 21.8 8.5 88.4 1 40
2.52127448411968 3.04588421208894
1980-02-10 11.2 29.5 22 42.4 86.5 1.5 41
2.77140970673317 3.23028158428182
1980-02-11 14.1 29.3 22.7 12.5 87.5 1 42
3.31454945476942 4.0581231682499
1980-02-12 15.6 30.7 22 2.9 83.5 1.7 43
3.82819621179098 4.50425909636811
1980-02-13 12.5 28.5 22.2 0.1 91.2 0.5 44
2.88138919371009 3.58615551030773
1980-02-14 10.1 29.9 21.6 5.5 93.8 1.5 45
2.31806528287495 2.93380983096028
1980-02-15 9.7 27.3 21.6 37 90.1 1.1 46
2.27612780123543 2.76490793923802
1980-02-16 16.9 29.7 21.6 18.4 76 1.5 47
4.25275575758298 4.80118396858961
1980-02-17 9.2 25.7 21.6 9.3 95 0.5 48
2.04018225555901 2.57373646103216
1980-02-18 12.8 29.9 21.2 6.4 89.1 1.3 49
3.00313350558934 3.67382724275084
1980-02-19 10.9 26.7 22.1 43.5 93.3 0.9 50
2.44688267139192 3.09595941363195
1980-02-20 19 31.3 22 2.7 84.5 0.5 51
4.47187823529288 5.50024461531532
1980-02-21 13.8 29 22 22.4 89 1.2 52
3.19958944770181 3.95457455357886
1980-02-22 9.4 28.9 21.4 4.2 90.5 2.5 53
2.28932278119144 2.70719529199462
1980-02-23 14.8 27.1 20.8 1.4 93.2 0.5 54
3.27239019247234 4.13223403114498
1980-02-24 20.3 29.8 20.8 10.7 88.2 0.5 55
4.60881503754826 5.74554396996781
1980-02-25 15.6 31.1 20.8 2 82.8 1 56
3.76343002209263 4.4797011915034
1980-02-26 9.8 29.8 22 6.7 81.8 1.5 57
2.64475729980508 2.82898513378965
1980-02-27 12.3 30 21.2 2.4 88.5 0.5 58
2.89174490477745 3.54159666078345
1980-02-28 10.4 27.7 22.4 4.6 89.2 1 59
2.45829808470481 2.98112092335066
1980-02-29 9.2 24.5 20.9 68.4 95 0.5 60
2.00595407380286 2.53723902987102
1980-03-01 14.2 30.7 21 3 86.7 1.1 61
3.37024161066985 4.07753505822488
1980-03-02 10.7 29.3 22.4 2.1 90.8 0.5 62
2.51442865660677 3.10071745601395
1980-03-03 20.2 31.1 21.8 1.6 84 1.5 63
4.74964143334251 5.82022167629036
1980-03-04 17.4 30.7 21.6 2 89.6 1.3 64
3.98119852715213 5.01514872394867
1980-03-05 10 27.2 22.4 0.3 87.2 0.5 65
2.35973507343522 2.86013319192002
1980-03-06 10.6 27.7 21.2 45.2 88.2 0.5 66
2.46447675571863 3.00678121137675
1980-03-07 11.1 28.8 21.7 12.3 90.5 1.1 67
2.58719941191441 3.18066247496988
1980-03-08 19.5 30.3 21.6 5.7 80.2 0.8 68
4.59614838014186 5.5588965950165
1980-03-09 22.6 32.1 21.2 0 83.9 1.1 69
5.2847813394554 6.51883282047295
1980-03-10 23.9 31.4 21.6 0.5 79.5 1 70
5.63143517078817 6.86162307287373
1980-03-11 24.1 32.5 21.8 0.3 82.2 1 71
5.68685036784676 6.99280443237671
1980-03-12 24.1 32.7 25.1 0 82.6 1 72
5.79612498200027 7.16593426695106
1980-03-13 22.4 32.6 21 0 84.4 0.8 73
5.24543786408872 6.46478051710833
1980-03-14 25 32.8 21.4 0 80.8 1.2 74
5.91121830973114 7.22597722324808
1980-03-15 20.6 32.4 22.2 0 83.8 1.3 75
4.91065648131491 6.00269834774702
1980-03-16 22 32.8 22 0 85.3 1.8 76
5.17683190007013 6.42585345263425
1980-03-17 12.3 29.8 21.8 26.8 83.8 0.5 77
2.94818970827483 3.54538736567008
1980-03-18 15.7 30 22.2 2.8 80.5 1.3 78
3.86860162356002 4.50669179689052
1980-03-19 13.8 30.3 20.5 0.3 76.2 1 79
3.48680008158238 3.92280583269474
1980-03-20 21.8 32 20.2 0.3 79.7 1.1 80
5.1654950842046 6.21124083494147
1980-03-21 19.3 32.3 25.1 0.7 85.5 1.2 81
4.6614914239954 5.74426482563437
1980-03-22 14.6 31.1 21.6 1 85.1 1 82
3.51675213412666 4.22429662615746
1980-03-23 26 32.1 21.6 0 75.9 1.4 83
6.24105184445719 7.47733232811079
1980-03-24 22.8 32.7 22.1 0 80 1.4 84
5.50455281741025 6.63132948654826
1980-03-25 15.3 31.7 21 0 78.5 1.2 85
3.86014329721942 4.40342274397372
1980-03-26 23.5 32.9 21.5 0 75.9 1.6 86
5.78667977011202 6.78225110127007
1980-03-27 23.7 33.3 21.2 0 75.7 1.3 87
5.80616202705544 6.84983921608718
1980-03-28 23.7 33.6 24.5 0 74.8 1.2 88
5.95120113650144 7.0373574706032
1980-03-29 15.8 32.6 21.8 0 77.1 1.3 89
4.09279502820821 4.60848548045471
1980-03-30 23.8 34.5 21.2 0 74.4 1.2 90
5.93183231670789 6.95087743857182
1980-03-31 24 34 22.8 0 67.2 1.5 91
6.28255681919533 7.02083197420402
1980-04-01 23.7 33.5 21.5 0 66.5 1.5 92
6.15235942354206 6.830879198424
1980-04-02 19 33.6 23.5 0.1 77.5 1.5 93
4.8837745158676 5.61570122752705
1980-04-03 11.1 29.6 23 7.7 86.2 1.2 94
2.75014782986322 3.22522468377498
1980-04-04 19.8 32.2 22.6 5.9 77.8 0.5 95
4.76408337908067 5.76236433870764
1980-04-05 18.9 32.2 23.9 0.3 83 0.5 96
4.54101151433592 5.56965097645445
1980-04-06 20.4 31.6 21.9 9.8 78.9 1 97
4.90590726609117 5.871750988181
1980-04-07 8.8 28.8 23.5 11.9 89.5 0.7 98
2.13085073958905 2.56805298493389
1980-04-08 10.2 29.1 21.2 25.1 91.8 1.2 99
2.36493154565765 2.92029452067004
1980-04-09 15 30.3 21.1 12 86.3 1.5 100
3.54599441101071 4.28355180986298
1980-04-10 24.5 32.1 22.2 0 73 0.5 101
5.83225650253242 7.05459965499674
1980-04-11 22 32.5 21.2 0.8 80.2 0.5 102
5.20424858226086 6.34589707369643
1980-04-12 21.1 33.1 21.4 1.3 70 1.5 103
5.47839284050336 6.09051548152878
1980-04-13 17.3 32.9 22.2 0 80.8 0.5 104
4.18228500023656 5.05166216330041
1980-04-14 21.2 32.5 21.6 0 80 1.3 105
5.11162741437277 6.11406559659067
1980-04-15 17.5 31.4 21.1 24.3 81.3 1.1 106
4.2114893185511 5.00759872349858
1980-04-16 22.6 33.7 20.6 0 77.5 1 107
5.48283662274779 6.53005442286197
1980-04-17 22 32.2 22.3 0 60.8 2 108
6.17044263160477 6.3103582581669
1980-04-18 24.5 32 18.7 0 76 2.2 109
5.88913234037679 6.87735668563543
1980-04-19 23.8 32.1 18.9 0 77 1.4 110
5.63612864995302 6.69109416912253
1980-04-20 22.8 33 20.5 0 65.2 0.5 111
5.50926062523304 6.48088166293605
1980-04-21 18.3 32.2 20.6 0 69.3 2.1 112
5.03783154460561 5.20763167598252
1980-04-22 13.5 31.2 19.8 0 73.5 0.5 113
3.31551159842464 3.83269817801697
1980-04-23 17.9 31.1 18.8 0 76.1 1.4 114
4.41169015371495 5.01824722601653
1980-04-24 21.2 33.5 19.8 0 63.5 1.7 115
5.76743003878159 6.04093874331077
1980-04-25 23.7 32.5 22 0 68.2 1.5 116
6.04070929414854 6.80135943299908
1980-04-26 15.3 32.3 20.4 0 63.5 1.5 117
4.41439327155047 4.35580483577674
1980-04-27 8.3 27.8 22.3 0.3 87.5 1 118
2.05306198652643 2.38233193629332
1980-04-28 10.4 30.1 20.1 0.2 78.8 1.7 119
2.88583837254652 2.95984503754
1980-04-29 14.1 32.1 20.1 0 61 1 120
3.9422451010341 4.01313888267822
1980-04-30 16.8 33 23.4 0 64.2 0.5 121
4.27789014521155 4.91466868536569
1980-05-01 21.4 33.5 21 0 75.8 1 122
5.25328628090436 6.18138420740272
1980-05-02 22 33.7 21 0 60.2 1 123
5.71472866819879 6.28844225586615
1980-05-03 20.1 34.2 20.9 0 69.2 0.5 124
4.93831477683213 5.79931159979322
1980-05-04 13.2 32 21.2 0 72.2 0.7 125
3.39088685939028 3.7966737755375
1980-05-05 16.1 32.8 23.1 0.2 73.8 0.5 126
3.99729668971722 4.71002335733004
1980-05-06 21.4 33.6 21.4 1.3 67 1.5 127
5.65724691597618 6.17170114430398
1980-05-07 17.6 33.2 20.9 0 63.5 2 128
5.19159182102059 5.05119822327033
1980-05-08 22 32.6 19.7 0 76.1 1.3 129
5.32614714584533 6.23497720904546
1980-05-09 20.8 33.6 20.3 0 63.2 1.5 130
5.60211624382752 5.91593241146513
1980-05-10 21.9 33.7 22.9 0 61.2 1.5 131
5.98527332492508 6.33274596113174
1980-05-11 22.5 34.2 19.8 0 58.2 1 132
5.85301729281514 6.38241637674889
1980-05-12 23.2 34.1 19.1 0 63.9 1.6 133
6.1215398234362 6.57662531406345
1980-05-13 23.9 32.8 18.2 0 52.2 2 134
6.75063864565782 6.61015517966405
1980-05-14 22.4 33.1 18.6 0 60.5 1 135
5.68135045683676 6.26039104058155
1980-05-15 17.5 33.3 20.2 0 68.5 0.5 136
4.31016636315729 4.99499509882214
1980-05-16 16.8 32.7 22.1 0 65.2 0.5 137
4.2009621297954 4.82799927880568
1980-05-17 17.3 33.6 21.7 0 64.8 1 138
4.62020598658404 4.99222288965909
1980-05-18 20.1 33.7 20.6 0 63 0.5 139
4.96897303552062 5.74465591215043
1980-05-19 23.3 33.9 21.4 0 71.2 0.5 140
5.63486382139698 6.73170902636608
1980-05-20 21.6 34 22 0 59.5 0.5 141
5.38265748992214 6.22718595810567
1980-05-21 22 34.5 24.8 0 57.2 1.5 142
6.25846007547018 6.46650320301912
1980-05-22 20.9 34.3 20 0 55.8 0.5 143
5.21009824558178 5.91795688873634
1980-05-23 21.1 33.7 24.5 0 57.5 1.5 144
5.99053066130962 6.14759313096259
1980-05-24 18.8 33.2 19.2 0 63 1 145
4.89231079340402 5.29791113003633
1980-05-25 18.4 33.4 19.7 0 62.8 1 146
4.84306903027927 5.2225705309378
1980-05-26 21.8 33.1 19.2 0 65.7 1.5 147
5.66158343633595 6.13896945083516
1980-05-27 17.9 32.9 19.9 0 69.4 1.3 148
4.68236031402385 5.08132422835749
1980-05-28 21.2 32.9 19.6 0 68.2 1.4 149
5.40920238744415 5.9671218324206
1980-05-29 21.6 32.5 19 0 70.5 1.4 150
5.37514288340518 6.03705315858352
1980-05-30 22.2 33.2 17.6 0 57.8 1 151
5.65488483404023 6.13032787108961
1980-05-31 21.9 33.9 17.5 0 52.5 1 152
5.75624316254408 6.06978739311742
1980-06-01 22.5 33.5 19.5 0 55.2 1.5 153
6.16864339235088 6.31809477910903
1980-06-02 18.2 34 19.6 0 72.3 1.6 154
4.81177197141171 5.20847784456017
1980-06-03 18.8 34.6 19.2 0 75.8 1.1 155
4.7119552314222 5.38860953754409
1980-06-04 18.6 34.4 18.3 0 67.2 1.3 156
4.92269750909185 5.2543551245094
1980-06-05 19.9 33.1 20 0 56 0.5 157
4.92548269068157 5.5837475326621
1980-06-06 20.8 33.3 17.9 0 71.7 1.5 158
5.23669867745837 5.82576723294092
1980-06-07 21.7 33 23.3 0 52.2 2.5 159
6.86165741393149 6.22205985371174
1980-06-08 20.9 32.9 18.6 0 64.9 1.5 160
5.4662598485374 5.84369214472208
1980-06-09 21.2 33.1 19.7 0 67.9 1.5 161
5.47133083518931 5.98213035358411
1980-06-10 15.6 32.6 19.4 0 57.5 2 162
4.9402276508244 4.36980713609498
1980-06-11 19.4 32.8 22.4 0 53.5 1.5 163
5.62690006428525 5.51091331216899
1980-06-12 20.6 33.1 19.7 0 66.4 1.8 164
5.51248756093288 5.81086044214975
1980-06-13 17.7 32.9 20.7 0 54.2 0.5 165
4.48869677995166 5.00823886774573
1980-06-14 21 34.2 18.3 0 69.8 1.1 166
5.28255552318195 5.93953064999203
1980-06-15 18.6 34.5 19.7 0 55.2 0.5 167
4.72106249480126 5.27966095515092
1980-06-16 16.6 33.5 19.8 0 58.8 0.5 168
4.19892830870449 4.69309966610468
1980-06-17 19.4 32.1 19.4 0 66.6 1.8 169
5.18060213392396 5.41113286727029
1980-06-18 20.7 33 18.2 0 61.7 1.7 170
5.60126830458927 5.74696597359244
1980-06-19 21 32.7 18.8 0 68.9 1.3 171
5.2848204254892 5.88019736131039
1980-06-20 20.4 33.3 19 0 56.8 1 172
5.35682794852241 5.71229138081882
1980-06-21 20.6 33.5 24.2 0 55 0.5 173
5.22338996929526 5.97817012840215
1980-06-22 16.9 33.7 20.2 0 57.2 0.5 174
4.2990704234152 4.79517638554714
1980-06-23 14.1 33.3 19.2 0 67.3 1 175
3.80819802803625 3.9993356721983
1980-06-24 16.9 33.3 20.3 0 72.3 1.5 176
4.48188220902587 4.82651433348142
1980-06-25 18.5 33.9 19.6 0 70.1 1.8 177
5.00699828780847 5.27522928131308
1980-06-26 16.8 33.5 21.3 0 66.4 1.4 178
4.65801686629601 4.84074060288695
1980-06-27 13.2 33.3 21.3 0.3 68.3 1.4 179
3.8453988825068 3.82524302569064
1980-06-28 20 33.7 17.9 1.1 56.9 1.7 180
5.68096908272389 5.56431966957025
1980-06-29 20.4 32.5 18.1 0 62.6 1.5 181
5.37861405482641 5.6370184869712
1980-06-30 21.4 32.6 17.2 0 64.7 1.6 182
5.52954465480354 5.88159220263424
1980-07-01 17.2 32.8 17.2 0 57.5 1.8 183
5.08498367241565 4.74757056902763
1980-07-02 15.3 32.6 20 0 66.7 1.3 184
4.21409626792292 4.34807487993867
1980-07-03 21.1 31.6 19.3 0 62.4 1.5 185
5.51869746136608 5.8618366649867
1980-07-04 22.2 33.8 19.9 0 63.1 1.2 186
5.7496614976617 6.29131003771521
1980-07-05 21 33.7 20.4 0 62.1 0.8 187
5.31468260924959 5.95759854309802
1980-07-06 21.2 33.7 17.3 0 50.4 1.3 188
5.83561097567249 5.82496029027974
1980-07-07 19.3 33 18.4 0 59.4 1.1 189
5.08771997547643 5.37017460031309
1980-07-08 21.5 32.7 21.3 0 58.1 1.5 190
5.87612772632312 6.08763850306591
1980-07-09 22.9 32.4 20 0 58.4 1.4 191
6.03326538548623 6.41076607515111
1980-07-10 18.9 32.2 16.5 0 57.2 1.4 192
5.14647921172524 5.16735973735891
1980-07-11 22 33.2 22.4 0 53.1 1.8 193
6.40200873128395 6.2662342843844
1980-07-12 21.5 33 16.9 0 58.2 1.4 194
5.68310767904895 5.89511621302018
1980-07-13 17.9 34.2 16.6 0 65.1 1.1 195
4.6973497910741 4.99219556838764
1980-07-14 21.7 34.7 19 0 55.6 1.1 196
5.80718892193027 6.12803493378724
1980-07-15 21.3 35.4 18.7 0 67.2 1.2 197
5.54099995087537 6.09803833722268
1980-07-16 21.6 34.6 19.4 0 61.2 1.5 198
5.87825893223882 6.14953259938462
1980-07-17 13.9 32.5 20.3 0 54.6 1.3 199
4.27697063785062 3.94223904834945
1980-07-18 22 33.2 18.6 0 52.7 1.6 200
6.14270572557509 6.09632670341515
1980-07-19 21.8 33.9 16.4 0 63.8 1 201
5.46629194361795 6.02775592286531
1980-07-20 22.4 34.1 16.2 0 48.1 1.1 202
6.00357957366565 6.13445344237235
1980-07-21 21.5 34.1 16.2 0 59.3 1.1 203
5.57900773936483 5.95488765362233
1980-07-22 23.5 34.7 18.3 0 53.9 1.2 204
6.28459854938582 6.60696193241703
1980-07-23 21.2 34.1 20.4 0 61.1 1.3 205
5.69147822543505 6.05669690038541
1980-07-24 17.7 34.4 18.4 0 53.9 1.5 206
5.2684888316148 4.98478271582986
1980-07-25 22 32.6 20.1 0 60.7 1.6 207
5.88853061657556 6.17254393739906
1980-07-26 22.1 33.6 20.3 0 58.2 1.2 208
5.85440043878863 6.25485836618888
1980-07-27 21.6 33.8 16.5 0 54.6 1.1 209
5.69408971537937 5.96385299709745
1980-07-28 22.2 34.1 17.7 0 61.7 1.4 210
5.85977689978163 6.23127399047144
1980-07-29 20.6 34.2 19.7 0 61 1.5 211
5.66796650439904 5.87344961131761
1980-07-30 22.9 35.2 18.1 0 53.2 1 212
6.06351393075372 6.44591182317662
1980-07-31 20.5 35.5 20.3 0 60.4 0.9 213
5.40988959975707 5.9088981107159
1980-08-01 17.8 34.8 22.1 0 56.2 1.7 214
5.48297038849021 5.17086141117411
1980-08-02 23 33 23.8 0 47.6 2.3 215
7.2439169641078 6.60139025783581
1980-08-03 23.7 32.8 22 0 53.4 1.8 216
6.71155180189844 6.74729271018362
1980-08-04 23.4 34 16.7 0 61.3 1.4 217
6.08473089338471 6.51525431645239
1980-08-05 23.5 33.5 18.1 0 48.5 1.8 218
6.75038015340227 6.51524797664928
1980-08-06 22.9 34 17.5 0 56 1 219
5.90644584900085 6.37093342056786
1980-08-07 22.7 34.9 22.8 0 45 1.1 220
6.39568586636736 6.54057867361641
1980-08-08 18.2 33.8 18 0 54.3 1.5 221
5.31771812423905 5.10200485835112
1980-08-09 18.9 34.2 19.2 0 51.7 1.6 222
5.68614509334986 5.35859115526879
1980-08-10 21 34.3 19 0 50.1 1.5 223
6.09643011685362 5.93545186140487
1980-08-11 23.1 34.9 18 0 57 0.9 224
5.96232650714833 6.52400499452597
1980-08-12 19.7 35.3 18.8 0 55.5 1.2 225
5.50944457773396 5.61522598709178
1980-08-13 22.5 34.9 17.6 0 52.2 1.3 226
6.1816553289649 6.29890397830199
1980-08-14 23.2 34.7 24.6 0 50.5 1.3 227
6.59574332605395 6.80184431567099
1980-08-15 24.1 34.9 16.9 0 52.9 1.3 228
6.48880568054391 6.73090847518449
1980-08-16 25.2 34.9 17.8 0 59.3 1.2 229
6.5279277115205 7.11880143664594
1980-08-17 24.2 35.3 24.4 0 60.1 0.8 230
6.30290675713797 7.19005395947574
1980-08-18 23 35.4 17.3 0 52.2 1.2 231
6.26112123868799 6.46893426188654
1980-08-19 17.4 34.1 19.6 0 54 1.6 232
5.30377921779379 4.95361241184056
1980-08-20 21.2 34.8 21.1 0 62 1 233
5.58157315225752 6.13557275074426
1980-08-21 21 35.2 24 0 56.4 1.4 234
6.05126269790301 6.21035208607571
1980-08-22 24.5 35.3 18.2 0 55.9 1.5 235
6.68928753969823 6.95515815672981
1980-08-23 24.8 36.6 18.5 0 48.9 1.1 236
6.78635221300403 7.0947877728724
1980-08-24 23.3 36.3 18.2 0 58.3 1.4 237
6.38463587615237 6.67891612691512
1980-08-25 22.5 36 20.4 0 53 1.2 238
6.26411291308473 6.50188835781004
1980-08-26 23.1 36.5 24.4 0 47 1 239
6.51879831737696 6.84592631366598
1980-08-27 22.9 36.9 18.5 0 47.9 1.2 240
6.49640661331497 6.55534610226181
1980-08-28 22.7 36.3 19.4 0 54.8 1.5 241
6.46868677196418 6.55608197246989
1980-08-29 25 35 19.6 0 49.9 1.7 242
7.15086228502712 7.13020982221583
1980-08-30 25.7 34.6 23.8 0 45.9 1.5 243
7.41068651851333 7.49038507168169
1980-08-31 23.2 35.2 21.3 0 50.6 1.5 244
6.67939142973155 6.70056245942059
1980-09-01 23.7 35.6 22.2 0 41.5 1.5 245
7.13029910007339 6.84556120044526
1980-09-02 23.4 36.4 24.4 0 56.9 1.4 246
6.64567269261385 6.99415152477059
1980-09-03 23.6 35.7 24.1 0 56.7 1.4 247
6.64615162217319 7.01340251420398
1980-09-04 17.8 34.5 23.5 0 57 1 248
5.03039476886787 5.26162164725296
1980-09-05 15.5 34.4 22.1 1.9 60.7 2.2 249
5.13993217901387 4.55927148545084
1980-09-06 9.3 28.3 21.8 1.3 77.8 0.5 250
2.32804452628924 2.66693316777234
1980-09-07 22.2 34.1 21.7 12 55.8 1.4 251
6.17513536963247 6.40403314123003
1980-09-08 22 34.3 20.7 0.2 53.6 1.3 252
6.11149519631558 6.30300453197968
1980-09-09 21.3 33.9 22.2 0 41.2 1.7 253
6.7216470144922 6.11143429125592
1980-09-10 26.2 35.1 22.3 0 49.2 1.2 254
7.17351478784581 7.61587876333997
1980-09-11 26.5 35.9 20.4 0 40.3 1.6 255
7.8325509615001 7.60335782114778
1980-09-12 23.2 36.2 19.9 0 43.5 1.9 256
7.30577248667329 6.67605263242174
1980-09-13 25.1 35.7 22 0 41.4 1.8 257
7.71336933335696 7.25769280709459
1980-09-14 24.8 35.5 19.8 0 46.4 1.6 258
7.19657754900837 7.07620930706088
1980-09-15 24.8 36.5 19.8 0 39.5 1.5 259
7.42720251962328 7.10023676388768
1980-09-16 19.6 36.3 19.7 0 55.2 1.4 260
5.75359650460411 5.70414358777177
1980-09-17 19.5 36.2 22.9 0.9 64.5 1.3 261
5.4720087613653 5.83402787235998
1980-09-18 9.5 30 20.8 50.8 71.9 1.2 262
2.76452524790028 2.71439266792586
1980-09-19 21.5 35.2 21.1 6.2 63.9 1 263
5.65321502238245 6.27901055684235
1980-09-20 22.7 36.3 21.6 0 61.1 1.4 264
6.2743348219897 6.68281184535123
1980-09-21 24.2 35.5 24 0 56.8 1.4 265
6.75416300047086 7.17316035505001
1980-09-22 20.4 35.1 21.8 0 58.5 1 266
5.54870592735074 5.97405316794498
1980-09-23 16.5 34.5 24.1 0 64.2 1.5 267
4.88511138577071 4.93264235413031
1980-09-24 10.8 29.6 22.3 0.7 72.8 1.2 268
3.04313189771677 3.1255149605579
1980-09-25 12 31.1 20.3 3.3 76.9 1.5 269
3.2720339391834 3.44867064714569
1980-09-26 16.8 32.9 20.1 0.5 77.5 1 270
4.19133625077511 4.83934694755376
1980-09-27 9.1 24.2 21.2 10.2 77.2 1.7 271
2.51871021963602 2.49904796000658
1980-09-28 12.9 30.4 20.5 43.2 67.5 1.3 272
3.6431104261932 3.67233975412913
1980-09-29 22.1 33.5 20.9 0 60.4 1.3 273
5.91885388570987 6.36026759503676
1980-09-30 21.7 34.8 23.3 0 60.2 1.7 274
6.22938022160863 6.41939085563899
1980-10-01 18.8 32.9 24.9 0 62 1.2 275
5.21869844624044 5.56211057213132
1980-10-02 24.6 33.9 24.3 0 60 1.7 276
6.80416777082005 7.24275865431705
1980-10-03 22 33.1 24.8 0 59.4 1.8 277
6.30257618737435 6.46522155267566
1980-10-04 26 34 21.9 0 54.8 1.2 278
6.88816818284153 7.49795553562091
1980-10-05 23.5 36.6 22.4 0 53.6 1.6 279
6.88105437917099 6.95642216632918
1980-10-06 26.9 35.4 24.9 0 58.2 2 280
7.66948808115297 8.04434136610588
1980-10-07 26.4 36.1 26 0 48.5 1.8 281
7.94652942195873 7.94153506082936
1980-10-08 24.9 35.9 26.5 0 53.6 1.6 282
7.2841531698893 7.52814345912838
1980-10-09 23.6 37.4 22.5 0 53.9 1.2 283
6.65655839262976 7.0183999885897
1980-10-10 24.6 36.5 20.7 0 51 1.7 284
7.19697474430761 7.15729999772245
1980-10-11 21.2 35.7 22.2 0 60.8 1.5 285
6.0090391658082 6.26143733587098
1980-10-12 13.8 34 26.1 0 58.2 1.2 286
4.33386066619251 4.17884993515363
1980-10-13 9.8 30 22.2 1.2 76 2 287
3.00648836030236 2.83306421238132
1980-10-14 19.1 34.7 20.8 0 61 1 288
5.16927800033299 5.56091971644664
1980-10-15 9.3 27 19.9 3.8 93.8 0.5 289
2.07715986247404 2.59446152082185
1980-10-16 13.6 31.3 19.3 36.3 77.2 0.7 290
3.35804751438251 3.86772104353463
1980-10-17 21.4 31.5 21.8 0 64.2 2.5 291
6.03341778883894 6.1116476585026
1980-10-18 12.1 30.9 23.2 0 68.5 0.5 292
3.13621470216359 3.53925958844522
1980-10-19 16.3 32.6 20.1 0 65.2 0.5 293
4.09658975760987 4.6816065823798
1980-10-20 24 33.5 20.7 0 64.8 1 294
6.0674499940336 6.90628694848647
1980-10-21 25 34.1 20.6 0 61.5 0.5 295
6.12953110472587 7.1912696141908
1980-10-22 12.7 31.4 21.4 0.1 75.8 1.5 296
3.48281065401967 3.67438390746281
1980-10-23 15.8 32.1 21.2 1.5 74 1 297
4.0479463525132 4.56166205017237
1980-10-24 20.5 32.3 20.4 0 69.5 0.5 298
4.95938595953646 5.85881096080716
1980-10-25 20.1 33.8 21 0.5 65.4 1.5 299
5.47240595300971 5.83375431307558
1980-10-26 19.5 34.5 22.2 0 73.5 1.5 300
5.1539383827776 5.76216712659195
1980-10-27 22.7 34.5 22.4 0 61 1.5 301
6.24529402751053 6.64645060230498
1980-10-28 26 36.6 22 0 61.2 1.1 302
6.8680505774227 7.68616538307182
1980-10-29 12.1 33 22.7 0 73.2 0.5 303
3.12514305933485 3.57671417705764
1980-10-30 19.8 33.9 22.7 0 68.6 1.3 304
5.2764740762651 5.81970756921779
1980-10-31 10.4 31.1 23.1 0 75.2 2 305
3.2361776044915 3.06536410235936
1980-11-01 12.5 33.5 21 1 73.6 1.6 306
3.63687866691849 3.67292466006231
1980-11-02 9.6 28.6 21.9 37 95.5 0.2 307
2.20796563705673 2.75284185202085
1980-11-03 14 30.6 21.7 6.1 84.5 1 308
3.38446930104738 4.03772960573412
1980-11-04 9.3 27.7 23.3 0.4 87.5 0.7 309
2.24917401279913 2.68833746410502
1980-11-05 10.3 27.3 21.6 39.4 85.6 1 310
2.49132611102156 2.92382967227572
1980-11-06 11 28.2 21 29.5 91.8 0.5 311
2.521826981756 3.13102359628848
1980-11-07 11.7 29.8 22.2 0.1 84 0.9 312
2.88710371491463 3.38956547213327
1980-11-08 9.7 27.9 21.6 2.2 95.5 0.5 313
2.20402392416568 2.78009205649604
1980-11-09 16.7 30.1 20.7 3.4 81.8 0.2 314
3.87123747433003 4.74203719268409
1980-11-10 19 32.7 22.2 5 70.1 1.4 315
5.01139453771577 5.51409428629297
1980-11-11 9.5 27.3 21.5 9.7 94.5 0.5 316
2.1546105434492 2.70470732098896
1980-11-12 20.8 30.7 21 41.2 77.5 0.5 317
4.87815358111332 5.91338479291245
1980-11-13 13.2 30.8 22.7 3.4 82.8 1.4 318
3.35024883628319 3.85094445880067
1980-11-14 16.8 32 22 1.6 85 1.5 319
4.06716415929617 4.89868302210048
1980-11-15 9.5 26.4 21.5 2.4 95 1.5 320
2.07049518734751 2.69073450162806
1980-11-16 18.1 30.9 21 17.4 78.8 0.5 321
4.27986111381586 5.16247122402119
1980-11-17 21.1 32.2 21.3 0 77.8 0.5 322
5.01410922613996 6.0705588997246
1980-11-18 15.1 30.7 22.4 0 87 1.3 323
3.59184457307646 4.37700178571805
1980-11-19 11.2 29.5 21 12 87.5 0.5 324
2.64621798651232 3.21422177483028
1980-11-20 23.1 32 21.8 3.8 74.7 1.6 325
5.716483426255 6.66048519816779
1980-11-21 25.6 33.8 21.1 0 68.3 1.2 326
6.42771075629672 7.40483008022319
1980-11-22 16 32.3 24.6 0 72.2 1.1 327
4.26093832954624 4.73322634634824
1980-11-23 20.7 33.2 22.4 1 77.3 1 328
5.10467166719213 6.04922620196118
1980-11-24 14.6 30.7 21.5 0.3 83.2 1 329
3.53756560043301 4.19970632120563
1980-11-25 14.8 31.9 22.3 18.1 78.6 1.3 330
3.82130689364351 4.31843544858304
1980-11-26 12.8 30.3 21.7 0.1 73.5 1.7 331
3.61491959625537 3.68739786897122
1980-11-27 9.6 28.3 23.2 2.1 84.8 0.5 332
2.32142207113037 2.76591904103653
1980-11-28 12.6 30.7 21.9 0.3 89.2 0.5 333
2.97538063168931 3.65666901095633
1980-11-29 13.2 28.3 22.8 13.8 90.8 0.5 334
3.03423149346313 3.78013330426418
1980-11-30 12.7 29.4 22.1 0.4 81.8 1.1 335
3.15512799843515 3.6427340219975
1980-12-01 16.7 31.7 22.1 1.2 87.5 0.5 336
3.93889443584847 4.85917296312718
1980-12-02 22.3 33.3 21.9 0 79.3 1 337
5.41074645771391 6.51399182258132
1980-12-03 23.3 32.1 22.9 0 78.1 1.3 338
5.65234345457638 6.78459686466427
1980-12-04 10.6 28.9 22.2 14.4 90 0.5 339
2.48941845832992 3.05848535884599
1980-12-05 19 32 21.3 2.4 82.2 0.5 340
4.49580122059313 5.47911909540999
1980-12-06 24.7 33.5 21.7 0 72.3 1.1 341
6.09503128126404 7.15808141350175
1980-12-07 21 33 24.7 0 70.6 1.5 342
5.55052044765106 6.21041549158959
1980-12-08 14.1 33 22.3 0 73.6 1.4 343
3.90261889640211 4.14601464184913
1980-12-09 17.4 31.4 21.5 17.1 79.5 1.5 344
4.32854846718824 5.017213088813
1980-12-10 10.7 27.4 22 44.1 92.2 0.5 345
2.4494434151566 3.0510199234341
1980-12-11 12.3 29.8 22.6 23.3 86.1 1 346
2.98158895542164 3.56084055708767
1980-12-12 14.1 30.5 22.9 0.9 90.5 0.7 347
3.295244602366 4.10080414668857
1980-12-13 13.1 30.2 22.3 9.6 88.1 1.3 348
3.12271646720338 3.78987122378483
1980-12-14 12.8 30.8 22.2 2.6 79.6 1 349
3.26055191828745 3.71500281624343
1980-12-15 15.2 30.5 21.7 2.7 91 0.5 350
3.52147580605636 4.38787670357551
1980-12-16 15.3 30.5 22.8 15.8 80.1 1.2 351
3.82029838905218 4.43461312691221
1980-12-17 9.3 24.9 20.8 50.7 94.2 0.7 352
2.03264557422176 2.57128779451717
1980-12-18 10.7 28.6 21.1 1.5 89.7 1.1 353
2.5078679906503 3.0500541839074
1980-12-19 10.2 26.8 21.1 0.7 87.4 1.2 354
2.42234101815262 2.87219327768673
1980-12-20 9.3 26.1 19.1 19.3 91 1.1 355
2.10221903750586 2.58163187740636
1980-12-21 13.3 28.8 21.5 0 86.9 0.9 356
3.11708428309373 3.79105598260921
1980-12-22 16.9 30.8 21.4 0 80.5 1 357
4.09051488309187 4.85159730071025
1980-12-23 14.7 30.5 22 14.2 79.5 1.4 358
3.72829547071065 4.23631103518471
1980-12-24 14.4 30.9 22.1 9.6 82.5 1.1 359
3.5455827858432 4.16552865888807
1980-12-25 15.3 30.5 22.2 1 85.3 1.4 360
3.67122732027007 4.41135509034344
1980-12-26 13 29.9 22.3 0.6 84.8 0.5 361
3.09507200883612 3.75071288419697
1980-12-27 9.8 29.2 21.5 1.9 89.8 0.5 362
2.31553645946695 2.82747170903354
1980-12-28 15.1 30.6 21.8 10.2 81.1 1.1 363
3.71599715873455 4.35279546466045
1980-12-29 12.8 29.7 22.1 3.7 93.8 1 364
2.90431493085146 3.69883828854452
1980-12-30 16.9 31.3 21.4 2 82.4 0.9 365
4.05247762859096 4.86464945007963
1980-12-31 9.8 26.6 21.9 7.1 89.8 1.7 366
2.3095844230602 2.77661534641194
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