Trabalho DBO - DQO
Tarssio Barreto
31 de dezembro de 2018
# Load Dataset
setwd("C:/Users/tarss/Desktop/Ciencia de dados/Trabalho DQO_DBO")
dataset <- read_excel("Dados Brutos.xls",
sheet = "A")
dataset## # A tibble: 1,430 x 15
## Datein `FR(m3/dia)` `BODin (ppm)` `CODin (ppm)` `SSin(ppm)`
## <dttm> <dbl> <dbl> <dbl> <dbl>
## 1 1996-09-01 00:00:00 79757 236 465 NA
## 2 1996-09-02 00:00:00 78818 270 483 NA
## 3 1996-09-03 00:00:00 82039 292 571 NA
## 4 1996-09-04 00:00:00 79501 264 461 NA
## 5 1996-09-05 00:00:00 82461 299 471 181
## 6 1996-09-06 00:00:00 77323 235 353 NA
## 7 1996-09-07 00:00:00 79129 247 391 NA
## 8 1996-09-08 00:00:00 78475 255 472 NA
## 9 1996-09-09 00:00:00 81565 267 473 NA
## 10 1996-09-10 00:00:00 82320 283 472 NA
## # ... with 1,420 more rows, and 10 more variables: pHin <dbl>,
## # `NAmin(ppm)` <dbl>, `NNin (ppm)` <dbl>, `Pin (ppm)` <dbl>,
## # `Colin(ppm)` <dbl>, `Tin(°C)` <dbl>, `Condin L1` <dbl>,
## # `RF(mm)` <dbl>, `Pulp(ton/dia)` <dbl>, `Pap (ton/dia)` <dbl>dataout <- read_excel("Dados Brutos.xls",
sheet = "B")
dataout## # A tibble: 1,535 x 8
## Dateout `BODout(ppm)` `CODout (ppm)` `SSout(ppm)`
## <dttm> <dbl> <dbl> <dbl>
## 1 1996-09-03 00:00:00 74 245 NA
## 2 1996-09-04 00:00:00 88 237 NA
## 3 1996-09-05 00:00:00 67 221 37
## 4 1996-09-06 00:00:00 44 148 NA
## 5 1996-09-07 00:00:00 46 187 NA
## 6 1996-09-08 00:00:00 53 232 NA
## 7 1996-09-09 00:00:00 62 219 NA
## 8 1996-09-10 00:00:00 64 204 NA
## 9 1996-09-11 00:00:00 68 200 NA
## 10 1996-09-12 00:00:00 62 199 31
## # ... with 1,525 more rows, and 4 more variables: `Colout(ppm)` <dbl>,
## # `Tout(°C)` <dbl>, Condout <dbl>, `FRout(m3/dia)` <dbl>Introdução
Primeiro, iremos remover as variáveis que possuem menos de 300 observações, uma vez que nosso intuito não é preencher dados faltantes.
map_dbl(dataset, ~sum(is.na(.)))## Datein FR(m3/dia) BODin (ppm) CODin (ppm) SSin(ppm)
## 0 0 89 89 862
## pHin NAmin(ppm) NNin (ppm) Pin (ppm) Colin(ppm)
## 53 770 1151 1170 51
## Tin(°C) Condin L1 RF(mm) Pulp(ton/dia) Pap (ton/dia)
## 467 56 255 103 92y <- dataout %>%
select(1:2) %>%
mutate(id = seq(1:nrow(dataout))) %>%
dplyr::slice(1:1430)
x <- dataset %>%
mutate(id = seq(1:nrow(dataset))) %>%
left_join(y) %>%
select(c('FR(m3/dia)', 'BODin (ppm)', 'CODin (ppm)', 'pHin',
'Colin(ppm)', 'RF(mm)', 'Pulp(ton/dia)',
'Pap (ton/dia)', `BODout(ppm)`, Datein)) %>%
na.omit() %>%
as.data.frame()## Joining, by = "id"DT::datatable(x)Random Forest
Serão testados modelos de árvores de decisões, mais especificamente, random forest. O trabalho se dá em três etapas principais:
1 - Agrupamento dos dados utilizando da random forest não supervisionada (variando o número de agrupamentos);
2 - Validação e aprendizado do agrupamento acima, utilizando como label o agrupamento sugerido anteriormente (variando o mtry)
3 - Cruzamento com a variável Dbo de saída, considerando como tempo de detenção 2 dias. Desejamos aqui que o número de grupos e os parâmetros da random forest sejam escolhidos de forma a criar grupos, com maior nível de pureza possível, e que distinguam de forma satisfatória os níveis de DBO de saida.
Random Forest
comp <- matrix(ncol = 4, nrow = 4)
for(n in 2:5){
## Random Forest não supervisionada
clust <- rf.unsupervised(x[,-c(9:10)], n=n, proximity = TRUE)
for(m in 2:5){
new_x <- cbind(x, clust$k)
## Random Forest supervisionada
{set.seed(3)
mtry = m
control <- trainControl(method="repeatedcv", number=10, repeats=3)
tunegrid <- expand.grid(.mtry=mtry)
g_new <- train(x=new_x[,-c(9:11)],
y=as.factor(new_x[,c(11)]),
method="rf",
trControl=control,
tuneGrid=tunegrid)
g_new
prob <- predict(g_new, new_x[,-c(9:11)], type="raw")
aux <- table(prob)
aux
}
}
}Cruzando com DBO out
ind <- new_x$`BODout(ppm)`
dbo_out <- cbind(prob,ind) %>%
as.tibble() %>%
dplyr::arrange() %>%
mutate(dbo_class = 0 )
# Criando n grupos sequenciados do menor para o maior e com números de elementos igual a proporção de classificação
if(n == 2){
dbo_out <- dbo_out %>%
mutate(dbo_class = c(rep(1,aux[1]), rep(2, aux[2])))
}else if (n == 3) {
dbo_out <- dbo_out %>%
mutate(dbo_class = c(rep(1,aux[1]), rep(2, aux[2]),rep(3, aux[3])))
}else if (n == 4) {
dbo_out <- dbo_out %>%
mutate(dbo_class = c(rep(1,aux[1]), rep(2, aux[2]),rep(3, aux[3]), rep(4, aux[4])))
}else{
dbo_out <- dbo_out %>%
mutate(dbo_class = c(rep(1,aux[1]), rep(2, aux[2]),rep(3, aux[3]), rep(4, aux[4]),rep(5, aux[5])))
}
colnames(dbo_out) <- c("cluster", 'value', "class")
comparation <- funtimes::purity(as.factor(dbo_out$cluster), as.factor(dbo_out$class))
comp[n-1,m-1] <- comparation$purEscolha
Com 2 grupos e mtry = 2, obtemos o melhor agrupamento, logo, iremos visualizar o efeito desta divisão nos dados:
Refazendo o modelo
clust <- rf.unsupervised(x[,-c(9:10)], n=2, proximity = TRUE, mtry = 2)
x <- cbind(x, clust$k)Histograma da DBO de saida
x## FR(m3/dia) BODin (ppm) CODin (ppm) pHin Colin(ppm) RF(mm)
## 1 79757 236.00 465 6.650 356 4.8
## 2 78818 270.00 483 6.040 433 1.5
## 3 82039 292.00 571 5.390 287 39.7
## 4 79501 264.00 461 5.920 406 0.8
## 5 82461 299.00 471 6.110 406 26.1
## 6 79129 247.00 391 6.170 318 3.0
## 7 78475 255.00 472 6.630 318 46.2
## 8 81565 267.00 473 6.820 384 22.6
## 9 82320 283.00 472 9.350 405 29.8
## 10 82851 286.00 464 6.340 288 12.0
## 11 80165 282.00 471 7.130 411 5.9
## 12 81841 259.00 442 4.700 353 6.3
## 13 81759 148.00 353 6.530 327 16.9
## 14 83349 204.00 377 6.510 421 36.4
## 15 74332 191.00 401 6.640 350 12.0
## 16 68233 225.00 495 7.150 529 0.2
## 17 83472 198.00 389 7.120 408 4.3
## 18 79695 216.00 414 6.710 353 7.6
## 19 83836 264.00 442 6.770 354 0.4
## 20 84495 202.00 366 6.560 318 28.6
## 21 77166 174.00 322 6.590 279 12.8
## 22 78312 173.00 384 7.310 300 3.2
## 23 81608 215.00 387 6.550 388 4.4
## 24 83498 193.00 356 6.140 321 5.5
## 25 85103 183.00 355 6.520 309 43.1
## 26 68859 253.45 505 7.410 448 0.6
## 27 81353 198.65 397 6.920 381 0.5
## 28 80499 221.94 492 7.170 638 0.4
## 29 78627 156.18 508 7.250 484 5.1
## 30 80700 164.40 497 7.490 395 44.2
## 31 51403 135.63 340 11.300 458 0.2
## 32 52181 169.00 424 12.300 841 0.3
## 33 73911 227.00 525 6.960 416 3.7
## 34 82495 196.00 455 7.010 420 0.1
## 35 83405 196.00 468 5.990 450 0.5
## 36 84491 206.00 442 6.610 351 5.8
## 37 78033 212.00 428 6.860 349 0.6
## 38 81233 156.00 475 6.700 271 1.3
## 39 84385 190.00 402 6.830 382 31.8
## 40 80127 193.00 482 9.560 519 0.1
## 41 80916 196.00 498 6.520 330 3.3
## 42 80007 197.00 484 6.320 426 2.5
## 43 79856 239.00 450 6.200 394 0.1
## 44 77578 220.00 534 5.830 521 8.5
## 45 75789 194.00 479 5.810 494 1.3
## 46 77473 241.00 535 5.730 522 0.3
## 47 79496 230.00 552 6.440 582 13.6
## 48 77131 311.00 572 11.700 489 6.7
## 49 74937 295.00 600 10.830 523 0.7
## 50 73775 227.00 564 6.240 388 2.5
## 51 76007 239.00 533 6.930 486 19.1
## 52 69456 245.00 472 7.410 416 0.1
## 53 73982 236.00 474 6.800 436 2.3
## 54 75211 227.00 495 8.960 464 0.1
## 55 78518 307.00 566 11.850 455 0.1
## 56 74988 275.00 532 6.570 517 0.1
## 57 55111 178.00 427 11.500 530 0.1
## 58 72561 225.00 463 10.150 457 0.1
## 59 77299 215.00 540 6.990 443 9.0
## 60 81271 283.00 559 7.090 405 21.8
## 61 75125 271.00 493 7.150 472 0.1
## 62 77024 324.00 593 11.390 455 1.3
## 63 74482 308.00 589 7.540 474 13.7
## 64 81387 322.00 602 7.150 576 57.4
## 65 76675 325.00 562 7.100 505 0.4
## 66 74677 261.00 484 7.050 478 0.1
## 67 58288 272.00 490 6.850 433 0.2
## 68 73238 294.00 544 11.320 474 5.4
## 69 78315 324.00 587 7.350 549 9.9
## 70 76282 238.00 584 7.110 415 0.3
## 71 78976 274.00 519 7.090 419 24.8
## 72 81440 293.00 520 7.040 441 30.4
## 73 76833 248.00 475 7.080 416 0.1
## 74 74871 268.00 557 6.750 476 0.2
## 75 72637 262.00 526 6.950 309 32.2
## 76 61094 195.00 375 7.410 311 0.1
## 77 67517 234.00 431 7.000 358 0.1
## 78 74560 255.00 494 7.110 397 0.1
## 79 76535 256.00 499 6.840 382 0.1
## 80 69101 244.00 535 6.490 450 0.2
## 81 77731 279.00 562 6.790 480 0.1
## 82 77206 255.00 540 6.400 368 8.0
## 83 78691 229.00 553 6.110 353 7.9
## 84 79807 250.00 519 6.820 408 0.1
## 85 81044 174.00 471 6.560 348 0.1
## 86 77272 280.00 588 6.530 470 0.1
## 87 75834 298.00 588 11.260 595 0.1
## 88 76066 273.00 532 8.420 522 0.1
## 89 78189 257.00 495 6.960 401 29.0
## 90 77049 249.00 502 7.080 479 0.1
## 91 77311 320.00 531 6.690 551 0.1
## 92 74838 291.00 576 11.610 536 0.1
## 93 78495 277.00 633 8.040 385 0.1
## 94 74696 293.00 572 7.020 500 0.1
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## 96 75635 297.00 513 7.050 387 0.1
## 97 73482 279.00 497 7.030 381 0.1
## 98 76790 228.00 614 7.060 700 0.1
## 99 49804 264.00 446 7.350 435 2.0
## 100 68602 191.00 504 6.920 481 0.1
## 101 72658 252.00 518 7.250 545 1.4
## 102 71898 344.00 725 7.110 530 20.5
## 103 74303 302.00 591 6.840 643 4.1
## 104 74114 174.00 595 7.550 413 0.1
## 105 75296 263.00 534 7.220 454 15.6
## 106 75169 257.00 504 7.410 479 0.2
## 107 77614 261.00 546 7.170 509 2.8
## 108 80710 281.00 549 10.740 464 1.4
## 109 72621 270.00 476 7.270 413 5.5
## 110 83747 262.00 529 6.460 469 2.3
## 111 82143 300.00 572 10.300 463 8.3
## 112 76558 245.00 479 8.300 396 1.8
## 113 78434 211.00 475 8.010 476 15.7
## 114 74521 223.00 495 7.440 416 2.1
## 115 76849 250.00 593 6.820 481 3.6
## 116 78970 272.00 619 7.590 446 9.5
## 117 76570 274.00 572 9.310 399 0.1
## 118 84008 243.00 483 7.310 356 1.9
## 119 78369 228.00 534 9.970 453 10.7
## 120 81904 228.00 552 7.460 449 0.8
## 121 78901 193.00 511 7.000 429 6.1
## 122 67524 268.00 561 7.090 508 2.7
## 123 78567 194.00 471 7.420 391 0.2
## 124 82772 255.00 586 7.090 485 12.8
## 125 82156 294.00 601 8.760 483 16.4
## 126 82254 252.00 512 7.260 450 21.8
## 127 80374 232.00 526 7.530 350 13.3
## 128 78149 217.00 475 6.970 392 9.4
## 129 78917 223.00 510 6.890 388 18.1
## 130 78510 217.00 509 7.050 437 0.1
## 131 79744 239.00 503 6.850 426 12.3
## 132 78828 281.00 562 10.460 482 17.9
## 133 80133 238.00 531 7.470 365 25.9
## 134 76139 236.00 540 8.890 489 3.5
## 135 69213 223.00 468 12.270 312 6.4
## 136 77177 302.00 596 8.200 578 16.8
## 137 76119 291.00 573 9.770 546 1.5
## 138 77032 198.00 494 7.350 403 5.2
## 139 75826 201.00 469 7.150 441 0.5
## 140 78499 271.00 585 9.690 493 6.9
## 141 79396 215.00 527 6.340 433 11.4
## 142 74749 231.00 509 7.280 483 0.2
## 143 82602 258.00 508 7.140 400 9.5
## 144 85009 285.00 517 7.230 595 20.1
## 145 84430 246.00 472 7.180 570 0.3
## 146 76750 249.00 465 9.130 333 0.0
## 147 79839 226.00 503 7.120 452 0.0
## 148 79801 231.00 538 7.180 424 0.0
## 149 80125 224.00 528 9.630 446 4.2
## 150 81130 232.00 485 7.380 436 19.2
## 151 78173 242.00 484 7.420 533 3.8
## 152 76940 226.00 507 7.380 425 6.6
## 153 74894 249.00 601 7.720 489 0.0
## 154 76576 258.00 518 7.490 489 0.0
## 155 79305 218.00 479 7.400 374 14.7
## 156 78406 252.00 506 7.920 348 1.0
## 157 80523 223.00 487 7.230 495 4.6
## 158 79456 214.00 489 7.010 480 0.0
## 159 81363 230.00 491 7.310 403 23.6
## 160 79113 237.00 507 7.320 422 4.7
## 161 80044 289.00 623 7.410 438 4.3
## 162 81196 240.00 454 7.510 368 0.0
## 163 80216 228.00 461 7.340 416 0.0
## 164 83026 240.00 499 9.310 417 0.0
## 165 80118 223.00 489 7.480 464 0.0
## 166 82632 250.00 458 7.230 397 8.1
## 167 83201 225.00 455 7.200 401 0.0
## 168 83686 295.00 498 7.340 429 21.1
## 169 81324 254.00 479 9.380 450 10.0
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## 172 78109 251.00 516 10.350 430 0.0
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## 174 79898 192.00 494 6.790 430 10.0
## 175 80808 325.00 499 6.840 474 0.0
## 176 80500 246.00 517 11.290 420 0.0
## 177 82925 258.00 514 9.020 403 17.6
## 178 80754 257.00 481 9.370 401 4.2
## 179 81928 275.00 527 11.480 395 0.1
## 180 76215 220.00 504 7.760 408 0.0
## 181 77507 246.00 555 8.200 470 38.1
## 182 79755 278.00 618 9.690 444 0.0
## 183 65507 291.00 621 9.280 559 17.2
## 184 80600 253.00 564 10.440 545 1.7
## 185 81937 266.00 597 10.800 551 0.0
## 186 78894 281.00 642 12.530 530 0.0
## 187 78993 304.00 681 11.560 718 6.7
## 188 78205 308.00 613 9.100 477 0.0
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## 190 76894 364.00 775 8.100 559 0.0
## 191 76286 312.00 574 7.320 477 0.0
## 192 74411 238.00 526 9.990 624 4.5
## 193 76687 280.00 636 7.930 500 17.3
## 194 78611 305.00 596 7.850 729 9.9
## 195 75750 263.00 549 7.180 644 4.2
## 196 75286 289.00 660 7.400 633 16.1
## 197 75465 278.00 670 6.740 590 5.3
## 198 76651 233.00 593 7.280 648 0.0
## 199 75450 294.00 650 6.680 457 0.2
## 200 77394 284.00 620 6.950 651 0.0
## 201 75745 269.00 605 7.100 613 1.0
## 202 73337 244.00 564 7.050 544 0.0
## 203 75011 261.00 550 8.010 568 0.0
## 204 76674 251.00 559 9.860 589 0.0
## 205 74977 231.00 578 7.610 507 0.0
## 206 74322 248.00 584 7.540 544 0.0
## 207 75619 243.00 594 7.500 638 18.7
## 208 72143 219.00 570 6.550 533 0.0
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## 214 71859 199.00 582 6.970 569 0.0
## 215 72680 276.00 543 8.590 569 22.9
## 216 72047 246.00 599 7.450 583 0.0
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## 220 72181 238.00 526 7.000 550 2.9
## 221 55134 167.00 429 7.820 468 3.3
## 222 48544 174.00 359 9.390 477 2.0
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## 232 35742 303.00 610 8.650 473 0.0
## 233 40245 311.00 618 7.230 430 19.2
## 234 29193 278.00 575 7.190 314 0.0
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## 243 71831 277.00 596 7.220 515 0.0
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## 296 72338 292.00 590 6.760 492 0.1
## 297 67581 237.00 687 7.040 380 5.3
## 298 63998 246.00 556 7.090 477 0.1
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## 304 62799 269.00 562 7.420 433 0.0
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## 784 52733 273.00 725 10.590 834 0.0
## 785 51355 210.00 614 8.670 832 0.0
## 786 54247 270.00 748 6.860 707 0.0
## 787 52374 237.00 557 8.040 524 0.0
## 788 53841 182.00 520 9.780 539 0.0
## 789 57406 203.00 586 6.850 573 0.0
## 790 59906 264.00 647 6.880 515 8.9
## 791 57654 206.00 571 6.460 507 13.1
## 792 60019 233.00 609 7.690 569 8.0
## 793 64002 223.00 575 6.900 488 0.0
## 794 59822 278.00 598 6.860 456 0.0
## 795 57751 283.00 725 7.090 505 0.0
## 796 62610 284.00 717 6.840 911 10.2
## 797 65015 292.00 682 6.610 292 40.7
## 798 62089 229.00 636 6.480 229 0.1
## 799 60262 291.00 663 7.060 291 0.7
## 800 61023 245.00 630 6.760 245 3.4
## 801 43714 321.00 653 6.800 321 2.6
## 802 47212 273.00 651 6.630 273 0.1
## 803 50994 297.00 649 6.330 297 0.0
## 804 42518 284.00 666 6.900 284 4.8
## 805 38717 274.00 713 7.040 274 23.8
## 806 28858 210.00 517 8.780 210 40.4
## 807 29004 268.00 534 10.570 268 32.7
## 808 67308 326.00 663 7.820 326 46.0
## 809 65427 283.00 658 7.030 283 34.9
## 810 59260 254.00 675 6.560 254 0.2
## 811 60052 209.00 662 6.820 209 0.0
## 812 61775 293.00 789 6.850 293 29.8
## 813 61306 247.00 649 7.270 247 2.1
## 814 60610 263.00 676 7.150 263 0.0
## 815 60473 287.00 645 7.070 287 0.0
## 816 58192 283.00 637 7.770 283 0.0
## 817 56791 251.00 627 7.110 251 0.0
## 818 54937 247.00 663 6.840 247 0.0
## 819 57002 197.00 535 9.110 197 0.0
## 820 58409 341.00 843 7.220 341 0.0
## 821 57170 234.00 830 6.740 234 0.0
## 822 61210 253.00 712 7.080 253 2.0
## 823 61931 271.00 710 6.990 271 7.0
## 824 59279 292.00 768 7.140 292 7.3
## 825 61584 166.00 630 6.820 166 3.8
## 826 61245 309.00 768 6.310 309 0.0
## 827 59574 301.00 728 6.200 301 0.0
## 828 56432 342.00 808 4.930 342 0.0
## 829 55196 320.00 776 6.600 320 0.0
## 830 54447 352.00 762 5.930 352 0.4
## 831 55331 288.00 427 6.440 288 0.0
## 832 59904 363.00 709 4.220 363 23.3
## 833 54281 253.00 698 6.910 253 0.6
## 834 54684 255.00 743 6.760 255 0.0
## 835 55828 284.00 656 6.430 284 10.3
## 836 54771 306.00 661 6.350 306 0.0
## 837 55900 365.00 852 6.820 365 0.0
## 838 55785 281.00 777 6.540 281 0.0
## 839 55987 265.00 695 6.880 265 0.0
## 840 57917 272.00 750 6.980 272 0.0
## 841 59122 340.00 823 10.010 340 0.9
## 842 63514 329.00 657 7.250 329 23.6
## 843 58380 253.00 738 6.750 253 0.0
## 844 59563 278.00 683 6.570 278 1.7
## 845 61287 273.00 752 6.880 273 22.0
## 846 55195 277.00 672 6.980 277 3.5
## 847 53412 286.00 694 6.740 286 0.0
## 848 60586 286.00 667 7.090 286 26.7
## 849 63909 292.00 846 6.540 292 27.8
## 850 57814 247.00 727 6.280 247 0.7
## 851 63401 282.00 832 6.720 282 22.7
## 852 59831 303.00 722 6.400 303 4.5
## 853 52320 313.00 736 7.550 313 2.4
## 854 57938 262.00 618 6.810 262 0.1
## 855 56030 320.00 712 7.020 320 0.0
## 856 56710 260.00 798 6.640 260 0.0
## 857 56035 291.00 746 6.720 291 0.0
## 858 57334 356.00 816 9.600 356 0.0
## 859 62667 289.00 741 7.290 289 0.0
## 860 58688 290.00 815 6.490 290 0.0
## 861 56457 272.00 776 6.530 272 0.0
## 862 57583 422.00 804 6.980 422 0.1
## 863 58129 203.00 801 9.120 203 0.1
## 864 58217 347.00 765 6.880 347 0.1
## 865 58734 262.00 683 7.810 262 0.0
## 866 57690 248.00 673 6.960 248 0.0
## 867 56213 260.00 587 6.810 260 0.0
## 868 60624 254.00 708 6.710 254 0.0
## 869 59640 270.00 650 7.040 270 0.1
## 870 61751 251.00 736 7.310 251 0.1
## 871 60860 210.00 686 7.140 210 0.0
## 872 57659 277.00 745 6.950 277 17.9
## 873 54107 282.00 760 6.350 282 13.5
## 874 30979 268.00 513 8.180 268 0.0
## 875 24328 257.00 612 7.100 257 0.1
## 876 22124 217.00 608 8.890 217 0.1
## 877 21356 189.00 491 7.670 189 0.0
## 878 40442 228.00 577 8.340 228 0.1
## 879 27122 238.00 482 7.180 238 0.0
## 880 24812 291.00 748 8.300 291 0.0
## 881 55004 233.00 631 7.600 233 0.0
## 882 54388 287.00 733 7.620 287 0.0
## 883 55455 299.00 762 7.820 299 0.0
## 884 51650 291.00 655 10.430 291 0.0
## 885 5913 216.00 455 9.880 216 0.0
## 886 30125 257.00 784 10.310 257 0.0
## 887 28939 251.00 663 10.840 251 0.1
## 888 41700 248.00 663 8.260 248 2.8
## 889 57080 267.00 638 7.340 267 0.0
## 890 56720 270.00 660 7.340 270 0.1
## 891 57471 322.00 650 7.520 322 0.6
## 892 57237 275.00 651 7.600 275 0.1
## 893 58425 297.00 651 7.260 297 0.0
## 894 56816 223.00 621 9.680 223 0.0
## 895 56664 302.00 743 7.520 302 0.0
## 896 58200 327.00 672 7.930 327 0.0
## 897 58586 271.00 699 6.700 271 0.1
## 898 55532 291.00 653 6.510 291 0.0
## 899 59125 243.00 621 10.290 243 0.0
## 900 60640 196.00 608 7.430 196 0.0
## 901 62642 201.00 649 7.310 201 0.1
## 902 58578 223.00 576 7.280 223 0.0
## 903 53673 111.00 352 9.380 111 0.0
## 904 24385 172.00 339 12.210 172 0.1
## 905 22791 132.00 330 10.310 132 0.0
## 906 27642 112.00 354 11.280 112 0.1
## 907 23048 51.00 147 7.520 51 0.1
## 908 26382 41.00 136 7.400 41 1.7
## 909 49418 115.00 396 9.720 115 0.0
## 910 62647 220.00 494 10.390 220 0.1
## 911 60680 273.00 619 9.140 273 0.1
## 912 62375 254.00 673 7.310 254 6.2
## 913 53053 230.00 517 7.110 230 0.0
## 914 52484 197.00 667 6.980 197 0.2
## 915 61935 200.00 563 7.090 200 0.0
## 916 62614 224.00 574 6.920 224 0.1
## 917 63819 229.00 477 7.040 229 0.0
## 918 55510 128.00 382 6.590 128 0.0
## 919 58544 214.00 520 7.010 214 0.0
## 920 60542 256.00 616 7.030 256 0.1
## 921 62397 228.00 620 6.800 228 0.1
## 922 66381 238.00 575 7.100 238 0.0
## 923 64759 282.00 647 7.540 282 0.0
## 924 59940 286.00 677 6.740 286 0.0
## 925 57955 269.00 673 6.550 269 0.0
## 926 59480 264.00 670 6.420 264 0.0
## 927 61451 245.00 579 6.690 245 0.0
## 928 65132 243.00 573 6.870 243 0.0
## 929 59962 227.00 611 7.120 227 0.0
## 930 63124 254.00 644 6.310 254 0.1
## 931 59946 241.00 604 6.590 241 0.0
## 932 58573 270.00 710 6.670 270 0.0
## 933 57272 285.00 727 6.810 285 3.5
## 934 55128 259.00 842 6.730 259 0.0
## 935 57522 274.00 717 6.670 274 0.0
## 936 58642 277.00 697 7.030 277 0.0
## 937 58999 283.00 650 6.760 283 0.0
## 938 56157 327.00 645 6.950 327 0.0
## 939 55384 330.00 750 7.370 330 0.0
## 940 52345 297.00 713 6.930 297 0.0
## 941 53165 269.00 670 6.670 269 0.0
## 942 50033 245.00 675 6.830 245 1.4
## 943 46702 266.00 682 7.110 266 0.2
## 944 56428 297.00 616 6.580 297 0.0
## 945 57732 359.00 772 9.720 359 0.0
## 946 56213 338.00 656 7.910 338 0.0
## 947 56373 281.00 657 6.900 281 0.0
## 948 45581 338.00 684 6.940 338 0.0
## 949 57697 322.00 639 7.270 322 0.0
## 950 56570 351.00 749 7.200 351 0.0
## 951 56789 359.00 777 7.040 359 0.0
## 952 58288 326.00 769 10.820 326 0.0
## 953 59142 412.00 854 9.910 412 0.0
## 954 58169 428.00 924 6.930 428 0.0
## 955 57096 357.00 712 7.280 357 0.0
## 956 56897 292.00 728 7.360 292 0.0
## 957 57336 306.00 864 7.480 306 10.7
## 958 56134 366.00 652 7.760 366 15.7
## 959 51426 346.00 775 9.010 346 0.0
## 960 48168 367.00 762 7.600 367 0.0
## 961 53069 374.00 736 7.330 374 0.2
## 962 54836 350.00 789 7.460 350 0.1
## 963 54445 336.00 881 7.480 336 0.0
## 964 53288 333.00 801 7.540 333 3.1
## 965 57714 339.00 691 7.580 339 24.2
## 966 53996 354.00 804 7.240 354 0.0
## 967 52516 341.00 765 7.090 341 0.1
## 968 53693 358.00 743 7.330 358 0.0
## 969 52215 367.00 751 7.440 367 0.1
## 970 53216 324.00 751 7.380 324 0.0
## 971 51561 344.00 701 7.360 344 0.0
## Pulp(ton/dia) Pap (ton/dia) BODout(ppm) Datein clust$k
## 1 878.130 962.1 74.00 1996-09-01 1
## 2 925.600 986.8 88.00 1996-09-02 1
## 3 972.600 1065.0 67.00 1996-09-03 1
## 4 744.481 879.7 44.00 1996-09-04 1
## 5 891.033 985.8 46.00 1996-09-05 1
## 6 848.071 1064.2 62.00 1996-09-07 1
## 7 964.139 1077.1 64.00 1996-09-08 1
## 8 736.316 1004.4 68.00 1996-09-09 1
## 9 944.266 1003.8 62.00 1996-09-10 1
## 10 837.711 1036.6 94.00 1996-09-11 1
## 11 939.255 1033.8 46.00 1996-09-17 1
## 12 966.132 1094.1 32.00 1996-09-25 1
## 13 878.234 1130.5 46.00 1996-10-06 1
## 14 780.799 1044.6 35.00 1996-10-10 1
## 15 706.419 900.3 51.00 1996-10-11 1
## 16 767.999 975.0 59.00 1996-10-12 1
## 17 619.130 907.6 21.00 1996-10-14 1
## 18 892.841 1129.4 42.00 1996-10-20 1
## 19 924.855 1027.7 55.00 1996-10-23 1
## 20 878.478 1028.4 60.00 1996-10-25 1
## 21 939.721 1003.4 36.00 1996-10-26 1
## 22 901.289 1004.7 50.00 1996-10-27 1
## 23 980.327 1039.2 28.00 1996-10-31 1
## 24 990.134 1008.9 30.00 1996-11-02 1
## 25 988.797 1049.7 43.00 1996-11-03 1
## 26 770.325 1030.4 33.40 1997-02-05 1
## 27 852.579 1019.3 66.80 1997-02-11 1
## 28 948.669 942.9 28.39 1997-02-13 1
## 29 949.923 1055.2 40.08 1997-02-15 1
## 30 930.756 1091.8 58.45 1997-02-16 1
## 31 900.379 1133.0 18.00 1997-02-18 1
## 32 807.485 1071.8 16.00 1997-02-20 1
## 33 925.831 1067.7 82.00 1997-02-26 1
## 34 939.994 991.7 125.00 1997-03-01 1
## 35 1017.970 1047.4 103.00 1997-03-02 1
## 36 1037.326 1035.2 78.00 1997-03-03 1
## 37 945.854 1053.6 80.00 1997-03-05 1
## 38 652.928 1016.4 92.00 1997-03-07 1
## 39 681.744 988.4 89.00 1997-03-08 1
## 40 886.550 783.5 106.00 1997-03-09 1
## 41 929.574 952.4 45.00 1997-03-14 1
## 42 905.193 998.2 85.00 1997-03-15 1
## 43 967.766 1051.6 77.00 1997-03-16 1
## 44 966.882 1153.5 73.00 1997-03-20 1
## 45 954.731 1029.5 83.00 1997-03-21 1
## 46 932.679 1051.9 135.00 1997-03-30 1
## 47 979.840 1054.2 126.00 1997-03-31 1
## 48 964.119 983.4 118.00 1997-04-01 1
## 49 958.809 1045.5 106.00 1997-04-03 1
## 50 605.819 790.5 75.00 1997-04-04 1
## 51 829.409 1048.4 92.00 1997-04-17 1
## 52 823.910 1106.4 66.00 1997-04-22 1
## 53 807.273 968.2 90.00 1997-04-23 1
## 54 783.602 957.4 103.00 1997-04-24 1
## 55 1014.707 990.8 116.00 1997-05-06 1
## 56 852.487 997.9 84.00 1997-05-11 1
## 57 1025.309 986.8 63.00 1997-05-13 1
## 58 746.538 952.9 106.00 1997-05-19 1
## 59 550.584 1013.2 109.00 1997-05-22 1
## 60 970.866 1082.7 96.00 1997-05-24 1
## 61 1041.182 1068.8 69.00 1997-06-02 1
## 62 993.333 1042.3 115.00 1997-06-03 1
## 63 340.865 1006.0 106.00 1997-06-04 1
## 64 733.588 999.9 111.00 1997-06-05 1
## 65 755.185 762.6 111.00 1997-06-06 1
## 66 868.493 970.0 113.00 1997-06-07 1
## 67 954.922 996.1 104.00 1997-06-10 1
## 68 923.120 993.7 109.00 1997-06-11 1
## 69 861.982 1061.5 86.00 1997-06-12 1
## 70 853.864 1041.4 119.00 1997-06-13 1
## 71 715.983 853.9 99.00 1997-06-14 1
## 72 945.655 1052.8 73.00 1997-06-15 1
## 73 873.500 947.5 106.00 1997-06-16 1
## 74 996.302 1079.6 67.00 1997-06-17 1
## 75 982.862 1127.7 96.00 1997-06-20 1
## 76 995.966 1184.9 63.00 1997-06-21 1
## 77 924.324 1082.5 78.00 1997-06-22 1
## 78 911.565 1039.3 83.00 1997-06-23 1
## 79 522.852 1094.0 76.00 1997-06-24 1
## 80 855.234 1116.1 85.00 1997-06-25 1
## 81 954.650 1043.8 81.00 1997-06-26 1
## 82 978.981 1086.1 90.00 1997-07-02 1
## 83 885.151 1043.9 76.00 1997-07-04 1
## 84 909.498 982.9 90.00 1997-07-05 1
## 85 853.993 1037.1 95.00 1997-07-11 1
## 86 899.206 1075.8 87.00 1997-07-12 1
## 87 1008.524 1124.4 121.00 1997-07-15 1
## 88 946.946 1196.0 100.00 1997-07-17 1
## 89 893.907 1077.6 113.00 1997-07-21 1
## 90 862.266 1042.5 101.00 1997-07-22 1
## 91 939.244 1072.8 98.00 1997-07-23 1
## 92 938.762 1004.2 107.00 1997-07-24 1
## 93 933.354 1060.2 134.00 1997-07-25 1
## 94 867.764 788.0 127.00 1997-07-27 1
## 95 896.637 924.4 132.00 1997-07-28 1
## 96 899.989 1035.4 111.00 1997-07-29 1
## 97 967.835 1072.8 108.00 1997-07-30 1
## 98 1002.852 1071.1 126.00 1997-08-14 1
## 99 -48.000 1034.5 53.00 1997-08-24 1
## 100 823.076 842.8 92.00 1997-09-05 1
## 101 923.742 1012.9 111.00 1997-09-13 1
## 102 830.097 808.3 128.00 1997-09-14 1
## 103 825.157 925.3 135.00 1997-09-15 1
## 104 962.319 1088.6 115.00 1997-09-19 1
## 105 970.721 1147.4 96.00 1997-09-20 1
## 106 948.848 1013.2 96.00 1997-09-25 1
## 107 949.205 1043.7 118.00 1997-09-29 1
## 108 809.110 814.7 94.00 1997-10-01 1
## 109 799.782 992.3 92.00 1997-10-06 1
## 110 945.826 1032.9 92.00 1997-10-15 1
## 111 950.336 1185.1 101.00 1997-10-16 1
## 112 874.417 1090.7 85.00 1997-10-19 1
## 113 802.115 1092.5 89.00 1997-10-20 1
## 114 857.680 1094.5 79.00 1997-10-21 1
## 115 934.827 1014.3 108.00 1997-10-25 1
## 116 938.297 1034.5 96.00 1997-10-26 1
## 117 905.049 1055.1 115.00 1997-10-27 1
## 118 976.480 939.3 113.00 1997-10-31 1
## 119 774.733 905.7 101.00 1997-11-04 1
## 120 981.615 1073.6 104.00 1997-11-06 1
## 121 959.954 1025.9 113.00 1997-11-07 1
## 122 952.479 1018.5 71.00 1997-11-13 1
## 123 937.989 1060.4 79.00 1997-11-14 1
## 124 918.441 1110.9 111.00 1997-11-16 1
## 125 984.475 1022.7 122.00 1997-11-17 1
## 126 978.295 1046.7 98.00 1997-11-18 1
## 127 910.893 1098.4 95.00 1997-11-21 1
## 128 926.852 1010.9 93.00 1997-11-22 1
## 129 918.427 1003.1 82.00 1997-11-24 1
## 130 946.161 1019.8 96.00 1997-11-25 1
## 131 902.372 988.4 83.00 1997-11-26 1
## 132 896.085 902.8 88.00 1997-11-27 1
## 133 877.106 991.2 105.00 1997-11-28 1
## 134 899.569 1046.8 95.00 1997-12-01 1
## 135 369.641 777.4 111.00 1997-12-02 1
## 136 954.002 1092.5 103.00 1997-12-07 1
## 137 926.927 1001.3 99.00 1997-12-08 1
## 138 908.685 1072.1 103.00 1997-12-12 1
## 139 902.737 1114.4 86.00 1997-12-13 1
## 140 915.092 1118.5 86.00 1997-12-15 1
## 141 892.318 1102.5 71.00 1997-12-18 1
## 142 889.461 1082.0 71.00 1997-12-21 1
## 143 976.550 1018.9 109.00 1997-12-25 1
## 144 959.060 1016.7 89.00 1997-12-28 1
## 145 896.468 1012.2 102.00 1997-12-29 1
## 146 760.116 1003.8 91.00 1998-01-02 1
## 147 1002.250 1055.8 91.00 1998-01-04 1
## 148 967.082 1124.7 98.00 1998-01-05 1
## 149 872.459 1049.7 92.00 1998-01-06 1
## 150 925.355 1013.8 82.00 1998-01-07 1
## 151 941.367 1016.3 84.00 1998-01-08 1
## 152 897.207 968.9 95.00 1998-01-09 1
## 153 943.017 1038.9 84.00 1998-01-10 1
## 154 890.807 1055.7 84.00 1998-01-11 1
## 155 923.328 1083.0 91.00 1998-01-12 1
## 156 907.427 1082.3 82.00 1998-01-13 1
## 157 821.441 1028.3 75.00 1998-01-14 1
## 158 917.820 1054.3 91.00 1998-01-15 1
## 159 957.361 1111.6 95.00 1998-01-16 1
## 160 876.930 1109.9 98.00 1998-01-17 1
## 161 895.884 1176.2 96.00 1998-01-18 1
## 162 884.354 1213.5 84.00 1998-01-19 1
## 163 893.032 1088.1 91.00 1998-01-20 1
## 164 843.162 985.9 75.00 1998-01-21 1
## 165 877.489 1071.4 86.00 1998-01-22 1
## 166 870.115 1036.4 96.00 1998-01-23 1
## 167 900.451 1043.9 86.00 1998-01-24 1
## 168 924.235 1056.3 89.00 1998-01-25 1
## 169 879.738 1017.0 89.00 1998-01-26 1
## 170 909.511 1028.4 108.00 1998-01-27 1
## 171 851.867 1070.6 111.00 1998-01-28 1
## 172 951.057 885.9 116.00 1998-01-29 1
## 173 936.345 1021.5 124.00 1998-01-30 1
## 174 826.008 1090.1 98.00 1998-02-01 1
## 175 856.334 1005.6 109.00 1998-02-02 1
## 176 707.958 861.8 106.00 1998-02-03 1
## 177 884.276 1008.2 106.00 1998-02-04 1
## 178 909.227 897.5 123.00 1998-02-05 1
## 179 849.479 888.1 118.00 1998-02-06 1
## 180 799.437 913.5 88.00 1998-02-07 1
## 181 873.707 1030.3 128.00 1998-02-08 1
## 182 894.784 1076.0 115.00 1998-02-09 1
## 183 684.241 1089.3 73.00 1998-02-11 1
## 184 1096.698 1072.4 112.00 1998-02-12 1
## 185 970.175 991.0 115.00 1998-02-13 1
## 186 907.540 1149.7 167.00 1998-02-17 1
## 187 938.978 1043.0 187.00 1998-02-18 1
## 188 940.975 985.7 139.00 1998-02-19 1
## 189 938.526 1015.7 129.00 1998-02-20 1
## 190 923.597 1071.4 102.00 1998-02-21 1
## 191 919.634 1069.0 117.00 1998-02-22 1
## 192 894.517 1122.1 117.00 1998-02-26 1
## 193 1050.315 1113.1 107.00 1998-02-27 1
## 194 1092.834 1103.5 110.00 1998-02-28 1
## 195 831.201 1067.7 138.00 1998-03-02 1
## 196 785.525 1007.9 107.00 1998-03-03 1
## 197 935.817 1077.2 99.00 1998-03-04 1
## 198 903.523 1033.6 100.00 1998-03-05 1
## 199 999.623 1054.8 113.00 1998-03-06 1
## 200 922.321 1008.1 117.00 1998-03-07 1
## 201 935.946 1045.1 107.00 1998-03-08 1
## 202 783.570 1108.5 114.00 1998-03-09 1
## 203 872.868 1064.4 93.00 1998-03-10 1
## 204 862.606 1058.4 99.00 1998-03-11 1
## 205 861.965 1018.5 114.00 1998-03-12 1
## 206 854.395 1024.1 101.00 1998-03-13 1
## 207 903.175 1045.4 102.00 1998-03-14 1
## 208 872.399 1079.4 90.00 1998-03-15 1
## 209 873.063 1116.7 101.00 1998-03-16 1
## 210 884.271 1072.4 83.00 1998-03-17 1
## 211 736.026 1106.7 93.00 1998-03-18 1
## 212 855.873 1209.4 94.00 1998-03-19 1
## 213 847.293 1136.5 101.00 1998-03-20 1
## 214 892.960 1073.6 100.00 1998-03-21 1
## 215 859.654 1026.8 90.00 1998-03-22 1
## 216 1011.711 1005.7 95.00 1998-03-23 1
## 217 889.037 1043.5 84.00 1998-03-24 1
## 218 811.198 983.0 83.00 1998-03-25 1
## 219 888.712 988.4 83.00 1998-03-26 1
## 220 806.797 1021.7 68.00 1998-03-27 1
## 221 225.945 1102.6 48.00 1998-03-28 1
## 222 294.033 1101.4 75.00 1998-03-29 1
## 223 310.837 1098.8 32.00 1998-03-30 1
## 224 126.850 1050.4 28.00 1998-03-31 1
## 225 587.015 977.1 72.00 1998-04-01 1
## 226 896.123 977.9 92.00 1998-04-02 1
## 227 932.833 982.6 132.00 1998-04-03 1
## 228 956.885 1022.4 115.00 1998-04-04 1
## 229 949.587 1049.0 107.00 1998-04-05 1
## 230 964.358 1056.6 90.00 1998-04-06 1
## 231 772.340 736.0 76.00 1998-04-07 1
## 232 844.442 826.8 55.00 1998-04-08 1
## 233 889.177 926.9 46.00 1998-04-09 1
## 234 922.725 947.3 25.00 1998-04-10 1
## 235 947.933 983.7 30.00 1998-04-11 1
## 236 992.129 1042.9 49.00 1998-04-12 1
## 237 951.895 1000.6 82.00 1998-04-13 1
## 238 836.612 762.0 119.00 1998-04-14 1
## 239 920.918 984.2 107.00 1998-04-15 1
## 240 1019.132 1037.6 102.00 1998-04-16 1
## 241 910.880 1027.4 98.00 1998-04-17 1
## 242 981.865 1162.5 91.00 1998-04-18 1
## 243 899.116 1072.7 100.00 1998-04-19 1
## 244 939.301 1070.5 98.00 1998-04-20 1
## 245 944.755 1073.1 80.00 1998-04-21 1
## 246 988.766 1029.3 78.00 1998-04-22 1
## 247 1041.011 1134.0 86.00 1998-04-23 1
## 248 978.301 1020.5 94.00 1998-04-24 1
## 249 1054.100 1151.2 90.00 1998-04-25 1
## 250 1006.214 1145.0 101.00 1998-04-26 1
## 251 1046.033 1099.0 104.00 1998-04-27 1
## 252 794.815 1153.1 85.00 1998-04-29 1
## 253 877.200 1011.7 104.00 1998-05-01 1
## 254 986.404 1052.2 99.00 1998-05-02 1
## 255 954.900 1078.1 80.00 1998-05-03 1
## 256 928.100 1035.1 79.00 1998-05-04 1
## 257 940.827 978.8 85.00 1998-05-05 1
## 258 893.215 963.3 60.00 1998-05-06 1
## 259 874.882 1031.7 88.00 1998-05-07 1
## 260 931.721 1037.3 100.00 1998-05-08 1
## 261 890.983 1025.9 77.00 1998-05-09 1
## 262 915.585 971.0 81.00 1998-05-10 1
## 263 917.968 1068.6 87.00 1998-05-11 1
## 264 887.223 1007.2 73.00 1998-05-12 1
## 265 896.068 916.4 62.00 1998-05-13 1
## 266 865.292 1023.1 73.00 1998-05-15 1
## 267 858.430 1038.7 75.00 1998-05-16 1
## 268 884.542 957.1 65.00 1998-05-17 1
## 269 830.007 1048.6 75.00 1998-05-18 1
## 270 899.809 1057.4 71.00 1998-05-19 1
## 271 1000.791 1083.3 72.00 1998-05-20 1
## 272 830.898 1024.5 85.00 1998-05-22 1
## 273 970.976 1144.3 70.00 1998-05-24 1
## 274 1034.708 1065.9 78.00 1998-05-25 1
## 275 923.336 1035.2 86.00 1998-05-26 1
## 276 786.516 1082.8 76.00 1998-05-27 1
## 277 1051.602 1114.6 73.00 1998-05-28 1
## 278 1037.055 1091.3 84.00 1998-05-29 1
## 279 1056.484 1094.8 106.00 1998-05-30 1
## 280 986.903 1174.5 118.00 1998-05-31 1
## 281 851.099 991.8 97.00 1998-06-01 1
## 282 785.714 901.1 82.00 1998-06-02 1
## 283 812.911 1054.2 98.00 1998-06-04 1
## 284 866.494 1055.3 90.00 1998-06-05 1
## 285 930.190 1058.6 84.00 1998-06-07 1
## 286 868.637 1056.9 90.00 1998-06-08 1
## 287 785.593 895.7 86.00 1998-06-09 1
## 288 928.864 1022.7 85.00 1998-06-10 1
## 289 920.617 1117.9 80.00 1998-06-11 1
## 290 966.222 1100.5 76.00 1998-06-12 1
## 291 859.052 1134.2 85.00 1998-06-13 1
## 292 875.617 1148.2 93.00 1998-06-14 1
## 293 920.317 1147.3 92.00 1998-06-15 1
## 294 912.175 1136.2 85.00 1998-06-16 1
## 295 975.011 1143.8 89.00 1998-06-17 1
## 296 832.584 1115.0 78.00 1998-06-18 1
## 297 894.529 1167.1 82.00 1998-06-19 1
## 298 898.665 1001.2 93.00 1998-06-20 1
## 299 928.965 1006.9 88.00 1998-06-21 1
## 300 930.095 1064.0 100.00 1998-06-22 1
## 301 899.166 925.3 86.00 1998-06-23 1
## 302 951.077 1082.3 89.00 1998-06-24 1
## 303 906.298 945.5 86.00 1998-06-25 1
## 304 962.642 1010.6 88.00 1998-06-26 1
## 305 926.043 1108.4 79.00 1998-06-27 1
## 306 936.810 1065.7 92.00 1998-06-28 1
## 307 879.779 976.6 81.00 1998-06-29 1
## 308 940.005 1068.4 80.00 1998-06-30 1
## 309 841.882 1000.0 77.00 1998-07-01 1
## 310 839.871 980.2 77.00 1998-07-02 1
## 311 912.959 1065.0 80.00 1998-07-03 1
## 312 871.256 1030.6 78.00 1998-07-04 1
## 313 896.392 1100.7 98.00 1998-07-05 1
## 314 873.978 1044.4 81.00 1998-07-06 1
## 315 897.828 1071.7 74.00 1998-07-07 1
## 316 640.802 1005.2 75.00 1998-07-08 1
## 317 897.758 1167.1 81.00 1998-07-09 1
## 318 860.109 1090.2 78.00 1998-07-10 1
## 319 869.928 1073.8 84.00 1998-07-11 1
## 320 624.813 994.8 97.00 1998-07-12 1
## 321 299.012 933.7 90.00 1998-07-13 1
## 322 48.658 1074.6 51.00 1998-07-18 1
## 323 609.422 1089.5 104.00 1998-07-19 1
## 324 915.720 1095.2 95.00 1998-07-20 1
## 325 908.026 1055.5 106.00 1998-07-21 1
## 326 887.396 1085.8 106.00 1998-07-22 1
## 327 838.881 1110.4 102.00 1998-07-23 1
## 328 708.647 912.9 81.00 1998-07-24 1
## 329 947.724 1053.7 88.00 1998-07-25 1
## 330 929.455 1049.6 101.00 1998-07-26 1
## 331 999.219 1056.9 98.00 1998-07-27 1
## 332 989.714 1131.3 81.00 1998-07-28 1
## 333 999.115 1096.1 98.00 1998-07-29 1
## 334 1014.104 1131.7 79.00 1998-07-30 1
## 335 938.009 1049.0 82.00 1998-07-31 1
## 336 1004.052 1123.9 84.00 1998-08-01 1
## 337 987.622 1159.7 95.00 1998-08-02 1
## 338 1013.069 1066.2 87.00 1998-08-03 1
## 339 940.265 1040.6 79.00 1998-08-04 1
## 340 695.469 973.5 88.00 1998-08-05 1
## 341 813.712 985.9 78.00 1998-08-06 1
## 342 964.982 1025.9 77.00 1998-08-07 1
## 343 954.507 1024.1 78.00 1998-08-08 1
## 344 949.266 999.7 78.00 1998-08-09 1
## 345 873.742 1027.4 81.00 1998-08-10 1
## 346 995.497 1119.1 97.00 1998-08-11 1
## 347 967.703 1168.9 70.00 1998-08-12 1
## 348 964.969 1105.6 80.00 1998-08-13 1
## 349 975.761 1154.0 72.00 1998-08-14 1
## 350 930.328 1051.0 85.00 1998-08-15 1
## 351 1008.364 1102.6 74.00 1998-08-16 1
## 352 939.872 1081.5 84.00 1998-08-17 1
## 353 954.733 1095.1 70.00 1998-08-18 1
## 354 957.770 1114.9 65.00 1998-08-19 1
## 355 944.802 1107.1 76.00 1998-08-20 1
## 356 928.065 983.9 90.00 1998-08-21 1
## 357 839.186 989.9 88.00 1998-08-22 1
## 358 925.330 1086.2 87.00 1998-08-23 1
## 359 948.436 1029.9 83.00 1998-08-24 1
## 360 817.969 1043.9 94.00 1998-08-25 1
## 361 917.870 1067.3 109.00 1998-08-26 1
## 362 923.499 983.4 102.00 1998-08-27 1
## 363 949.916 1084.0 84.00 1998-08-28 1
## 364 897.511 1064.3 83.00 1998-08-29 1
## 365 896.691 1066.8 85.00 1998-08-31 1
## 366 743.000 1000.9 87.00 1998-09-01 1
## 367 868.867 1020.9 88.00 1998-09-02 1
## 368 826.326 892.6 97.00 1998-09-03 1
## 369 807.117 1036.9 81.00 1998-09-04 1
## 370 865.768 1051.8 92.00 1998-09-05 1
## 371 925.470 1048.3 98.00 1998-09-07 1
## 372 911.072 1057.8 99.00 1998-09-08 1
## 373 803.777 774.1 96.00 1998-09-09 1
## 374 671.190 906.7 90.00 1998-09-10 1
## 375 848.268 996.6 88.00 1998-09-11 1
## 376 844.685 1050.4 102.00 1998-09-12 1
## 377 759.734 1053.6 121.00 1998-09-13 1
## 378 966.540 1055.7 112.00 1998-09-14 1
## 379 917.521 1054.0 77.00 1998-09-15 1
## 380 418.844 1135.5 54.00 1998-09-16 1
## 381 85.990 1108.6 61.00 1998-09-18 1
## 382 636.871 1099.2 43.00 1998-09-19 1
## 383 888.734 1174.3 49.00 1998-09-20 1
## 384 1072.632 1091.2 57.00 1998-09-21 1
## 385 897.366 1055.0 73.00 1998-09-22 1
## 386 821.207 1106.0 74.00 1998-09-23 1
## 387 980.807 1116.4 87.00 1998-09-24 1
## 388 1089.566 1182.3 100.00 1998-09-26 1
## 389 1078.812 1236.2 96.00 1998-09-27 1
## 390 861.470 1146.8 87.00 1998-09-28 1
## 391 838.756 1063.8 95.00 1998-09-29 1
## 392 914.460 1102.5 96.00 1998-09-30 1
## 393 729.584 927.8 136.00 1998-10-01 1
## 394 893.223 1027.0 115.00 1998-10-02 1
## 395 969.535 1025.3 117.00 1998-10-03 1
## 396 980.510 1058.7 84.00 1998-10-04 1
## 397 937.132 991.2 105.00 1998-10-05 1
## 398 990.058 1077.1 113.00 1998-10-06 1
## 399 978.344 994.7 87.00 1998-10-12 1
## 400 968.522 998.1 80.00 1998-10-13 1
## 401 942.214 1067.6 75.00 1998-10-14 1
## 402 1026.432 1154.8 82.00 1998-10-15 1
## 403 994.056 1201.4 95.00 1998-10-16 1
## 404 896.282 1178.2 89.00 1998-10-17 1
## 405 967.208 1177.2 91.00 1998-10-18 1
## 406 920.581 1108.0 99.00 1998-10-19 1
## 407 1016.477 1130.8 93.00 1998-10-20 1
## 408 883.780 1106.4 90.00 1998-10-21 1
## 409 960.787 1090.1 67.00 1998-10-22 1
## 410 920.828 1081.6 61.00 1998-10-23 1
## 411 119.017 1054.7 74.00 1998-10-24 1
## 412 451.210 1093.3 65.00 1998-10-25 1
## 413 959.353 1024.7 76.00 1998-10-26 1
## 414 982.421 1070.5 87.00 1998-10-27 1
## 415 1022.053 1098.2 88.00 1998-11-02 1
## 416 910.484 1003.1 109.00 1998-11-03 1
## 417 895.379 1001.3 89.00 1998-11-04 1
## 418 596.284 739.9 53.00 1998-11-05 1
## 419 804.861 936.6 88.00 1998-11-06 1
## 420 874.489 1013.1 93.00 1998-11-07 1
## 421 990.577 1036.8 106.00 1998-11-08 1
## 422 977.706 1036.2 104.00 1998-11-09 1
## 423 931.641 1036.9 96.00 1998-11-10 1
## 424 856.254 1067.6 73.00 1998-11-11 1
## 425 826.982 1052.4 64.00 1998-11-13 1
## 426 955.737 1086.4 75.00 1998-11-14 1
## 427 981.728 1093.7 118.00 1998-11-15 1
## 428 1036.135 1124.8 128.00 1998-11-16 1
## 429 894.380 1029.1 119.00 1998-11-17 1
## 430 953.899 1050.4 92.00 1998-11-18 1
## 431 949.241 1036.5 105.00 1998-11-19 1
## 432 999.413 1188.1 94.00 1998-11-20 1
## 433 988.995 1153.2 72.00 1998-11-21 1
## 434 952.266 1054.8 106.00 1998-11-22 1
## 435 831.215 1029.4 105.00 1998-11-23 1
## 436 938.691 1068.6 85.00 1998-11-24 1
## 437 946.472 1018.1 82.00 1998-11-25 1
## 438 909.199 1061.2 70.00 1998-11-26 1
## 439 874.514 1051.7 75.00 1998-11-27 1
## 440 950.658 1052.5 90.00 1998-11-28 1
## 441 930.688 1053.0 71.00 1998-11-29 1
## 442 969.583 1011.8 79.00 1998-11-30 1
## 443 846.931 1029.7 80.00 1998-12-01 1
## 444 900.312 940.5 69.00 1998-12-02 1
## 445 852.252 888.1 66.00 1998-12-03 1
## 446 806.506 870.1 82.00 1998-12-04 1
## 447 764.986 961.7 62.00 1998-12-05 1
## 448 850.083 1084.6 59.00 1998-12-06 1
## 449 742.179 945.6 69.00 1998-12-07 1
## 450 831.042 1053.1 68.00 1998-12-08 1
## 451 787.297 1014.4 58.00 1998-12-09 1
## 452 807.571 986.6 52.00 1998-12-10 1
## 453 882.024 1076.1 65.00 1998-12-11 1
## 454 887.782 1103.9 58.00 1998-12-12 1
## 455 923.357 1090.6 95.00 1998-12-13 1
## 456 969.812 1084.6 96.00 1998-12-14 1
## 457 991.142 1053.7 80.00 1998-12-15 1
## 458 947.889 1058.6 68.00 1998-12-16 1
## 459 859.250 860.8 56.00 1998-12-18 1
## 460 979.958 1087.0 86.00 1998-12-20 1
## 461 959.016 1197.8 91.00 1998-12-21 1
## 462 953.009 1038.4 115.00 1998-12-27 1
## 463 984.788 1020.0 147.00 1998-12-28 1
## 464 861.177 1089.2 97.00 1999-01-03 1
## 465 762.755 924.2 89.00 1999-01-04 1
## 466 696.588 946.4 75.00 1999-01-05 1
## 467 810.327 1080.0 76.00 1999-01-06 1
## 468 714.241 809.1 86.00 1999-01-07 1
## 469 746.681 1026.9 87.00 1999-01-08 1
## 470 897.823 1079.3 102.00 1999-01-09 1
## 471 865.826 1032.3 103.00 1999-01-10 1
## 472 910.356 1115.4 104.00 1999-01-11 1
## 473 888.511 1144.1 73.00 1999-01-12 1
## 474 869.114 1114.5 82.00 1999-01-13 1
## 475 871.620 1053.3 73.00 1999-01-14 1
## 476 952.032 984.1 75.00 1999-01-15 1
## 477 1024.693 1119.5 84.00 1999-01-16 1
## 478 957.977 974.7 87.00 1999-01-17 1
## 479 950.140 1124.8 92.00 1999-01-18 1
## 480 940.086 1196.7 81.00 1999-01-19 1
## 481 946.478 1179.8 71.00 1999-01-20 1
## 482 923.176 1035.6 80.00 1999-01-21 1
## 483 946.043 1068.4 74.00 1999-01-22 1
## 484 953.043 1024.7 76.00 1999-01-23 1
## 485 829.925 1039.8 82.00 1999-01-24 1
## 486 897.573 1096.3 85.00 1999-01-25 1
## 487 977.045 1160.1 76.00 1999-01-26 1
## 488 863.173 1136.9 89.00 1999-01-27 1
## 489 871.882 1101.1 83.00 1999-01-28 1
## 490 1014.262 1124.4 101.00 1999-01-29 1
## 491 1042.967 1126.4 93.00 1999-01-30 1
## 492 1071.294 1140.3 88.00 1999-01-31 1
## 493 799.986 1046.2 82.00 1999-02-01 1
## 494 840.179 940.4 88.00 1999-02-02 1
## 495 817.559 1055.7 86.00 1999-02-03 1
## 496 882.196 1066.1 101.00 1999-02-04 1
## 497 947.349 1121.1 94.00 1999-02-05 1
## 498 910.739 1135.4 91.00 1999-02-06 1
## 499 960.840 1091.7 84.00 1999-02-07 1
## 500 832.865 1055.0 59.00 1999-02-08 1
## 501 0.000 927.1 56.00 1999-02-09 1
## 502 942.646 1031.6 98.00 1999-02-17 1
## 503 1025.140 1118.8 100.00 1999-02-18 1
## 504 954.318 1063.7 89.00 1999-02-19 1
## 505 973.629 1071.3 104.00 1999-02-20 1
## 506 1011.751 1240.1 103.00 1999-02-21 1
## 507 998.002 1178.2 110.00 1999-02-22 1
## 508 920.339 1118.9 94.00 1999-02-23 1
## 509 841.214 880.9 97.00 1999-02-24 1
## 510 1000.105 1162.4 81.00 1999-02-25 1
## 511 948.960 1008.5 91.00 1999-02-26 1
## 512 987.030 1009.9 108.00 1999-02-27 1
## 513 1030.671 1010.6 83.00 1999-02-28 1
## 514 880.037 1054.7 87.00 1999-03-01 1
## 515 846.608 1023.8 85.00 1999-03-02 1
## 516 971.173 1114.1 54.00 1999-03-03 1
## 517 936.426 1111.6 46.00 1999-03-04 1
## 518 925.608 1044.3 53.00 1999-03-05 1
## 519 903.633 1069.5 64.00 1999-03-06 1
## 520 964.498 1101.4 66.00 1999-03-07 1
## 521 904.498 1100.1 65.00 1999-03-08 1
## 522 878.426 1144.5 80.00 1999-03-09 1
## 523 564.809 900.5 93.00 1999-03-10 1
## 524 906.956 1034.5 76.00 1999-03-11 1
## 525 685.575 918.2 70.00 1999-03-12 1
## 526 910.413 1076.7 70.00 1999-03-13 1
## 527 962.085 1109.8 94.00 1999-03-14 1
## 528 956.939 1114.4 78.00 1999-03-15 1
## 529 959.342 1202.4 84.00 1999-03-16 1
## 530 915.901 1208.7 113.00 1999-03-17 1
## 531 864.570 1128.2 89.00 1999-03-18 1
## 532 867.722 982.9 95.00 1999-03-19 1
## 533 922.289 1035.9 81.00 1999-03-20 1
## 534 969.604 1065.0 88.00 1999-03-21 1
## 535 928.464 1100.1 68.00 1999-03-22 1
## 536 953.740 1177.9 73.00 1999-03-23 1
## 537 978.299 1191.4 75.00 1999-03-24 1
## 538 827.894 1045.1 67.00 1999-03-25 1
## 539 927.242 1100.2 53.00 1999-03-26 1
## 540 1029.301 1120.7 77.00 1999-03-27 1
## 541 947.013 1131.8 84.00 1999-03-28 1
## 542 915.839 1050.9 78.00 1999-03-29 1
## 543 924.857 1092.1 128.00 1999-04-04 1
## 544 890.280 1009.2 122.00 1999-04-05 1
## 545 979.643 1114.7 106.00 1999-04-11 1
## 546 951.431 1090.5 109.00 1999-04-12 1
## 547 1035.512 1098.1 100.00 1999-04-13 1
## 548 971.730 1034.3 116.00 1999-04-14 1
## 549 984.679 1083.9 81.00 1999-04-15 1
## 550 922.182 1072.4 106.00 1999-04-16 1
## 551 959.904 1082.9 83.00 1999-04-17 1
## 552 922.102 1056.2 103.00 1999-04-18 1
## 553 935.159 1006.9 98.00 1999-04-19 1
## 554 865.261 960.7 107.00 1999-04-20 1
## 555 981.078 1143.2 101.00 1999-04-21 1
## 556 878.496 1051.9 99.00 1999-04-22 1
## 557 719.507 988.4 88.00 1999-04-23 1
## 558 608.517 1069.7 71.00 1999-04-24 1
## 559 996.924 1156.7 72.00 1999-04-25 1
## 560 965.534 1100.8 88.00 1999-04-26 1
## 561 955.997 1125.5 80.00 1999-04-27 1
## 562 1002.247 1160.1 72.00 1999-04-28 1
## 563 934.913 1107.3 72.00 1999-04-29 1
## 564 983.521 1103.8 65.00 1999-04-30 1
## 565 907.927 1164.8 73.00 1999-05-01 1
## 566 876.462 1148.0 89.00 1999-05-02 1
## 567 792.728 1006.7 68.00 1999-05-03 1
## 568 833.472 1111.2 81.00 1999-05-04 1
## 569 796.281 1060.7 71.00 1999-05-05 1
## 570 821.606 779.3 77.00 1999-05-06 1
## 571 807.835 983.9 75.00 1999-05-07 1
## 572 969.877 1032.2 96.00 1999-05-08 1
## 573 1007.698 1099.1 103.00 1999-05-09 1
## 574 925.705 1059.8 84.00 1999-05-10 1
## 575 904.498 1032.6 86.00 1999-05-11 1
## 576 925.268 1122.8 64.00 1999-05-12 1
## 577 801.123 963.2 73.00 1999-05-13 1
## 578 1010.726 1128.9 102.00 1999-05-14 1
## 579 954.164 1127.1 77.00 1999-05-15 1
## 580 982.241 1180.3 95.00 1999-05-16 1
## 581 1032.749 1202.5 106.00 1999-05-17 1
## 582 883.871 903.4 144.00 1999-05-18 1
## 583 883.495 1015.9 120.00 1999-05-19 1
## 584 950.926 1088.1 127.00 1999-05-20 1
## 585 913.142 1035.2 126.00 1999-05-21 1
## 586 812.537 1003.7 162.00 1999-05-22 1
## 587 865.850 1136.2 88.00 1999-05-23 1
## 588 194.000 1106.5 61.00 1999-05-24 1
## 589 0.000 1098.9 34.00 1999-05-25 1
## 590 0.000 1055.8 20.00 1999-05-26 1
## 591 0.000 1050.9 20.00 1999-05-27 1
## 592 568.086 1102.4 33.00 1999-05-30 1
## 593 1023.329 1152.0 93.00 1999-06-06 1
## 594 990.227 1150.0 101.00 1999-06-07 1
## 595 947.299 1033.6 95.00 1999-06-08 1
## 596 1041.703 1127.4 100.00 1999-06-09 1
## 597 853.216 938.7 89.00 1999-06-10 1
## 598 891.556 1049.0 73.00 1999-06-11 1
## 599 1101.672 1073.8 99.00 1999-06-12 1
## 600 1056.319 1119.2 105.00 1999-06-13 1
## 601 1039.081 1121.4 101.00 1999-06-14 1
## 602 930.964 1008.6 88.00 1999-06-15 1
## 603 902.300 1036.8 100.00 1999-06-16 1
## 604 957.749 1123.2 96.00 1999-06-17 1
## 605 865.454 1146.3 95.00 1999-06-18 1
## 606 946.551 1147.5 78.00 1999-06-19 1
## 607 900.608 1151.3 69.00 1999-06-20 1
## 608 785.637 1080.2 78.00 1999-06-21 1
## 609 893.447 1146.2 85.00 1999-06-22 1
## 610 990.542 1075.1 77.00 1999-06-23 1
## 611 914.372 1034.6 83.00 1999-06-24 1
## 612 905.011 1060.2 90.00 1999-06-25 1
## 613 864.692 1015.6 71.00 1999-06-26 1
## 614 864.105 1091.8 78.00 1999-06-27 1
## 615 897.235 1064.3 83.00 1999-06-28 1
## 616 874.240 1078.5 67.00 1999-06-29 1
## 617 1020.494 1069.3 64.00 1999-06-30 1
## 618 878.613 1024.2 64.00 1999-07-01 1
## 619 844.200 994.3 41.00 1999-07-02 1
## 620 924.145 1069.0 79.00 1999-07-03 1
## 621 891.124 1072.2 108.00 1999-07-04 1
## 622 998.945 1063.8 88.00 1999-07-05 1
## 623 917.280 1133.4 131.00 1999-07-11 1
## 624 961.157 1140.8 137.00 1999-07-12 1
## 625 978.597 844.4 118.00 1999-07-13 1
## 626 539.292 1035.0 65.00 1999-07-14 1
## 627 527.751 1064.4 68.00 1999-07-15 1
## 628 906.792 981.0 86.00 1999-07-16 1
## 629 1014.935 1155.0 113.00 1999-07-17 1
## 630 639.235 1010.5 120.00 1999-07-18 1
## 631 952.978 1020.4 101.00 1999-07-19 1
## 632 978.784 1117.8 105.00 1999-07-20 1
## 633 852.774 1117.2 109.00 1999-07-21 1
## 634 934.732 1129.0 99.00 1999-07-22 1
## 635 987.343 1162.6 86.00 1999-07-23 1
## 636 1005.275 1186.7 83.00 1999-07-24 1
## 637 978.431 1161.8 97.00 1999-07-25 1
## 638 918.650 1084.7 103.00 1999-07-26 1
## 639 1014.686 1118.5 83.00 1999-07-27 1
## 640 1071.492 1090.4 68.00 1999-07-28 1
## 641 1054.163 1082.9 78.00 1999-07-29 1
## 642 967.361 1070.0 68.00 1999-07-30 1
## 643 912.177 1061.9 84.00 1999-07-31 1
## 644 917.455 1105.3 77.00 1999-08-01 1
## 645 952.399 1102.2 88.00 1999-08-02 1
## 646 965.931 1070.5 103.00 1999-08-03 1
## 647 922.332 1082.7 78.00 1999-08-04 1
## 648 1001.783 1153.1 91.00 1999-08-05 1
## 649 840.284 1175.4 77.00 1999-08-06 1
## 650 958.481 1122.5 76.00 1999-08-07 1
## 651 925.799 1103.1 81.00 1999-08-08 1
## 652 961.273 1003.2 91.00 1999-08-09 1
## 653 859.001 1102.3 77.00 1999-08-10 1
## 654 929.065 1125.2 80.00 1999-08-11 1
## 655 991.523 1101.7 84.00 1999-08-12 1
## 656 942.108 1112.6 86.00 1999-08-13 1
## 657 924.344 1118.4 78.00 1999-08-14 1
## 658 935.009 1153.4 70.00 1999-08-15 1
## 659 875.179 1112.9 72.00 1999-08-16 1
## 660 864.143 1113.8 82.00 1999-08-17 1
## 661 611.558 789.2 77.00 1999-08-18 1
## 662 897.913 1127.6 82.00 1999-08-19 1
## 663 893.320 1136.7 68.00 1999-08-20 1
## 664 907.029 1072.8 70.00 1999-08-21 1
## 665 904.694 1110.0 85.00 1999-08-22 1
## 666 910.066 1083.1 76.00 1999-08-23 1
## 667 928.949 1111.5 72.00 1999-08-24 1
## 668 902.709 1077.3 55.00 1999-08-25 1
## 669 953.553 1118.2 69.00 1999-08-26 1
## 670 889.483 1116.6 61.00 1999-08-27 1
## 671 922.972 1080.0 56.00 1999-08-28 1
## 672 859.269 1088.8 78.00 1999-08-29 1
## 673 943.596 1067.2 101.00 1999-08-30 1
## 674 1027.298 1093.4 105.00 1999-08-31 1
## 675 958.858 1172.7 65.00 1999-09-07 1
## 676 889.052 1049.6 54.00 1999-09-08 1
## 677 1003.096 1135.6 54.00 1999-09-09 1
## 678 787.066 904.0 59.00 1999-09-10 1
## 679 896.776 1131.6 68.00 1999-09-11 1
## 680 923.241 1144.4 64.00 1999-09-12 1
## 681 909.264 1155.5 64.00 1999-09-13 1
## 682 859.674 1014.4 66.00 1999-09-14 1
## 683 776.406 910.3 65.00 1999-09-15 1
## 684 776.183 932.3 62.00 1999-09-16 1
## 685 860.725 976.9 76.00 1999-09-17 1
## 686 981.842 1087.3 88.00 1999-09-18 1
## 687 946.312 1081.9 100.00 1999-09-19 1
## 688 913.591 1065.9 79.00 1999-09-20 1
## 689 987.022 1021.0 78.00 1999-09-21 1
## 690 1021.846 1171.1 66.00 1999-09-22 1
## 691 913.342 1086.8 71.00 1999-09-23 1
## 692 928.519 1079.8 65.00 1999-09-24 1
## 693 984.342 1094.1 77.00 1999-09-25 1
## 694 984.780 1142.3 73.00 1999-09-26 1
## 695 1009.770 1173.0 65.00 1999-09-27 1
## 696 996.752 1122.7 70.00 1999-09-28 1
## 697 932.184 1025.1 63.00 1999-09-29 1
## 698 934.724 1034.0 60.00 1999-09-30 1
## 699 968.750 1088.3 82.00 1999-10-01 1
## 700 1033.379 1125.1 77.00 1999-10-02 1
## 701 966.722 1093.8 77.00 1999-10-03 1
## 702 869.070 968.4 68.00 1999-10-04 1
## 703 464.956 875.5 65.00 1999-10-05 1
## 704 942.163 1214.3 72.00 1999-10-12 1
## 705 995.282 1204.5 86.00 1999-10-13 1
## 706 920.063 1180.9 91.00 1999-10-14 1
## 707 869.914 1071.6 88.00 1999-10-15 1
## 708 949.196 1142.5 64.00 1999-10-16 1
## 709 983.813 1117.5 76.00 1999-10-17 1
## 710 920.219 1084.3 71.00 1999-10-18 1
## 711 902.367 985.9 50.00 1999-10-19 1
## 712 959.772 1081.8 56.00 1999-10-20 1
## 713 969.377 1094.9 44.00 1999-10-21 1
## 714 801.527 973.4 34.00 1999-10-22 1
## 715 845.854 909.8 57.00 1999-10-23 1
## 716 918.426 1084.0 54.00 1999-10-24 1
## 717 884.806 1074.1 52.00 1999-10-25 1
## 718 801.917 1014.2 44.00 1999-10-26 1
## 719 908.926 1175.2 64.00 1999-11-02 1
## 720 892.151 1065.5 83.00 1999-11-03 1
## 721 721.259 875.6 57.00 1999-11-04 1
## 722 991.964 1109.0 63.00 1999-11-07 1
## 723 988.137 1055.9 83.00 1999-11-08 1
## 724 1049.245 1125.5 88.00 1999-11-09 1
## 725 944.386 1140.6 69.00 1999-11-15 1
## 726 960.381 1070.3 65.00 1999-11-16 1
## 727 945.568 1111.3 57.00 1999-11-17 1
## 728 900.247 952.0 74.00 1999-11-18 1
## 729 952.420 1160.3 66.00 1999-11-19 1
## 730 952.249 1178.5 59.00 1999-11-20 1
## 731 856.468 976.5 56.00 1999-11-21 1
## 732 928.400 1078.5 69.00 1999-11-22 1
## 733 983.727 1146.1 60.00 1999-11-23 1
## 734 986.249 1118.0 61.00 1999-11-25 1
## 735 959.111 1167.8 59.00 1999-11-26 1
## 736 1007.943 1137.2 77.00 1999-11-27 1
## 737 1009.519 1137.1 63.00 1999-11-28 1
## 738 992.193 1094.3 70.00 1999-11-29 1
## 739 1001.898 1157.1 61.00 1999-11-30 1
## 740 30.161 867.0 67.00 1999-12-01 1
## 741 716.641 822.2 39.00 1999-12-02 1
## 742 866.825 1102.2 54.00 1999-12-03 1
## 743 974.804 1154.5 73.00 1999-12-04 1
## 744 961.804 1108.6 75.00 1999-12-05 1
## 745 938.845 1101.5 61.00 1999-12-06 1
## 746 891.049 1011.7 59.00 1999-12-07 1
## 747 927.256 998.7 44.00 1999-12-08 1
## 748 977.072 1062.5 55.00 1999-12-09 1
## 749 825.744 1014.8 53.00 1999-12-10 1
## 750 984.343 1078.4 50.00 1999-12-11 1
## 751 968.546 1090.2 43.00 1999-12-12 1
## 752 1000.620 1083.0 81.00 1999-12-13 1
## 753 914.504 992.4 93.00 1999-12-14 1
## 754 910.590 1049.8 87.00 1999-12-15 1
## 755 944.123 996.1 78.00 1999-12-16 1
## 756 920.542 1188.0 89.00 1999-12-17 1
## 757 1006.334 1171.9 99.00 1999-12-18 1
## 758 1011.979 1123.5 116.00 1999-12-19 1
## 759 412.113 1162.4 85.00 1999-12-20 1
## 760 960.092 1075.3 120.00 1999-12-21 1
## 761 1070.318 1130.1 105.00 1999-12-22 1
## 762 1100.954 1125.5 94.00 1999-12-23 1
## 763 942.301 1063.9 97.00 1999-12-24 1
## 764 1006.900 1068.2 99.00 1999-12-25 1
## 765 1017.641 1129.6 98.00 1999-12-26 1
## 766 867.295 1087.1 90.00 2000-01-01 1
## 767 937.021 1024.5 74.00 2000-01-02 1
## 768 992.233 1108.6 72.00 2000-01-03 1
## 769 902.232 1022.4 70.00 2000-01-04 1
## 770 923.196 978.6 81.00 2000-01-05 1
## 771 891.789 1060.9 83.00 2000-01-06 1
## 772 834.234 984.3 90.00 2000-01-07 1
## 773 969.745 1094.2 60.00 2000-01-08 1
## 774 965.081 1116.5 64.00 2000-01-09 1
## 775 907.084 1119.2 63.00 2000-01-10 1
## 776 907.648 1080.9 58.00 2000-01-11 1
## 777 937.373 1155.3 70.00 2000-01-12 1
## 778 731.080 1024.0 74.00 2000-01-13 1
## 779 875.597 1111.5 81.00 2000-01-14 1
## 780 910.845 1167.3 78.00 2000-01-15 1
## 781 885.426 1110.7 58.00 2000-01-16 1
## 782 823.028 1086.1 86.00 2000-01-17 1
## 783 707.950 887.1 86.00 2000-01-18 1
## 784 508.626 817.2 49.00 2000-01-19 1
## 785 613.490 791.1 64.00 2000-01-20 1
## 786 705.233 725.6 58.00 2000-01-21 1
## 787 563.209 716.0 47.00 2000-01-22 1
## 788 588.700 668.7 66.00 2000-01-23 1
## 789 797.270 771.4 62.00 2000-01-24 1
## 790 806.884 726.8 54.00 2000-01-25 1
## 791 782.303 754.7 64.00 2000-01-26 1
## 792 844.329 837.0 87.00 2000-01-27 1
## 793 922.129 937.7 61.00 2000-01-28 1
## 794 807.269 991.0 67.00 2000-01-29 1
## 795 1010.648 958.7 90.00 2000-01-30 1
## 796 1017.960 1009.4 79.00 2000-01-31 1
## 797 910.260 963.8 93.00 2000-02-01 1
## 798 892.711 1022.3 62.00 2000-02-02 1
## 799 949.128 978.0 75.00 2000-02-03 2
## 800 1049.662 1184.3 86.00 2000-02-04 1
## 801 1020.265 1034.4 69.00 2000-02-05 2
## 802 1060.425 1157.6 72.00 2000-02-06 2
## 803 913.970 1128.4 61.00 2000-02-07 2
## 804 879.746 1146.4 40.00 2000-02-08 2
## 805 955.019 1169.8 61.00 2000-02-09 2
## 806 813.437 842.2 45.00 2000-02-10 1
## 807 954.050 986.8 46.00 2000-02-11 1
## 808 1000.089 1074.9 66.00 2000-02-12 1
## 809 992.163 1192.4 64.00 2000-02-13 1
## 810 956.667 1067.5 88.00 2000-02-14 2
## 811 1024.168 1160.8 76.00 2000-02-15 1
## 812 899.570 869.1 65.00 2000-02-16 1
## 813 1038.391 1111.0 88.00 2000-02-17 1
## 814 1064.436 1231.9 68.00 2000-02-18 1
## 815 975.009 1103.7 83.00 2000-02-19 2
## 816 868.103 1118.5 81.00 2000-02-20 1
## 817 808.505 1017.3 72.00 2000-02-21 1
## 818 772.759 1099.8 75.00 2000-02-22 1
## 819 533.759 1059.4 77.00 2000-02-23 1
## 820 831.400 1101.1 87.00 2000-02-24 2
## 821 1018.583 1207.1 87.00 2000-02-25 1
## 822 1089.705 1182.9 149.00 2000-02-26 1
## 823 1108.374 1139.8 75.00 2000-02-27 1
## 824 1003.638 955.1 118.00 2000-02-28 2
## 825 1079.667 1100.8 118.00 2000-02-29 1
## 826 844.289 1109.3 105.00 2000-03-01 1
## 827 967.174 948.7 69.00 2000-03-02 2
## 828 1014.898 1099.9 83.00 2000-03-03 2
## 829 938.178 1079.8 133.00 2000-03-04 2
## 830 844.214 872.0 133.00 2000-03-05 2
## 831 955.858 1014.9 126.00 2000-03-06 1
## 832 942.897 1126.8 109.00 2000-03-07 1
## 833 900.489 1135.0 85.00 2000-03-08 2
## 834 964.770 1090.9 92.00 2000-03-09 2
## 835 898.372 1046.1 100.00 2000-03-10 2
## 836 1018.276 1132.8 115.00 2000-03-11 2
## 837 1062.824 1081.2 84.00 2000-03-12 2
## 838 804.814 986.5 82.00 2000-03-13 2
## 839 1034.027 1147.6 89.00 2000-03-14 2
## 840 938.656 910.3 107.00 2000-03-15 2
## 841 947.567 1050.1 117.00 2000-03-16 2
## 842 1011.399 1017.3 139.00 2000-03-18 1
## 843 1035.804 953.5 132.00 2000-03-19 2
## 844 923.178 1006.6 99.00 2000-03-20 2
## 845 1031.000 1208.0 101.00 2000-03-21 1
## 846 911.999 1093.8 95.00 2000-03-22 2
## 847 985.908 1177.3 86.00 2000-03-23 2
## 848 902.781 1132.5 80.00 2000-03-24 1
## 849 1004.345 1087.1 88.00 2000-03-26 1
## 850 1014.854 1052.9 105.00 2000-03-27 2
## 851 997.178 1126.1 112.00 2000-03-28 1
## 852 1014.139 1145.0 107.00 2000-03-29 2
## 853 439.344 987.2 68.00 2000-03-30 2
## 854 1112.094 1033.2 126.00 2000-03-31 1
## 855 949.461 1117.2 95.00 2000-04-01 2
## 856 988.090 1057.8 113.00 2000-04-02 2
## 857 936.884 1037.6 88.00 2000-04-03 2
## 858 899.480 804.6 104.00 2000-04-04 2
## 859 896.014 1043.4 120.00 2000-04-05 1
## 860 1051.987 1097.2 181.00 2000-04-06 2
## 861 923.274 1012.1 99.00 2000-04-07 2
## 862 1006.711 1158.9 170.00 2000-04-08 1
## 863 1032.112 1304.8 120.00 2000-04-09 1
## 864 1003.683 1057.8 100.00 2000-04-10 2
## 865 965.163 1042.3 101.00 2000-04-11 2
## 866 861.722 1113.1 108.00 2000-04-12 2
## 867 867.989 1167.8 64.00 2000-04-13 1
## 868 880.226 949.9 89.00 2000-04-14 2
## 869 957.624 1077.8 95.00 2000-04-15 2
## 870 983.375 1036.9 77.00 2000-04-16 1
## 871 1044.556 1060.6 78.00 2000-04-17 1
## 872 998.112 1066.4 94.00 2000-04-18 2
## 873 998.087 1018.4 64.00 2000-04-19 2
## 874 865.047 903.6 61.00 2000-04-20 1
## 875 974.622 1082.9 44.00 2000-04-21 1
## 876 1015.919 1165.6 54.00 2000-04-22 1
## 877 1057.265 1086.4 43.00 2000-04-23 1
## 878 879.160 1114.9 55.00 2000-04-24 1
## 879 968.516 1197.2 54.00 2000-04-25 1
## 880 1060.423 1114.8 41.00 2000-04-27 2
## 881 932.504 1071.3 81.00 2000-04-29 1
## 882 1030.584 1115.2 101.00 2000-04-30 2
## 883 875.567 882.8 108.00 2000-05-01 2
## 884 1001.329 972.1 87.00 2000-05-02 2
## 885 958.321 1104.8 48.00 2000-05-03 1
## 886 901.028 917.7 63.00 2000-05-04 1
## 887 938.595 1010.6 48.00 2000-05-05 1
## 888 1000.268 1058.1 68.00 2000-05-06 1
## 889 1006.777 1110.0 75.00 2000-05-07 2
## 890 941.260 992.8 87.00 2000-05-08 2
## 891 891.402 931.5 73.00 2000-05-09 2
## 892 1011.813 1072.2 61.00 2000-05-10 2
## 893 953.318 982.4 65.00 2000-05-11 2
## 894 845.783 994.4 60.00 2000-05-12 1
## 895 909.520 1092.2 77.00 2000-05-13 2
## 896 1029.456 1126.4 71.00 2000-05-14 2
## 897 990.308 951.0 99.00 2000-05-15 2
## 898 876.232 1029.7 72.00 2000-05-16 2
## 899 723.952 931.0 57.00 2000-05-18 1
## 900 893.538 1128.1 100.00 2000-05-19 1
## 901 570.954 1172.0 103.00 2000-05-20 1
## 902 919.787 1098.8 87.00 2000-05-21 1
## 903 202.627 1153.0 59.00 2000-05-22 1
## 904 0.000 837.0 34.00 2000-05-23 1
## 905 0.000 751.8 44.00 2000-05-24 1
## 906 0.000 422.4 52.00 2000-05-25 1
## 907 0.000 382.4 46.00 2000-05-26 1
## 908 0.000 615.6 32.00 2000-05-27 1
## 909 493.755 722.6 40.00 2000-05-28 1
## 910 722.314 757.3 55.00 2000-05-29 1
## 911 662.406 660.2 83.00 2000-05-30 1
## 912 752.551 771.4 99.00 2000-05-31 1
## 913 620.283 763.8 100.00 2000-06-01 1
## 914 562.423 698.8 89.00 2000-06-02 1
## 915 562.383 719.4 85.00 2000-06-03 1
## 916 836.259 816.6 74.00 2000-06-04 1
## 917 649.554 691.1 57.00 2000-06-05 1
## 918 594.257 685.3 66.00 2000-06-06 1
## 919 947.123 1064.4 52.00 2000-06-07 1
## 920 950.790 1101.2 74.00 2000-06-08 1
## 921 823.605 919.5 92.00 2000-06-09 1
## 922 967.230 1114.0 79.00 2000-06-10 1
## 923 918.513 1160.7 80.00 2000-06-11 1
## 924 956.224 1205.7 105.00 2000-06-12 2
## 925 827.245 934.3 105.00 2000-06-13 2
## 926 888.315 1028.5 92.00 2000-06-14 2
## 927 816.579 769.9 88.00 2000-06-15 1
## 928 927.418 906.0 85.00 2000-06-16 1
## 929 963.505 1014.0 108.00 2000-06-17 1
## 930 941.815 947.0 103.00 2000-06-18 1
## 931 1004.913 1113.1 113.00 2000-06-19 1
## 932 927.788 1029.0 92.00 2000-06-20 2
## 933 914.816 1054.1 106.00 2000-06-21 2
## 934 890.141 871.9 105.00 2000-06-22 2
## 935 945.337 1115.5 122.00 2000-06-23 2
## 936 991.112 1088.5 124.00 2000-06-24 2
## 937 981.397 1081.8 130.00 2000-06-25 2
## 938 1074.326 1233.5 122.00 2000-06-26 2
## 939 980.273 1036.8 128.00 2000-06-27 2
## 940 1062.603 974.1 110.00 2000-06-28 2
## 941 943.139 1231.9 120.00 2000-06-29 2
## 942 901.615 1019.6 105.00 2000-06-30 1
## 943 911.278 1134.9 121.00 2000-07-01 2
## 944 946.196 1143.9 122.00 2000-07-02 1
## 945 784.760 859.2 129.00 2000-07-03 2
## 946 767.611 893.8 140.00 2000-07-04 2
## 947 999.120 1132.6 130.00 2000-07-05 2
## 948 931.812 979.4 120.00 2000-07-06 2
## 949 934.862 1139.3 121.00 2000-07-07 2
## 950 999.338 1054.9 124.00 2000-07-08 2
## 951 968.907 1002.8 137.00 2000-07-09 2
## 952 898.964 778.1 132.00 2000-07-10 2
## 953 932.829 935.8 150.00 2000-07-11 1
## 954 977.095 1016.2 127.00 2000-07-12 2
## 955 953.757 979.1 125.00 2000-07-13 2
## 956 978.158 953.5 143.00 2000-07-14 2
## 957 935.739 1050.5 112.00 2000-07-15 2
## 958 794.473 1060.4 141.00 2000-07-16 1
## 959 961.836 1060.7 122.00 2000-07-17 2
## 960 864.555 920.6 133.00 2000-07-18 2
## 961 986.222 982.5 147.00 2000-07-19 2
## 962 979.825 1013.2 147.00 2000-07-20 2
## 963 912.086 939.1 165.00 2000-07-21 2
## 964 856.580 991.4 155.00 2000-07-22 2
## 965 1047.052 1083.9 154.00 2000-07-23 2
## 966 1027.364 1096.0 159.00 2000-07-24 2
## 967 944.458 988.0 159.00 2000-07-25 2
## 968 1017.521 1078.1 150.00 2000-07-26 2
## 969 1024.428 1077.7 137.00 2000-07-27 2
## 970 930.500 945.4 124.00 2000-07-28 2
## 971 974.120 1062.5 147.00 2000-07-29 2x %>%
ggplot(aes(x =`BODout(ppm)`)) +
geom_density(aes(fill = as.factor(`clust$k`)), alpha = 0.4) +
theme_bw()
Relação entre Saida e Entrada
x %>%
ggplot(aes(x =`BODout(ppm)`, y = (x$`BODout(ppm)`/x$`BODin (ppm)`))) +
geom_point(aes(col = as.factor(`clust$k`)), alpha = 0.4) +
coord_flip()+
theme_bw()
# Observamos que no grupo 2 estão as menores eficiencias para os mesmos valores de DBOAlgumas outras observações
x %>%
ggplot(aes(x =x$`BODout(ppm)`/x$`FR(m3/dia)`)) +
geom_density(aes(fill = as.factor(`clust$k`)), alpha = 0.4) +
theme_bw()
Temos uma separação interessante da relação entre a DBO de saída e a vazão de entrada, gerando dois agrupamentos MUITO CLARO! Devemos pensar em cima disto.
Mais observações
x %>%
ggplot(aes(x = x$`Pap (ton/dia)`/x$`FR(m3/dia)`)) +
geom_density(aes(fill = as.factor(`clust$k`)), alpha = 0.4) +
theme_bw()
Precisamos verificar melhor, mas os dados tem sugerido que temos um grupo com menos elementos que possuem as maiores produções conseguemente maior DBO, porém baixas eficiencias. Pode-se pensar em estudar este módulo de operação com maior risco.