Script_Minicurso_Analise_Dados_R.R
Leticia
2021-06-11
# Analise de Dados no R
# Minicurso
# Carregando os pacotes
library(summarytools)## Warning: package 'summarytools' was built under R version 4.0.5## Registered S3 method overwritten by 'pryr':
## method from
## print.bytes Rcpp## For best results, restart R session and update pander using devtools:: or remotes::install_github('rapporter/pander')library(gtsummary)## Warning: package 'gtsummary' was built under R version 4.0.5library(flextable)## Warning: package 'flextable' was built under R version 4.0.5##
## Attaching package: 'flextable'## The following object is masked from 'package:gtsummary':
##
## as_flextablelibrary(esquisse)## Warning: package 'esquisse' was built under R version 4.0.5library(corrplot)## corrplot 0.89 loadedlibrary(ocedata)## Warning: package 'ocedata' was built under R version 4.0.5## Loading required package: testthat## Error in get(genname, envir = envir) :
## objeto 'testthat_print' não encontrado##
## Attaching package: 'testthat'## The following object is masked from 'package:gtsummary':
##
## matches# Identificando o diretorio
getwd()## [1] "C:/Users/Leticia/Google Drive/Cursos Ministrados/(2021) Curso Analise Dados no R"# Definindo o diretorio de trabalho
setwd(
"C:\\Users\\Leticia\\Google Drive\\Cursos Ministrados\\(2021) Curso Analise Dados no R"
)
# Carregando um banco de dados de um pacote do R
data(buoy)
# Ajuda para entender melhor o banco
# ? buoy
# Vendo a estrutura dos dados
str(buoy)## 'data.frame': 1078 obs. of 9 variables:
## $ time : POSIXct, format: "2014-03-04 00:00:00" "2014-03-04 01:00:00" ...
## $ wind : num 8 9 8 7 9 11 10 10 11 10 ...
## $ direction: num 300 330 330 340 340 340 340 350 350 340 ...
## $ gust : num 11 12 11 9 11 13 14 13 14 14 ...
## $ height : num 1.1 1.1 1.2 1 0.9 1 1 1 1 0.9 ...
## $ period : num 10 11 10 11 11 11 10 10 10 10 ...
## $ pa : num 1018 1018 1019 1020 1021 ...
## $ Ta : num -7.1 -7 -7.4 -7.6 -8.5 -10 -11.4 -12.4 -13.1 -13.6 ...
## $ Tw : num 0.1 0.1 0.1 0 0 0 0 0 0 0 ...# Chamando uma variavel
# banco$variavel
buoy$direction## [1] 300 330 330 340 340 340 340 350 350 340 350 350 340 330 300 270 200 230
## [19] 240 240 240 230 230 240 250 310 280 280 280 280 310 300 10 10 360 10
## [37] 20 10 0 10 360 10 10 10 10 0 0 350 350 0 10 0 350 360
## [55] 340 340 340 340 340 340 340 340 340 340 340 310 310 310 320 320 320 330
## [73] 310 310 290 300 290 310 310 290 320 300 250 240 250 250 220 200 210 220
## [91] 220 220 210 190 190 180 190 210 170 260 60 180 170 150 130 120 120 110
## [109] 110 50 60 60 40 40 350 340 20 30 330 360 0 10 0 0 360 350
## [127] 360 340 10 350 350 360 340 340 320 340 340 330 200 340 340 340 330 330
## [145] 340 300 270 320 300 330 330 330 340 330 330 340 330 240 220 190 200 210
## [163] 200 210 220 210 220 240 280 200 150 150 140 140 130 130 120 120 110 110
## [181] 110 100 140 140 130 140 150 130 120 330 20 90 140 240 250 260 240 250
## [199] 240 250 290 260 250 240 240 210 200 200 200 170 180 140 100 100 110 110
## [217] 100 110 120 130 140 150 170 180 190 200 210 210 220 290 240 80 210 210
## [235] 220 240 310 300 300 300 300 310 290 300 280 270 270 290 300 300 300 300
## [253] 300 300 250 290 290 270 250 260 260 260 240 240 240 210 200 200 200 200
## [271] 200 180 180 170 170 180 170 190 190 190 180 180 200 180 190 210 180 220
## [289] 230 210 230 230 240 240 230 240 240 240 270 260 260 250 260 260 280 280
## [307] 280 280 280 280 280 290 300 290 290 300 290 280 280 280 280 290 270 280
## [325] 280 300 300 320 320 340 300 290 300 320 320 330 310 300 300 280 300 300
## [343] 300 290 290 270 250 280 300 310 320 320 330 340 340 300 310 280 290 320
## [361] 320 340 340 350 360 0 20 20 30 70 160 190 190 190 190 190 200 200
## [379] 190 180 180 160 160 150 130 130 140 140 120 110 120 100 100 110 120 130
## [397] 140 130 130 140 140 170 170 210 220 230 240 230 240 240 240 220 220 230
## [415] 230 230 220 230 230 220 220 240 240 240 240 230 260 260 260 260 260 280
## [433] 280 280 280 280 270 300 300 300 300 240 240 210 220 220 220 210 180 190
## [451] 120 260 260 260 270 280 270 280 290 290 300 270 280 260 240 240 240 240
## [469] 230 230 230 230 320 310 290 300 290 340 340 330 340 340 330 330 330 330
## [487] 320 320 320 320 310 310 320 320 310 300 290 280 290 300 300 290 300 300
## [505] 300 290 290 280 280 290 290 280 270 280 220 220 220 210 210 220 210 200
## [523] 190 170 150 150 130 100 100 100 90 70 60 50 50 60 40 40 60 60
## [541] 40 30 0 350 340 330 320 310 300 310 300 300 300 290 300 290 300 290
## [559] 300 290 280 290 280 280 270 270 270 260 270 260 260 270 260 260 250 250
## [577] 250 240 200 180 200 190 190 190 200 190 200 210 220 220 220 220 230 230
## [595] 230 230 230 240 250 240 240 240 250 280 330 310 330 310 310 260 190 140
## [613] 40 80 70 70 60 50 50 50 60 60 60 70 60 70 70 70 70 70
## [631] 80 70 70 70 70 70 70 70 80 70 70 70 60 60 60 70 60 60
## [649] 50 40 40 40 40 40 40 40 40 40 40 30 10 10 20 20 20 10
## [667] 20 10 10 0 0 0 0 0 0 0 0 10 10 0 0 0 360 360
## [685] 360 360 350 350 350 350 350 360 0 0 0 10 0 0 0 10 0 0
## [703] 10 0 10 30 50 60 70 70 90 80 70 90 90 100 120 110 120 110
## [721] 110 120 130 140 170 160 120 140 NA NA NA NA NA NA NA 290 300 300
## [739] 290 310 310 20 0 50 80 120 190 220 230 220 230 200 230 220 120 110
## [757] 140 110 120 100 100 100 110 100 110 120 120 110 110 100 60 120 160 180
## [775] 190 220 240 240 230 250 260 250 250 250 280 270 270 280 260 270 280 290
## [793] 290 300 310 280 270 260 260 270 280 260 260 260 290 290 270 260 260 240
## [811] 240 240 240 230 210 250 250 250 260 250 240 220 230 230 240 250 200 NA
## [829] 180 150 140 140 140 140 140 120 120 140 150 170 190 200 220 240 230 230
## [847] 240 230 230 230 240 240 230 240 240 240 240 250 280 210 230 250 260 200
## [865] 240 250 260 280 280 280 340 330 330 330 340 320 320 330 310 320 300 280
## [883] 250 240 240 240 240 230 250 250 240 230 230 230 230 230 240 240 230 220
## [901] 210 240 250 240 210 230 220 230 230 230 230 270 280 220 240 250 250 250
## [919] 220 200 190 210 190 130 70 360 150 0 120 350 NA NA 330 300 230 260
## [937] 240 230 220 240 240 260 280 340 340 330 350 10 10 20 NA NA 120 150
## [955] 150 170 180 170 180 200 170 130 130 130 140 150 140 130 110 130 180 200
## [973] 210 210 220 240 230 230 240 260 260 260 240 60 50 50 100 240 260 260
## [991] 90 270 200 270 250 250 260 260 260 250 100 70 50 60 200 50 50 30
## [1009] 230 250 30 20 260 0 0 330 10 30 10 0 330 340 40 360 300 140
## [1027] 140 10 160 150 130 180 130 180 160 170 160 170 170 180 180 190 200 180
## [1045] 330 200 270 140 270 350 0 320 230 220 200 200 300 230 300 120 110 120
## [1063] 120 310 80 270 270 270 280 260 270 280 290 310 350 300 270 270# Acessando valores especificos do banco de dados
buoy[3, 5] # linha 3, coluna 5## [1] 1.2buoy[, 5] # todas as linha, coluna 5## [1] 1.1 1.1 1.2 1.0 0.9 1.0 1.0 1.0 1.0 0.9 0.9 0.8 0.7 0.7 0.7 0.7 0.7 0.6
## [19] 0.8 0.8 0.8 0.8 0.8 0.9 0.9 0.9 0.9 0.8 0.8 0.7 0.8 0.7 0.7 0.7 0.6 0.7
## [37] 0.8 0.9 0.8 0.8 0.8 0.7 0.7 0.7 0.7 0.6 0.6 0.6 0.6 0.6 0.7 0.8 0.8 0.8
## [55] 0.8 0.7 0.7 0.7 0.7 0.6 0.7 0.7 0.6 0.6 0.5 0.5 0.5 0.5 0.5 0.4 0.5 0.5
## [73] 0.4 0.5 0.4 0.4 0.4 0.4 0.4 0.3 0.3 0.4 0.3 0.3 0.4 0.3 0.3 0.4 0.4 0.5
## [91] 0.6 0.6 0.6 0.5 0.6 0.6 0.6 0.5 0.5 0.4 0.5 0.6 0.7 0.8 0.9 0.9 0.8 0.7
## [109] 0.8 1.0 1.0 1.0 1.0 1.1 1.1 1.1 1.2 1.3 1.4 1.2 1.4 1.6 1.8 2.2 2.4 2.4
## [127] 2.2 2.0 1.9 1.8 1.7 1.7 1.7 1.6 1.3 1.4 1.3 1.2 1.3 1.1 1.3 1.2 1.1 1.0
## [145] 1.1 1.0 1.1 1.0 0.9 1.2 1.1 1.0 1.1 1.1 1.0 1.0 1.0 0.9 0.9 0.9 0.9 0.9
## [163] 0.9 0.8 0.9 1.0 0.9 0.8 0.7 0.7 0.8 0.8 0.8 0.9 0.9 0.9 0.9 0.9 1.1 1.1
## [181] 1.2 1.1 1.1 1.1 1.4 1.4 1.6 1.4 1.4 1.5 1.5 1.4 1.4 1.3 1.3 1.2 1.2 1.1
## [199] 1.1 1.1 1.0 0.9 0.9 1.0 1.1 1.1 1.1 1.0 1.0 1.1 1.0 1.1 1.1 1.0 1.2 1.1
## [217] 1.2 1.3 1.7 2.3 3.2 3.1 3.2 3.8 3.7 3.2 3.0 3.1 3.1 3.2 3.4 3.6 3.7 4.2
## [235] 4.7 5.4 4.5 4.2 4.1 4.1 3.9 3.8 3.6 3.7 3.5 3.6 3.2 3.4 3.3 3.8 3.0 3.0
## [253] 2.9 2.6 2.7 2.4 2.4 2.2 2.3 2.1 2.1 2.0 2.0 1.9 1.9 1.9 2.0 1.9 2.1 1.9
## [271] 1.9 2.0 1.9 1.9 1.8 1.8 1.7 1.7 1.7 1.8 1.8 1.8 2.0 2.0 2.0 2.0 2.0 2.0
## [289] 2.1 2.0 2.0 2.4 2.3 2.4 2.5 2.3 2.6 2.5 2.6 2.5 2.5 2.3 2.4 2.5 2.4 2.5
## [307] 2.5 2.4 2.4 2.3 2.4 2.2 2.3 2.0 2.0 1.8 1.8 1.7 1.6 1.5 1.4 1.4 1.2 1.2
## [325] 1.2 1.1 1.1 1.0 1.0 1.0 1.0 0.8 0.8 0.8 0.8 0.7 0.6 0.6 0.5 0.5 0.5 0.5
## [343] 0.6 0.6 0.6 0.6 0.8 1.1 1.2 1.5 1.6 1.5 1.6 1.5 1.5 1.2 1.3 1.2 1.2 1.1
## [361] 1.0 0.9 0.9 0.9 0.8 0.7 0.8 0.7 0.7 0.7 0.7 0.7 0.7 0.6 0.6 0.6 0.6 0.6
## [379] 0.6 0.6 0.6 0.6 0.6 0.5 0.5 0.5 0.6 0.6 0.6 0.6 0.7 0.7 0.8 1.0 1.1 1.4
## [397] 2.0 2.3 2.6 3.0 3.8 3.9 4.0 3.6 4.0 3.6 3.5 3.2 2.7 2.7 2.4 2.4 2.3 2.5
## [415] 2.6 2.5 2.5 2.7 2.6 2.6 2.6 2.5 2.6 2.5 2.4 2.2 2.0 2.0 1.9 1.9 1.8 1.9
## [433] 1.8 1.8 1.9 1.7 1.7 1.9 1.8 1.7 1.7 1.5 1.5 1.5 1.6 1.4 1.6 1.6 1.8 1.5
## [451] 1.4 1.3 1.5 1.6 1.8 1.9 1.8 1.8 NA 1.9 1.9 1.8 1.9 1.9 2.1 1.9 2.0 2.0
## [469] 1.9 1.8 2.0 1.9 1.8 1.8 1.6 1.6 1.7 1.5 1.5 1.5 1.6 1.6 1.5 1.5 1.3 NA
## [487] 1.3 1.1 1.0 1.0 0.9 0.8 0.8 0.8 0.8 0.8 0.7 0.8 0.7 0.8 0.8 0.7 0.7 0.8
## [505] 0.7 0.6 0.6 0.5 0.5 0.6 0.5 0.5 0.5 0.5 0.6 0.7 0.7 0.8 0.8 0.7 0.6 0.7
## [523] 0.7 0.7 0.6 0.6 0.7 0.8 0.8 1.1 1.4 1.6 2.1 2.7 3.8 4.5 5.1 5.4 6.1 7.2
## [541] 7.0 6.4 5.9 NA 6.1 4.7 4.7 4.5 4.4 4.0 4.6 3.8 3.8 3.7 3.0 2.6 2.5 2.3
## [559] 2.3 2.2 2.1 2.1 2.0 1.9 1.8 1.8 1.6 1.4 1.6 1.6 1.6 1.6 1.7 1.6 1.6 1.4
## [577] 1.4 1.3 1.4 1.2 1.2 1.2 1.2 1.2 1.4 1.4 1.3 1.4 1.5 1.8 2.3 2.6 2.8 2.4
## [595] 2.8 2.7 3.0 2.8 2.7 2.4 2.1 2.2 2.2 2.3 2.3 2.5 2.4 2.4 2.5 2.5 2.4 2.2
## [613] 2.2 1.9 1.7 1.8 1.7 1.7 1.6 1.8 1.9 1.8 NA 2.1 2.2 2.5 2.7 2.9 NA 3.3
## [631] 3.4 3.3 3.4 3.4 3.5 3.4 3.2 3.4 3.2 3.1 NA 3.0 3.0 3.0 2.8 2.8 3.0 3.1
## [649] 3.3 3.0 3.0 3.0 3.0 2.8 2.9 NA 2.5 2.8 NA 2.6 2.6 2.9 NA 2.7 2.8 2.8
## [667] 2.8 2.6 2.6 NA NA 2.7 2.8 NA 3.2 3.1 2.9 3.0 NA 2.9 2.9 2.8 3.0 2.8
## [685] 2.7 2.9 2.7 2.7 2.7 2.5 2.6 2.7 2.7 2.6 2.5 2.3 2.4 2.2 2.2 2.3 2.2 2.3
## [703] 2.2 2.3 2.0 2.1 2.1 2.2 2.3 2.2 2.1 2.0 2.0 1.8 1.9 1.8 1.7 1.7 1.9 1.8
## [721] 1.8 1.9 1.8 1.7 1.6 1.8 1.7 1.6 1.5 1.5 1.6 1.6 1.6 1.5 1.5 1.4 1.4 1.4
## [739] 1.3 1.2 1.3 1.2 1.2 1.3 1.3 1.2 1.2 1.1 1.1 1.1 1.2 1.2 1.2 1.2 1.2 1.2
## [757] 1.2 1.1 1.1 1.1 1.0 1.1 1.1 1.0 1.0 1.1 1.3 1.6 1.8 2.4 2.6 2.7 3.3 NA
## [775] 3.2 3.0 2.9 2.6 2.5 2.3 2.1 2.3 2.3 2.5 2.3 2.2 2.3 2.0 2.1 NA 2.1 1.8
## [793] 1.8 1.7 1.6 1.6 1.5 1.5 1.4 1.3 1.4 1.3 1.3 1.3 1.2 1.3 1.2 1.1 1.1 1.0
## [811] 1.0 0.9 1.0 1.0 0.9 0.9 0.9 1.0 1.0 1.0 1.0 1.0 1.0 0.9 0.9 0.8 0.8 0.7
## [829] 0.7 0.6 0.6 0.6 0.7 0.8 0.9 1.1 1.2 1.7 2.9 4.0 4.5 4.1 3.7 3.7 3.9 4.1
## [847] 4.3 3.9 4.2 3.9 3.8 3.7 3.7 3.6 3.6 3.7 3.4 3.5 3.0 3.2 3.1 3.4 3.3 3.4
## [865] 3.5 3.2 3.0 3.0 3.2 2.7 2.7 2.5 2.5 2.4 2.6 2.5 2.3 2.1 1.9 1.7 1.6 1.8
## [883] 1.6 1.6 1.7 1.9 1.8 2.0 2.0 2.1 2.2 2.3 2.0 1.9 1.8 1.9 1.9 1.9 1.9 1.9
## [901] 1.8 1.8 1.7 1.7 1.6 1.7 1.8 2.1 2.1 2.1 2.2 2.0 2.0 2.1 1.9 2.1 2.0 2.0
## [919] 1.8 2.1 1.9 1.8 1.8 1.7 1.8 1.8 1.7 1.6 1.6 1.5 1.4 1.5 1.5 1.4 1.5 1.5
## [937] 1.5 1.5 1.5 1.6 1.5 1.5 1.5 1.7 1.7 1.7 1.4 1.4 1.5 1.6 1.7 1.5 1.5 1.6
## [955] 1.5 1.4 1.3 1.3 1.3 1.2 1.1 1.1 1.1 1.1 1.1 1.1 1.2 1.2 1.3 1.3 1.6 1.8
## [973] 1.9 2.0 2.0 2.0 2.0 1.8 1.7 1.9 1.7 1.9 1.8 1.9 2.0 1.8 1.6 1.5 1.4 1.4
## [991] 1.4 1.4 1.4 1.3 1.3 1.3 1.3 1.2 1.2 1.1 1.1 1.3 1.4 1.4 1.5 1.5 1.5 1.7
## [1009] 1.8 1.6 1.9 2.0 2.1 2.3 NA 2.7 2.8 2.9 2.9 3.1 NA 3.9 4.6 4.0 3.7 3.5
## [1027] 3.3 3.1 3.1 3.0 3.0 3.1 2.8 2.7 2.9 2.9 2.5 NA 2.1 2.1 2.1 1.7 1.7 1.5
## [1045] 1.4 1.3 1.2 1.2 1.1 1.1 1.1 1.0 0.9 0.9 0.7 0.8 0.8 0.9 1.0 1.1 1.1 1.2
## [1063] 1.3 1.4 1.4 1.6 1.7 1.7 1.8 1.8 1.7 1.8 1.8 1.8 1.6 1.8 1.6 1.6buoy[3, ] # linha 3, todas as colunas## time wind direction gust height period pa Ta Tw
## 3 2014-03-04 02:00:00 8 330 11 1.2 10 1019.3 -7.4 0.1# buoy[, c(1, 3, 5)] # todas as linhas, colunas 1, 3 e 5
buoy[1:10, c(1, 3, 5)] # as dez primeiras linhas, colunas 1, 3 e 5## time direction height
## 1 2014-03-04 00:00:00 300 1.1
## 2 2014-03-04 01:00:00 330 1.1
## 3 2014-03-04 02:00:00 330 1.2
## 4 2014-03-04 03:00:00 340 1.0
## 5 2014-03-04 04:00:00 340 0.9
## 6 2014-03-04 05:00:00 340 1.0
## 7 2014-03-04 06:00:00 340 1.0
## 8 2014-03-04 07:00:00 350 1.0
## 9 2014-03-04 08:00:00 350 1.0
## 10 2014-03-04 09:00:00 340 0.9buoy[which(buoy$direction > 300), 1:3] # maior## time wind direction
## 2 2014-03-04 01:00:00 9 330
## 3 2014-03-04 02:00:00 8 330
## 4 2014-03-04 03:00:00 7 340
## 5 2014-03-04 04:00:00 9 340
## 6 2014-03-04 05:00:00 11 340
## 7 2014-03-04 06:00:00 10 340
## 8 2014-03-04 07:00:00 10 350
## 9 2014-03-04 08:00:00 11 350
## 10 2014-03-04 09:00:00 10 340
## 11 2014-03-04 10:00:00 7 350
## 12 2014-03-04 11:00:00 5 350
## 13 2014-03-04 12:00:00 5 340
## 14 2014-03-04 13:00:00 3 330
## 26 2014-03-05 01:00:00 8 310
## 31 2014-03-05 06:00:00 2 310
## 35 2014-03-05 10:00:00 7 360
## 41 2014-03-05 16:00:00 6 360
## 48 2014-03-05 23:00:00 6 350
## 49 2014-03-06 00:00:00 6 350
## 53 2014-03-06 04:00:00 8 350
## 54 2014-03-06 05:00:00 7 360
## 55 2014-03-06 06:00:00 7 340
## 56 2014-03-06 07:00:00 7 340
## 57 2014-03-06 08:00:00 8 340
## 58 2014-03-06 09:00:00 8 340
## 59 2014-03-06 10:00:00 7 340
## 60 2014-03-06 11:00:00 9 340
## 61 2014-03-06 12:00:00 8 340
## 62 2014-03-06 13:00:00 6 340
## 63 2014-03-06 14:00:00 4 340
## 64 2014-03-06 15:00:00 4 340
## 65 2014-03-06 16:00:00 6 340
## 66 2014-03-06 17:00:00 4 310
## 67 2014-03-06 18:00:00 6 310
## 68 2014-03-06 19:00:00 6 310
## 69 2014-03-06 20:00:00 5 320
## 70 2014-03-06 21:00:00 6 320
## 71 2014-03-06 22:00:00 6 320
## 72 2014-03-06 23:00:00 6 330
## 73 2014-03-07 01:00:00 8 310
## 74 2014-03-07 02:00:00 6 310
## 78 2014-03-07 06:00:00 4 310
## 79 2014-03-07 07:00:00 3 310
## 81 2014-03-07 09:00:00 5 320
## 115 2014-03-08 19:00:00 3 350
## 116 2014-03-08 20:00:00 2 340
## 119 2014-03-08 23:00:00 3 330
## 120 2014-03-09 00:00:00 7 360
## 125 2014-03-09 05:00:00 9 360
## 126 2014-03-09 06:00:00 8 350
## 127 2014-03-09 07:00:00 7 360
## 128 2014-03-09 08:00:00 6 340
## 130 2014-03-09 10:00:00 5 350
## 131 2014-03-09 11:00:00 5 350
## 132 2014-03-09 12:00:00 6 360
## 133 2014-03-09 13:00:00 5 340
## 134 2014-03-09 14:00:00 4 340
## 135 2014-03-09 15:00:00 4 320
## 136 2014-03-09 16:00:00 4 340
## 137 2014-03-09 17:00:00 4 340
## 138 2014-03-09 18:00:00 5 330
## 140 2014-03-09 20:00:00 7 340
## 141 2014-03-09 21:00:00 5 340
## 142 2014-03-09 22:00:00 6 340
## 143 2014-03-09 23:00:00 6 330
## 144 2014-03-10 00:00:00 6 330
## 145 2014-03-10 01:00:00 5 340
## 148 2014-03-10 04:00:00 7 320
## 150 2014-03-10 06:00:00 5 330
## 151 2014-03-10 07:00:00 6 330
## 152 2014-03-10 08:00:00 5 330
## 153 2014-03-10 09:00:00 6 340
## 154 2014-03-10 10:00:00 4 330
## 155 2014-03-10 11:00:00 4 330
## 156 2014-03-10 12:00:00 3 340
## 157 2014-03-10 13:00:00 2 330
## 190 2014-03-11 22:00:00 2 330
## 237 2014-03-13 23:00:00 9 310
## 242 2014-03-14 04:00:00 8 310
## 328 2014-03-17 21:00:00 5 320
## 329 2014-03-17 22:00:00 8 320
## 330 2014-03-17 23:00:00 8 340
## 334 2014-03-18 03:00:00 8 320
## 335 2014-03-18 04:00:00 8 320
## 336 2014-03-18 05:00:00 8 330
## 337 2014-03-18 06:00:00 8 310
## 350 2014-03-18 19:00:00 7 310
## 351 2014-03-18 20:00:00 6 320
## 352 2014-03-18 21:00:00 5 320
## 353 2014-03-18 22:00:00 7 330
## 354 2014-03-18 23:00:00 6 340
## 355 2014-03-19 00:00:00 5 340
## 357 2014-03-19 02:00:00 5 310
## 360 2014-03-19 05:00:00 4 320
## 361 2014-03-19 06:00:00 5 320
## 362 2014-03-19 07:00:00 4 340
## 363 2014-03-19 08:00:00 5 340
## 364 2014-03-19 09:00:00 5 350
## 365 2014-03-19 10:00:00 5 360
## 473 2014-03-23 22:00:00 7 320
## 474 2014-03-23 23:00:00 5 310
## 478 2014-03-24 03:00:00 9 340
## 479 2014-03-24 04:00:00 10 340
## 480 2014-03-24 05:00:00 9 330
## 481 2014-03-24 06:00:00 9 340
## 482 2014-03-24 07:00:00 10 340
## 483 2014-03-24 09:00:00 12 330
## 484 2014-03-24 10:00:00 10 330
## 485 2014-03-24 11:00:00 10 330
## 486 2014-03-24 12:00:00 11 330
## 487 2014-03-24 13:00:00 10 320
## 488 2014-03-24 14:00:00 9 320
## 489 2014-03-24 15:00:00 9 320
## 490 2014-03-24 16:00:00 9 320
## 491 2014-03-24 17:00:00 10 310
## 492 2014-03-24 18:00:00 9 310
## 493 2014-03-24 19:00:00 10 320
## 494 2014-03-24 20:00:00 10 320
## 495 2014-03-24 21:00:00 9 310
## 544 2014-03-26 23:00:00 14 350
## 545 2014-03-27 00:00:00 15 340
## 546 2014-03-27 03:00:00 19 330
## 547 2014-03-27 05:00:00 18 320
## 548 2014-03-27 06:00:00 18 310
## 550 2014-03-27 08:00:00 17 310
## 605 2014-03-29 15:00:00 4 330
## 606 2014-03-29 16:00:00 2 310
## 607 2014-03-29 17:00:00 3 330
## 608 2014-03-29 18:00:00 3 310
## 609 2014-03-29 19:00:00 3 310
## 683 2014-04-02 01:00:00 11 360
## 684 2014-04-02 02:00:00 11 360
## 685 2014-04-02 03:00:00 11 360
## 686 2014-04-02 04:00:00 10 360
## 687 2014-04-02 05:00:00 10 350
## 688 2014-04-02 06:00:00 10 350
## 689 2014-04-02 07:00:00 11 350
## 690 2014-04-02 08:00:00 10 350
## 691 2014-04-02 09:00:00 9 350
## 692 2014-04-02 10:00:00 10 360
## 740 2014-04-04 11:00:00 2 310
## 741 2014-04-04 12:00:00 2 310
## 795 2014-04-06 22:00:00 8 310
## 871 2014-04-10 05:00:00 8 340
## 872 2014-04-10 06:00:00 8 330
## 873 2014-04-10 07:00:00 8 330
## 874 2014-04-10 08:00:00 9 330
## 875 2014-04-10 09:00:00 7 340
## 876 2014-04-10 10:00:00 7 320
## 877 2014-04-10 11:00:00 6 320
## 878 2014-04-10 12:00:00 7 330
## 879 2014-04-10 13:00:00 5 310
## 880 2014-04-10 14:00:00 4 320
## 926 2014-04-12 12:00:00 2 360
## 930 2014-04-12 16:00:00 2 350
## 933 2014-04-12 19:00:00 2 330
## 944 2014-04-13 06:00:00 4 340
## 945 2014-04-13 07:00:00 5 340
## 946 2014-04-13 08:00:00 4 330
## 947 2014-04-13 09:00:00 4 350
## 1016 2014-04-16 06:00:00 11 330
## 1021 2014-04-16 12:00:00 12 330
## 1022 2014-04-16 13:00:00 12 340
## 1024 2014-04-16 15:00:00 6 360
## 1045 2014-04-17 13:00:00 6 330
## 1050 2014-04-17 18:00:00 4 350
## 1052 2014-04-17 20:00:00 4 320
## 1064 2014-04-18 08:00:00 6 310
## 1074 2014-04-18 18:00:00 7 310
## 1075 2014-04-18 19:00:00 6 350buoy[which(buoy$direction < 300), 1:3] # menor## time wind direction
## 16 2014-03-04 15:00:00 2 270
## 17 2014-03-04 16:00:00 3 200
## 18 2014-03-04 17:00:00 6 230
## 19 2014-03-04 18:00:00 7 240
## 20 2014-03-04 19:00:00 7 240
## 21 2014-03-04 20:00:00 6 240
## 22 2014-03-04 21:00:00 7 230
## 23 2014-03-04 22:00:00 7 230
## 24 2014-03-04 23:00:00 7 240
## 25 2014-03-05 00:00:00 6 250
## 27 2014-03-05 02:00:00 6 280
## 28 2014-03-05 03:00:00 6 280
## 29 2014-03-05 04:00:00 5 280
## 30 2014-03-05 05:00:00 4 280
## 33 2014-03-05 08:00:00 1 10
## 34 2014-03-05 09:00:00 3 10
## 36 2014-03-05 11:00:00 8 10
## 37 2014-03-05 12:00:00 8 20
## 38 2014-03-05 13:00:00 8 10
## 39 2014-03-05 14:00:00 7 0
## 40 2014-03-05 15:00:00 6 10
## 42 2014-03-05 17:00:00 6 10
## 43 2014-03-05 18:00:00 6 10
## 44 2014-03-05 19:00:00 5 10
## 45 2014-03-05 20:00:00 4 10
## 46 2014-03-05 21:00:00 4 0
## 47 2014-03-05 22:00:00 5 0
## 50 2014-03-06 01:00:00 6 0
## 51 2014-03-06 02:00:00 8 10
## 52 2014-03-06 03:00:00 8 0
## 75 2014-03-07 03:00:00 4 290
## 77 2014-03-07 05:00:00 5 290
## 80 2014-03-07 08:00:00 3 290
## 83 2014-03-07 11:00:00 3 250
## 84 2014-03-07 12:00:00 4 240
## 85 2014-03-07 13:00:00 4 250
## 86 2014-03-07 14:00:00 3 250
## 87 2014-03-07 15:00:00 4 220
## 88 2014-03-07 16:00:00 6 200
## 89 2014-03-07 17:00:00 6 210
## 90 2014-03-07 18:00:00 8 220
## 91 2014-03-07 19:00:00 7 220
## 92 2014-03-07 20:00:00 5 220
## 93 2014-03-07 21:00:00 5 210
## 94 2014-03-07 22:00:00 6 190
## 95 2014-03-07 23:00:00 6 190
## 96 2014-03-08 00:00:00 6 180
## 97 2014-03-08 01:00:00 4 190
## 98 2014-03-08 02:00:00 2 210
## 99 2014-03-08 03:00:00 2 170
## 100 2014-03-08 04:00:00 1 260
## 101 2014-03-08 05:00:00 1 60
## 102 2014-03-08 06:00:00 2 180
## 103 2014-03-08 07:00:00 3 170
## 104 2014-03-08 08:00:00 6 150
## 105 2014-03-08 09:00:00 4 130
## 106 2014-03-08 10:00:00 5 120
## 107 2014-03-08 11:00:00 5 120
## 108 2014-03-08 12:00:00 5 110
## 109 2014-03-08 13:00:00 6 110
## 110 2014-03-08 14:00:00 5 50
## 111 2014-03-08 15:00:00 5 60
## 112 2014-03-08 16:00:00 4 60
## 113 2014-03-08 17:00:00 4 40
## 114 2014-03-08 18:00:00 4 40
## 117 2014-03-08 21:00:00 3 20
## 118 2014-03-08 22:00:00 3 30
## 121 2014-03-09 01:00:00 7 0
## 122 2014-03-09 02:00:00 9 10
## 123 2014-03-09 03:00:00 8 0
## 124 2014-03-09 04:00:00 9 0
## 129 2014-03-09 09:00:00 7 10
## 139 2014-03-09 19:00:00 4 200
## 147 2014-03-10 03:00:00 5 270
## 158 2014-03-10 14:00:00 2 240
## 159 2014-03-10 15:00:00 3 220
## 160 2014-03-10 16:00:00 3 190
## 161 2014-03-10 17:00:00 4 200
## 162 2014-03-10 18:00:00 5 210
## 163 2014-03-10 19:00:00 6 200
## 164 2014-03-10 20:00:00 5 210
## 165 2014-03-10 21:00:00 5 220
## 166 2014-03-10 22:00:00 5 210
## 167 2014-03-10 23:00:00 4 220
## 168 2014-03-11 00:00:00 2 240
## 169 2014-03-11 01:00:00 2 280
## 170 2014-03-11 02:00:00 1 200
## 171 2014-03-11 03:00:00 4 150
## 172 2014-03-11 04:00:00 4 150
## 173 2014-03-11 05:00:00 5 140
## 174 2014-03-11 06:00:00 4 140
## 175 2014-03-11 07:00:00 5 130
## 176 2014-03-11 08:00:00 6 130
## 177 2014-03-11 09:00:00 6 120
## 178 2014-03-11 10:00:00 8 120
## 179 2014-03-11 11:00:00 8 110
## 180 2014-03-11 12:00:00 8 110
## 181 2014-03-11 13:00:00 7 110
## 182 2014-03-11 14:00:00 5 100
## 183 2014-03-11 15:00:00 7 140
## 184 2014-03-11 16:00:00 4 140
## 185 2014-03-11 17:00:00 6 130
## 186 2014-03-11 18:00:00 5 140
## 187 2014-03-11 19:00:00 4 150
## 188 2014-03-11 20:00:00 2 130
## 189 2014-03-11 21:00:00 1 120
## 191 2014-03-11 23:00:00 0 20
## 192 2014-03-12 00:00:00 0 90
## 193 2014-03-12 01:00:00 1 140
## 194 2014-03-12 02:00:00 3 240
## 195 2014-03-12 03:00:00 5 250
## 196 2014-03-12 04:00:00 4 260
## 197 2014-03-12 05:00:00 4 240
## 198 2014-03-12 06:00:00 5 250
## 199 2014-03-12 07:00:00 5 240
## 200 2014-03-12 08:00:00 8 250
## 201 2014-03-12 09:00:00 4 290
## 202 2014-03-12 10:00:00 4 260
## 203 2014-03-12 11:00:00 6 250
## 204 2014-03-12 12:00:00 4 240
## 205 2014-03-12 13:00:00 4 240
## 206 2014-03-12 14:00:00 4 210
## 207 2014-03-12 15:00:00 4 200
## 208 2014-03-12 16:00:00 4 200
## 209 2014-03-12 17:00:00 3 200
## 210 2014-03-12 18:00:00 3 170
## 211 2014-03-12 19:00:00 3 180
## 212 2014-03-12 20:00:00 2 140
## 213 2014-03-12 21:00:00 2 100
## 214 2014-03-12 22:00:00 5 100
## 215 2014-03-12 23:00:00 6 110
## 216 2014-03-13 00:00:00 8 110
## 217 2014-03-13 01:00:00 10 100
## 218 2014-03-13 02:00:00 11 110
## 219 2014-03-13 03:00:00 13 120
## 220 2014-03-13 04:00:00 15 130
## 221 2014-03-13 05:00:00 12 140
## 222 2014-03-13 06:00:00 12 150
## 223 2014-03-13 07:00:00 8 170
## 224 2014-03-13 09:00:00 14 180
## 225 2014-03-13 11:00:00 8 190
## 226 2014-03-13 12:00:00 9 200
## 227 2014-03-13 13:00:00 7 210
## 228 2014-03-13 14:00:00 7 210
## 229 2014-03-13 15:00:00 6 220
## 230 2014-03-13 16:00:00 2 290
## 231 2014-03-13 17:00:00 2 240
## 232 2014-03-13 18:00:00 1 80
## 233 2014-03-13 19:00:00 10 210
## 234 2014-03-13 20:00:00 12 210
## 235 2014-03-13 21:00:00 15 220
## 236 2014-03-13 22:00:00 13 240
## 243 2014-03-14 05:00:00 7 290
## 245 2014-03-14 07:00:00 7 280
## 246 2014-03-14 08:00:00 9 270
## 247 2014-03-14 09:00:00 10 270
## 248 2014-03-14 11:00:00 10 290
## 255 2014-03-14 18:00:00 6 250
## 256 2014-03-14 19:00:00 6 290
## 257 2014-03-14 20:00:00 5 290
## 258 2014-03-14 21:00:00 6 270
## 259 2014-03-14 22:00:00 7 250
## 260 2014-03-14 23:00:00 4 260
## 261 2014-03-15 00:00:00 4 260
## 262 2014-03-15 01:00:00 4 260
## 263 2014-03-15 02:00:00 5 240
## 264 2014-03-15 03:00:00 8 240
## 265 2014-03-15 04:00:00 7 240
## 266 2014-03-15 05:00:00 9 210
## 267 2014-03-15 06:00:00 8 200
## 268 2014-03-15 07:00:00 9 200
## 269 2014-03-15 08:00:00 8 200
## 270 2014-03-15 09:00:00 8 200
## 271 2014-03-15 10:00:00 9 200
## 272 2014-03-15 11:00:00 9 180
## 273 2014-03-15 12:00:00 9 180
## 274 2014-03-15 13:00:00 7 170
## 275 2014-03-15 14:00:00 8 170
## 276 2014-03-15 15:00:00 8 180
## 277 2014-03-15 16:00:00 8 170
## 278 2014-03-15 18:00:00 9 190
## 279 2014-03-15 19:00:00 7 190
## 280 2014-03-15 20:00:00 8 190
## 281 2014-03-15 21:00:00 9 180
## 282 2014-03-15 22:00:00 9 180
## 283 2014-03-15 23:00:00 8 200
## 284 2014-03-16 00:00:00 8 180
## 285 2014-03-16 01:00:00 6 190
## 286 2014-03-16 02:00:00 4 210
## 287 2014-03-16 03:00:00 4 180
## 288 2014-03-16 04:00:00 7 220
## 289 2014-03-16 05:00:00 5 230
## 290 2014-03-16 06:00:00 3 210
## 291 2014-03-16 07:00:00 7 230
## 292 2014-03-16 08:00:00 6 230
## 293 2014-03-16 09:00:00 7 240
## 294 2014-03-16 10:00:00 6 240
## 295 2014-03-16 11:00:00 7 230
## 296 2014-03-16 12:00:00 7 240
## 297 2014-03-16 13:00:00 7 240
## 298 2014-03-16 14:00:00 9 240
## 299 2014-03-16 15:00:00 10 270
## 300 2014-03-16 16:00:00 11 260
## 301 2014-03-16 17:00:00 12 260
## 302 2014-03-16 18:00:00 12 250
## 303 2014-03-16 20:00:00 13 260
## 304 2014-03-16 21:00:00 12 260
## 305 2014-03-16 22:00:00 12 280
## 306 2014-03-16 23:00:00 11 280
## 307 2014-03-17 00:00:00 11 280
## 308 2014-03-17 01:00:00 11 280
## 309 2014-03-17 02:00:00 10 280
## 310 2014-03-17 03:00:00 13 280
## 311 2014-03-17 04:00:00 12 280
## 312 2014-03-17 05:00:00 12 290
## 314 2014-03-17 07:00:00 9 290
## 315 2014-03-17 08:00:00 10 290
## 317 2014-03-17 10:00:00 11 290
## 318 2014-03-17 11:00:00 10 280
## 319 2014-03-17 12:00:00 9 280
## 320 2014-03-17 13:00:00 8 280
## 321 2014-03-17 14:00:00 7 280
## 322 2014-03-17 15:00:00 6 290
## 323 2014-03-17 16:00:00 6 270
## 324 2014-03-17 17:00:00 4 280
## 325 2014-03-17 18:00:00 6 280
## 332 2014-03-18 01:00:00 7 290
## 340 2014-03-18 09:00:00 7 280
## 344 2014-03-18 13:00:00 6 290
## 345 2014-03-18 14:00:00 7 290
## 346 2014-03-18 15:00:00 7 270
## 347 2014-03-18 16:00:00 9 250
## 348 2014-03-18 17:00:00 7 280
## 358 2014-03-19 03:00:00 5 280
## 359 2014-03-19 04:00:00 5 290
## 366 2014-03-19 11:00:00 4 0
## 367 2014-03-19 12:00:00 3 20
## 368 2014-03-19 13:00:00 3 20
## 369 2014-03-19 14:00:00 2 30
## 370 2014-03-19 15:00:00 2 70
## 371 2014-03-19 16:00:00 2 160
## 372 2014-03-19 17:00:00 4 190
## 373 2014-03-19 18:00:00 5 190
## 374 2014-03-19 19:00:00 5 190
## 375 2014-03-19 20:00:00 5 190
## 376 2014-03-19 21:00:00 5 190
## 377 2014-03-19 22:00:00 5 200
## 378 2014-03-19 23:00:00 5 200
## 379 2014-03-20 00:00:00 4 190
## 380 2014-03-20 01:00:00 3 180
## 381 2014-03-20 02:00:00 4 180
## 382 2014-03-20 03:00:00 4 160
## 383 2014-03-20 04:00:00 4 160
## 384 2014-03-20 05:00:00 2 150
## 385 2014-03-20 06:00:00 3 130
## 386 2014-03-20 07:00:00 4 130
## 387 2014-03-20 08:00:00 5 140
## 388 2014-03-20 09:00:00 4 140
## 389 2014-03-20 10:00:00 5 120
## 390 2014-03-20 11:00:00 6 110
## 391 2014-03-20 12:00:00 7 120
## 392 2014-03-20 13:00:00 6 100
## 393 2014-03-20 14:00:00 8 100
## 394 2014-03-20 15:00:00 9 110
## 395 2014-03-20 16:00:00 9 120
## 396 2014-03-20 17:00:00 11 130
## 397 2014-03-20 18:00:00 11 140
## 398 2014-03-20 19:00:00 12 130
## 399 2014-03-20 20:00:00 13 130
## 400 2014-03-20 21:00:00 15 140
## 401 2014-03-20 22:00:00 16 140
## 402 2014-03-20 23:00:00 12 170
## 403 2014-03-21 00:00:00 10 170
## 404 2014-03-21 01:00:00 8 210
## 405 2014-03-21 02:00:00 9 220
## 406 2014-03-21 03:00:00 9 230
## 407 2014-03-21 04:00:00 8 240
## 408 2014-03-21 05:00:00 9 230
## 409 2014-03-21 06:00:00 7 240
## 410 2014-03-21 07:00:00 6 240
## 411 2014-03-21 08:00:00 4 240
## 412 2014-03-21 09:00:00 7 220
## 413 2014-03-21 10:00:00 7 220
## 414 2014-03-21 11:00:00 9 230
## 415 2014-03-21 12:00:00 9 230
## 416 2014-03-21 13:00:00 9 230
## 417 2014-03-21 14:00:00 9 220
## 418 2014-03-21 15:00:00 9 230
## 419 2014-03-21 16:00:00 9 230
## 420 2014-03-21 17:00:00 10 220
## 421 2014-03-21 18:00:00 10 220
## 422 2014-03-21 19:00:00 11 240
## 423 2014-03-21 20:00:00 10 240
## 424 2014-03-21 21:00:00 9 240
## 425 2014-03-21 22:00:00 7 240
## 426 2014-03-21 23:00:00 6 230
## 427 2014-03-22 00:00:00 6 260
## 428 2014-03-22 01:00:00 6 260
## 429 2014-03-22 02:00:00 6 260
## 430 2014-03-22 03:00:00 5 260
## 431 2014-03-22 04:00:00 6 260
## 432 2014-03-22 05:00:00 7 280
## 433 2014-03-22 06:00:00 8 280
## 434 2014-03-22 07:00:00 7 280
## 435 2014-03-22 08:00:00 7 280
## 436 2014-03-22 09:00:00 7 280
## 437 2014-03-22 10:00:00 7 270
## 442 2014-03-22 15:00:00 2 240
## 443 2014-03-22 16:00:00 8 240
## 444 2014-03-22 17:00:00 7 210
## 445 2014-03-22 18:00:00 8 220
## 446 2014-03-22 19:00:00 8 220
## 447 2014-03-22 20:00:00 10 220
## 448 2014-03-22 21:00:00 11 210
## 449 2014-03-22 22:00:00 7 180
## 450 2014-03-22 23:00:00 6 190
## 451 2014-03-23 00:00:00 7 120
## 452 2014-03-23 01:00:00 4 260
## 453 2014-03-23 02:00:00 4 260
## 454 2014-03-23 03:00:00 9 260
## 455 2014-03-23 04:00:00 11 270
## 456 2014-03-23 05:00:00 9 280
## 457 2014-03-23 06:00:00 6 270
## 458 2014-03-23 07:00:00 8 280
## 459 2014-03-23 08:00:00 9 290
## 460 2014-03-23 09:00:00 8 290
## 462 2014-03-23 11:00:00 5 270
## 463 2014-03-23 12:00:00 5 280
## 464 2014-03-23 13:00:00 6 260
## 465 2014-03-23 14:00:00 8 240
## 466 2014-03-23 15:00:00 9 240
## 467 2014-03-23 16:00:00 8 240
## 468 2014-03-23 17:00:00 8 240
## 469 2014-03-23 18:00:00 7 230
## 470 2014-03-23 19:00:00 8 230
## 471 2014-03-23 20:00:00 9 230
## 472 2014-03-23 21:00:00 10 230
## 475 2014-03-24 00:00:00 3 290
## 477 2014-03-24 02:00:00 5 290
## 497 2014-03-24 23:00:00 9 290
## 498 2014-03-25 00:00:00 10 280
## 499 2014-03-25 01:00:00 10 290
## 502 2014-03-25 04:00:00 10 290
## 506 2014-03-25 08:00:00 8 290
## 507 2014-03-25 09:00:00 8 290
## 508 2014-03-25 10:00:00 7 280
## 509 2014-03-25 11:00:00 7 280
## 510 2014-03-25 12:00:00 7 290
## 511 2014-03-25 13:00:00 6 290
## 512 2014-03-25 14:00:00 5 280
## 513 2014-03-25 15:00:00 3 270
## 514 2014-03-25 16:00:00 2 280
## 515 2014-03-25 17:00:00 6 220
## 516 2014-03-25 18:00:00 7 220
## 517 2014-03-25 19:00:00 8 220
## 518 2014-03-25 20:00:00 8 210
## 519 2014-03-25 21:00:00 6 210
## 520 2014-03-25 22:00:00 6 220
## 521 2014-03-25 23:00:00 6 210
## 522 2014-03-26 00:00:00 5 200
## 523 2014-03-26 01:00:00 5 190
## 524 2014-03-26 02:00:00 5 170
## 525 2014-03-26 03:00:00 5 150
## 526 2014-03-26 04:00:00 7 150
## 527 2014-03-26 05:00:00 7 130
## 528 2014-03-26 06:00:00 8 100
## 529 2014-03-26 07:00:00 10 100
## 530 2014-03-26 08:00:00 11 100
## 531 2014-03-26 09:00:00 12 90
## 532 2014-03-26 10:00:00 13 70
## 533 2014-03-26 11:00:00 14 60
## 534 2014-03-26 12:00:00 18 50
## 535 2014-03-26 13:00:00 19 50
## 536 2014-03-26 14:00:00 20 60
## 537 2014-03-26 15:00:00 21 40
## 538 2014-03-26 16:00:00 22 40
## 539 2014-03-26 17:00:00 21 60
## 540 2014-03-26 18:00:00 23 60
## 541 2014-03-26 19:00:00 20 40
## 542 2014-03-26 20:00:00 15 30
## 543 2014-03-26 22:00:00 13 0
## 554 2014-03-27 12:00:00 15 290
## 556 2014-03-27 14:00:00 14 290
## 558 2014-03-27 16:00:00 14 290
## 560 2014-03-27 18:00:00 14 290
## 561 2014-03-27 19:00:00 13 280
## 562 2014-03-27 20:00:00 14 290
## 563 2014-03-27 21:00:00 12 280
## 564 2014-03-27 22:00:00 11 280
## 565 2014-03-27 23:00:00 11 270
## 566 2014-03-28 00:00:00 10 270
## 567 2014-03-28 01:00:00 9 270
## 568 2014-03-28 02:00:00 10 260
## 569 2014-03-28 03:00:00 10 270
## 570 2014-03-28 04:00:00 9 260
## 571 2014-03-28 05:00:00 8 260
## 572 2014-03-28 06:00:00 8 270
## 573 2014-03-28 07:00:00 7 260
## 574 2014-03-28 08:00:00 6 260
## 575 2014-03-28 09:00:00 5 250
## 576 2014-03-28 10:00:00 4 250
## 577 2014-03-28 11:00:00 5 250
## 578 2014-03-28 12:00:00 2 240
## 579 2014-03-28 13:00:00 5 200
## 580 2014-03-28 14:00:00 5 180
## 581 2014-03-28 15:00:00 6 200
## 582 2014-03-28 16:00:00 6 190
## 583 2014-03-28 17:00:00 7 190
## 584 2014-03-28 18:00:00 6 190
## 585 2014-03-28 19:00:00 8 200
## 586 2014-03-28 20:00:00 7 190
## 587 2014-03-28 21:00:00 7 200
## 588 2014-03-28 22:00:00 8 210
## 589 2014-03-28 23:00:00 9 220
## 590 2014-03-29 00:00:00 10 220
## 591 2014-03-29 01:00:00 13 220
## 592 2014-03-29 02:00:00 14 220
## 593 2014-03-29 03:00:00 12 230
## 594 2014-03-29 04:00:00 12 230
## 595 2014-03-29 05:00:00 13 230
## 596 2014-03-29 06:00:00 12 230
## 597 2014-03-29 07:00:00 10 230
## 598 2014-03-29 08:00:00 8 240
## 599 2014-03-29 09:00:00 5 250
## 600 2014-03-29 10:00:00 5 240
## 601 2014-03-29 11:00:00 6 240
## 602 2014-03-29 12:00:00 4 240
## 603 2014-03-29 13:00:00 3 250
## 604 2014-03-29 14:00:00 2 280
## 610 2014-03-29 20:00:00 0 260
## 611 2014-03-29 21:00:00 2 190
## 612 2014-03-29 22:00:00 2 140
## 613 2014-03-29 23:00:00 3 40
## 614 2014-03-30 00:00:00 5 80
## 615 2014-03-30 01:00:00 5 70
## 616 2014-03-30 02:00:00 6 70
## 617 2014-03-30 03:00:00 8 60
## 618 2014-03-30 04:00:00 9 50
## 619 2014-03-30 05:00:00 9 50
## 620 2014-03-30 06:00:00 9 50
## 621 2014-03-30 07:00:00 9 60
## 622 2014-03-30 08:00:00 10 60
## 623 2014-03-30 09:00:00 12 60
## 624 2014-03-30 10:00:00 9 70
## 625 2014-03-30 11:00:00 10 60
## 626 2014-03-30 12:00:00 10 70
## 627 2014-03-30 14:00:00 9 70
## 628 2014-03-30 15:00:00 13 70
## 629 2014-03-30 16:00:00 14 70
## 630 2014-03-30 18:00:00 15 70
## 631 2014-03-30 19:00:00 14 80
## 632 2014-03-30 20:00:00 15 70
## 633 2014-03-30 21:00:00 15 70
## 634 2014-03-30 22:00:00 15 70
## 635 2014-03-30 23:00:00 15 70
## 636 2014-03-31 00:00:00 12 70
## 637 2014-03-31 01:00:00 12 70
## 638 2014-03-31 02:00:00 13 70
## 639 2014-03-31 03:00:00 12 80
## 640 2014-03-31 04:00:00 12 70
## 641 2014-03-31 05:00:00 11 70
## 642 2014-03-31 06:00:00 11 70
## 643 2014-03-31 07:00:00 9 60
## 644 2014-03-31 08:00:00 9 60
## 645 2014-03-31 09:00:00 9 60
## 646 2014-03-31 10:00:00 8 70
## 647 2014-03-31 11:00:00 9 60
## 648 2014-03-31 12:00:00 7 60
## 649 2014-03-31 13:00:00 4 50
## 650 2014-03-31 14:00:00 5 40
## 651 2014-03-31 15:00:00 5 40
## 652 2014-03-31 16:00:00 6 40
## 653 2014-03-31 17:00:00 6 40
## 654 2014-03-31 18:00:00 8 40
## 655 2014-03-31 19:00:00 5 40
## 656 2014-03-31 20:00:00 7 40
## 657 2014-03-31 21:00:00 8 40
## 658 2014-03-31 22:00:00 10 40
## 659 2014-04-01 00:00:00 11 40
## 660 2014-04-01 01:00:00 9 30
## 661 2014-04-01 02:00:00 9 10
## 662 2014-04-01 03:00:00 10 10
## 663 2014-04-01 04:00:00 9 20
## 664 2014-04-01 05:00:00 8 20
## 665 2014-04-01 06:00:00 8 20
## 666 2014-04-01 07:00:00 8 10
## 667 2014-04-01 08:00:00 9 20
## 668 2014-04-01 09:00:00 9 10
## 669 2014-04-01 10:00:00 10 10
## 670 2014-04-01 11:00:00 12 0
## 671 2014-04-01 12:00:00 13 0
## 672 2014-04-01 13:00:00 12 0
## 673 2014-04-01 14:00:00 12 0
## 674 2014-04-01 15:00:00 13 0
## 675 2014-04-01 16:00:00 12 0
## 676 2014-04-01 17:00:00 13 0
## 677 2014-04-01 18:00:00 12 0
## 678 2014-04-01 19:00:00 13 10
## 679 2014-04-01 20:00:00 12 10
## 680 2014-04-01 22:00:00 12 0
## 681 2014-04-01 23:00:00 11 0
## 682 2014-04-02 00:00:00 10 0
## 693 2014-04-02 11:00:00 11 0
## 694 2014-04-02 12:00:00 10 0
## 695 2014-04-02 14:00:00 7 0
## 696 2014-04-02 15:00:00 7 10
## 697 2014-04-02 16:00:00 6 0
## 698 2014-04-02 17:00:00 6 0
## 699 2014-04-02 18:00:00 5 0
## 700 2014-04-02 19:00:00 4 10
## 701 2014-04-02 20:00:00 3 0
## 702 2014-04-02 21:00:00 3 0
## 703 2014-04-02 22:00:00 3 10
## 704 2014-04-02 23:00:00 3 0
## 705 2014-04-03 00:00:00 3 10
## 706 2014-04-03 01:00:00 3 30
## 707 2014-04-03 02:00:00 2 50
## 708 2014-04-03 03:00:00 4 60
## 709 2014-04-03 04:00:00 2 70
## 710 2014-04-03 05:00:00 1 70
## 711 2014-04-03 06:00:00 4 90
## 712 2014-04-03 07:00:00 3 80
## 713 2014-04-03 08:00:00 2 70
## 714 2014-04-03 09:00:00 1 90
## 715 2014-04-03 10:00:00 2 90
## 716 2014-04-03 11:00:00 2 100
## 717 2014-04-03 12:00:00 2 120
## 718 2014-04-03 13:00:00 2 110
## 719 2014-04-03 14:00:00 2 120
## 720 2014-04-03 15:00:00 2 110
## 721 2014-04-03 16:00:00 2 110
## 722 2014-04-03 17:00:00 2 120
## 723 2014-04-03 18:00:00 2 130
## 724 2014-04-03 19:00:00 2 140
## 725 2014-04-03 20:00:00 2 170
## 726 2014-04-03 21:00:00 2 160
## 727 2014-04-03 22:00:00 3 120
## 728 2014-04-03 23:00:00 3 140
## 736 2014-04-04 07:00:00 2 290
## 739 2014-04-04 10:00:00 0 290
## 742 2014-04-04 13:00:00 3 20
## 743 2014-04-04 14:00:00 5 0
## 744 2014-04-04 15:00:00 3 50
## 745 2014-04-04 16:00:00 3 80
## 746 2014-04-04 17:00:00 3 120
## 747 2014-04-04 18:00:00 3 190
## 748 2014-04-04 19:00:00 4 220
## 749 2014-04-04 20:00:00 3 230
## 750 2014-04-04 21:00:00 2 220
## 751 2014-04-04 22:00:00 3 230
## 752 2014-04-04 23:00:00 2 200
## 753 2014-04-05 00:00:00 2 230
## 754 2014-04-05 01:00:00 1 220
## 755 2014-04-05 02:00:00 2 120
## 756 2014-04-05 03:00:00 4 110
## 757 2014-04-05 04:00:00 2 140
## 758 2014-04-05 05:00:00 4 110
## 759 2014-04-05 06:00:00 3 120
## 760 2014-04-05 07:00:00 3 100
## 761 2014-04-05 08:00:00 5 100
## 762 2014-04-05 09:00:00 6 100
## 763 2014-04-05 10:00:00 6 110
## 764 2014-04-05 11:00:00 6 100
## 765 2014-04-05 12:00:00 6 110
## 766 2014-04-05 13:00:00 7 120
## 767 2014-04-05 15:00:00 8 120
## 768 2014-04-05 16:00:00 9 110
## 769 2014-04-05 17:00:00 10 110
## 770 2014-04-05 19:00:00 9 100
## 771 2014-04-05 20:00:00 6 60
## 772 2014-04-05 21:00:00 5 120
## 773 2014-04-05 22:00:00 10 160
## 774 2014-04-05 23:00:00 8 180
## 775 2014-04-06 00:00:00 7 190
## 776 2014-04-06 01:00:00 8 220
## 777 2014-04-06 02:00:00 5 240
## 778 2014-04-06 03:00:00 6 240
## 779 2014-04-06 04:00:00 6 230
## 780 2014-04-06 05:00:00 6 250
## 781 2014-04-06 06:00:00 6 260
## 782 2014-04-06 07:00:00 6 250
## 783 2014-04-06 08:00:00 5 250
## 784 2014-04-06 09:00:00 5 250
## 785 2014-04-06 10:00:00 7 280
## 786 2014-04-06 12:00:00 7 270
## 787 2014-04-06 13:00:00 8 270
## 788 2014-04-06 14:00:00 8 280
## 789 2014-04-06 16:00:00 9 260
## 790 2014-04-06 17:00:00 8 270
## 791 2014-04-06 18:00:00 7 280
## 792 2014-04-06 19:00:00 7 290
## 793 2014-04-06 20:00:00 7 290
## 796 2014-04-06 23:00:00 4 280
## 797 2014-04-07 00:00:00 4 270
## 798 2014-04-07 01:00:00 4 260
## 799 2014-04-07 02:00:00 4 260
## 800 2014-04-07 03:00:00 4 270
## 801 2014-04-07 04:00:00 4 280
## 802 2014-04-07 05:00:00 5 260
## 803 2014-04-07 06:00:00 6 260
## 804 2014-04-07 07:00:00 6 260
## 805 2014-04-07 08:00:00 7 290
## 806 2014-04-07 09:00:00 4 290
## 807 2014-04-07 10:00:00 5 270
## 808 2014-04-07 11:00:00 5 260
## 809 2014-04-07 12:00:00 4 260
## 810 2014-04-07 13:00:00 3 240
## 811 2014-04-07 14:00:00 6 240
## 812 2014-04-07 15:00:00 6 240
## 813 2014-04-07 16:00:00 6 240
## 814 2014-04-07 17:00:00 6 230
## 815 2014-04-07 18:00:00 3 210
## 816 2014-04-07 19:00:00 6 250
## 817 2014-04-07 20:00:00 6 250
## 818 2014-04-07 21:00:00 6 250
## 819 2014-04-07 22:00:00 7 260
## 820 2014-04-07 23:00:00 6 250
## 821 2014-04-08 00:00:00 3 240
## 822 2014-04-08 01:00:00 3 220
## 823 2014-04-08 02:00:00 2 230
## 824 2014-04-08 03:00:00 4 230
## 825 2014-04-08 04:00:00 3 240
## 826 2014-04-08 05:00:00 1 250
## 827 2014-04-08 06:00:00 4 200
## 829 2014-04-08 08:00:00 0 180
## 830 2014-04-08 09:00:00 3 150
## 831 2014-04-08 10:00:00 4 140
## 832 2014-04-08 11:00:00 7 140
## 833 2014-04-08 12:00:00 7 140
## 834 2014-04-08 13:00:00 8 140
## 835 2014-04-08 14:00:00 8 140
## 836 2014-04-08 15:00:00 7 120
## 837 2014-04-08 16:00:00 9 120
## 838 2014-04-08 17:00:00 11 140
## 839 2014-04-08 18:00:00 13 150
## 840 2014-04-08 19:00:00 13 170
## 841 2014-04-08 21:00:00 12 190
## 842 2014-04-08 23:00:00 10 200
## 843 2014-04-09 00:00:00 11 220
## 844 2014-04-09 01:00:00 6 240
## 845 2014-04-09 02:00:00 6 230
## 846 2014-04-09 03:00:00 9 230
## 847 2014-04-09 04:00:00 6 240
## 848 2014-04-09 05:00:00 7 230
## 849 2014-04-09 06:00:00 8 230
## 850 2014-04-09 07:00:00 8 230
## 851 2014-04-09 08:00:00 9 240
## 852 2014-04-09 09:00:00 6 240
## 853 2014-04-09 10:00:00 5 230
## 854 2014-04-09 11:00:00 5 240
## 855 2014-04-09 12:00:00 4 240
## 856 2014-04-09 13:00:00 5 240
## 857 2014-04-09 14:00:00 4 240
## 858 2014-04-09 15:00:00 4 250
## 859 2014-04-09 16:00:00 4 280
## 860 2014-04-09 17:00:00 1 210
## 861 2014-04-09 18:00:00 3 230
## 862 2014-04-09 19:00:00 3 250
## 863 2014-04-09 20:00:00 3 260
## 864 2014-04-09 21:00:00 3 200
## 865 2014-04-09 22:00:00 4 240
## 866 2014-04-09 23:00:00 4 250
## 867 2014-04-10 00:00:00 4 260
## 868 2014-04-10 01:00:00 3 280
## 869 2014-04-10 02:00:00 2 280
## 870 2014-04-10 03:00:00 4 280
## 882 2014-04-10 16:00:00 2 280
## 883 2014-04-10 17:00:00 6 250
## 884 2014-04-10 18:00:00 7 240
## 885 2014-04-10 19:00:00 8 240
## 886 2014-04-10 20:00:00 8 240
## 887 2014-04-10 21:00:00 7 240
## 888 2014-04-10 22:00:00 8 230
## 889 2014-04-10 23:00:00 8 250
## 890 2014-04-11 00:00:00 10 250
## 891 2014-04-11 01:00:00 9 240
## 892 2014-04-11 02:00:00 7 230
## 893 2014-04-11 03:00:00 8 230
## 894 2014-04-11 04:00:00 8 230
## 895 2014-04-11 05:00:00 8 230
## 896 2014-04-11 06:00:00 9 230
## 897 2014-04-11 07:00:00 8 240
## 898 2014-04-11 08:00:00 9 240
## 899 2014-04-11 09:00:00 10 230
## 900 2014-04-11 10:00:00 9 220
## 901 2014-04-11 11:00:00 8 210
## 902 2014-04-11 12:00:00 6 240
## 903 2014-04-11 13:00:00 6 250
## 904 2014-04-11 14:00:00 5 240
## 905 2014-04-11 15:00:00 3 210
## 906 2014-04-11 16:00:00 2 230
## 907 2014-04-11 17:00:00 8 220
## 908 2014-04-11 18:00:00 9 230
## 909 2014-04-11 19:00:00 9 230
## 910 2014-04-11 20:00:00 8 230
## 911 2014-04-11 21:00:00 9 230
## 912 2014-04-11 22:00:00 5 270
## 913 2014-04-11 23:00:00 4 280
## 914 2014-04-12 00:00:00 4 220
## 915 2014-04-12 01:00:00 5 240
## 916 2014-04-12 02:00:00 5 250
## 917 2014-04-12 03:00:00 5 250
## 918 2014-04-12 04:00:00 0 250
## 919 2014-04-12 05:00:00 2 220
## 920 2014-04-12 06:00:00 2 200
## 921 2014-04-12 07:00:00 2 190
## 922 2014-04-12 08:00:00 2 210
## 923 2014-04-12 09:00:00 3 190
## 924 2014-04-12 10:00:00 0 130
## 925 2014-04-12 11:00:00 1 70
## 927 2014-04-12 13:00:00 3 150
## 928 2014-04-12 14:00:00 1 0
## 929 2014-04-12 15:00:00 4 120
## 935 2014-04-12 21:00:00 2 230
## 936 2014-04-12 22:00:00 2 260
## 937 2014-04-12 23:00:00 3 240
## 938 2014-04-13 00:00:00 4 230
## 939 2014-04-13 01:00:00 4 220
## 940 2014-04-13 02:00:00 5 240
## 941 2014-04-13 03:00:00 5 240
## 942 2014-04-13 04:00:00 5 260
## 943 2014-04-13 05:00:00 3 280
## 948 2014-04-13 10:00:00 2 10
## 949 2014-04-13 11:00:00 3 10
## 950 2014-04-13 12:00:00 2 20
## 953 2014-04-13 15:00:00 1 120
## 954 2014-04-13 16:00:00 3 150
## 955 2014-04-13 17:00:00 4 150
## 956 2014-04-13 18:00:00 4 170
## 957 2014-04-13 19:00:00 4 180
## 958 2014-04-13 20:00:00 4 170
## 959 2014-04-13 21:00:00 4 180
## 960 2014-04-13 22:00:00 4 200
## 961 2014-04-13 23:00:00 4 170
## 962 2014-04-14 00:00:00 4 130
## 963 2014-04-14 01:00:00 6 130
## 964 2014-04-14 02:00:00 5 130
## 965 2014-04-14 03:00:00 6 140
## 966 2014-04-14 04:00:00 6 150
## 967 2014-04-14 05:00:00 6 140
## 968 2014-04-14 06:00:00 7 130
## 969 2014-04-14 07:00:00 6 110
## 970 2014-04-14 08:00:00 6 130
## 971 2014-04-14 09:00:00 10 180
## 972 2014-04-14 10:00:00 10 200
## 973 2014-04-14 11:00:00 8 210
## 974 2014-04-14 12:00:00 9 210
## 975 2014-04-14 13:00:00 10 220
## 976 2014-04-14 14:00:00 6 240
## 977 2014-04-14 15:00:00 7 230
## 978 2014-04-14 16:00:00 6 230
## 979 2014-04-14 17:00:00 5 240
## 980 2014-04-14 18:00:00 4 260
## 981 2014-04-14 19:00:00 5 260
## 982 2014-04-14 20:00:00 4 260
## 983 2014-04-14 21:00:00 5 240
## 984 2014-04-14 22:00:00 8 60
## 985 2014-04-14 23:00:00 10 50
## 986 2014-04-15 00:00:00 9 50
## 987 2014-04-15 01:00:00 6 100
## 988 2014-04-15 02:00:00 6 240
## 989 2014-04-15 03:00:00 5 260
## 990 2014-04-15 04:00:00 6 260
## 991 2014-04-15 05:00:00 7 90
## 992 2014-04-15 06:00:00 5 270
## 993 2014-04-15 07:00:00 5 200
## 994 2014-04-15 08:00:00 4 270
## 995 2014-04-15 09:00:00 6 250
## 996 2014-04-15 10:00:00 2 250
## 997 2014-04-15 11:00:00 5 260
## 998 2014-04-15 12:00:00 5 260
## 999 2014-04-15 13:00:00 6 260
## 1000 2014-04-15 14:00:00 6 250
## 1001 2014-04-15 15:00:00 7 100
## 1002 2014-04-15 16:00:00 7 70
## 1003 2014-04-15 17:00:00 8 50
## 1004 2014-04-15 18:00:00 7 60
## 1005 2014-04-15 19:00:00 6 200
## 1006 2014-04-15 20:00:00 8 50
## 1007 2014-04-15 21:00:00 8 50
## 1008 2014-04-15 22:00:00 10 30
## 1009 2014-04-15 23:00:00 9 230
## 1010 2014-04-16 00:00:00 9 250
## 1011 2014-04-16 01:00:00 10 30
## 1012 2014-04-16 02:00:00 9 20
## 1013 2014-04-16 03:00:00 9 260
## 1014 2014-04-16 04:00:00 11 0
## 1015 2014-04-16 05:00:00 10 0
## 1017 2014-04-16 07:00:00 11 10
## 1018 2014-04-16 08:00:00 10 30
## 1019 2014-04-16 09:00:00 11 10
## 1020 2014-04-16 10:00:00 11 0
## 1023 2014-04-16 14:00:00 10 40
## 1026 2014-04-16 17:00:00 7 140
## 1027 2014-04-16 18:00:00 7 140
## 1028 2014-04-16 19:00:00 5 10
## 1029 2014-04-16 20:00:00 7 160
## 1030 2014-04-16 21:00:00 6 150
## 1031 2014-04-16 22:00:00 6 130
## 1032 2014-04-16 23:00:00 6 180
## 1033 2014-04-17 00:00:00 7 130
## 1034 2014-04-17 01:00:00 6 180
## 1035 2014-04-17 02:00:00 7 160
## 1036 2014-04-17 03:00:00 8 170
## 1037 2014-04-17 04:00:00 7 160
## 1038 2014-04-17 05:00:00 8 170
## 1039 2014-04-17 06:00:00 9 170
## 1040 2014-04-17 07:00:00 8 180
## 1041 2014-04-17 08:00:00 8 180
## 1042 2014-04-17 10:00:00 9 190
## 1043 2014-04-17 11:00:00 8 200
## 1044 2014-04-17 12:00:00 7 180
## 1046 2014-04-17 14:00:00 6 200
## 1047 2014-04-17 15:00:00 4 270
## 1048 2014-04-17 16:00:00 2 140
## 1049 2014-04-17 17:00:00 4 270
## 1051 2014-04-17 19:00:00 4 0
## 1053 2014-04-17 21:00:00 3 230
## 1054 2014-04-17 22:00:00 3 220
## 1055 2014-04-17 23:00:00 3 200
## 1056 2014-04-18 00:00:00 4 200
## 1058 2014-04-18 02:00:00 6 230
## 1060 2014-04-18 04:00:00 6 120
## 1061 2014-04-18 05:00:00 7 110
## 1062 2014-04-18 06:00:00 6 120
## 1063 2014-04-18 07:00:00 6 120
## 1065 2014-04-18 09:00:00 6 80
## 1066 2014-04-18 10:00:00 8 270
## 1067 2014-04-18 11:00:00 8 270
## 1068 2014-04-18 12:00:00 7 270
## 1069 2014-04-18 13:00:00 7 280
## 1070 2014-04-18 14:00:00 8 260
## 1071 2014-04-18 15:00:00 7 270
## 1072 2014-04-18 16:00:00 8 280
## 1073 2014-04-18 17:00:00 7 290
## 1077 2014-04-18 21:00:00 8 270
## 1078 2014-04-18 22:00:00 8 270buoy[which(buoy$direction >= 300), 1:3] # maior ou igual## time wind direction
## 1 2014-03-04 00:00:00 8 300
## 2 2014-03-04 01:00:00 9 330
## 3 2014-03-04 02:00:00 8 330
## 4 2014-03-04 03:00:00 7 340
## 5 2014-03-04 04:00:00 9 340
## 6 2014-03-04 05:00:00 11 340
## 7 2014-03-04 06:00:00 10 340
## 8 2014-03-04 07:00:00 10 350
## 9 2014-03-04 08:00:00 11 350
## 10 2014-03-04 09:00:00 10 340
## 11 2014-03-04 10:00:00 7 350
## 12 2014-03-04 11:00:00 5 350
## 13 2014-03-04 12:00:00 5 340
## 14 2014-03-04 13:00:00 3 330
## 15 2014-03-04 14:00:00 2 300
## 26 2014-03-05 01:00:00 8 310
## 31 2014-03-05 06:00:00 2 310
## 32 2014-03-05 07:00:00 2 300
## 35 2014-03-05 10:00:00 7 360
## 41 2014-03-05 16:00:00 6 360
## 48 2014-03-05 23:00:00 6 350
## 49 2014-03-06 00:00:00 6 350
## 53 2014-03-06 04:00:00 8 350
## 54 2014-03-06 05:00:00 7 360
## 55 2014-03-06 06:00:00 7 340
## 56 2014-03-06 07:00:00 7 340
## 57 2014-03-06 08:00:00 8 340
## 58 2014-03-06 09:00:00 8 340
## 59 2014-03-06 10:00:00 7 340
## 60 2014-03-06 11:00:00 9 340
## 61 2014-03-06 12:00:00 8 340
## 62 2014-03-06 13:00:00 6 340
## 63 2014-03-06 14:00:00 4 340
## 64 2014-03-06 15:00:00 4 340
## 65 2014-03-06 16:00:00 6 340
## 66 2014-03-06 17:00:00 4 310
## 67 2014-03-06 18:00:00 6 310
## 68 2014-03-06 19:00:00 6 310
## 69 2014-03-06 20:00:00 5 320
## 70 2014-03-06 21:00:00 6 320
## 71 2014-03-06 22:00:00 6 320
## 72 2014-03-06 23:00:00 6 330
## 73 2014-03-07 01:00:00 8 310
## 74 2014-03-07 02:00:00 6 310
## 76 2014-03-07 04:00:00 5 300
## 78 2014-03-07 06:00:00 4 310
## 79 2014-03-07 07:00:00 3 310
## 81 2014-03-07 09:00:00 5 320
## 82 2014-03-07 10:00:00 4 300
## 115 2014-03-08 19:00:00 3 350
## 116 2014-03-08 20:00:00 2 340
## 119 2014-03-08 23:00:00 3 330
## 120 2014-03-09 00:00:00 7 360
## 125 2014-03-09 05:00:00 9 360
## 126 2014-03-09 06:00:00 8 350
## 127 2014-03-09 07:00:00 7 360
## 128 2014-03-09 08:00:00 6 340
## 130 2014-03-09 10:00:00 5 350
## 131 2014-03-09 11:00:00 5 350
## 132 2014-03-09 12:00:00 6 360
## 133 2014-03-09 13:00:00 5 340
## 134 2014-03-09 14:00:00 4 340
## 135 2014-03-09 15:00:00 4 320
## 136 2014-03-09 16:00:00 4 340
## 137 2014-03-09 17:00:00 4 340
## 138 2014-03-09 18:00:00 5 330
## 140 2014-03-09 20:00:00 7 340
## 141 2014-03-09 21:00:00 5 340
## 142 2014-03-09 22:00:00 6 340
## 143 2014-03-09 23:00:00 6 330
## 144 2014-03-10 00:00:00 6 330
## 145 2014-03-10 01:00:00 5 340
## 146 2014-03-10 02:00:00 5 300
## 148 2014-03-10 04:00:00 7 320
## 149 2014-03-10 05:00:00 6 300
## 150 2014-03-10 06:00:00 5 330
## 151 2014-03-10 07:00:00 6 330
## 152 2014-03-10 08:00:00 5 330
## 153 2014-03-10 09:00:00 6 340
## 154 2014-03-10 10:00:00 4 330
## 155 2014-03-10 11:00:00 4 330
## 156 2014-03-10 12:00:00 3 340
## 157 2014-03-10 13:00:00 2 330
## 190 2014-03-11 22:00:00 2 330
## 237 2014-03-13 23:00:00 9 310
## 238 2014-03-14 00:00:00 8 300
## 239 2014-03-14 01:00:00 8 300
## 240 2014-03-14 02:00:00 10 300
## 241 2014-03-14 03:00:00 8 300
## 242 2014-03-14 04:00:00 8 310
## 244 2014-03-14 06:00:00 6 300
## 249 2014-03-14 12:00:00 10 300
## 250 2014-03-14 13:00:00 9 300
## 251 2014-03-14 14:00:00 8 300
## 252 2014-03-14 15:00:00 7 300
## 253 2014-03-14 16:00:00 6 300
## 254 2014-03-14 17:00:00 6 300
## 313 2014-03-17 06:00:00 11 300
## 316 2014-03-17 09:00:00 11 300
## 326 2014-03-17 19:00:00 5 300
## 327 2014-03-17 20:00:00 5 300
## 328 2014-03-17 21:00:00 5 320
## 329 2014-03-17 22:00:00 8 320
## 330 2014-03-17 23:00:00 8 340
## 331 2014-03-18 00:00:00 8 300
## 333 2014-03-18 02:00:00 7 300
## 334 2014-03-18 03:00:00 8 320
## 335 2014-03-18 04:00:00 8 320
## 336 2014-03-18 05:00:00 8 330
## 337 2014-03-18 06:00:00 8 310
## 338 2014-03-18 07:00:00 6 300
## 339 2014-03-18 08:00:00 8 300
## 341 2014-03-18 10:00:00 8 300
## 342 2014-03-18 11:00:00 8 300
## 343 2014-03-18 12:00:00 8 300
## 349 2014-03-18 18:00:00 8 300
## 350 2014-03-18 19:00:00 7 310
## 351 2014-03-18 20:00:00 6 320
## 352 2014-03-18 21:00:00 5 320
## 353 2014-03-18 22:00:00 7 330
## 354 2014-03-18 23:00:00 6 340
## 355 2014-03-19 00:00:00 5 340
## 356 2014-03-19 01:00:00 4 300
## 357 2014-03-19 02:00:00 5 310
## 360 2014-03-19 05:00:00 4 320
## 361 2014-03-19 06:00:00 5 320
## 362 2014-03-19 07:00:00 4 340
## 363 2014-03-19 08:00:00 5 340
## 364 2014-03-19 09:00:00 5 350
## 365 2014-03-19 10:00:00 5 360
## 438 2014-03-22 11:00:00 7 300
## 439 2014-03-22 12:00:00 8 300
## 440 2014-03-22 13:00:00 8 300
## 441 2014-03-22 14:00:00 6 300
## 461 2014-03-23 10:00:00 6 300
## 473 2014-03-23 22:00:00 7 320
## 474 2014-03-23 23:00:00 5 310
## 476 2014-03-24 01:00:00 6 300
## 478 2014-03-24 03:00:00 9 340
## 479 2014-03-24 04:00:00 10 340
## 480 2014-03-24 05:00:00 9 330
## 481 2014-03-24 06:00:00 9 340
## 482 2014-03-24 07:00:00 10 340
## 483 2014-03-24 09:00:00 12 330
## 484 2014-03-24 10:00:00 10 330
## 485 2014-03-24 11:00:00 10 330
## 486 2014-03-24 12:00:00 11 330
## 487 2014-03-24 13:00:00 10 320
## 488 2014-03-24 14:00:00 9 320
## 489 2014-03-24 15:00:00 9 320
## 490 2014-03-24 16:00:00 9 320
## 491 2014-03-24 17:00:00 10 310
## 492 2014-03-24 18:00:00 9 310
## 493 2014-03-24 19:00:00 10 320
## 494 2014-03-24 20:00:00 10 320
## 495 2014-03-24 21:00:00 9 310
## 496 2014-03-24 22:00:00 9 300
## 500 2014-03-25 02:00:00 11 300
## 501 2014-03-25 03:00:00 9 300
## 503 2014-03-25 05:00:00 10 300
## 504 2014-03-25 06:00:00 9 300
## 505 2014-03-25 07:00:00 9 300
## 544 2014-03-26 23:00:00 14 350
## 545 2014-03-27 00:00:00 15 340
## 546 2014-03-27 03:00:00 19 330
## 547 2014-03-27 05:00:00 18 320
## 548 2014-03-27 06:00:00 18 310
## 549 2014-03-27 07:00:00 17 300
## 550 2014-03-27 08:00:00 17 310
## 551 2014-03-27 09:00:00 15 300
## 552 2014-03-27 10:00:00 14 300
## 553 2014-03-27 11:00:00 14 300
## 555 2014-03-27 13:00:00 15 300
## 557 2014-03-27 15:00:00 13 300
## 559 2014-03-27 17:00:00 14 300
## 605 2014-03-29 15:00:00 4 330
## 606 2014-03-29 16:00:00 2 310
## 607 2014-03-29 17:00:00 3 330
## 608 2014-03-29 18:00:00 3 310
## 609 2014-03-29 19:00:00 3 310
## 683 2014-04-02 01:00:00 11 360
## 684 2014-04-02 02:00:00 11 360
## 685 2014-04-02 03:00:00 11 360
## 686 2014-04-02 04:00:00 10 360
## 687 2014-04-02 05:00:00 10 350
## 688 2014-04-02 06:00:00 10 350
## 689 2014-04-02 07:00:00 11 350
## 690 2014-04-02 08:00:00 10 350
## 691 2014-04-02 09:00:00 9 350
## 692 2014-04-02 10:00:00 10 360
## 737 2014-04-04 08:00:00 2 300
## 738 2014-04-04 09:00:00 2 300
## 740 2014-04-04 11:00:00 2 310
## 741 2014-04-04 12:00:00 2 310
## 794 2014-04-06 21:00:00 7 300
## 795 2014-04-06 22:00:00 8 310
## 871 2014-04-10 05:00:00 8 340
## 872 2014-04-10 06:00:00 8 330
## 873 2014-04-10 07:00:00 8 330
## 874 2014-04-10 08:00:00 9 330
## 875 2014-04-10 09:00:00 7 340
## 876 2014-04-10 10:00:00 7 320
## 877 2014-04-10 11:00:00 6 320
## 878 2014-04-10 12:00:00 7 330
## 879 2014-04-10 13:00:00 5 310
## 880 2014-04-10 14:00:00 4 320
## 881 2014-04-10 15:00:00 4 300
## 926 2014-04-12 12:00:00 2 360
## 930 2014-04-12 16:00:00 2 350
## 933 2014-04-12 19:00:00 2 330
## 934 2014-04-12 20:00:00 3 300
## 944 2014-04-13 06:00:00 4 340
## 945 2014-04-13 07:00:00 5 340
## 946 2014-04-13 08:00:00 4 330
## 947 2014-04-13 09:00:00 4 350
## 1016 2014-04-16 06:00:00 11 330
## 1021 2014-04-16 12:00:00 12 330
## 1022 2014-04-16 13:00:00 12 340
## 1024 2014-04-16 15:00:00 6 360
## 1025 2014-04-16 16:00:00 4 300
## 1045 2014-04-17 13:00:00 6 330
## 1050 2014-04-17 18:00:00 4 350
## 1052 2014-04-17 20:00:00 4 320
## 1057 2014-04-18 01:00:00 5 300
## 1059 2014-04-18 03:00:00 6 300
## 1064 2014-04-18 08:00:00 6 310
## 1074 2014-04-18 18:00:00 7 310
## 1075 2014-04-18 19:00:00 6 350
## 1076 2014-04-18 20:00:00 7 300buoy[which(buoy$direction <= 300), 1:3] # menor ou igual## time wind direction
## 1 2014-03-04 00:00:00 8 300
## 15 2014-03-04 14:00:00 2 300
## 16 2014-03-04 15:00:00 2 270
## 17 2014-03-04 16:00:00 3 200
## 18 2014-03-04 17:00:00 6 230
## 19 2014-03-04 18:00:00 7 240
## 20 2014-03-04 19:00:00 7 240
## 21 2014-03-04 20:00:00 6 240
## 22 2014-03-04 21:00:00 7 230
## 23 2014-03-04 22:00:00 7 230
## 24 2014-03-04 23:00:00 7 240
## 25 2014-03-05 00:00:00 6 250
## 27 2014-03-05 02:00:00 6 280
## 28 2014-03-05 03:00:00 6 280
## 29 2014-03-05 04:00:00 5 280
## 30 2014-03-05 05:00:00 4 280
## 32 2014-03-05 07:00:00 2 300
## 33 2014-03-05 08:00:00 1 10
## 34 2014-03-05 09:00:00 3 10
## 36 2014-03-05 11:00:00 8 10
## 37 2014-03-05 12:00:00 8 20
## 38 2014-03-05 13:00:00 8 10
## 39 2014-03-05 14:00:00 7 0
## 40 2014-03-05 15:00:00 6 10
## 42 2014-03-05 17:00:00 6 10
## 43 2014-03-05 18:00:00 6 10
## 44 2014-03-05 19:00:00 5 10
## 45 2014-03-05 20:00:00 4 10
## 46 2014-03-05 21:00:00 4 0
## 47 2014-03-05 22:00:00 5 0
## 50 2014-03-06 01:00:00 6 0
## 51 2014-03-06 02:00:00 8 10
## 52 2014-03-06 03:00:00 8 0
## 75 2014-03-07 03:00:00 4 290
## 76 2014-03-07 04:00:00 5 300
## 77 2014-03-07 05:00:00 5 290
## 80 2014-03-07 08:00:00 3 290
## 82 2014-03-07 10:00:00 4 300
## 83 2014-03-07 11:00:00 3 250
## 84 2014-03-07 12:00:00 4 240
## 85 2014-03-07 13:00:00 4 250
## 86 2014-03-07 14:00:00 3 250
## 87 2014-03-07 15:00:00 4 220
## 88 2014-03-07 16:00:00 6 200
## 89 2014-03-07 17:00:00 6 210
## 90 2014-03-07 18:00:00 8 220
## 91 2014-03-07 19:00:00 7 220
## 92 2014-03-07 20:00:00 5 220
## 93 2014-03-07 21:00:00 5 210
## 94 2014-03-07 22:00:00 6 190
## 95 2014-03-07 23:00:00 6 190
## 96 2014-03-08 00:00:00 6 180
## 97 2014-03-08 01:00:00 4 190
## 98 2014-03-08 02:00:00 2 210
## 99 2014-03-08 03:00:00 2 170
## 100 2014-03-08 04:00:00 1 260
## 101 2014-03-08 05:00:00 1 60
## 102 2014-03-08 06:00:00 2 180
## 103 2014-03-08 07:00:00 3 170
## 104 2014-03-08 08:00:00 6 150
## 105 2014-03-08 09:00:00 4 130
## 106 2014-03-08 10:00:00 5 120
## 107 2014-03-08 11:00:00 5 120
## 108 2014-03-08 12:00:00 5 110
## 109 2014-03-08 13:00:00 6 110
## 110 2014-03-08 14:00:00 5 50
## 111 2014-03-08 15:00:00 5 60
## 112 2014-03-08 16:00:00 4 60
## 113 2014-03-08 17:00:00 4 40
## 114 2014-03-08 18:00:00 4 40
## 117 2014-03-08 21:00:00 3 20
## 118 2014-03-08 22:00:00 3 30
## 121 2014-03-09 01:00:00 7 0
## 122 2014-03-09 02:00:00 9 10
## 123 2014-03-09 03:00:00 8 0
## 124 2014-03-09 04:00:00 9 0
## 129 2014-03-09 09:00:00 7 10
## 139 2014-03-09 19:00:00 4 200
## 146 2014-03-10 02:00:00 5 300
## 147 2014-03-10 03:00:00 5 270
## 149 2014-03-10 05:00:00 6 300
## 158 2014-03-10 14:00:00 2 240
## 159 2014-03-10 15:00:00 3 220
## 160 2014-03-10 16:00:00 3 190
## 161 2014-03-10 17:00:00 4 200
## 162 2014-03-10 18:00:00 5 210
## 163 2014-03-10 19:00:00 6 200
## 164 2014-03-10 20:00:00 5 210
## 165 2014-03-10 21:00:00 5 220
## 166 2014-03-10 22:00:00 5 210
## 167 2014-03-10 23:00:00 4 220
## 168 2014-03-11 00:00:00 2 240
## 169 2014-03-11 01:00:00 2 280
## 170 2014-03-11 02:00:00 1 200
## 171 2014-03-11 03:00:00 4 150
## 172 2014-03-11 04:00:00 4 150
## 173 2014-03-11 05:00:00 5 140
## 174 2014-03-11 06:00:00 4 140
## 175 2014-03-11 07:00:00 5 130
## 176 2014-03-11 08:00:00 6 130
## 177 2014-03-11 09:00:00 6 120
## 178 2014-03-11 10:00:00 8 120
## 179 2014-03-11 11:00:00 8 110
## 180 2014-03-11 12:00:00 8 110
## 181 2014-03-11 13:00:00 7 110
## 182 2014-03-11 14:00:00 5 100
## 183 2014-03-11 15:00:00 7 140
## 184 2014-03-11 16:00:00 4 140
## 185 2014-03-11 17:00:00 6 130
## 186 2014-03-11 18:00:00 5 140
## 187 2014-03-11 19:00:00 4 150
## 188 2014-03-11 20:00:00 2 130
## 189 2014-03-11 21:00:00 1 120
## 191 2014-03-11 23:00:00 0 20
## 192 2014-03-12 00:00:00 0 90
## 193 2014-03-12 01:00:00 1 140
## 194 2014-03-12 02:00:00 3 240
## 195 2014-03-12 03:00:00 5 250
## 196 2014-03-12 04:00:00 4 260
## 197 2014-03-12 05:00:00 4 240
## 198 2014-03-12 06:00:00 5 250
## 199 2014-03-12 07:00:00 5 240
## 200 2014-03-12 08:00:00 8 250
## 201 2014-03-12 09:00:00 4 290
## 202 2014-03-12 10:00:00 4 260
## 203 2014-03-12 11:00:00 6 250
## 204 2014-03-12 12:00:00 4 240
## 205 2014-03-12 13:00:00 4 240
## 206 2014-03-12 14:00:00 4 210
## 207 2014-03-12 15:00:00 4 200
## 208 2014-03-12 16:00:00 4 200
## 209 2014-03-12 17:00:00 3 200
## 210 2014-03-12 18:00:00 3 170
## 211 2014-03-12 19:00:00 3 180
## 212 2014-03-12 20:00:00 2 140
## 213 2014-03-12 21:00:00 2 100
## 214 2014-03-12 22:00:00 5 100
## 215 2014-03-12 23:00:00 6 110
## 216 2014-03-13 00:00:00 8 110
## 217 2014-03-13 01:00:00 10 100
## 218 2014-03-13 02:00:00 11 110
## 219 2014-03-13 03:00:00 13 120
## 220 2014-03-13 04:00:00 15 130
## 221 2014-03-13 05:00:00 12 140
## 222 2014-03-13 06:00:00 12 150
## 223 2014-03-13 07:00:00 8 170
## 224 2014-03-13 09:00:00 14 180
## 225 2014-03-13 11:00:00 8 190
## 226 2014-03-13 12:00:00 9 200
## 227 2014-03-13 13:00:00 7 210
## 228 2014-03-13 14:00:00 7 210
## 229 2014-03-13 15:00:00 6 220
## 230 2014-03-13 16:00:00 2 290
## 231 2014-03-13 17:00:00 2 240
## 232 2014-03-13 18:00:00 1 80
## 233 2014-03-13 19:00:00 10 210
## 234 2014-03-13 20:00:00 12 210
## 235 2014-03-13 21:00:00 15 220
## 236 2014-03-13 22:00:00 13 240
## 238 2014-03-14 00:00:00 8 300
## 239 2014-03-14 01:00:00 8 300
## 240 2014-03-14 02:00:00 10 300
## 241 2014-03-14 03:00:00 8 300
## 243 2014-03-14 05:00:00 7 290
## 244 2014-03-14 06:00:00 6 300
## 245 2014-03-14 07:00:00 7 280
## 246 2014-03-14 08:00:00 9 270
## 247 2014-03-14 09:00:00 10 270
## 248 2014-03-14 11:00:00 10 290
## 249 2014-03-14 12:00:00 10 300
## 250 2014-03-14 13:00:00 9 300
## 251 2014-03-14 14:00:00 8 300
## 252 2014-03-14 15:00:00 7 300
## 253 2014-03-14 16:00:00 6 300
## 254 2014-03-14 17:00:00 6 300
## 255 2014-03-14 18:00:00 6 250
## 256 2014-03-14 19:00:00 6 290
## 257 2014-03-14 20:00:00 5 290
## 258 2014-03-14 21:00:00 6 270
## 259 2014-03-14 22:00:00 7 250
## 260 2014-03-14 23:00:00 4 260
## 261 2014-03-15 00:00:00 4 260
## 262 2014-03-15 01:00:00 4 260
## 263 2014-03-15 02:00:00 5 240
## 264 2014-03-15 03:00:00 8 240
## 265 2014-03-15 04:00:00 7 240
## 266 2014-03-15 05:00:00 9 210
## 267 2014-03-15 06:00:00 8 200
## 268 2014-03-15 07:00:00 9 200
## 269 2014-03-15 08:00:00 8 200
## 270 2014-03-15 09:00:00 8 200
## 271 2014-03-15 10:00:00 9 200
## 272 2014-03-15 11:00:00 9 180
## 273 2014-03-15 12:00:00 9 180
## 274 2014-03-15 13:00:00 7 170
## 275 2014-03-15 14:00:00 8 170
## 276 2014-03-15 15:00:00 8 180
## 277 2014-03-15 16:00:00 8 170
## 278 2014-03-15 18:00:00 9 190
## 279 2014-03-15 19:00:00 7 190
## 280 2014-03-15 20:00:00 8 190
## 281 2014-03-15 21:00:00 9 180
## 282 2014-03-15 22:00:00 9 180
## 283 2014-03-15 23:00:00 8 200
## 284 2014-03-16 00:00:00 8 180
## 285 2014-03-16 01:00:00 6 190
## 286 2014-03-16 02:00:00 4 210
## 287 2014-03-16 03:00:00 4 180
## 288 2014-03-16 04:00:00 7 220
## 289 2014-03-16 05:00:00 5 230
## 290 2014-03-16 06:00:00 3 210
## 291 2014-03-16 07:00:00 7 230
## 292 2014-03-16 08:00:00 6 230
## 293 2014-03-16 09:00:00 7 240
## 294 2014-03-16 10:00:00 6 240
## 295 2014-03-16 11:00:00 7 230
## 296 2014-03-16 12:00:00 7 240
## 297 2014-03-16 13:00:00 7 240
## 298 2014-03-16 14:00:00 9 240
## 299 2014-03-16 15:00:00 10 270
## 300 2014-03-16 16:00:00 11 260
## 301 2014-03-16 17:00:00 12 260
## 302 2014-03-16 18:00:00 12 250
## 303 2014-03-16 20:00:00 13 260
## 304 2014-03-16 21:00:00 12 260
## 305 2014-03-16 22:00:00 12 280
## 306 2014-03-16 23:00:00 11 280
## 307 2014-03-17 00:00:00 11 280
## 308 2014-03-17 01:00:00 11 280
## 309 2014-03-17 02:00:00 10 280
## 310 2014-03-17 03:00:00 13 280
## 311 2014-03-17 04:00:00 12 280
## 312 2014-03-17 05:00:00 12 290
## 313 2014-03-17 06:00:00 11 300
## 314 2014-03-17 07:00:00 9 290
## 315 2014-03-17 08:00:00 10 290
## 316 2014-03-17 09:00:00 11 300
## 317 2014-03-17 10:00:00 11 290
## 318 2014-03-17 11:00:00 10 280
## 319 2014-03-17 12:00:00 9 280
## 320 2014-03-17 13:00:00 8 280
## 321 2014-03-17 14:00:00 7 280
## 322 2014-03-17 15:00:00 6 290
## 323 2014-03-17 16:00:00 6 270
## 324 2014-03-17 17:00:00 4 280
## 325 2014-03-17 18:00:00 6 280
## 326 2014-03-17 19:00:00 5 300
## 327 2014-03-17 20:00:00 5 300
## 331 2014-03-18 00:00:00 8 300
## 332 2014-03-18 01:00:00 7 290
## 333 2014-03-18 02:00:00 7 300
## 338 2014-03-18 07:00:00 6 300
## 339 2014-03-18 08:00:00 8 300
## 340 2014-03-18 09:00:00 7 280
## 341 2014-03-18 10:00:00 8 300
## 342 2014-03-18 11:00:00 8 300
## 343 2014-03-18 12:00:00 8 300
## 344 2014-03-18 13:00:00 6 290
## 345 2014-03-18 14:00:00 7 290
## 346 2014-03-18 15:00:00 7 270
## 347 2014-03-18 16:00:00 9 250
## 348 2014-03-18 17:00:00 7 280
## 349 2014-03-18 18:00:00 8 300
## 356 2014-03-19 01:00:00 4 300
## 358 2014-03-19 03:00:00 5 280
## 359 2014-03-19 04:00:00 5 290
## 366 2014-03-19 11:00:00 4 0
## 367 2014-03-19 12:00:00 3 20
## 368 2014-03-19 13:00:00 3 20
## 369 2014-03-19 14:00:00 2 30
## 370 2014-03-19 15:00:00 2 70
## 371 2014-03-19 16:00:00 2 160
## 372 2014-03-19 17:00:00 4 190
## 373 2014-03-19 18:00:00 5 190
## 374 2014-03-19 19:00:00 5 190
## 375 2014-03-19 20:00:00 5 190
## 376 2014-03-19 21:00:00 5 190
## 377 2014-03-19 22:00:00 5 200
## 378 2014-03-19 23:00:00 5 200
## 379 2014-03-20 00:00:00 4 190
## 380 2014-03-20 01:00:00 3 180
## 381 2014-03-20 02:00:00 4 180
## 382 2014-03-20 03:00:00 4 160
## 383 2014-03-20 04:00:00 4 160
## 384 2014-03-20 05:00:00 2 150
## 385 2014-03-20 06:00:00 3 130
## 386 2014-03-20 07:00:00 4 130
## 387 2014-03-20 08:00:00 5 140
## 388 2014-03-20 09:00:00 4 140
## 389 2014-03-20 10:00:00 5 120
## 390 2014-03-20 11:00:00 6 110
## 391 2014-03-20 12:00:00 7 120
## 392 2014-03-20 13:00:00 6 100
## 393 2014-03-20 14:00:00 8 100
## 394 2014-03-20 15:00:00 9 110
## 395 2014-03-20 16:00:00 9 120
## 396 2014-03-20 17:00:00 11 130
## 397 2014-03-20 18:00:00 11 140
## 398 2014-03-20 19:00:00 12 130
## 399 2014-03-20 20:00:00 13 130
## 400 2014-03-20 21:00:00 15 140
## 401 2014-03-20 22:00:00 16 140
## 402 2014-03-20 23:00:00 12 170
## 403 2014-03-21 00:00:00 10 170
## 404 2014-03-21 01:00:00 8 210
## 405 2014-03-21 02:00:00 9 220
## 406 2014-03-21 03:00:00 9 230
## 407 2014-03-21 04:00:00 8 240
## 408 2014-03-21 05:00:00 9 230
## 409 2014-03-21 06:00:00 7 240
## 410 2014-03-21 07:00:00 6 240
## 411 2014-03-21 08:00:00 4 240
## 412 2014-03-21 09:00:00 7 220
## 413 2014-03-21 10:00:00 7 220
## 414 2014-03-21 11:00:00 9 230
## 415 2014-03-21 12:00:00 9 230
## 416 2014-03-21 13:00:00 9 230
## 417 2014-03-21 14:00:00 9 220
## 418 2014-03-21 15:00:00 9 230
## 419 2014-03-21 16:00:00 9 230
## 420 2014-03-21 17:00:00 10 220
## 421 2014-03-21 18:00:00 10 220
## 422 2014-03-21 19:00:00 11 240
## 423 2014-03-21 20:00:00 10 240
## 424 2014-03-21 21:00:00 9 240
## 425 2014-03-21 22:00:00 7 240
## 426 2014-03-21 23:00:00 6 230
## 427 2014-03-22 00:00:00 6 260
## 428 2014-03-22 01:00:00 6 260
## 429 2014-03-22 02:00:00 6 260
## 430 2014-03-22 03:00:00 5 260
## 431 2014-03-22 04:00:00 6 260
## 432 2014-03-22 05:00:00 7 280
## 433 2014-03-22 06:00:00 8 280
## 434 2014-03-22 07:00:00 7 280
## 435 2014-03-22 08:00:00 7 280
## 436 2014-03-22 09:00:00 7 280
## 437 2014-03-22 10:00:00 7 270
## 438 2014-03-22 11:00:00 7 300
## 439 2014-03-22 12:00:00 8 300
## 440 2014-03-22 13:00:00 8 300
## 441 2014-03-22 14:00:00 6 300
## 442 2014-03-22 15:00:00 2 240
## 443 2014-03-22 16:00:00 8 240
## 444 2014-03-22 17:00:00 7 210
## 445 2014-03-22 18:00:00 8 220
## 446 2014-03-22 19:00:00 8 220
## 447 2014-03-22 20:00:00 10 220
## 448 2014-03-22 21:00:00 11 210
## 449 2014-03-22 22:00:00 7 180
## 450 2014-03-22 23:00:00 6 190
## 451 2014-03-23 00:00:00 7 120
## 452 2014-03-23 01:00:00 4 260
## 453 2014-03-23 02:00:00 4 260
## 454 2014-03-23 03:00:00 9 260
## 455 2014-03-23 04:00:00 11 270
## 456 2014-03-23 05:00:00 9 280
## 457 2014-03-23 06:00:00 6 270
## 458 2014-03-23 07:00:00 8 280
## 459 2014-03-23 08:00:00 9 290
## 460 2014-03-23 09:00:00 8 290
## 461 2014-03-23 10:00:00 6 300
## 462 2014-03-23 11:00:00 5 270
## 463 2014-03-23 12:00:00 5 280
## 464 2014-03-23 13:00:00 6 260
## 465 2014-03-23 14:00:00 8 240
## 466 2014-03-23 15:00:00 9 240
## 467 2014-03-23 16:00:00 8 240
## 468 2014-03-23 17:00:00 8 240
## 469 2014-03-23 18:00:00 7 230
## 470 2014-03-23 19:00:00 8 230
## 471 2014-03-23 20:00:00 9 230
## 472 2014-03-23 21:00:00 10 230
## 475 2014-03-24 00:00:00 3 290
## 476 2014-03-24 01:00:00 6 300
## 477 2014-03-24 02:00:00 5 290
## 496 2014-03-24 22:00:00 9 300
## 497 2014-03-24 23:00:00 9 290
## 498 2014-03-25 00:00:00 10 280
## 499 2014-03-25 01:00:00 10 290
## 500 2014-03-25 02:00:00 11 300
## 501 2014-03-25 03:00:00 9 300
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## 1046 2014-04-17 14:00:00 6 200
## 1047 2014-04-17 15:00:00 4 270
## 1048 2014-04-17 16:00:00 2 140
## 1049 2014-04-17 17:00:00 4 270
## 1051 2014-04-17 19:00:00 4 0
## 1053 2014-04-17 21:00:00 3 230
## 1054 2014-04-17 22:00:00 3 220
## 1055 2014-04-17 23:00:00 3 200
## 1056 2014-04-18 00:00:00 4 200
## 1057 2014-04-18 01:00:00 5 300
## 1058 2014-04-18 02:00:00 6 230
## 1059 2014-04-18 03:00:00 6 300
## 1060 2014-04-18 04:00:00 6 120
## 1061 2014-04-18 05:00:00 7 110
## 1062 2014-04-18 06:00:00 6 120
## 1063 2014-04-18 07:00:00 6 120
## 1065 2014-04-18 09:00:00 6 80
## 1066 2014-04-18 10:00:00 8 270
## 1067 2014-04-18 11:00:00 8 270
## 1068 2014-04-18 12:00:00 7 270
## 1069 2014-04-18 13:00:00 7 280
## 1070 2014-04-18 14:00:00 8 260
## 1071 2014-04-18 15:00:00 7 270
## 1072 2014-04-18 16:00:00 8 280
## 1073 2014-04-18 17:00:00 7 290
## 1076 2014-04-18 20:00:00 7 300
## 1077 2014-04-18 21:00:00 8 270
## 1078 2014-04-18 22:00:00 8 270buoy[which(buoy$direction == 300), 1:3] # igual## time wind direction
## 1 2014-03-04 00:00:00 8 300
## 15 2014-03-04 14:00:00 2 300
## 32 2014-03-05 07:00:00 2 300
## 76 2014-03-07 04:00:00 5 300
## 82 2014-03-07 10:00:00 4 300
## 146 2014-03-10 02:00:00 5 300
## 149 2014-03-10 05:00:00 6 300
## 238 2014-03-14 00:00:00 8 300
## 239 2014-03-14 01:00:00 8 300
## 240 2014-03-14 02:00:00 10 300
## 241 2014-03-14 03:00:00 8 300
## 244 2014-03-14 06:00:00 6 300
## 249 2014-03-14 12:00:00 10 300
## 250 2014-03-14 13:00:00 9 300
## 251 2014-03-14 14:00:00 8 300
## 252 2014-03-14 15:00:00 7 300
## 253 2014-03-14 16:00:00 6 300
## 254 2014-03-14 17:00:00 6 300
## 313 2014-03-17 06:00:00 11 300
## 316 2014-03-17 09:00:00 11 300
## 326 2014-03-17 19:00:00 5 300
## 327 2014-03-17 20:00:00 5 300
## 331 2014-03-18 00:00:00 8 300
## 333 2014-03-18 02:00:00 7 300
## 338 2014-03-18 07:00:00 6 300
## 339 2014-03-18 08:00:00 8 300
## 341 2014-03-18 10:00:00 8 300
## 342 2014-03-18 11:00:00 8 300
## 343 2014-03-18 12:00:00 8 300
## 349 2014-03-18 18:00:00 8 300
## 356 2014-03-19 01:00:00 4 300
## 438 2014-03-22 11:00:00 7 300
## 439 2014-03-22 12:00:00 8 300
## 440 2014-03-22 13:00:00 8 300
## 441 2014-03-22 14:00:00 6 300
## 461 2014-03-23 10:00:00 6 300
## 476 2014-03-24 01:00:00 6 300
## 496 2014-03-24 22:00:00 9 300
## 500 2014-03-25 02:00:00 11 300
## 501 2014-03-25 03:00:00 9 300
## 503 2014-03-25 05:00:00 10 300
## 504 2014-03-25 06:00:00 9 300
## 505 2014-03-25 07:00:00 9 300
## 549 2014-03-27 07:00:00 17 300
## 551 2014-03-27 09:00:00 15 300
## 552 2014-03-27 10:00:00 14 300
## 553 2014-03-27 11:00:00 14 300
## 555 2014-03-27 13:00:00 15 300
## 557 2014-03-27 15:00:00 13 300
## 559 2014-03-27 17:00:00 14 300
## 737 2014-04-04 08:00:00 2 300
## 738 2014-04-04 09:00:00 2 300
## 794 2014-04-06 21:00:00 7 300
## 881 2014-04-10 15:00:00 4 300
## 934 2014-04-12 20:00:00 3 300
## 1025 2014-04-16 16:00:00 4 300
## 1057 2014-04-18 01:00:00 5 300
## 1059 2014-04-18 03:00:00 6 300
## 1076 2014-04-18 20:00:00 7 300buoy[which(buoy$direction != 300), 1:3] # diferente## time wind direction
## 2 2014-03-04 01:00:00 9 330
## 3 2014-03-04 02:00:00 8 330
## 4 2014-03-04 03:00:00 7 340
## 5 2014-03-04 04:00:00 9 340
## 6 2014-03-04 05:00:00 11 340
## 7 2014-03-04 06:00:00 10 340
## 8 2014-03-04 07:00:00 10 350
## 9 2014-03-04 08:00:00 11 350
## 10 2014-03-04 09:00:00 10 340
## 11 2014-03-04 10:00:00 7 350
## 12 2014-03-04 11:00:00 5 350
## 13 2014-03-04 12:00:00 5 340
## 14 2014-03-04 13:00:00 3 330
## 16 2014-03-04 15:00:00 2 270
## 17 2014-03-04 16:00:00 3 200
## 18 2014-03-04 17:00:00 6 230
## 19 2014-03-04 18:00:00 7 240
## 20 2014-03-04 19:00:00 7 240
## 21 2014-03-04 20:00:00 6 240
## 22 2014-03-04 21:00:00 7 230
## 23 2014-03-04 22:00:00 7 230
## 24 2014-03-04 23:00:00 7 240
## 25 2014-03-05 00:00:00 6 250
## 26 2014-03-05 01:00:00 8 310
## 27 2014-03-05 02:00:00 6 280
## 28 2014-03-05 03:00:00 6 280
## 29 2014-03-05 04:00:00 5 280
## 30 2014-03-05 05:00:00 4 280
## 31 2014-03-05 06:00:00 2 310
## 33 2014-03-05 08:00:00 1 10
## 34 2014-03-05 09:00:00 3 10
## 35 2014-03-05 10:00:00 7 360
## 36 2014-03-05 11:00:00 8 10
## 37 2014-03-05 12:00:00 8 20
## 38 2014-03-05 13:00:00 8 10
## 39 2014-03-05 14:00:00 7 0
## 40 2014-03-05 15:00:00 6 10
## 41 2014-03-05 16:00:00 6 360
## 42 2014-03-05 17:00:00 6 10
## 43 2014-03-05 18:00:00 6 10
## 44 2014-03-05 19:00:00 5 10
## 45 2014-03-05 20:00:00 4 10
## 46 2014-03-05 21:00:00 4 0
## 47 2014-03-05 22:00:00 5 0
## 48 2014-03-05 23:00:00 6 350
## 49 2014-03-06 00:00:00 6 350
## 50 2014-03-06 01:00:00 6 0
## 51 2014-03-06 02:00:00 8 10
## 52 2014-03-06 03:00:00 8 0
## 53 2014-03-06 04:00:00 8 350
## 54 2014-03-06 05:00:00 7 360
## 55 2014-03-06 06:00:00 7 340
## 56 2014-03-06 07:00:00 7 340
## 57 2014-03-06 08:00:00 8 340
## 58 2014-03-06 09:00:00 8 340
## 59 2014-03-06 10:00:00 7 340
## 60 2014-03-06 11:00:00 9 340
## 61 2014-03-06 12:00:00 8 340
## 62 2014-03-06 13:00:00 6 340
## 63 2014-03-06 14:00:00 4 340
## 64 2014-03-06 15:00:00 4 340
## 65 2014-03-06 16:00:00 6 340
## 66 2014-03-06 17:00:00 4 310
## 67 2014-03-06 18:00:00 6 310
## 68 2014-03-06 19:00:00 6 310
## 69 2014-03-06 20:00:00 5 320
## 70 2014-03-06 21:00:00 6 320
## 71 2014-03-06 22:00:00 6 320
## 72 2014-03-06 23:00:00 6 330
## 73 2014-03-07 01:00:00 8 310
## 74 2014-03-07 02:00:00 6 310
## 75 2014-03-07 03:00:00 4 290
## 77 2014-03-07 05:00:00 5 290
## 78 2014-03-07 06:00:00 4 310
## 79 2014-03-07 07:00:00 3 310
## 80 2014-03-07 08:00:00 3 290
## 81 2014-03-07 09:00:00 5 320
## 83 2014-03-07 11:00:00 3 250
## 84 2014-03-07 12:00:00 4 240
## 85 2014-03-07 13:00:00 4 250
## 86 2014-03-07 14:00:00 3 250
## 87 2014-03-07 15:00:00 4 220
## 88 2014-03-07 16:00:00 6 200
## 89 2014-03-07 17:00:00 6 210
## 90 2014-03-07 18:00:00 8 220
## 91 2014-03-07 19:00:00 7 220
## 92 2014-03-07 20:00:00 5 220
## 93 2014-03-07 21:00:00 5 210
## 94 2014-03-07 22:00:00 6 190
## 95 2014-03-07 23:00:00 6 190
## 96 2014-03-08 00:00:00 6 180
## 97 2014-03-08 01:00:00 4 190
## 98 2014-03-08 02:00:00 2 210
## 99 2014-03-08 03:00:00 2 170
## 100 2014-03-08 04:00:00 1 260
## 101 2014-03-08 05:00:00 1 60
## 102 2014-03-08 06:00:00 2 180
## 103 2014-03-08 07:00:00 3 170
## 104 2014-03-08 08:00:00 6 150
## 105 2014-03-08 09:00:00 4 130
## 106 2014-03-08 10:00:00 5 120
## 107 2014-03-08 11:00:00 5 120
## 108 2014-03-08 12:00:00 5 110
## 109 2014-03-08 13:00:00 6 110
## 110 2014-03-08 14:00:00 5 50
## 111 2014-03-08 15:00:00 5 60
## 112 2014-03-08 16:00:00 4 60
## 113 2014-03-08 17:00:00 4 40
## 114 2014-03-08 18:00:00 4 40
## 115 2014-03-08 19:00:00 3 350
## 116 2014-03-08 20:00:00 2 340
## 117 2014-03-08 21:00:00 3 20
## 118 2014-03-08 22:00:00 3 30
## 119 2014-03-08 23:00:00 3 330
## 120 2014-03-09 00:00:00 7 360
## 121 2014-03-09 01:00:00 7 0
## 122 2014-03-09 02:00:00 9 10
## 123 2014-03-09 03:00:00 8 0
## 124 2014-03-09 04:00:00 9 0
## 125 2014-03-09 05:00:00 9 360
## 126 2014-03-09 06:00:00 8 350
## 127 2014-03-09 07:00:00 7 360
## 128 2014-03-09 08:00:00 6 340
## 129 2014-03-09 09:00:00 7 10
## 130 2014-03-09 10:00:00 5 350
## 131 2014-03-09 11:00:00 5 350
## 132 2014-03-09 12:00:00 6 360
## 133 2014-03-09 13:00:00 5 340
## 134 2014-03-09 14:00:00 4 340
## 135 2014-03-09 15:00:00 4 320
## 136 2014-03-09 16:00:00 4 340
## 137 2014-03-09 17:00:00 4 340
## 138 2014-03-09 18:00:00 5 330
## 139 2014-03-09 19:00:00 4 200
## 140 2014-03-09 20:00:00 7 340
## 141 2014-03-09 21:00:00 5 340
## 142 2014-03-09 22:00:00 6 340
## 143 2014-03-09 23:00:00 6 330
## 144 2014-03-10 00:00:00 6 330
## 145 2014-03-10 01:00:00 5 340
## 147 2014-03-10 03:00:00 5 270
## 148 2014-03-10 04:00:00 7 320
## 150 2014-03-10 06:00:00 5 330
## 151 2014-03-10 07:00:00 6 330
## 152 2014-03-10 08:00:00 5 330
## 153 2014-03-10 09:00:00 6 340
## 154 2014-03-10 10:00:00 4 330
## 155 2014-03-10 11:00:00 4 330
## 156 2014-03-10 12:00:00 3 340
## 157 2014-03-10 13:00:00 2 330
## 158 2014-03-10 14:00:00 2 240
## 159 2014-03-10 15:00:00 3 220
## 160 2014-03-10 16:00:00 3 190
## 161 2014-03-10 17:00:00 4 200
## 162 2014-03-10 18:00:00 5 210
## 163 2014-03-10 19:00:00 6 200
## 164 2014-03-10 20:00:00 5 210
## 165 2014-03-10 21:00:00 5 220
## 166 2014-03-10 22:00:00 5 210
## 167 2014-03-10 23:00:00 4 220
## 168 2014-03-11 00:00:00 2 240
## 169 2014-03-11 01:00:00 2 280
## 170 2014-03-11 02:00:00 1 200
## 171 2014-03-11 03:00:00 4 150
## 172 2014-03-11 04:00:00 4 150
## 173 2014-03-11 05:00:00 5 140
## 174 2014-03-11 06:00:00 4 140
## 175 2014-03-11 07:00:00 5 130
## 176 2014-03-11 08:00:00 6 130
## 177 2014-03-11 09:00:00 6 120
## 178 2014-03-11 10:00:00 8 120
## 179 2014-03-11 11:00:00 8 110
## 180 2014-03-11 12:00:00 8 110
## 181 2014-03-11 13:00:00 7 110
## 182 2014-03-11 14:00:00 5 100
## 183 2014-03-11 15:00:00 7 140
## 184 2014-03-11 16:00:00 4 140
## 185 2014-03-11 17:00:00 6 130
## 186 2014-03-11 18:00:00 5 140
## 187 2014-03-11 19:00:00 4 150
## 188 2014-03-11 20:00:00 2 130
## 189 2014-03-11 21:00:00 1 120
## 190 2014-03-11 22:00:00 2 330
## 191 2014-03-11 23:00:00 0 20
## 192 2014-03-12 00:00:00 0 90
## 193 2014-03-12 01:00:00 1 140
## 194 2014-03-12 02:00:00 3 240
## 195 2014-03-12 03:00:00 5 250
## 196 2014-03-12 04:00:00 4 260
## 197 2014-03-12 05:00:00 4 240
## 198 2014-03-12 06:00:00 5 250
## 199 2014-03-12 07:00:00 5 240
## 200 2014-03-12 08:00:00 8 250
## 201 2014-03-12 09:00:00 4 290
## 202 2014-03-12 10:00:00 4 260
## 203 2014-03-12 11:00:00 6 250
## 204 2014-03-12 12:00:00 4 240
## 205 2014-03-12 13:00:00 4 240
## 206 2014-03-12 14:00:00 4 210
## 207 2014-03-12 15:00:00 4 200
## 208 2014-03-12 16:00:00 4 200
## 209 2014-03-12 17:00:00 3 200
## 210 2014-03-12 18:00:00 3 170
## 211 2014-03-12 19:00:00 3 180
## 212 2014-03-12 20:00:00 2 140
## 213 2014-03-12 21:00:00 2 100
## 214 2014-03-12 22:00:00 5 100
## 215 2014-03-12 23:00:00 6 110
## 216 2014-03-13 00:00:00 8 110
## 217 2014-03-13 01:00:00 10 100
## 218 2014-03-13 02:00:00 11 110
## 219 2014-03-13 03:00:00 13 120
## 220 2014-03-13 04:00:00 15 130
## 221 2014-03-13 05:00:00 12 140
## 222 2014-03-13 06:00:00 12 150
## 223 2014-03-13 07:00:00 8 170
## 224 2014-03-13 09:00:00 14 180
## 225 2014-03-13 11:00:00 8 190
## 226 2014-03-13 12:00:00 9 200
## 227 2014-03-13 13:00:00 7 210
## 228 2014-03-13 14:00:00 7 210
## 229 2014-03-13 15:00:00 6 220
## 230 2014-03-13 16:00:00 2 290
## 231 2014-03-13 17:00:00 2 240
## 232 2014-03-13 18:00:00 1 80
## 233 2014-03-13 19:00:00 10 210
## 234 2014-03-13 20:00:00 12 210
## 235 2014-03-13 21:00:00 15 220
## 236 2014-03-13 22:00:00 13 240
## 237 2014-03-13 23:00:00 9 310
## 242 2014-03-14 04:00:00 8 310
## 243 2014-03-14 05:00:00 7 290
## 245 2014-03-14 07:00:00 7 280
## 246 2014-03-14 08:00:00 9 270
## 247 2014-03-14 09:00:00 10 270
## 248 2014-03-14 11:00:00 10 290
## 255 2014-03-14 18:00:00 6 250
## 256 2014-03-14 19:00:00 6 290
## 257 2014-03-14 20:00:00 5 290
## 258 2014-03-14 21:00:00 6 270
## 259 2014-03-14 22:00:00 7 250
## 260 2014-03-14 23:00:00 4 260
## 261 2014-03-15 00:00:00 4 260
## 262 2014-03-15 01:00:00 4 260
## 263 2014-03-15 02:00:00 5 240
## 264 2014-03-15 03:00:00 8 240
## 265 2014-03-15 04:00:00 7 240
## 266 2014-03-15 05:00:00 9 210
## 267 2014-03-15 06:00:00 8 200
## 268 2014-03-15 07:00:00 9 200
## 269 2014-03-15 08:00:00 8 200
## 270 2014-03-15 09:00:00 8 200
## 271 2014-03-15 10:00:00 9 200
## 272 2014-03-15 11:00:00 9 180
## 273 2014-03-15 12:00:00 9 180
## 274 2014-03-15 13:00:00 7 170
## 275 2014-03-15 14:00:00 8 170
## 276 2014-03-15 15:00:00 8 180
## 277 2014-03-15 16:00:00 8 170
## 278 2014-03-15 18:00:00 9 190
## 279 2014-03-15 19:00:00 7 190
## 280 2014-03-15 20:00:00 8 190
## 281 2014-03-15 21:00:00 9 180
## 282 2014-03-15 22:00:00 9 180
## 283 2014-03-15 23:00:00 8 200
## 284 2014-03-16 00:00:00 8 180
## 285 2014-03-16 01:00:00 6 190
## 286 2014-03-16 02:00:00 4 210
## 287 2014-03-16 03:00:00 4 180
## 288 2014-03-16 04:00:00 7 220
## 289 2014-03-16 05:00:00 5 230
## 290 2014-03-16 06:00:00 3 210
## 291 2014-03-16 07:00:00 7 230
## 292 2014-03-16 08:00:00 6 230
## 293 2014-03-16 09:00:00 7 240
## 294 2014-03-16 10:00:00 6 240
## 295 2014-03-16 11:00:00 7 230
## 296 2014-03-16 12:00:00 7 240
## 297 2014-03-16 13:00:00 7 240
## 298 2014-03-16 14:00:00 9 240
## 299 2014-03-16 15:00:00 10 270
## 300 2014-03-16 16:00:00 11 260
## 301 2014-03-16 17:00:00 12 260
## 302 2014-03-16 18:00:00 12 250
## 303 2014-03-16 20:00:00 13 260
## 304 2014-03-16 21:00:00 12 260
## 305 2014-03-16 22:00:00 12 280
## 306 2014-03-16 23:00:00 11 280
## 307 2014-03-17 00:00:00 11 280
## 308 2014-03-17 01:00:00 11 280
## 309 2014-03-17 02:00:00 10 280
## 310 2014-03-17 03:00:00 13 280
## 311 2014-03-17 04:00:00 12 280
## 312 2014-03-17 05:00:00 12 290
## 314 2014-03-17 07:00:00 9 290
## 315 2014-03-17 08:00:00 10 290
## 317 2014-03-17 10:00:00 11 290
## 318 2014-03-17 11:00:00 10 280
## 319 2014-03-17 12:00:00 9 280
## 320 2014-03-17 13:00:00 8 280
## 321 2014-03-17 14:00:00 7 280
## 322 2014-03-17 15:00:00 6 290
## 323 2014-03-17 16:00:00 6 270
## 324 2014-03-17 17:00:00 4 280
## 325 2014-03-17 18:00:00 6 280
## 328 2014-03-17 21:00:00 5 320
## 329 2014-03-17 22:00:00 8 320
## 330 2014-03-17 23:00:00 8 340
## 332 2014-03-18 01:00:00 7 290
## 334 2014-03-18 03:00:00 8 320
## 335 2014-03-18 04:00:00 8 320
## 336 2014-03-18 05:00:00 8 330
## 337 2014-03-18 06:00:00 8 310
## 340 2014-03-18 09:00:00 7 280
## 344 2014-03-18 13:00:00 6 290
## 345 2014-03-18 14:00:00 7 290
## 346 2014-03-18 15:00:00 7 270
## 347 2014-03-18 16:00:00 9 250
## 348 2014-03-18 17:00:00 7 280
## 350 2014-03-18 19:00:00 7 310
## 351 2014-03-18 20:00:00 6 320
## 352 2014-03-18 21:00:00 5 320
## 353 2014-03-18 22:00:00 7 330
## 354 2014-03-18 23:00:00 6 340
## 355 2014-03-19 00:00:00 5 340
## 357 2014-03-19 02:00:00 5 310
## 358 2014-03-19 03:00:00 5 280
## 359 2014-03-19 04:00:00 5 290
## 360 2014-03-19 05:00:00 4 320
## 361 2014-03-19 06:00:00 5 320
## 362 2014-03-19 07:00:00 4 340
## 363 2014-03-19 08:00:00 5 340
## 364 2014-03-19 09:00:00 5 350
## 365 2014-03-19 10:00:00 5 360
## 366 2014-03-19 11:00:00 4 0
## 367 2014-03-19 12:00:00 3 20
## 368 2014-03-19 13:00:00 3 20
## 369 2014-03-19 14:00:00 2 30
## 370 2014-03-19 15:00:00 2 70
## 371 2014-03-19 16:00:00 2 160
## 372 2014-03-19 17:00:00 4 190
## 373 2014-03-19 18:00:00 5 190
## 374 2014-03-19 19:00:00 5 190
## 375 2014-03-19 20:00:00 5 190
## 376 2014-03-19 21:00:00 5 190
## 377 2014-03-19 22:00:00 5 200
## 378 2014-03-19 23:00:00 5 200
## 379 2014-03-20 00:00:00 4 190
## 380 2014-03-20 01:00:00 3 180
## 381 2014-03-20 02:00:00 4 180
## 382 2014-03-20 03:00:00 4 160
## 383 2014-03-20 04:00:00 4 160
## 384 2014-03-20 05:00:00 2 150
## 385 2014-03-20 06:00:00 3 130
## 386 2014-03-20 07:00:00 4 130
## 387 2014-03-20 08:00:00 5 140
## 388 2014-03-20 09:00:00 4 140
## 389 2014-03-20 10:00:00 5 120
## 390 2014-03-20 11:00:00 6 110
## 391 2014-03-20 12:00:00 7 120
## 392 2014-03-20 13:00:00 6 100
## 393 2014-03-20 14:00:00 8 100
## 394 2014-03-20 15:00:00 9 110
## 395 2014-03-20 16:00:00 9 120
## 396 2014-03-20 17:00:00 11 130
## 397 2014-03-20 18:00:00 11 140
## 398 2014-03-20 19:00:00 12 130
## 399 2014-03-20 20:00:00 13 130
## 400 2014-03-20 21:00:00 15 140
## 401 2014-03-20 22:00:00 16 140
## 402 2014-03-20 23:00:00 12 170
## 403 2014-03-21 00:00:00 10 170
## 404 2014-03-21 01:00:00 8 210
## 405 2014-03-21 02:00:00 9 220
## 406 2014-03-21 03:00:00 9 230
## 407 2014-03-21 04:00:00 8 240
## 408 2014-03-21 05:00:00 9 230
## 409 2014-03-21 06:00:00 7 240
## 410 2014-03-21 07:00:00 6 240
## 411 2014-03-21 08:00:00 4 240
## 412 2014-03-21 09:00:00 7 220
## 413 2014-03-21 10:00:00 7 220
## 414 2014-03-21 11:00:00 9 230
## 415 2014-03-21 12:00:00 9 230
## 416 2014-03-21 13:00:00 9 230
## 417 2014-03-21 14:00:00 9 220
## 418 2014-03-21 15:00:00 9 230
## 419 2014-03-21 16:00:00 9 230
## 420 2014-03-21 17:00:00 10 220
## 421 2014-03-21 18:00:00 10 220
## 422 2014-03-21 19:00:00 11 240
## 423 2014-03-21 20:00:00 10 240
## 424 2014-03-21 21:00:00 9 240
## 425 2014-03-21 22:00:00 7 240
## 426 2014-03-21 23:00:00 6 230
## 427 2014-03-22 00:00:00 6 260
## 428 2014-03-22 01:00:00 6 260
## 429 2014-03-22 02:00:00 6 260
## 430 2014-03-22 03:00:00 5 260
## 431 2014-03-22 04:00:00 6 260
## 432 2014-03-22 05:00:00 7 280
## 433 2014-03-22 06:00:00 8 280
## 434 2014-03-22 07:00:00 7 280
## 435 2014-03-22 08:00:00 7 280
## 436 2014-03-22 09:00:00 7 280
## 437 2014-03-22 10:00:00 7 270
## 442 2014-03-22 15:00:00 2 240
## 443 2014-03-22 16:00:00 8 240
## 444 2014-03-22 17:00:00 7 210
## 445 2014-03-22 18:00:00 8 220
## 446 2014-03-22 19:00:00 8 220
## 447 2014-03-22 20:00:00 10 220
## 448 2014-03-22 21:00:00 11 210
## 449 2014-03-22 22:00:00 7 180
## 450 2014-03-22 23:00:00 6 190
## 451 2014-03-23 00:00:00 7 120
## 452 2014-03-23 01:00:00 4 260
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## 974 2014-04-14 12:00:00 9 210
## 975 2014-04-14 13:00:00 10 220
## 976 2014-04-14 14:00:00 6 240
## 977 2014-04-14 15:00:00 7 230
## 978 2014-04-14 16:00:00 6 230
## 979 2014-04-14 17:00:00 5 240
## 980 2014-04-14 18:00:00 4 260
## 981 2014-04-14 19:00:00 5 260
## 982 2014-04-14 20:00:00 4 260
## 983 2014-04-14 21:00:00 5 240
## 984 2014-04-14 22:00:00 8 60
## 985 2014-04-14 23:00:00 10 50
## 986 2014-04-15 00:00:00 9 50
## 987 2014-04-15 01:00:00 6 100
## 988 2014-04-15 02:00:00 6 240
## 989 2014-04-15 03:00:00 5 260
## 990 2014-04-15 04:00:00 6 260
## 991 2014-04-15 05:00:00 7 90
## 992 2014-04-15 06:00:00 5 270
## 993 2014-04-15 07:00:00 5 200
## 994 2014-04-15 08:00:00 4 270
## 995 2014-04-15 09:00:00 6 250
## 996 2014-04-15 10:00:00 2 250
## 997 2014-04-15 11:00:00 5 260
## 998 2014-04-15 12:00:00 5 260
## 999 2014-04-15 13:00:00 6 260
## 1000 2014-04-15 14:00:00 6 250
## 1001 2014-04-15 15:00:00 7 100
## 1002 2014-04-15 16:00:00 7 70
## 1003 2014-04-15 17:00:00 8 50
## 1004 2014-04-15 18:00:00 7 60
## 1005 2014-04-15 19:00:00 6 200
## 1006 2014-04-15 20:00:00 8 50
## 1007 2014-04-15 21:00:00 8 50
## 1008 2014-04-15 22:00:00 10 30
## 1009 2014-04-15 23:00:00 9 230
## 1010 2014-04-16 00:00:00 9 250
## 1011 2014-04-16 01:00:00 10 30
## 1012 2014-04-16 02:00:00 9 20
## 1013 2014-04-16 03:00:00 9 260
## 1014 2014-04-16 04:00:00 11 0
## 1015 2014-04-16 05:00:00 10 0
## 1016 2014-04-16 06:00:00 11 330
## 1017 2014-04-16 07:00:00 11 10
## 1018 2014-04-16 08:00:00 10 30
## 1019 2014-04-16 09:00:00 11 10
## 1020 2014-04-16 10:00:00 11 0
## 1021 2014-04-16 12:00:00 12 330
## 1022 2014-04-16 13:00:00 12 340
## 1023 2014-04-16 14:00:00 10 40
## 1024 2014-04-16 15:00:00 6 360
## 1026 2014-04-16 17:00:00 7 140
## 1027 2014-04-16 18:00:00 7 140
## 1028 2014-04-16 19:00:00 5 10
## 1029 2014-04-16 20:00:00 7 160
## 1030 2014-04-16 21:00:00 6 150
## 1031 2014-04-16 22:00:00 6 130
## 1032 2014-04-16 23:00:00 6 180
## 1033 2014-04-17 00:00:00 7 130
## 1034 2014-04-17 01:00:00 6 180
## 1035 2014-04-17 02:00:00 7 160
## 1036 2014-04-17 03:00:00 8 170
## 1037 2014-04-17 04:00:00 7 160
## 1038 2014-04-17 05:00:00 8 170
## 1039 2014-04-17 06:00:00 9 170
## 1040 2014-04-17 07:00:00 8 180
## 1041 2014-04-17 08:00:00 8 180
## 1042 2014-04-17 10:00:00 9 190
## 1043 2014-04-17 11:00:00 8 200
## 1044 2014-04-17 12:00:00 7 180
## 1045 2014-04-17 13:00:00 6 330
## 1046 2014-04-17 14:00:00 6 200
## 1047 2014-04-17 15:00:00 4 270
## 1048 2014-04-17 16:00:00 2 140
## 1049 2014-04-17 17:00:00 4 270
## 1050 2014-04-17 18:00:00 4 350
## 1051 2014-04-17 19:00:00 4 0
## 1052 2014-04-17 20:00:00 4 320
## 1053 2014-04-17 21:00:00 3 230
## 1054 2014-04-17 22:00:00 3 220
## 1055 2014-04-17 23:00:00 3 200
## 1056 2014-04-18 00:00:00 4 200
## 1058 2014-04-18 02:00:00 6 230
## 1060 2014-04-18 04:00:00 6 120
## 1061 2014-04-18 05:00:00 7 110
## 1062 2014-04-18 06:00:00 6 120
## 1063 2014-04-18 07:00:00 6 120
## 1064 2014-04-18 08:00:00 6 310
## 1065 2014-04-18 09:00:00 6 80
## 1066 2014-04-18 10:00:00 8 270
## 1067 2014-04-18 11:00:00 8 270
## 1068 2014-04-18 12:00:00 7 270
## 1069 2014-04-18 13:00:00 7 280
## 1070 2014-04-18 14:00:00 8 260
## 1071 2014-04-18 15:00:00 7 270
## 1072 2014-04-18 16:00:00 8 280
## 1073 2014-04-18 17:00:00 7 290
## 1074 2014-04-18 18:00:00 7 310
## 1075 2014-04-18 19:00:00 6 350
## 1077 2014-04-18 21:00:00 8 270
## 1078 2014-04-18 22:00:00 8 270# Resumo dos dados
summary(buoy)## time wind direction gust
## Min. :2014-03-04 00:00:00 Min. : 0.000 Min. : 0 Min. : 0.000
## 1st Qu.:2014-03-15 09:15:00 1st Qu.: 4.000 1st Qu.:140 1st Qu.: 6.000
## Median :2014-03-26 17:30:00 Median : 6.000 Median :230 Median : 8.000
## Mean :2014-03-26 21:34:30 Mean : 6.718 Mean :209 Mean : 8.377
## 3rd Qu.:2014-04-07 11:45:00 3rd Qu.: 9.000 3rd Qu.:290 3rd Qu.:11.000
## Max. :2014-04-18 22:00:00 Max. :23.000 Max. :360 Max. :29.000
## NA's :12 NA's :25
## height period pa Ta
## Min. :0.300 Min. : 2.000 Min. : 969.2 Min. :-14.3000
## 1st Qu.:1.000 1st Qu.: 8.000 1st Qu.:1007.3 1st Qu.: -1.8000
## Median :1.600 Median :10.000 Median :1016.5 Median : 0.6000
## Mean :1.766 Mean : 9.238 Mean :1014.8 Mean : -0.2429
## 3rd Qu.:2.300 3rd Qu.:11.000 3rd Qu.:1022.0 3rd Qu.: 2.2000
## Max. :7.200 Max. :16.000 Max. :1042.7 Max. : 7.6000
## NA's :18 NA's :18 NA's :10 NA's :4
## Tw
## Min. :-0.3000
## 1st Qu.: 0.1000
## Median : 0.7000
## Mean : 0.6812
## 3rd Qu.: 1.0000
## Max. : 2.5000
## NA's :14# Criando uma variavel categorica
buoy$height_cat <- cut(buoy$height, c(0, 1.6, 8))
# Mudando os niveis da variavel categorica
levels(buoy$height_cat) <- c("<= 1.6", ">1.6")
levels(buoy$height_cat)## [1] "<= 1.6" ">1.6"# Altura > 1.6 e Tw > 0.7
# Primeiro, buscamos as linhas que preenchem as condicoes
which(buoy$height > 1.6 & buoy$Tw > 0.7)## [1] 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424
## [16] 425 426 427 428 429 430 455 456 457 458 460 461 462 463 464
## [31] 465 466 467 468 469 470 471 472 473 474 477 541 542 543 545
## [46] 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560
## [61] 561 562 590 591 592 593 594 595 596 597 598 599 600 601 602
## [76] 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617
## [91] 618 620 621 622 624 625 626 627 628 630 631 632 633 634 635
## [106] 636 637 638 639 640 642 643 644 645 649 650 651 655 657 658
## [121] 721 722 723 724 726 727 769 785 786 787 788 789 791 792 793
## [136] 794 838 839 840 841 842 843 844 845 846 847 848 849 850 851
## [151] 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866
## [166] 867 868 869 870 871 872 873 874 875 876 877 878 879 880 882
## [181] 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899
## [196] 900 901 902 903 904 906 907 908 909 910 911 912 913 914 915
## [211] 916 917 918 919 920 921 922 923 924 925 926 927 946 951 972
## [226] 973 974 975 976 977 978 979 980 981 982 983 984 985 986 1008
## [241] 1009 1011 1012 1013 1014 1016 1017 1018 1019 1020 1022 1023 1024 1025 1026
## [256] 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1039 1040 1041 1042
## [271] 1043 1067 1068 1069 1070 1071 1072 1073 1074 1076# Depois criamos uma nova variavel vazia
buoy$height_Tw <- NA
# Substituimos nas linhas da variavel nova a categoria adequada
buoy$height_Tw[which(buoy$height > 1.6 &
buoy$Tw > 0.7)] <- "H > 1.6, Tw > 0.7"
# simbolo de "ou": |
# simbolo de "e: &
buoy$height_Tw[which(buoy$height > 1.6 &
buoy$Tw <= 0.7)] <- "H > 1.6, Tw <= 0.7"
# Criando uma categorica da Tw
buoy$Tw_cat <- cut(buoy$Tw, c(-1, 0.7, 3))
levels(buoy$Tw_cat) <- c("<= 0.7", "> 0.7")
levels(buoy$Tw_cat)## [1] "<= 0.7" "> 0.7"# Excluindo a variavel
buoy$height_Tw <- NULL
# Criando um sub-banco (sem a coluna 11)
# buoy2 <- buoy[,-11]
### Descritiva Univariada ###
# Quantitativa - Height
descr(buoy$height)## Descriptive Statistics
## buoy$height
## N: 1078
##
## height
## ----------------- ---------
## Mean 1.77
## Std.Dev 1.00
## Min 0.30
## Q1 1.00
## Median 1.60
## Q3 2.30
## Max 7.20
## MAD 0.89
## IQR 1.30
## CV 0.56
## Skewness 1.27
## SE.Skewness 0.08
## Kurtosis 2.57
## N.Valid 1060.00
## Pct.Valid 98.33# Qualitativa - Height_cat
freq(buoy$height_cat)## Frequencies
## buoy$height_cat
## Type: Factor
##
## Freq % Valid % Valid Cum. % Total % Total Cum.
## ------------ ------ --------- -------------- --------- --------------
## <= 1.6 553 52.17 52.17 51.30 51.30
## >1.6 507 47.83 100.00 47.03 98.33
## <NA> 18 1.67 100.00
## Total 1078 100.00 100.00 100.00 100.00# Abrindo o esquisse em uma aba de internet
# esquisser(viewer = "browser")
# Altura da onda
library(dplyr)## Warning: package 'dplyr' was built under R version 4.0.5##
## Attaching package: 'dplyr'## The following object is masked from 'package:testthat':
##
## matches## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)## Warning: package 'ggplot2' was built under R version 4.0.5buoy %>%
filter(!is.na(height)) %>%
ggplot() +
aes(x = height) +
geom_histogram(bins = 20L, fill = "#440154") +
labs(
x = "Altura da onda (m)",
y = "Frequência absoluta",
title = "Distribuição da altura da onda",
subtitle = "Análise exploratória",
caption = "Fonte: pacote ocedata"
) +
theme_gray() +
theme(plot.title = element_text(size = 16L, face = "bold.italic"))
# Temperatura da agua
library(dplyr)
library(ggplot2)
buoy %>%
filter(!is.na(Tw)) %>%
ggplot() +
aes(x = Tw) +
geom_histogram(bins = 20L, fill = "#440154") +
labs(
x = "Temperatura da Água",
y = "Frequência absoluta",
title = "Distribuição da temperatura da água",
subtitle = "Análise exploratória",
caption = "Fonte: pacote ocedata"
) +
theme_gray() +
theme(plot.title = element_text(size = 16L, face = "bold.italic"))
# Grafico de Barras
library(dplyr)
library(ggplot2)
buoy %>%
filter(!is.na(height_cat)) %>%
ggplot() +
aes(x = height_cat) +
geom_bar(fill = "#4682B4") +
theme_linedraw()
### Descritiva Bivariada ###
# Qualitativa (height_cat) x Quantitativa (wind)
with(buoy, stby(wind, height_cat, descr))## Descriptive Statistics
## wind by height_cat
## Data Frame: buoy
## N: 553
##
## <= 1.6 >1.6
## ----------------- -------- --------
## Mean 5.41 8.01
## Std.Dev 2.46 3.77
## Min 0.00 0.00
## Q1 4.00 6.00
## Median 5.00 8.00
## Q3 7.00 10.00
## Max 13.00 23.00
## MAD 2.97 2.97
## IQR 3.00 4.00
## CV 0.45 0.47
## Skewness 0.12 0.64
## SE.Skewness 0.10 0.11
## Kurtosis -0.26 1.07
## N.Valid 553.00 507.00
## Pct.Valid 100.00 100.00# Qualitativa (height_cat) x Qualitativa (Tw_cat)
# Perfil linha
ctable(buoy$height_cat,
buoy$Tw_cat,
useNA = "no",
prop = "r")## Cross-Tabulation, Row Proportions
## height_cat * Tw_cat
## Data Frame: buoy
##
## ------------ -------- ------------- ------------- ---------------
## Tw_cat <= 0.7 > 0.7 Total
## height_cat
## <= 1.6 336 (60.8%) 217 (39.2%) 553 (100.0%)
## >1.6 227 (44.8%) 280 (55.2%) 507 (100.0%)
## Total 563 (53.1%) 497 (46.9%) 1060 (100.0%)
## ------------ -------- ------------- ------------- ---------------# Perfil coluna
ctable(buoy$height_cat,
buoy$Tw_cat,
useNA = "no",
prop = "c")## Cross-Tabulation, Column Proportions
## height_cat * Tw_cat
## Data Frame: buoy
##
## ------------ -------- -------------- -------------- ---------------
## Tw_cat <= 0.7 > 0.7 Total
## height_cat
## <= 1.6 336 ( 59.7%) 217 ( 43.7%) 553 ( 52.2%)
## >1.6 227 ( 40.3%) 280 ( 56.3%) 507 ( 47.8%)
## Total 563 (100.0%) 497 (100.0%) 1060 (100.0%)
## ------------ -------- -------------- -------------- ---------------# Quantitativa x Quantitativa
correl <- cor(buoy[, 2:9], use = "complete.obs")
corrplot(correl,
type = "lower",
method = "shade",
tl.col = "blue")
# Tabelas automaticas
tbl_summary(
buoy[, -1],
label = list(wind ~ "Velocidade do vento",
direction ~ "Direção do vento"),
missing_text = "Dados ausentes",
missing = "no",
statistic = list(gust ~ "{mean} ({sd})")
)| Characteristic | N = 1,0781 |
|---|---|
| Velocidade do vento | 6.0 (4.0, 9.0) |
| Direção do vento | 230 (140, 290) |
| gust | 8.4 (4.2) |
| height | 1.60 (1.00, 2.30) |
| period | 10.00 (8.00, 11.00) |
| pa | 1,016 (1,007, 1,022) |
| Ta | 0.6 (-1.8, 2.2) |
| Tw | 0.70 (0.10, 1.00) |
| height_cat | |
| <= 1.6 | 553 (52%) |
| >1.6 | 507 (48%) |
| Tw_cat | |
| <= 0.7 | 564 (53%) |
| > 0.7 | 500 (47%) |
|
1
Median (IQR); Mean (SD); n (%)
|
|
tbl_summary(buoy[, -c(1, 5)],
by = height_cat)## 18 observations missing `height_cat` have been removed. To include these observations, use `forcats::fct_explicit_na()` on `height_cat` column before passing to `tbl_summary()`.| Characteristic | <= 1.6, N = 5531 | >1.6, N = 5071 |
|---|---|---|
| wind | 5.0 (4.0, 7.0) | 8.0 (6.0, 10.0) |
| direction | 240 (140, 300) | 230 (130, 280) |
| Unknown | 11 | 1 |
| gust | 7.0 (5.0, 9.0) | 10.0 (7.0, 12.2) |
| Unknown | 0 | 7 |
| period | 9.00 (8.00, 10.00) | 10.00 (8.00, 11.00) |
| pa | 1,020 (1,012, 1,026) | 1,010 (1,004, 1,018) |
| Ta | -0.2 (-4.8, 1.5) | 1.6 (-0.1, 2.7) |
| Tw | 0.40 (0.00, 1.10) | 0.80 (0.40, 1.00) |
| Tw_cat | ||
| <= 0.7 | 336 (61%) | 227 (45%) |
| > 0.7 | 217 (39%) | 280 (55%) |
|
1
Median (IQR); n (%)
|
||
tb <- tbl_summary(buoy[, -c(1, 5)],
by = height_cat) %>% add_p()## 18 observations missing `height_cat` have been removed. To include these observations, use `forcats::fct_explicit_na()` on `height_cat` column before passing to `tbl_summary()`.# Exportand a tabela para o Word
tb <- as_flex_table(tb)
save_as_docx(tb,
path = "C:\\Users\\Leticia\\Google Drive\\Cursos Ministrados\\(2021) Curso Analise Dados no R\\Tabela.docx")