p90 practice

match_func = function(filename){
  match_df = read.table(filename,header = T,sep='|')
  mat = matrix(data=-1,nrow=5,ncol=5)
  rownames(mat) = c("A","B","C","D","E")
  colnames(mat) = c("A","B","C","D","E")
  for(i in 1:nrow(match_df)){
    mat[match_df[i,1],match_df[i,2]] = match_df[i,3]
  }
  mat
}

match_func2 = function(filename,header=F,sep='|'){
  match_df = read.table(filename,header = header,sep=sep)
  mat = matrix(data=-1,nrow=length(levels(match_df[,1])),ncol=length(levels(match_df[,2])),dimnames = list(levels(match_df[,1]),levels(match_df[,2])))
  for(i in 1:nrow(match_df)){
    mat[match_df[i,1],match_df[i,2]] = match_df[i,3]
  }
  mat
}

繪製基本圖形

增添額外資訊

plot type

x <- 1:6
y <- x
par(mfrow=c(2,4))
types <- c('p','l', 'o', 'b', 'c', 's', 'h', 'n')
for(t in types){
  #print(t)
  title <- paste('type:', t)
  plot(x,y, type = t, main = title)
}

plot example

data(iris)
str(iris)
## 'data.frame':    150 obs. of  5 variables:
##  $ Sepal.Length: num  5.1 4.9 4.7 4.6 5 5.4 4.6 5 4.4 4.9 ...
##  $ Sepal.Width : num  3.5 3 3.2 3.1 3.6 3.9 3.4 3.4 2.9 3.1 ...
##  $ Petal.Length: num  1.4 1.4 1.3 1.5 1.4 1.7 1.4 1.5 1.4 1.5 ...
##  $ Petal.Width : num  0.2 0.2 0.2 0.2 0.2 0.4 0.3 0.2 0.2 0.1 ...
##  $ Species     : Factor w/ 3 levels "setosa","versicolor",..: 1 1 1 1 1 1 1 1 1 1 ...
plot(iris$Petal.Length,iris$Petal.Width,type='n')
points(iris$Petal.Length,iris$Petal.Width,col=iris$Species)
abline(h=0.9,col='grey',lty = 2)
abline(v=2.5,col='grey',lty = 2)
#legend(4.5,1,pch=1,legend = levels(iris$Species),col=1:3)
legend('bottomright',pch=1,legend = levels(iris$Species),col=1:3)
#text(iris$Petal.Length+0.1,iris$Petal.Width+0.05,1:nrow(iris),cex=0.5)
text(iris$Petal.Length+0.1,iris$Petal.Width+0.05,paste('(',iris$Petal.Length,', ',iris$Petal.Width,')'),cex=0.5)

text(2,2,'aaaaa',cex=2)

title("iris")

package:ggplot2

why ggplot2?
  • fancy by default, good for demo and report
  • consistent across all kinds of plot in syntax and behavior
  • strong support community(the mostly download package on CRAN)
#basic syntax
#ggplot(data,aes(x,y,group,...))+geom_object(...)

#install.packages('ggplot2')

library('ggplot2')
setwd('~/lecture/riii')

load('./Statistics/cdc.Rdata')
cdc$exerany = as.factor(cdc$exerany)
cdc$hlthplan = as.factor(cdc$hlthplan)
cdc$smoke100 = as.factor(cdc$smoke100)

g <- ggplot(cdc,aes(x=height,y=weight))
g+geom_point()

g <- ggplot(cdc,aes(x=height,y=weight,col=gender))
g+geom_point()

g <- ggplot(cdc,aes(x=height,y=weight))
g+geom_point(aes(col=gender))

g <- ggplot(cdc,aes(x=genhlth))
g+geom_bar()

g+geom_bar() + ylab('次數') + ggtitle('健康狀況長條圖')

#fill => 填滿顏色; color => 邊線顏色
g+geom_bar(fill='snow',color='black')

g+geom_bar(aes(fill=gender))+ylab("次數")+ggtitle("健康狀況長條圖")

ggplot2(續)

## theme
g+geom_bar(aes(col=gender))+ylab("次數")+ggtitle("健康狀況長條圖") + theme(text=element_text(size=16,  family="Songti SC"))

#stat function
?geom_bar
g <- ggplot(cdc,aes(x=genhlth))
g+geom_bar()

g+stat_count()

##position
g = ggplot(cdc,aes(x=gender))
g+geom_bar(aes(fill=genhlth),position='stack')

g+geom_bar(aes(fill=genhlth),position='dodge')

g+geom_bar(aes(fill=genhlth),position='fill')

g+geom_bar(aes(fill=genhlth),position='identity')

## geom_area example
g = ggplot(data=cdc,aes(x=weight))
g+geom_area(aes(y=..density..,fill=gender), stat = "bin")
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

g+geom_area(aes(y=..density..,fill=gender), stat = "bin",position='stack')
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

g+geom_area(aes(y=..density..,fill=gender), stat = "bin",position='identity')
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

g+geom_area(aes(y=..density..,fill=gender), stat = "bin",position='identity',alpha=0.4)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

g+geom_area(aes(y=..density..,fill=gender), stat = "bin",position='identity',alpha=0.5)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#facet
g <- ggplot(cdc,aes(x=weight))
g+ geom_histogram()+facet_wrap(~genhlth)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

g+ geom_histogram()+facet_grid(~genhlth)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

g+ geom_histogram()+facet_grid(gender~genhlth)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#coordinate
g <- ggplot(cdc,aes(x=genhlth))
g+geom_bar()+coord_flip()

g+geom_bar()+coord_polar(theta = 'x')

g+geom_bar()+coord_polar(theta = 'y')

g+geom_bar(aes(fill=gender))+coord_polar(theta = 'y')

#pie chart
ggplot(cdc,aes(x=1)) + geom_bar(aes(fill=genhlth)) + coord_polar(theta = 'y')

precounted = as.data.frame(table(cdc$genhlth,dnn = c('genhlth')))
precounted
##     genhlth Freq
## 1 excellent 4657
## 2 very good 6972
## 3      good 5675
## 4      fair 2019
## 5      poor  677
g2 = ggplot(precounted,aes(x=genhlth,y=Freq))+ geom_bar(stat='identity')

#save
ggsave(filename = './g2.jpg',plot=g2)
## Saving 7 x 5 in image

Esquisse

#install.packages('esquisse')
#library('esquisse')
#esquisse::esquisser()
setwd('~/lecture/riii')
load('./Statistics/appledaily.RData')
str(appledaily)
## 'data.frame':    1500 obs. of  5 variables:
##  $ content : chr  "\n                                        (更新:新增影片)想要透過刮刮樂彩券一夕致富，但他卻用錯方法！台中市一名"| __truncated__ "\n                                        澳洲一名就讀雪梨大學的華裔博士生，日前公開一段燒毀中國護照的影片，還"| __truncated__ "\n                                        【行銷專題企劃】房價高高在上，沒錢買房沒關係，但你認為自己是聰明的租"| __truncated__ "\n                                        本內容由中央廣播電臺提供        美國國防部長卡特(Ash Carter)今天(15日"| __truncated__ ...
##  $ title   : chr  "【更新】搶2.2萬彩券刮中1.4萬　沒發財還得入獄" "拿到澳洲護照後　他放火燒中國護照" "【特企】房市大追擊- 租屋這些事情要小心" "【央廣RTI】美菲軍演  美防長南海登艦" ...
##  $ dt      : chr  "2016年04月15日14:32" "2016年04月15日14:32" "2016年04月15日14:31" "2016年04月15日14:30" ...
##  $ category: chr  "社會" "國際" "地產" "國際" ...
##  $ clicked : chr  "人氣(1754)" "人氣(0)" "人氣(0)" "人氣(0)" ...
as.POSIXct(appledaily[1,'dt'],format='%Y年%m月%d日%H:%M')
## [1] "2016-04-15 14:32:00 CST"
#比較as.POSIXct() 和 as.POSIXlt()
t1 = as.POSIXct(appledaily$dt,format = '%Y年%m月%d日%H:%M')
class(t1)
## [1] "POSIXct" "POSIXt"
head(unclass(t1))
## [1] 1460701920 1460701920 1460701860 1460701800 1460701680 1460701680
t2 = as.POSIXlt(appledaily$dt,format = '%Y年%m月%d日%H:%M')
class(t2)
## [1] "POSIXlt" "POSIXt"
unclass(t2)
## $sec
##    [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##   [35] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##   [69] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [103] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [137] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [171] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [205] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [239] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [273] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [307] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [341] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [375] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [409] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [443] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [477] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [511] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [545] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [579] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [613] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [647] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [681] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [715] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [749] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [783] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [817] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [851] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [885] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [919] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [953] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [987] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1021] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1055] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1089] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1123] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1157] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1191] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1225] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1259] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1293] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1327] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1361] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1395] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1429] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1463] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1497] 0 0 0 0
## 
## $min
##    [1] 32 32 31 30 28 28 25 24 24 23 22 21 19 19 18 17 15 15 12 10  0 59 59
##   [24] 54 54 52 51 51 50 50 50 49 48 47 45 45 45 44 42 40 40 39 38 34 34 33
##   [47] 30 30 26 23 18 10  8  8  8  7  6  5  5  2  1  0  0 59 56 52 50 49 49
##   [70] 48 47 42 42 41 41 41 39 38 37 36 36 35 34 34 33 33 33 33 29 27 27 26
##   [93] 21 21 20 20 20 19 16 16 15 13 12 11 10 10 10 10  9  9  8  7  7  6  5
##  [116]  5  5  4  3  2  0  0  0  0  0 59 59 58 58 58 56 55 54 54 54 54 53 53
##  [139] 52 52 50 49 48 47 47 47 47 47 46 45 47 47 46 45 45 43 43 42 40 40 39
##  [162] 38 38 37 37 37 35 35 34 32 28 27 27 26 25 25 25 23 23 23 12 11 10 10
##  [185]  9  9  8  7  7  6  5  3  2  0  0  0  0  0  0 57 56 53 49 48 47 47 46
##  [208] 46 44 44 42 42 41 40 39 39 35 34 34 33 31 30 30 30 27 27 25 25 24 22
##  [231] 20 20 18 17 16 15 14 10  5  5 14 10  5  5  4  1  0  0 57 57 55 49 49
##  [254] 47 46 46 45 45 44 44 42 40 38 36 34 34 30 28 26 25 12  8  8  4  4  3
##  [277]  0 57 50 49 44 41 38 28 20 16 15  6  5  4  4  3  2 57 49 45 45 36 35
##  [300] 34 45 36 35 34 32 28 25 25 24 19 17 14 10  8  1 59 56 49 49 46 45 41
##  [323] 37 34 30 30 29 28 20 16 16 14 13 59 56 55 35 21  0 57 47 40 27 25 40
##  [346] 40 29 15 46 29 12 59 55 40 21 10 51 48 38 36 30 29 24 24 24 23 23 18
##  [369] 17 17 17 16 15 15 14 14 13 13 12 12 12 11 10 10 10 10  9  9  8  8  8
##  [392]  8  7  7  6  6  6  5  5  5  5  5  4  4  4  3  3  3  3  3  3  2  1  1
##  [415]  1  1  0  0  0  0  0  0  0  0  0 51 51 46 40 40 26 21 18  8  4  4  0
##  [438] 59 55 54 53 50 47 45 43 42 42 39 37 37 37 36 34 33 33 32 31 30 28 26
##  [461] 26 22 20 20 15 14 12  8  7  6  5  4  4  2  2  2  1  0 59 57 56 53 52
##  [484] 50 49 48 47 46 44 42 42 40 38 30 25 18 18 17 13 13 11  9  8  5  1  1
##  [507] 51 45 45 44 42 42 40 39 39 39 38 38 30 30 29 25 25 24 20 20 18 17 13
##  [530] 12 10  5  4  3  3  1  1  0  0  0 58 56 55 53 52 51 50 49 46 40 40 38
##  [553] 36 36 35 34 33 32 31 31 30 30 27 25 20 20 20 19 15 11 11  8  7  5  1
##  [576]  0  0  0 58 56 56 55 54 53 52 50 47 45 45 44 42 42 40 40 40 39 37 36
##  [599] 34 33 32 30 29 28 28 28 27 27 24 23 22 21 20 20 16 15 14 13 11 10  8
##  [622]  7  4  0 59 58 54 54 52 51 50 49 47 45 44 41 41 41 39 39 39 38 37 36
##  [645] 36 36 35 34 33 33 30 29 29 28 28 24 21 20 18 18 17 16 16 15 15 13 12
##  [668] 10  9  6  6  5  5  5  3  1  0  0  0  0  0 59 59 58 57 57 56 55 54 52
##  [691] 50 50 50 49 47 46 46 45 45 43 40 40 40 39 36 34 33 33 31 30 30 30 30
##  [714] 30 28 23 23 22 22 22 21 20 19 18 17 16 14 12 11 10 10  8  7  6  4  1
##  [737]  0  0  0  0 59 57 52 50 49 49 48 47 43 41 43 41 40 39 39 35 35 32 30
##  [760] 29 28 28 26 25 24 24 22 21 20 20 19 19 13 13 12 12 12 11 11  9  9  6
##  [783]  5  5  2  2  1  0  0  0  0 56 55 53 52 51 50 50 47 45 45 44 43 43 43
##  [806] 41 39 37 35 34 33 32 31 30 30 30 29 27 27 25 25 24 23 23 22 22 20 18
##  [829] 18 17 14 11 10 10  8  6  5  5  5  1  0  0  0  0 59 56 55 55 54 54 53
##  [852] 52 51 49 45 41 40 40 40 39 38 36 34 32 30 24 23 20 19 19 19 15 14  8
##  [875]  6  5  5  4  4  1  1 59 52 49 47 47 46 46 40 36 35 34 31 30 29 29 29
##  [898] 27 26 26 25 25 25 25 24 23 21 19 19 18 17 17 16 16 16 16 16 16 15 13
##  [921] 12 11 11 10  9  9  9  7  7  6  5  5  5  3  3  2  0  0  0 59 59 58 56
##  [944] 55 55 55 54 53 50 50 47 47 46 46 45 45 45 42 41 41 40 40 40 40 34 33
##  [967] 33 32 31 30 28 25 24 20 19 18 15 12 11 10  7  6  5  4  4  1  0  0  0
##  [990]  0  0 59 56 53 52 51 50 48 44 42 41 40 40 40 39 37 37 34 33 32 32 29
## [1013] 29 28 24 24 19 19 19 17 15 11 10 10 10 10 10 10  9  9  9  5  3  3 58
## [1036] 54 54 53 53 53 51 50 46 46 46 41 36 32 30 29 26 23 12 11  6  4  3  2
## [1059]  0  0 56 47 44 40 38 36 30 29 25 24 23  8  1  0  0 58 52 50 48 45 45
## [1082] 44 39 39 38 36 36 36 34 34 33 30 29 21 20 18 18 16 12  7  6  4  0 57
## [1105] 52 50 45 35 35 30 28 27 24 24 19 17  4 55 49 38 38 28 27  7 52 42 35
## [1128] 28 23 51 40 40 37 22 11  5 53 36 32 22 15  0 47 41 12 38 35 35 35 34
## [1151] 34 34 34 34 34 34 34 30 30 30 30 30 30 30 30 28 28 26 25 24 24 24 24
## [1174] 22 18 18 14 13 12 12 10 10  9  9  8  8  6  5  5  4  3  3  2  2  2  1
## [1197]  1  1  0  0  0 59 58 57 50 48 43 41 40 38 35 34 30 30 26 24 23 20 20
## [1220] 13 12 11 10  6  0 57 50 42 40 39 34 33 32 30 28 28 23 23 20 18 17 15
## [1243] 14 13 10  4  2  0  0 59 55 52 51 49 49 47 46 45 45 42 39 38 38 36 30
## [1266] 28 23 22 20 17 16 15 11 10 10 10  8  5  5  2  0  0 58 58 57 56 55 55
## [1289] 53 52 51 50 50 48 48 44 44 40 35 30 28 27 26 24 23 23 22 18 16 12 10
## [1312]  8  8  6  6  5  2  0  0  0 57 56 54 54 53 53 51 50 50 48 45 44 44 42
## [1335] 40 40 40 37 36 32 32 30 30 29 28 27 26 25 20 20 19 18 18 17 17 10 10
## [1358]  8  6  6  3  3  2  1  0  0  0 59 58 58 56 56 54 50 50 48 47 46 46 44
## [1381] 44 44 42 42 40 40 40 39 39 38 37 37 34 33 31 28 27 24 22 21 20 19 15
## [1404] 15 14 11 11 10 10 10 10 10 10  8  7  3  3  3  3  0 59 58 57 56 55 55
## [1427] 55 54 53 50 45 43 43 42 41 41 40 40 40 40 39 39 36 33 33 32 30 30 29
## [1450] 28 25 22 19 18 15 12 11  9  8  5  4  4  3  2 56 55 54 53 53 52 51 51
## [1473] 49 46 41 40 40 38 38 37 35 35 35 35 33 32 31 30 29 27 26 25 23 23 20
## [1496] 19 18 17 14 13
## 
## $hour
##    [1] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 13 13
##   [24] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
##   [47] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 12 12 12 12 12 12
##   [70] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
##   [93] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
##  [116] 12 12 12 12 12 12 12 12 12 12 11 11 11 11 11 11 11 11 11 11 11 11 11
##  [139] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11
##  [162] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11
##  [185] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 10 10 10 10 10 10 10 10
##  [208] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
##  [231] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10  9  9  9  9  9
##  [254]  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
##  [277]  9  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  7  7  7  7  7  7
##  [300]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  6  6  6  6  6  6  6
##  [323]  6  6  6  6  6  6  6  6  6  6  6  5  5  5  5  5  5  4  4  4  4  4  3
##  [346]  3  3  3  2  2  2  1  1  1  1  1  0  0  0  0  0  0  0  0  0  0  0  0
##  [369]  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##  [392]  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
##  [415]  0  0  0  0  0  0  0  0  0  0  0 23 23 23 23 23 23 23 23 23 23 23 23
##  [438] 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
##  [461] 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 21 21 21 21 21
##  [484] 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21
##  [507] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
##  [530] 20 20 20 20 20 20 20 20 20 20 20 19 19 19 19 19 19 19 19 19 19 19 19
##  [553] 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19
##  [576] 19 19 19 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18
##  [599] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18
##  [622] 18 18 18 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17
##  [645] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17
##  [668] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 16 16 16 16 16 16 16 16 16
##  [691] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16
##  [714] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16
##  [737] 16 16 16 16 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [760] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [783] 15 15 15 15 15 15 15 15 15 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [806] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [829] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 13 13 13 13 13 13 13
##  [852] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
##  [875] 13 13 13 13 13 13 13 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
##  [898] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12
##  [921] 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 12 11 11 11 11
##  [944] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11
##  [967] 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11 11
##  [990] 11 11 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
## [1013] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10  9
## [1036]  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
## [1059]  9  9  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  7  7  7  7  7  7
## [1082]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  6
## [1105]  6  6  6  6  6  6  6  6  6  6  6  6  6  5  5  5  5  5  5  5  4  4  4
## [1128]  4  4  3  3  3  3  3  3  3  2  2  2  2  2  2  1  1  1  0  0  0  0  0
## [1151]  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
## [1174]  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0
## [1197]  0  0  0  0  0 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23 23
## [1220] 23 23 23 23 23 23 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22 22
## [1243] 22 22 22 22 22 22 22 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21
## [1266] 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 21 20 20 20 20 20 20
## [1289] 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20
## [1312] 20 20 20 20 20 20 20 20 20 19 19 19 19 19 19 19 19 19 19 19 19 19 19
## [1335] 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19 19
## [1358] 19 19 19 19 19 19 19 19 19 19 18 18 18 18 18 18 18 18 18 18 18 18 18
## [1381] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18
## [1404] 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 18 17 17 17 17 17 17
## [1427] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17
## [1450] 17 17 17 17 17 17 17 17 17 17 17 17 17 17 17 16 16 16 16 16 16 16 16
## [1473] 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16 16
## [1496] 16 16 16 16 16
## 
## $mday
##    [1] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##   [24] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##   [47] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##   [70] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##   [93] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [116] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [139] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [162] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [185] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [208] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [231] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [254] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [277] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [300] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [323] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [346] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [369] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [392] 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15 15
##  [415] 15 15 15 15 15 15 15 15 15 15 15 14 14 14 14 14 14 14 14 14 14 14 14
##  [438] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [461] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [484] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [507] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [530] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [553] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [576] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [599] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [622] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [645] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [668] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [691] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [714] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [737] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [760] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [783] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [806] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [829] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [852] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [875] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [898] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [921] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [944] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [967] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
##  [990] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1013] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1036] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1059] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1082] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1105] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1128] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1151] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1174] 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14 14
## [1197] 14 14 14 14 14 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1220] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1243] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1266] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1289] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1312] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1335] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1358] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1381] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1404] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1427] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1450] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1473] 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13 13
## [1496] 13 13 13 13 13
## 
## $mon
##    [1] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##   [35] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##   [69] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [103] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [137] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [171] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [205] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [239] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [273] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [307] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [341] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [375] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [409] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [443] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [477] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [511] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [545] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [579] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [613] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [647] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [681] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [715] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [749] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [783] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [817] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [851] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [885] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [919] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [953] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
##  [987] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1021] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1055] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1089] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1123] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1157] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1191] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1225] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1259] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1293] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1327] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1361] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1395] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1429] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1463] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1497] 3 3 3 3
## 
## $year
##    [1] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##   [18] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##   [35] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##   [52] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##   [69] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##   [86] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [103] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [120] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [137] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [154] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [171] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [188] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [205] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [222] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [239] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [256] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [273] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [290] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [307] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [324] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [341] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [358] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [375] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [392] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [409] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [426] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [443] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [460] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [477] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [494] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [511] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [528] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [545] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [562] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [579] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [596] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [613] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [630] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [647] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [664] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [681] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [698] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [715] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [732] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [749] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [766] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [783] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [800] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [817] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [834] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [851] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [868] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [885] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [902] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [919] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [936] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [953] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [970] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
##  [987] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1004] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1021] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1038] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1055] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1072] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1089] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1106] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1123] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1140] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1157] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1174] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1191] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1208] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1225] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1242] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1259] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1276] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1293] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1310] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1327] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1344] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1361] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1378] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1395] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1412] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1429] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1446] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1463] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1480] 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116 116
## [1497] 116 116 116 116
## 
## $wday
##    [1] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##   [35] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##   [69] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [103] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [137] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [171] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [205] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [239] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [273] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [307] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [341] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [375] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5
##  [409] 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 5 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [443] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [477] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [511] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [545] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [579] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [613] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [647] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [681] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [715] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [749] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [783] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [817] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [851] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [885] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [919] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [953] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
##  [987] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1021] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1055] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1089] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1123] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1157] 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4
## [1191] 4 4 4 4 4 4 4 4 4 4 4 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1225] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1259] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1293] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1327] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1361] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1395] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1429] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1463] 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3
## [1497] 3 3 3 3
## 
## $yday
##    [1] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##   [18] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##   [35] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##   [52] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##   [69] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##   [86] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [103] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [120] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [137] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [154] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [171] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [188] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [205] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [222] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [239] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [256] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [273] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [290] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [307] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [324] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [341] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [358] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [375] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [392] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [409] 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105 105
##  [426] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [443] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [460] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [477] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [494] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [511] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [528] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [545] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [562] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [579] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [596] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [613] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [630] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [647] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [664] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [681] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [698] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [715] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [732] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [749] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [766] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [783] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [800] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [817] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [834] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [851] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [868] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [885] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [902] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [919] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [936] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [953] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [970] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
##  [987] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1004] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1021] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1038] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1055] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1072] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1089] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1106] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1123] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1140] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1157] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1174] 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104 104
## [1191] 104 104 104 104 104 104 104 104 104 104 104 103 103 103 103 103 103
## [1208] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1225] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1242] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1259] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1276] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1293] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1310] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1327] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1344] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1361] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1378] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1395] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1412] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1429] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1446] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1463] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1480] 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103 103
## [1497] 103 103 103 103
## 
## $isdst
##    [1] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##   [35] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##   [69] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [103] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [137] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [171] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [205] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [239] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [273] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [307] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [341] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [375] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [409] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [443] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [477] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [511] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [545] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [579] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [613] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [647] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [681] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [715] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [749] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [783] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [817] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [851] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [885] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [919] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [953] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##  [987] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1021] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1055] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1089] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1123] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1157] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1191] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1225] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1259] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1293] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1327] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1361] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1395] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1429] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1463] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## [1497] 0 0 0 0
## 
## $zone
##    [1] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [12] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [23] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [34] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [45] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [56] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [67] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [78] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##   [89] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [100] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [111] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [122] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [133] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [144] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [155] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [166] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [177] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [188] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [199] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [210] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [221] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [232] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [243] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [254] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [265] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [276] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [287] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [298] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [309] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [320] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [331] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [342] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [353] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [364] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [375] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [386] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [397] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [408] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [419] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [430] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [441] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [452] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [463] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [474] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [485] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [496] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [507] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [518] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [529] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [540] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [551] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [562] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [573] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [584] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [595] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [606] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [617] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [628] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [639] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [650] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [661] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [672] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [683] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [694] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [705] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [716] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [727] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [738] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [749] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [760] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [771] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [782] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [793] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [804] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [815] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [826] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [837] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [848] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [859] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [870] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [881] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [892] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [903] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [914] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [925] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [936] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [947] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [958] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [969] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [980] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
##  [991] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1002] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1013] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1024] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1035] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1046] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1057] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1068] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1079] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1090] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1101] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1112] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1123] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1134] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1145] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1156] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1167] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1178] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1189] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1200] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1211] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1222] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1233] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1244] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1255] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1266] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1277] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1288] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1299] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1310] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1321] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1332] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1343] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1354] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1365] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1376] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1387] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1398] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1409] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1420] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1431] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1442] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1453] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1464] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1475] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1486] "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST" "CST"
## [1497] "CST" "CST" "CST" "CST"
## 
## $gmtoff
##    [1] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [231] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [277] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [346] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [369] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [484] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [576] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [599] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [622] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [645] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [691] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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##  [737] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [760] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [783] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [806] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [829] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [852] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [875] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [898] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [921] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [944] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [967] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
##  [990] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1013] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1036] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1059] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1082] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1105] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1128] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1151] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1174] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1197] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1220] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
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## [1289] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1312] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1335] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1358] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1381] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1404] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1427] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1450] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1473] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [1496] NA NA NA NA NA
strptime(appledaily$dt,'%Y年%m月%d日%H:%M')
##    [1] "2016-04-15 14:32:00 CST" "2016-04-15 14:32:00 CST"
##    [3] "2016-04-15 14:31:00 CST" "2016-04-15 14:30:00 CST"
##    [5] "2016-04-15 14:28:00 CST" "2016-04-15 14:28:00 CST"
##    [7] "2016-04-15 14:25:00 CST" "2016-04-15 14:24:00 CST"
##    [9] "2016-04-15 14:24:00 CST" "2016-04-15 14:23:00 CST"
##   [11] "2016-04-15 14:22:00 CST" "2016-04-15 14:21:00 CST"
##   [13] "2016-04-15 14:19:00 CST" "2016-04-15 14:19:00 CST"
##   [15] "2016-04-15 14:18:00 CST" "2016-04-15 14:17:00 CST"
##   [17] "2016-04-15 14:15:00 CST" "2016-04-15 14:15:00 CST"
##   [19] "2016-04-15 14:12:00 CST" "2016-04-15 14:10:00 CST"
##   [21] "2016-04-15 14:00:00 CST" "2016-04-15 13:59:00 CST"
##   [23] "2016-04-15 13:59:00 CST" "2016-04-15 13:54:00 CST"
##   [25] "2016-04-15 13:54:00 CST" "2016-04-15 13:52:00 CST"
##   [27] "2016-04-15 13:51:00 CST" "2016-04-15 13:51:00 CST"
##   [29] "2016-04-15 13:50:00 CST" "2016-04-15 13:50:00 CST"
##   [31] "2016-04-15 13:50:00 CST" "2016-04-15 13:49:00 CST"
##   [33] "2016-04-15 13:48:00 CST" "2016-04-15 13:47:00 CST"
##   [35] "2016-04-15 13:45:00 CST" "2016-04-15 13:45:00 CST"
##   [37] "2016-04-15 13:45:00 CST" "2016-04-15 13:44:00 CST"
##   [39] "2016-04-15 13:42:00 CST" "2016-04-15 13:40:00 CST"
##   [41] "2016-04-15 13:40:00 CST" "2016-04-15 13:39:00 CST"
##   [43] "2016-04-15 13:38:00 CST" "2016-04-15 13:34:00 CST"
##   [45] "2016-04-15 13:34:00 CST" "2016-04-15 13:33:00 CST"
##   [47] "2016-04-15 13:30:00 CST" "2016-04-15 13:30:00 CST"
##   [49] "2016-04-15 13:26:00 CST" "2016-04-15 13:23:00 CST"
##   [51] "2016-04-15 13:18:00 CST" "2016-04-15 13:10:00 CST"
##   [53] "2016-04-15 13:08:00 CST" "2016-04-15 13:08:00 CST"
##   [55] "2016-04-15 13:08:00 CST" "2016-04-15 13:07:00 CST"
##   [57] "2016-04-15 13:06:00 CST" "2016-04-15 13:05:00 CST"
##   [59] "2016-04-15 13:05:00 CST" "2016-04-15 13:02:00 CST"
##   [61] "2016-04-15 13:01:00 CST" "2016-04-15 13:00:00 CST"
##   [63] "2016-04-15 13:00:00 CST" "2016-04-15 12:59:00 CST"
##   [65] "2016-04-15 12:56:00 CST" "2016-04-15 12:52:00 CST"
##   [67] "2016-04-15 12:50:00 CST" "2016-04-15 12:49:00 CST"
##   [69] "2016-04-15 12:49:00 CST" "2016-04-15 12:48:00 CST"
##   [71] "2016-04-15 12:47:00 CST" "2016-04-15 12:42:00 CST"
##   [73] "2016-04-15 12:42:00 CST" "2016-04-15 12:41:00 CST"
##   [75] "2016-04-15 12:41:00 CST" "2016-04-15 12:41:00 CST"
##   [77] "2016-04-15 12:39:00 CST" "2016-04-15 12:38:00 CST"
##   [79] "2016-04-15 12:37:00 CST" "2016-04-15 12:36:00 CST"
##   [81] "2016-04-15 12:36:00 CST" "2016-04-15 12:35:00 CST"
##   [83] "2016-04-15 12:34:00 CST" "2016-04-15 12:34:00 CST"
##   [85] "2016-04-15 12:33:00 CST" "2016-04-15 12:33:00 CST"
##   [87] "2016-04-15 12:33:00 CST" "2016-04-15 12:33:00 CST"
##   [89] "2016-04-15 12:29:00 CST" "2016-04-15 12:27:00 CST"
##   [91] "2016-04-15 12:27:00 CST" "2016-04-15 12:26:00 CST"
##   [93] "2016-04-15 12:21:00 CST" "2016-04-15 12:21:00 CST"
##   [95] "2016-04-15 12:20:00 CST" "2016-04-15 12:20:00 CST"
##   [97] "2016-04-15 12:20:00 CST" "2016-04-15 12:19:00 CST"
##   [99] "2016-04-15 12:16:00 CST" "2016-04-15 12:16:00 CST"
##  [101] "2016-04-15 12:15:00 CST" "2016-04-15 12:13:00 CST"
##  [103] "2016-04-15 12:12:00 CST" "2016-04-15 12:11:00 CST"
##  [105] "2016-04-15 12:10:00 CST" "2016-04-15 12:10:00 CST"
##  [107] "2016-04-15 12:10:00 CST" "2016-04-15 12:10:00 CST"
##  [109] "2016-04-15 12:09:00 CST" "2016-04-15 12:09:00 CST"
##  [111] "2016-04-15 12:08:00 CST" "2016-04-15 12:07:00 CST"
##  [113] "2016-04-15 12:07:00 CST" "2016-04-15 12:06:00 CST"
##  [115] "2016-04-15 12:05:00 CST" "2016-04-15 12:05:00 CST"
##  [117] "2016-04-15 12:05:00 CST" "2016-04-15 12:04:00 CST"
##  [119] "2016-04-15 12:03:00 CST" "2016-04-15 12:02:00 CST"
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##  [751] "2016-04-14 15:43:00 CST" "2016-04-14 15:41:00 CST"
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##  [801] "2016-04-14 14:45:00 CST" "2016-04-14 14:44:00 CST"
##  [803] "2016-04-14 14:43:00 CST" "2016-04-14 14:43:00 CST"
##  [805] "2016-04-14 14:43:00 CST" "2016-04-14 14:41:00 CST"
##  [807] "2016-04-14 14:39:00 CST" "2016-04-14 14:37:00 CST"
##  [809] "2016-04-14 14:35:00 CST" "2016-04-14 14:34:00 CST"
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##  [813] "2016-04-14 14:31:00 CST" "2016-04-14 14:30:00 CST"
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##  [877] "2016-04-14 13:05:00 CST" "2016-04-14 13:04:00 CST"
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##  [897] "2016-04-14 12:29:00 CST" "2016-04-14 12:27:00 CST"
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##  [903] "2016-04-14 12:25:00 CST" "2016-04-14 12:25:00 CST"
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##  [915] "2016-04-14 12:16:00 CST" "2016-04-14 12:16:00 CST"
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##  [927] "2016-04-14 12:09:00 CST" "2016-04-14 12:07:00 CST"
##  [929] "2016-04-14 12:07:00 CST" "2016-04-14 12:06:00 CST"
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##  [933] "2016-04-14 12:05:00 CST" "2016-04-14 12:03:00 CST"
##  [935] "2016-04-14 12:03:00 CST" "2016-04-14 12:02:00 CST"
##  [937] "2016-04-14 12:00:00 CST" "2016-04-14 12:00:00 CST"
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##  [955] "2016-04-14 11:45:00 CST" "2016-04-14 11:45:00 CST"
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##  [963] "2016-04-14 11:40:00 CST" "2016-04-14 11:40:00 CST"
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##  [983] "2016-04-14 11:05:00 CST" "2016-04-14 11:04:00 CST"
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## [1189] "2016-04-14 00:05:00 CST" "2016-04-14 00:04:00 CST"
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## [1287] "2016-04-13 20:55:00 CST" "2016-04-13 20:55:00 CST"
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## [1295] "2016-04-13 20:48:00 CST" "2016-04-13 20:44:00 CST"
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## [1313] "2016-04-13 20:08:00 CST" "2016-04-13 20:06:00 CST"
## [1315] "2016-04-13 20:06:00 CST" "2016-04-13 20:05:00 CST"
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## [1325] "2016-04-13 19:53:00 CST" "2016-04-13 19:53:00 CST"
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## [1329] "2016-04-13 19:50:00 CST" "2016-04-13 19:48:00 CST"
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## [1355] "2016-04-13 19:17:00 CST" "2016-04-13 19:10:00 CST"
## [1357] "2016-04-13 19:10:00 CST" "2016-04-13 19:08:00 CST"
## [1359] "2016-04-13 19:06:00 CST" "2016-04-13 19:06:00 CST"
## [1361] "2016-04-13 19:03:00 CST" "2016-04-13 19:03:00 CST"
## [1363] "2016-04-13 19:02:00 CST" "2016-04-13 19:01:00 CST"
## [1365] "2016-04-13 19:00:00 CST" "2016-04-13 19:00:00 CST"
## [1367] "2016-04-13 19:00:00 CST" "2016-04-13 18:59:00 CST"
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## [1371] "2016-04-13 18:56:00 CST" "2016-04-13 18:56:00 CST"
## [1373] "2016-04-13 18:54:00 CST" "2016-04-13 18:50:00 CST"
## [1375] "2016-04-13 18:50:00 CST" "2016-04-13 18:48:00 CST"
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## [1379] "2016-04-13 18:46:00 CST" "2016-04-13 18:44:00 CST"
## [1381] "2016-04-13 18:44:00 CST" "2016-04-13 18:44:00 CST"
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## [1385] "2016-04-13 18:40:00 CST" "2016-04-13 18:40:00 CST"
## [1387] "2016-04-13 18:40:00 CST" "2016-04-13 18:39:00 CST"
## [1389] "2016-04-13 18:39:00 CST" "2016-04-13 18:38:00 CST"
## [1391] "2016-04-13 18:37:00 CST" "2016-04-13 18:37:00 CST"
## [1393] "2016-04-13 18:34:00 CST" "2016-04-13 18:33:00 CST"
## [1395] "2016-04-13 18:31:00 CST" "2016-04-13 18:28:00 CST"
## [1397] "2016-04-13 18:27:00 CST" "2016-04-13 18:24:00 CST"
## [1399] "2016-04-13 18:22:00 CST" "2016-04-13 18:21:00 CST"
## [1401] "2016-04-13 18:20:00 CST" "2016-04-13 18:19:00 CST"
## [1403] "2016-04-13 18:15:00 CST" "2016-04-13 18:15:00 CST"
## [1405] "2016-04-13 18:14:00 CST" "2016-04-13 18:11:00 CST"
## [1407] "2016-04-13 18:11:00 CST" "2016-04-13 18:10:00 CST"
## [1409] "2016-04-13 18:10:00 CST" "2016-04-13 18:10:00 CST"
## [1411] "2016-04-13 18:10:00 CST" "2016-04-13 18:10:00 CST"
## [1413] "2016-04-13 18:10:00 CST" "2016-04-13 18:08:00 CST"
## [1415] "2016-04-13 18:07:00 CST" "2016-04-13 18:03:00 CST"
## [1417] "2016-04-13 18:03:00 CST" "2016-04-13 18:03:00 CST"
## [1419] "2016-04-13 18:03:00 CST" "2016-04-13 18:00:00 CST"
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## [1423] "2016-04-13 17:57:00 CST" "2016-04-13 17:56:00 CST"
## [1425] "2016-04-13 17:55:00 CST" "2016-04-13 17:55:00 CST"
## [1427] "2016-04-13 17:55:00 CST" "2016-04-13 17:54:00 CST"
## [1429] "2016-04-13 17:53:00 CST" "2016-04-13 17:50:00 CST"
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## [1433] "2016-04-13 17:43:00 CST" "2016-04-13 17:42:00 CST"
## [1435] "2016-04-13 17:41:00 CST" "2016-04-13 17:41:00 CST"
## [1437] "2016-04-13 17:40:00 CST" "2016-04-13 17:40:00 CST"
## [1439] "2016-04-13 17:40:00 CST" "2016-04-13 17:40:00 CST"
## [1441] "2016-04-13 17:39:00 CST" "2016-04-13 17:39:00 CST"
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## [1445] "2016-04-13 17:33:00 CST" "2016-04-13 17:32:00 CST"
## [1447] "2016-04-13 17:30:00 CST" "2016-04-13 17:30:00 CST"
## [1449] "2016-04-13 17:29:00 CST" "2016-04-13 17:28:00 CST"
## [1451] "2016-04-13 17:25:00 CST" "2016-04-13 17:22:00 CST"
## [1453] "2016-04-13 17:19:00 CST" "2016-04-13 17:18:00 CST"
## [1455] "2016-04-13 17:15:00 CST" "2016-04-13 17:12:00 CST"
## [1457] "2016-04-13 17:11:00 CST" "2016-04-13 17:09:00 CST"
## [1459] "2016-04-13 17:08:00 CST" "2016-04-13 17:05:00 CST"
## [1461] "2016-04-13 17:04:00 CST" "2016-04-13 17:04:00 CST"
## [1463] "2016-04-13 17:03:00 CST" "2016-04-13 17:02:00 CST"
## [1465] "2016-04-13 16:56:00 CST" "2016-04-13 16:55:00 CST"
## [1467] "2016-04-13 16:54:00 CST" "2016-04-13 16:53:00 CST"
## [1469] "2016-04-13 16:53:00 CST" "2016-04-13 16:52:00 CST"
## [1471] "2016-04-13 16:51:00 CST" "2016-04-13 16:51:00 CST"
## [1473] "2016-04-13 16:49:00 CST" "2016-04-13 16:46:00 CST"
## [1475] "2016-04-13 16:41:00 CST" "2016-04-13 16:40:00 CST"
## [1477] "2016-04-13 16:40:00 CST" "2016-04-13 16:38:00 CST"
## [1479] "2016-04-13 16:38:00 CST" "2016-04-13 16:37:00 CST"
## [1481] "2016-04-13 16:35:00 CST" "2016-04-13 16:35:00 CST"
## [1483] "2016-04-13 16:35:00 CST" "2016-04-13 16:35:00 CST"
## [1485] "2016-04-13 16:33:00 CST" "2016-04-13 16:32:00 CST"
## [1487] "2016-04-13 16:31:00 CST" "2016-04-13 16:30:00 CST"
## [1489] "2016-04-13 16:29:00 CST" "2016-04-13 16:27:00 CST"
## [1491] "2016-04-13 16:26:00 CST" "2016-04-13 16:25:00 CST"
## [1493] "2016-04-13 16:23:00 CST" "2016-04-13 16:23:00 CST"
## [1495] "2016-04-13 16:20:00 CST" "2016-04-13 16:19:00 CST"
## [1497] "2016-04-13 16:18:00 CST" "2016-04-13 16:17:00 CST"
## [1499] "2016-04-13 16:14:00 CST" "2016-04-13 16:13:00 CST"
appledaily$dt = as.POSIXct(appledaily$dt,format = '%Y年%m月%d日%H:%M')

str(appledaily)
## 'data.frame':    1500 obs. of  5 variables:
##  $ content : chr  "\n                                        (更新:新增影片)想要透過刮刮樂彩券一夕致富，但他卻用錯方法！台中市一名"| __truncated__ "\n                                        澳洲一名就讀雪梨大學的華裔博士生，日前公開一段燒毀中國護照的影片，還"| __truncated__ "\n                                        【行銷專題企劃】房價高高在上，沒錢買房沒關係，但你認為自己是聰明的租"| __truncated__ "\n                                        本內容由中央廣播電臺提供        美國國防部長卡特(Ash Carter)今天(15日"| __truncated__ ...
##  $ title   : chr  "【更新】搶2.2萬彩券刮中1.4萬　沒發財還得入獄" "拿到澳洲護照後　他放火燒中國護照" "【特企】房市大追擊- 租屋這些事情要小心" "【央廣RTI】美菲軍演  美防長南海登艦" ...
##  $ dt      : POSIXct, format: "2016-04-15 14:32:00" "2016-04-15 14:32:00" ...
##  $ category: chr  "社會" "國際" "地產" "國際" ...
##  $ clicked : chr  "人氣(1754)" "人氣(0)" "人氣(0)" "人氣(0)" ...

lubridate package

#install.packages('lubridate')
library(lubridate)
## 
## Attaching package: 'lubridate'
## The following object is masked from 'package:base':
## 
##     date
# Extracting information
now_date = now()

year(now_date)
## [1] 2019
month(now_date,label=T)
## [1]  7
## Levels:  1 <  2 <  3 <  4 <  5 <  6 <  7 <  8 <  9 < 10 < 11 < 12
day(now_date)
## [1] 11
hour(now_date)
## [1] 16
minute(now_date)
## [1] 41
second(now_date)
## [1] 49.11012
wday(now_date,label=T)
## [1] 四
## Levels: 日 < 一 < 二 < 三 < 四 < 五 < 六
# Parsing dates and times
ymd(20190129)
## [1] "2019-01-29"
mdy(01292019)
## [1] "2019-01-29"
dmy(29012019)
## [1] "2019-01-29"
ymd('2019/01/29')
## [1] "2019-01-29"
ymd('2019.01.29')
## [1] "2019-01-29"
ymd('2019.01.29')
## [1] "2019-01-29"
ymd_hm('2019/1/29 14:40',tz='Asia/Taipei')
## [1] "2019-01-29 14:40:00 CST"
with_tz(ymd_hm('2019/1/29 14:40',tz='Asia/Taipei'),tzone='America/Los_Angeles')
## [1] "2019-01-28 22:40:00 PST"
appledaily$dt = ymd_hm(appledaily$dt)
## Warning: All formats failed to parse. No formats found.

擷取點擊數中數值部分

“.” => 0~多個 . “+” => 1~多個 + “?” => 0 or 1 ?

#方法一：利用sub函數取代
tmp = sub("人氣\\(","",appledaily$clicked[1])
tmp2 = sub("\\)","",tmp)
click = as.numeric(tmp2)

clicked = sub('\\)','',sub('人氣\\(','',appledaily$clicked))
clicked = as.integer(clicked)
head(clicked)
## [1] 1754    0    0    0  311   24
#方法二：使用stringr套件的str_match()
library(stringr)
?str_match

clicked = as.integer(str_match(appledaily$clicked,"人氣\\((\\d+)\\)")[,2])

appledaily$clicked = clicked
head(clicked)
## [1] 1754    0    0    0  311   24

其他常見字串處理函式

#利用gsub函數取代
s = "aaa bbb ccc aaa bbb aaa"
gsub("aaa","",s)
## [1] " bbb ccc  bbb "
#grep()  ==> return index
test_str = c('abcd','bcd','cde')
grep('a',test_str)
## [1] 1
test_str[grep('a',test_str)]
## [1] "abcd"
appledaily[grep('中國',appledaily$title[1:5]),]
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   content
## 2 \n                                        澳洲一名就讀雪梨大學的華裔博士生，日前公開一段燒毀中國護照的影片，還大肆批評留澳學生是一群「留學豬」。消息傳出後，這名博士生立刻被大陸網友起底。 據悉，該博士生姓名為吳維，正在雪梨大學攻讀金融學博士，同時在該校任教，並於去年加入澳洲籍。該博士生的微博名為「Pekojima」，該賬號從2012年開始一直處於活躍狀態。他稱自己為「澳洲公民」、「雪梨大學商學院全獎」、「金融系 Ph.D.」、「本系必修課head tutor」。但此微博現已被刪除。他也曾在微博上諷刺中國留學生的智商，稱他們「要花錢找論文代寫」，並侮辱留學生為「留學豬」。 英國《每日郵報》報導稱，雪梨大學已開始調查他焚燒中國護照一事。（大陸中心／綜合報導） 更多國際新聞請進蘋果繞著地球爆  \n                    翻攝網路翻攝網路                    \n                    googletag.cmd.push(function() {googletag.display('teadstv');})\n                    googletag.cmd.push(function() {googletag.display('goldenhorse');})\n                    googletag.cmd.push(function() {googletag.display('textlink');})\n                    有話要說 投稿「即時論壇」\n                  
##                              title   dt category clicked
## 2 拿到澳洲護照後　他放火燒中國護照 <NA>     國際       0
#grepl() ==> return boolean 
grepl('a',test_str)
## [1]  TRUE FALSE FALSE
test_str[grepl('a',test_str)]
## [1] "abcd"
#strsplit() ==> 字串分割
splited = strsplit(c('abc-def','ddd-ggg'),'-')
splited
## [[1]]
## [1] "abc" "def"
## 
## [[2]]
## [1] "ddd" "ggg"
class(splited)
## [1] "list"
### 取出list裡面部分元素
sapply(splited,function(e){e[1]})
## [1] "abc" "ddd"
unlist(splited)[seq(from=1,to=4,by=2)]
## [1] "abc" "ddd"
#substring() ==> 取得部份字串
test_s = 'abcdef'
nchar(test_s)
## [1] 6
substring(test_s,2,nchar('abcdef')-1)
## [1] "bcde"
#appledaily$category[applenews$category == '國際","LA","SF","NY","US'] = "國際"
#appledaily$category[applenews$category == '國際","SF","US'] = "國際"

儲存處理過的檔案

#applenews = appledaily
#save(applenews,file = 'Statistics/applenews.RData')

遺失值處理(missing value)

applenews = appledaily

idx= sample(1:nrow(applenews),size=30)
applenews[idx,'clicked'] = NA


#找尋遺失值
is.na(applenews)
##      content title   dt category clicked
## 1      FALSE FALSE TRUE    FALSE   FALSE
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## 1500   FALSE FALSE TRUE    FALSE   FALSE
sum(is.na(applenews$clicked))
## [1] 30
sapply(names(applenews),function(e){ sum(is.na(applenews[,e])) >0 })
##  content    title       dt category  clicked 
##    FALSE    FALSE     TRUE    FALSE     TRUE
cleaned_data = applenews[!is.na(applenews$clicked),]

#移除missing value
complete.cases(applenews)
##    [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##   [12] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##   [23] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
##   [34] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
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##  [199] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
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## [1024] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1035] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
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## [1057] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1068] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1079] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1090] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1101] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1112] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1123] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1134] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1145] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1156] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1167] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1178] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1189] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1200] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1211] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1222] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1233] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1244] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1255] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1266] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1277] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1288] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1299] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1310] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1321] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1332] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1343] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1354] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1365] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1376] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1387] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1398] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1409] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1420] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1431] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1442] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1453] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1464] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1475] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1486] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE
## [1497] FALSE FALSE FALSE FALSE
cleaned_data = applenews[complete.cases(applenews),]
str(cleaned_data)
## 'data.frame':    0 obs. of  5 variables:
##  $ content : chr 
##  $ title   : chr 
##  $ dt      : 'POSIXct' num(0) 
##  - attr(*, "tzone")= chr "UTC"
##  $ category: chr 
##  $ clicked : int
#以全體平均填補
applenews = appledaily
applenews[idx,'clicked'] = NA

mean_clicked = as.integer(mean(applenews$clicked,na.rm=T))
applenews$clicked[is.na(applenews$clicked)] = mean_clicked

sum(is.na(applenews$clicked))
## [1] 0

遺失值處理(missing value)(續)

#以類別平均填補
applenews = appledaily
applenews[idx,'clicked'] = NA

cat_means = tapply(applenews$clicked,applenews$category,function(e){as.integer(mean(e,na.rm=T))})
cat_means
##                       3C                     財經                     地產 
##                     3954                     5008                     7209 
##                     動物                     國際 國際","LA","SF","NY","US 
##                     4821                     9217                     4962 
##           國際","SF","US                     論壇                     社會 
##                     3721                     5639                    27982 
##                     生活                     時尚                     搜奇 
##                    11134                     6855                    11962 
##                     體育                     娛樂                     正妹 
##                    17015                    31779                    84118 
##                     政治 
##                    12013
for(i in names(cat_means)){
  applenews[applenews$category == i & is.na(applenews$clicked),'clicked'] = cat_means[i]
}

sum(is.na(applenews$clicked))
## [1] 0

mice

library(mice)
## Loading required package: lattice
## 
## Attaching package: 'mice'
## The following objects are masked from 'package:base':
## 
##     cbind, rbind
data(iris)
na_list = sample(1:nrow(iris),15)
iris[na_list,'Sepal.Length'] = NA

mice.data <- mice(iris,m = 3,method = "cart")
## 
##  iter imp variable
##   1   1  Sepal.Length
##   1   2  Sepal.Length
##   1   3  Sepal.Length
##   2   1  Sepal.Length
##   2   2  Sepal.Length
##   2   3  Sepal.Length
##   3   1  Sepal.Length
##   3   2  Sepal.Length
##   3   3  Sepal.Length
##   4   1  Sepal.Length
##   4   2  Sepal.Length
##   4   3  Sepal.Length
##   5   1  Sepal.Length
##   5   2  Sepal.Length
##   5   3  Sepal.Length
complete(mice.data,1)
##     Sepal.Length Sepal.Width Petal.Length Petal.Width    Species
## 1            5.1         3.5          1.4         0.2     setosa
## 2            4.9         3.0          1.4         0.2     setosa
## 3            4.7         3.2          1.3         0.2     setosa
## 4            4.6         3.1          1.5         0.2     setosa
## 5            5.0         3.6          1.4         0.2     setosa
## 6            5.4         3.9          1.7         0.4     setosa
## 7            4.6         3.4          1.4         0.3     setosa
## 8            5.0         3.4          1.5         0.2     setosa
## 9            4.4         2.9          1.4         0.2     setosa
## 10           4.9         3.1          1.5         0.1     setosa
## 11           5.4         3.7          1.5         0.2     setosa
## 12           4.8         3.4          1.6         0.2     setosa
## 13           4.8         3.0          1.4         0.1     setosa
## 14           4.3         3.0          1.1         0.1     setosa
## 15           5.8         4.0          1.2         0.2     setosa
## 16           5.7         4.4          1.5         0.4     setosa
## 17           5.4         3.9          1.3         0.4     setosa
## 18           5.1         3.5          1.4         0.3     setosa
## 19           5.7         3.8          1.7         0.3     setosa
## 20           5.1         3.8          1.5         0.3     setosa
## 21           5.4         3.4          1.7         0.2     setosa
## 22           5.1         3.7          1.5         0.4     setosa
## 23           4.6         3.6          1.0         0.2     setosa
## 24           5.1         3.3          1.7         0.5     setosa
## 25           4.8         3.4          1.9         0.2     setosa
## 26           5.0         3.0          1.6         0.2     setosa
## 27           5.0         3.4          1.6         0.4     setosa
## 28           5.2         3.5          1.5         0.2     setosa
## 29           5.2         3.4          1.4         0.2     setosa
## 30           4.7         3.2          1.6         0.2     setosa
## 31           4.8         3.1          1.6         0.2     setosa
## 32           5.4         3.4          1.5         0.4     setosa
## 33           5.2         4.1          1.5         0.1     setosa
## 34           5.5         4.2          1.4         0.2     setosa
## 35           4.9         3.1          1.5         0.2     setosa
## 36           5.0         3.2          1.2         0.2     setosa
## 37           5.5         3.5          1.3         0.2     setosa
## 38           4.9         3.6          1.4         0.1     setosa
## 39           4.4         3.0          1.3         0.2     setosa
## 40           5.1         3.4          1.5         0.2     setosa
## 41           4.6         3.5          1.3         0.3     setosa
## 42           4.5         2.3          1.3         0.3     setosa
## 43           4.4         3.2          1.3         0.2     setosa
## 44           5.0         3.5          1.6         0.6     setosa
## 45           5.1         3.8          1.9         0.4     setosa
## 46           4.8         3.0          1.4         0.3     setosa
## 47           5.1         3.8          1.6         0.2     setosa
## 48           4.6         3.2          1.4         0.2     setosa
## 49           5.3         3.7          1.5         0.2     setosa
## 50           5.0         3.3          1.4         0.2     setosa
## 51           7.0         3.2          4.7         1.4 versicolor
## 52           6.4         3.2          4.5         1.5 versicolor
## 53           6.9         3.1          4.9         1.5 versicolor
## 54           5.5         2.3          4.0         1.3 versicolor
## 55           6.5         2.8          4.6         1.5 versicolor
## 56           5.7         2.8          4.5         1.3 versicolor
## 57           6.3         3.3          4.7         1.6 versicolor
## 58           4.9         2.4          3.3         1.0 versicolor
## 59           6.6         2.9          4.6         1.3 versicolor
## 60           5.2         2.7          3.9         1.4 versicolor
## 61           5.0         2.0          3.5         1.0 versicolor
## 62           5.9         3.0          4.2         1.5 versicolor
## 63           6.0         2.2          4.0         1.0 versicolor
## 64           6.1         2.9          4.7         1.4 versicolor
## 65           5.5         2.9          3.6         1.3 versicolor
## 66           6.6         3.1          4.4         1.4 versicolor
## 67           5.6         3.0          4.5         1.5 versicolor
## 68           5.8         2.7          4.1         1.0 versicolor
## 69           6.2         2.2          4.5         1.5 versicolor
## 70           5.6         2.5          3.9         1.1 versicolor
## 71           5.9         3.2          4.8         1.8 versicolor
## 72           6.1         2.8          4.0         1.3 versicolor
## 73           6.3         2.5          4.9         1.5 versicolor
## 74           6.1         2.8          4.7         1.2 versicolor
## 75           6.0         2.9          4.3         1.3 versicolor
## 76           6.6         3.0          4.4         1.4 versicolor
## 77           6.8         2.8          4.8         1.4 versicolor
## 78           6.7         3.0          5.0         1.7 versicolor
## 79           6.0         2.9          4.5         1.5 versicolor
## 80           5.7         2.6          3.5         1.0 versicolor
## 81           5.5         2.4          3.8         1.1 versicolor
## 82           5.5         2.4          3.7         1.0 versicolor
## 83           5.8         2.7          3.9         1.2 versicolor
## 84           6.0         2.7          5.1         1.6 versicolor
## 85           5.4         3.0          4.5         1.5 versicolor
## 86           6.0         3.4          4.5         1.6 versicolor
## 87           6.7         3.1          4.7         1.5 versicolor
## 88           6.3         2.3          4.4         1.3 versicolor
## 89           5.6         3.0          4.1         1.3 versicolor
## 90           5.5         2.5          4.0         1.3 versicolor
## 91           5.5         2.6          4.4         1.2 versicolor
## 92           6.1         3.0          4.6         1.4 versicolor
## 93           5.8         2.6          4.0         1.2 versicolor
## 94           5.0         2.3          3.3         1.0 versicolor
## 95           5.6         2.7          4.2         1.3 versicolor
## 96           5.7         3.0          4.2         1.2 versicolor
## 97           5.7         2.9          4.2         1.3 versicolor
## 98           6.2         2.9          4.3         1.3 versicolor
## 99           4.9         2.5          3.0         1.1 versicolor
## 100          5.7         2.8          4.1         1.3 versicolor
## 101          6.3         3.3          6.0         2.5  virginica
## 102          5.8         2.7          5.1         1.9  virginica
## 103          7.1         3.0          5.9         2.1  virginica
## 104          6.3         2.9          5.6         1.8  virginica
## 105          6.5         3.0          5.8         2.2  virginica
## 106          7.7         3.0          6.6         2.1  virginica
## 107          6.6         2.5          4.5         1.7  virginica
## 108          7.3         2.9          6.3         1.8  virginica
## 109          7.2         2.5          5.8         1.8  virginica
## 110          7.2         3.6          6.1         2.5  virginica
## 111          6.5         3.2          5.1         2.0  virginica
## 112          6.4         2.7          5.3         1.9  virginica
## 113          6.8         3.0          5.5         2.1  virginica
## 114          5.7         2.5          5.0         2.0  virginica
## 115          6.7         2.8          5.1         2.4  virginica
## 116          6.4         3.2          5.3         2.3  virginica
## 117          6.5         3.0          5.5         1.8  virginica
## 118          7.7         3.8          6.7         2.2  virginica
## 119          7.7         2.6          6.9         2.3  virginica
## 120          6.0         2.2          5.0         1.5  virginica
## 121          6.9         3.2          5.7         2.3  virginica
## 122          5.6         2.8          4.9         2.0  virginica
## 123          7.7         2.8          6.7         2.0  virginica
## 124          6.3         2.7          4.9         1.8  virginica
## 125          7.1         3.3          5.7         2.1  virginica
## 126          7.2         3.2          6.0         1.8  virginica
## 127          6.2         2.8          4.8         1.8  virginica
## 128          6.1         3.0          4.9         1.8  virginica
## 129          6.4         2.8          5.6         2.1  virginica
## 130          7.2         3.0          5.8         1.6  virginica
## 131          7.4         2.8          6.1         1.9  virginica
## 132          7.9         3.8          6.4         2.0  virginica
## 133          6.4         2.8          5.6         2.2  virginica
## 134          6.6         2.8          5.1         1.5  virginica
## 135          6.4         2.6          5.6         1.4  virginica
## 136          7.7         3.0          6.1         2.3  virginica
## 137          6.3         3.4          5.6         2.4  virginica
## 138          6.4         3.1          5.5         1.8  virginica
## 139          6.0         3.0          4.8         1.8  virginica
## 140          6.4         3.1          5.4         2.1  virginica
## 141          6.7         3.1          5.6         2.4  virginica
## 142          6.9         3.1          5.1         2.3  virginica
## 143          5.8         2.7          5.1         1.9  virginica
## 144          6.8         3.2          5.9         2.3  virginica
## 145          6.7         3.3          5.7         2.5  virginica
## 146          6.7         3.0          5.2         2.3  virginica
## 147          6.3         2.5          5.0         1.9  virginica
## 148          6.5         3.0          5.2         2.0  virginica
## 149          6.2         3.4          5.4         2.3  virginica
## 150          5.9         3.0          5.1         1.8  virginica
complete(mice.data,1)[na_list,'Sepal.Length']
##  [1] 6.4 7.1 6.0 6.7 5.5 4.6 4.9 6.6 7.7 5.5 7.2 6.4 6.6 6.3 6.6
complete(mice.data,2)[na_list,'Sepal.Length']
##  [1] 5.8 7.2 6.0 6.3 5.8 5.0 4.7 6.2 7.4 5.0 6.7 6.9 6.0 5.7 6.1
complete(mice.data,3)[na_list,'Sepal.Length']
##  [1] 6.3 7.1 5.7 6.4 5.8 5.1 4.9 6.2 7.7 5.0 7.2 6.8 5.5 6.3 6.7
##比較各模型預測結果是否穩定(mean接近0,var很小)
diff1 = complete(mice.data,1)[na_list,'Sepal.Length'] - complete(mice.data,2)[na_list,'Sepal.Length']

diff2 = complete(mice.data,1)[na_list,'Sepal.Length'] - complete(mice.data,3)[na_list,'Sepal.Length']

diff3 = complete(mice.data,2)[na_list,'Sepal.Length'] - complete(mice.data,3)[na_list,'Sepal.Length']

mean(c(diff1,diff2,diff3))
## [1] 0.06222222
var(c(diff1,diff2,diff3))
## [1] 0.1514949

package dplyr

  • 類SQL語法,select,filter,arrange,mutate…
  • Chaining %>%, debug方便
cheat sheet
setwd('~/lecture/riii')
load('Statistics/applenews.RData')
str(applenews)
## 'data.frame':    1500 obs. of  5 variables:
##  $ content : chr  "\n                                        (更新:新增影片)想要透過刮刮樂彩券一夕致富，但他卻用錯方法！台中市一名"| __truncated__ "\n                                        澳洲一名就讀雪梨大學的華裔博士生，日前公開一段燒毀中國護照的影片，還"| __truncated__ "\n                                        【行銷專題企劃】房價高高在上，沒錢買房沒關係，但你認為自己是聰明的租"| __truncated__ "\n                                        本內容由中央廣播電臺提供        美國國防部長卡特(Ash Carter)今天(15日"| __truncated__ ...
##  $ title   : chr  "【更新】搶2.2萬彩券刮中1.4萬　沒發財還得入獄" "拿到澳洲護照後　他放火燒中國護照" "【特企】房市大追擊- 租屋這些事情要小心" "【央廣RTI】美菲軍演  美防長南海登艦" ...
##  $ dt      : POSIXct, format: "2016-04-15 14:32:00" "2016-04-15 14:32:00" ...
##  $ category: chr  "社會" "國際" "地產" "國際" ...
##  $ clicked : int  1754 0 0 0 311 24 20 314 27 308 ...
applenews = applenews[,-1]

#install.packages('dplyr')
library(dplyr)
## Warning: package 'dplyr' was built under R version 3.5.2
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:lubridate':
## 
##     intersect, setdiff, union
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
#原先R 提供的過濾功能
applenews[applenews$category == "娛樂",]
##                                                             title
## 16                               澎恰恰收女弟子　拱當台灣第一名伶
## 21                     【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA
## 32                             白曉燕命案19年了　白冰冰「不能忘」
## 40                               好萊塢男神好威　女友再當高齡產婦
## 47                             隋棠帶兒遠征南台灣　吃成膨皮母子檔
## 50                       伊勢谷友介掰了長澤雅美　半同居小16歲辣模
## 54                               徐佳瑩開唱前驚傳失聲　急診照曝光
## 62                                 死侍續攤雙喜　花邊教主又有了！
## 89                   【更新】《太陽》完美結局　沉船灣之吻收視最熱
## 139                  宋慧喬愛國拒代言　台大教授批韓軍「應被唾棄」
## 159                   【請回答】六月李易對質實況　出軌X次說清楚！
## 173                        好萊塢麻煩精釣到小開！大顆訂婚戒到處閃
## 196                【還記得他嗎】童星竄高變小鮮肉　拉攏同儕救人氣
## 216                     【特企】三角戀無緣啦！風田愛佼哥 不愛宏正
## 222                          劉愷威被問楊冪超囧　擠不出上次何時見
## 223                                    【壹週刊】原來發哥才是鞋神
## 245                              1小時燒5萬！宋仲基白斬雞變筋肉男
## 250  【網路溫度計】AV女優私密大公開！十大網友最想知道的女優秘辛！
## 252                            【痞客邦】回顧經典名片《銀翼殺手》
## 262                      【壹週刊】日本寫真女星　在台熱舞替她宣傳
## 314                        超級Kobe粉是她！　女神奔球場又哭又尖叫
## 317                        炫咘咘藏梧桐妹　賈靜雯自曝「不愛」原因
## 356                        連勝文被瞎報特權搭機喊告　三立：已更新
## 357                            斯文男星爭收視寶座　戲拍一半急送醫
## 359                          女主播爆料　全電視台等宋仲基不肯下班
## 384                            笑匠女星膽子超大　把鬼當談心好朋友
## 418                            李佳薇自認不漂亮　大改造變暴風歌姬
## 433                              孫盛希為開唱暴瘦　八三夭送保肝丸
## 437                           Miss Ko不當饒舌鄧麗君　變身環球小姐
## 449                  【有片】《太陽的後裔》喜劇收尾　雙宋激吻甜爆
## 456                      【壹週刊】【有片】近距離直擊李鍾碩的萌帥
## 458                          動力火車演唱會加賣　騎重機飆進小巨蛋
## 463                                宋茜楊洋熱戀被抓包？SM公司拒認
## 504                            蕭煌奇草原拍MV沒廁所　不敢喝水憋尿
## 513                               Janet抱病站台　想拼做人卻重感冒
## 519                            【奶姬妹】八兩金有女兒？媽呀有夠像
## 527                            溫流談《太陽的後裔》「會記得很久」
## 533                                歐陽妮妮穿裙大開腿　霸氣釣男人
## 539                        音樂人不好當！劉喬安撐明星夢先開按摩坊
## 542            【有片】嫁豪門首現身奉送美背　楊千霈「緣份擋不住」
## 580                      今晚迎接完結篇！回味《太陽》10大浪漫鏡頭
## 588                    【更新】坎城影展公布競賽片單　華語片全摃龜
## 605              咘咘出道梧桐妹不給看　賈靜雯解釋差別待遇因為～～
## 610                        徐潔兒三亞跑神上身　靖王王凱獻初體驗　
## 611                             美女拐拐淡妝奔200公里　攏係為著她
## 615                      【更新】60歲寶媽的第一次　累到沒辦法洗澡
## 619                            炎亞綸秀合照致敬Kobe「我還是哭了」
## 632                    韓粉過黑色情人節　最想跟宋仲基秀智吃炸醬麵
## 642                      【有片】孫德榮公司傳承小刀　隔空虧羅志祥
## 677                【有片】《太陽》喬妹哭技爆發　最高收視竟不是她
## 698                                  雷神超賢慧　半夜為愛女煮消夜
## 712                              最夯男神換人！宋仲基搶金秀賢代言
## 738                                   徐若瑄紅眼班太操　抱Q兒取暖
## 753                                      隋棠環保媽媽　紙巾重複用
## 756                                    蔡詩芸穿衣災難　糗變透明人
## 767                      【有片】咘咘出道囉！賈靜雯一家現身真人秀
## 776                       被挖出舊照黑皮塌鼻　本土劇女神這麼說...
## 788                          蛇精男難得被點讚！他在這裡變「正常」
## 809                                劉子千好直白　演吻戲「很開心」
## 814                              俊秀獻聲《太陽》　通殺韓國音樂榜
## 828               【有片】人夫眼睛該看哪　小珍妮佛不穿Bra透視登場
## 842                            白娘子晃眼23年仍凍齡　反觀許仙……
## 869                                金賢重官司不斷　被欠千萬告詐欺
## 876                             F奶小模不爽遭影射　開譙吳宗憲節目
## 894                        音準歌姬被嗆「跩屁」　失去自信在家痛哭
## 931                                秀琴囧變蠟筆小新　竟是XX惹的禍
## 950                          【更新】Kobe告別戰　林熙蕾奔球場見證
## 962                            小丑上身逼發狂　他送人用過的保險套
## 974                              李安新片預告首曝光　觀眾鼓掌歡呼
## 1010                         金宇彬不怕李敏鎬翻臉　帶他女友逛大街
## 1015       【痞客邦】《蝙蝠俠對超人：正義曙光》到底為何評價兩極？
## 1023                         上海立法管控毒星　柯震東房祖名禁露臉
## 1043                       強碰南韓國會大選　《太陽的後裔》照吸睛
## 1051                                     和華妃戀愛中？靖王答腔了
## 1057                 【明星輕小說】竇智孔落魄時　救汪星人也救自已
## 1068                               被批過氣、整容　陳志朋公開淚談
## 1071                 有內情？辣模女友控MP廷廷　「對我做可怕的事」
## 1094                            主播夏嘉璐惹到誰？　被爆料4大缺失
## 1138                     宋仲基《太陽》衝擊金秀賢障礙　激搶收視王
## 1141                         力宏辦生日趴送驚喜　老婆正面孕肚見光
## 1146                               陳柏霖韓劇好威　一露臉收視立漲
## 1147                 【星鮮貨】綾瀨遙加持優等生大衣　下殺折扣搶翻
## 1171               蟻人看到美國隊長變小粉絲　摸肌塊驚呼「老天！」
## 1176                                     演唱會XX太難　考倒宇宙人
## 1189                     【狗仔偷拍】好大的派頭　李㼈違停霸氣外露
## 1194                 【爆雷15】宋仲基《太陽》陣亡　虐翻喬妹神轉折
## 1213                       李千娜認了喇舌　談曖昧對象「我們很好」
## 1225                              T台記者赴馬丘比丘　受不了高山症
## 1233                                 劉容嘉挑戰跳56樓　挑釁攝影師
## 1236                         浩子挖掘黑暗面　想到小孩老婆崩潰痛哭
## 1242                             柯佳嬿戲如人生　總是當女主角的運
## 1248                             少女童星萌笑開球　姿勢錯誤小落漆
## 1251                     【這不是新聞】水杯出現這個　客人全嚇傻了
## 1265                               男星扮皇帝腿軟　自認不是那塊料
## 1272                             米可白被婆婆趕出家　哭到眼歪嘴斜
## 1279                                 林志穎萌照出土　潮襪暴露身份
## 1281                           鋼鐵人慘被球棒襲鵰　草泥馬都鄙視他
## 1288                         陳志朋淚崩談整容　隱瞞炸傷原因有洋蔥
## 1302                           孫儷雲端抓猴　鄧超的「小三」長這樣
## 1307                             雪炫曬心形長髮床照　呼籲國民投票
## 1313             【壹週刊】誰斗膽讓女皇瑪丹娜尿濕了褲子？【有片】
## 1319                        33E瑤瑤偷穿32C張景嵐原味衣...差點撐爆
## 1340                         王柏傑許瑋甯合體　堅稱「就是朋友」　
## 1362                     麻衣1歲兒神力扛麻糬　台塑第4代抓周拿算盤
## 1378               【更新】MP​廷廷有新歡！李優爆「對我做可怕的事」
## 1385                           《太陽》編劇金恩淑洩密　結局非爛尾
## 1390             【有片】福爾摩斯轉職奇異博士　竟被女光頭打出魂魄
## 1408                    【更新】AKB美胸女王駕到！小嶋陽菜貴氣抵台
## 1424               【更新】許維恩剛認愛就變心　甜喊「憲哥我愛你」
## 1447                          章子怡加入炫娃族　連發醒醒萌Q變身照
## 1459                     本土劇女神整形前照出土？！黑皮塌鼻引戰火
## 1470                       劉真女兒雙滿月　辛龍送糕「最幸福的事」
## 1476                           等著見小豬？！周揚青出沒台北信義區
##                       dt category clicked
## 16   2016-04-15 14:17:00     娛樂    1749
## 21   2016-04-15 14:00:00     娛樂   11696
## 32   2016-04-15 13:49:00     娛樂    3329
## 40   2016-04-15 13:40:00     娛樂    4307
## 47   2016-04-15 13:30:00     娛樂    4651
## 50   2016-04-15 13:23:00     娛樂    5141
## 54   2016-04-15 13:08:00     娛樂   11588
## 62   2016-04-15 13:00:00     娛樂    5209
## 89   2016-04-15 12:29:00     娛樂   27010
## 139  2016-04-15 11:52:00     娛樂   10455
## 159  2016-04-15 11:40:00     娛樂   88386
## 173  2016-04-15 11:27:00     娛樂    9930
## 196  2016-04-15 11:00:00     娛樂    7536
## 216  2016-04-15 10:39:00     娛樂    1631
## 222  2016-04-15 10:30:00     娛樂   10478
## 223  2016-04-15 10:30:00     娛樂    5766
## 245  2016-04-15 10:04:00     娛樂   13351
## 250  2016-04-15 09:57:00     娛樂    8761
## 252  2016-04-15 09:49:00     娛樂    1681
## 262  2016-04-15 09:40:00     娛樂    4143
## 314  2016-04-15 07:08:00     娛樂   12420
## 317  2016-04-15 06:56:00     娛樂   80200
## 356  2016-04-15 01:10:00     娛樂   19030
## 357  2016-04-15 00:51:00     娛樂   19625
## 359  2016-04-15 00:38:00     娛樂   18220
## 384  2016-04-15 00:10:00     娛樂    4697
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## 433  2016-04-14 23:18:00     娛樂    5241
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## 463  2016-04-14 22:20:00     娛樂   13761
## 504  2016-04-14 21:05:00     娛樂    3450
## 513  2016-04-14 20:40:00     娛樂    8574
## 519  2016-04-14 20:30:00     娛樂   27440
## 527  2016-04-14 20:18:00     娛樂   20450
## 533  2016-04-14 20:04:00     娛樂   22129
## 539  2016-04-14 20:00:00     娛樂   14398
## 542  2016-04-14 19:56:00     娛樂   24017
## 580  2016-04-14 18:56:00     娛樂   22946
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## 605  2016-04-14 18:28:00     娛樂  131942
## 610  2016-04-14 18:23:00     娛樂    8041
## 611  2016-04-14 18:22:00     娛樂    9258
## 615  2016-04-14 18:16:00     娛樂   76064
## 619  2016-04-14 18:11:00     娛樂   20399
## 632  2016-04-14 17:49:00     娛樂    8810
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## 698  2016-04-14 16:45:00     娛樂   16175
## 712  2016-04-14 16:30:00     娛樂   16676
## 738  2016-04-14 16:00:00     娛樂   15089
## 753  2016-04-14 15:40:00     娛樂   11339
## 756  2016-04-14 15:35:00     娛樂   16073
## 767  2016-04-14 15:22:00     娛樂  142444
## 776  2016-04-14 15:12:00     娛樂   78743
## 788  2016-04-14 15:00:00     娛樂   73177
## 809  2016-04-14 14:35:00     娛樂    6653
## 814  2016-04-14 14:30:00     娛樂   15253
## 828  2016-04-14 14:18:00     娛樂   64117
## 842  2016-04-14 14:00:00     娛樂   62067
## 869  2016-04-14 13:19:00     娛樂   10520
## 876  2016-04-14 13:05:00     娛樂   67683
## 894  2016-04-14 12:30:00     娛樂   16054
## 931  2016-04-14 12:05:00     娛樂   22056
## 950  2016-04-14 11:50:00     娛樂   30967
## 962  2016-04-14 11:40:00     娛樂    7971
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## 1010 2016-04-14 10:32:00     娛樂   27616
## 1015 2016-04-14 10:24:00     娛樂    5537
## 1023 2016-04-14 10:10:00     娛樂    5886
## 1043 2016-04-14 09:46:00     娛樂   11899
## 1051 2016-04-14 09:26:00     娛樂   23735
## 1057 2016-04-14 09:03:00     娛樂    9443
## 1068 2016-04-14 08:29:00     娛樂   21199
## 1071 2016-04-14 08:23:00     娛樂  239697
## 1094 2016-04-14 07:21:00     娛樂   37152
## 1138 2016-04-14 02:36:00     娛樂   25732
## 1141 2016-04-14 02:15:00     娛樂   27671
## 1146 2016-04-14 00:38:00     娛樂   35597
## 1147 2016-04-14 00:35:00     娛樂    9450
## 1171 2016-04-14 00:24:00     娛樂   10499
## 1176 2016-04-14 00:18:00     娛樂    2240
## 1189 2016-04-14 00:05:00     娛樂  265355
## 1194 2016-04-14 00:02:00     娛樂   38814
## 1213 2016-04-13 23:30:00     娛樂   31534
## 1225 2016-04-13 23:00:00     娛樂   12714
## 1233 2016-04-13 22:32:00     娛樂   12405
## 1236 2016-04-13 22:28:00     娛樂   29726
## 1242 2016-04-13 22:15:00     娛樂   17492
## 1248 2016-04-13 22:00:00     娛樂   15701
## 1251 2016-04-13 21:55:00     娛樂   49616
## 1265 2016-04-13 21:30:00     娛樂   14995
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## 1279 2016-04-13 21:05:00     娛樂   71338
## 1281 2016-04-13 21:00:00     娛樂    6599
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## 1302 2016-04-13 20:27:00     娛樂   12636
## 1307 2016-04-13 20:22:00     娛樂    9156
## 1313 2016-04-13 20:08:00     娛樂    6746
## 1319 2016-04-13 20:00:00     娛樂   94302
## 1340 2016-04-13 19:32:00     娛樂    9368
## 1362 2016-04-13 19:03:00     娛樂   70169
## 1378 2016-04-13 18:46:00     娛樂   40764
## 1385 2016-04-13 18:40:00     娛樂   19267
## 1390 2016-04-13 18:38:00     娛樂    9860
## 1408 2016-04-13 18:10:00     娛樂   17874
## 1424 2016-04-13 17:56:00     娛樂   42048
## 1447 2016-04-13 17:30:00     娛樂   18752
## 1459 2016-04-13 17:08:00     娛樂  299235
## 1470 2016-04-13 16:52:00     娛樂   32363
## 1476 2016-04-13 16:40:00     娛樂   23314
#dplyr 的過濾功能
filter(applenews, category == "娛樂")
##                                                            title
## 1                               澎恰恰收女弟子　拱當台灣第一名伶
## 2                     【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA
## 3                             白曉燕命案19年了　白冰冰「不能忘」
## 4                               好萊塢男神好威　女友再當高齡產婦
## 5                             隋棠帶兒遠征南台灣　吃成膨皮母子檔
## 6                       伊勢谷友介掰了長澤雅美　半同居小16歲辣模
## 7                               徐佳瑩開唱前驚傳失聲　急診照曝光
## 8                                 死侍續攤雙喜　花邊教主又有了！
## 9                   【更新】《太陽》完美結局　沉船灣之吻收視最熱
## 10                  宋慧喬愛國拒代言　台大教授批韓軍「應被唾棄」
## 11                   【請回答】六月李易對質實況　出軌X次說清楚！
## 12                        好萊塢麻煩精釣到小開！大顆訂婚戒到處閃
## 13                【還記得他嗎】童星竄高變小鮮肉　拉攏同儕救人氣
## 14                     【特企】三角戀無緣啦！風田愛佼哥 不愛宏正
## 15                          劉愷威被問楊冪超囧　擠不出上次何時見
## 16                                    【壹週刊】原來發哥才是鞋神
## 17                              1小時燒5萬！宋仲基白斬雞變筋肉男
## 18  【網路溫度計】AV女優私密大公開！十大網友最想知道的女優秘辛！
## 19                            【痞客邦】回顧經典名片《銀翼殺手》
## 20                      【壹週刊】日本寫真女星　在台熱舞替她宣傳
## 21                        超級Kobe粉是她！　女神奔球場又哭又尖叫
## 22                        炫咘咘藏梧桐妹　賈靜雯自曝「不愛」原因
## 23                        連勝文被瞎報特權搭機喊告　三立：已更新
## 24                            斯文男星爭收視寶座　戲拍一半急送醫
## 25                          女主播爆料　全電視台等宋仲基不肯下班
## 26                            笑匠女星膽子超大　把鬼當談心好朋友
## 27                            李佳薇自認不漂亮　大改造變暴風歌姬
## 28                              孫盛希為開唱暴瘦　八三夭送保肝丸
## 29                           Miss Ko不當饒舌鄧麗君　變身環球小姐
## 30                  【有片】《太陽的後裔》喜劇收尾　雙宋激吻甜爆
## 31                      【壹週刊】【有片】近距離直擊李鍾碩的萌帥
## 32                          動力火車演唱會加賣　騎重機飆進小巨蛋
## 33                                宋茜楊洋熱戀被抓包？SM公司拒認
## 34                            蕭煌奇草原拍MV沒廁所　不敢喝水憋尿
## 35                               Janet抱病站台　想拼做人卻重感冒
## 36                            【奶姬妹】八兩金有女兒？媽呀有夠像
## 37                            溫流談《太陽的後裔》「會記得很久」
## 38                                歐陽妮妮穿裙大開腿　霸氣釣男人
## 39                        音樂人不好當！劉喬安撐明星夢先開按摩坊
## 40            【有片】嫁豪門首現身奉送美背　楊千霈「緣份擋不住」
## 41                      今晚迎接完結篇！回味《太陽》10大浪漫鏡頭
## 42                    【更新】坎城影展公布競賽片單　華語片全摃龜
## 43              咘咘出道梧桐妹不給看　賈靜雯解釋差別待遇因為～～
## 44                        徐潔兒三亞跑神上身　靖王王凱獻初體驗　
## 45                             美女拐拐淡妝奔200公里　攏係為著她
## 46                      【更新】60歲寶媽的第一次　累到沒辦法洗澡
## 47                            炎亞綸秀合照致敬Kobe「我還是哭了」
## 48                    韓粉過黑色情人節　最想跟宋仲基秀智吃炸醬麵
## 49                      【有片】孫德榮公司傳承小刀　隔空虧羅志祥
## 50                【有片】《太陽》喬妹哭技爆發　最高收視竟不是她
## 51                                  雷神超賢慧　半夜為愛女煮消夜
## 52                              最夯男神換人！宋仲基搶金秀賢代言
## 53                                   徐若瑄紅眼班太操　抱Q兒取暖
## 54                                      隋棠環保媽媽　紙巾重複用
## 55                                    蔡詩芸穿衣災難　糗變透明人
## 56                      【有片】咘咘出道囉！賈靜雯一家現身真人秀
## 57                       被挖出舊照黑皮塌鼻　本土劇女神這麼說...
## 58                          蛇精男難得被點讚！他在這裡變「正常」
## 59                                劉子千好直白　演吻戲「很開心」
## 60                              俊秀獻聲《太陽》　通殺韓國音樂榜
## 61               【有片】人夫眼睛該看哪　小珍妮佛不穿Bra透視登場
## 62                            白娘子晃眼23年仍凍齡　反觀許仙……
## 63                                金賢重官司不斷　被欠千萬告詐欺
## 64                             F奶小模不爽遭影射　開譙吳宗憲節目
## 65                        音準歌姬被嗆「跩屁」　失去自信在家痛哭
## 66                                秀琴囧變蠟筆小新　竟是XX惹的禍
## 67                          【更新】Kobe告別戰　林熙蕾奔球場見證
## 68                            小丑上身逼發狂　他送人用過的保險套
## 69                              李安新片預告首曝光　觀眾鼓掌歡呼
## 70                          金宇彬不怕李敏鎬翻臉　帶他女友逛大街
## 71        【痞客邦】《蝙蝠俠對超人：正義曙光》到底為何評價兩極？
## 72                          上海立法管控毒星　柯震東房祖名禁露臉
## 73                        強碰南韓國會大選　《太陽的後裔》照吸睛
## 74                                      和華妃戀愛中？靖王答腔了
## 75                  【明星輕小說】竇智孔落魄時　救汪星人也救自已
## 76                                被批過氣、整容　陳志朋公開淚談
## 77                  有內情？辣模女友控MP廷廷　「對我做可怕的事」
## 78                             主播夏嘉璐惹到誰？　被爆料4大缺失
## 79                      宋仲基《太陽》衝擊金秀賢障礙　激搶收視王
## 80                          力宏辦生日趴送驚喜　老婆正面孕肚見光
## 81                                陳柏霖韓劇好威　一露臉收視立漲
## 82                  【星鮮貨】綾瀨遙加持優等生大衣　下殺折扣搶翻
## 83                蟻人看到美國隊長變小粉絲　摸肌塊驚呼「老天！」
## 84                                      演唱會XX太難　考倒宇宙人
## 85                      【狗仔偷拍】好大的派頭　李㼈違停霸氣外露
## 86                  【爆雷15】宋仲基《太陽》陣亡　虐翻喬妹神轉折
## 87                        李千娜認了喇舌　談曖昧對象「我們很好」
## 88                               T台記者赴馬丘比丘　受不了高山症
## 89                                  劉容嘉挑戰跳56樓　挑釁攝影師
## 90                          浩子挖掘黑暗面　想到小孩老婆崩潰痛哭
## 91                              柯佳嬿戲如人生　總是當女主角的運
## 92                              少女童星萌笑開球　姿勢錯誤小落漆
## 93                      【這不是新聞】水杯出現這個　客人全嚇傻了
## 94                                男星扮皇帝腿軟　自認不是那塊料
## 95                              米可白被婆婆趕出家　哭到眼歪嘴斜
## 96                                  林志穎萌照出土　潮襪暴露身份
## 97                            鋼鐵人慘被球棒襲鵰　草泥馬都鄙視他
## 98                          陳志朋淚崩談整容　隱瞞炸傷原因有洋蔥
## 99                            孫儷雲端抓猴　鄧超的「小三」長這樣
## 100                             雪炫曬心形長髮床照　呼籲國民投票
## 101             【壹週刊】誰斗膽讓女皇瑪丹娜尿濕了褲子？【有片】
## 102                        33E瑤瑤偷穿32C張景嵐原味衣...差點撐爆
## 103                         王柏傑許瑋甯合體　堅稱「就是朋友」　
## 104                     麻衣1歲兒神力扛麻糬　台塑第4代抓周拿算盤
## 105               【更新】MP​廷廷有新歡！李優爆「對我做可怕的事」
## 106                           《太陽》編劇金恩淑洩密　結局非爛尾
## 107             【有片】福爾摩斯轉職奇異博士　竟被女光頭打出魂魄
## 108                    【更新】AKB美胸女王駕到！小嶋陽菜貴氣抵台
## 109               【更新】許維恩剛認愛就變心　甜喊「憲哥我愛你」
## 110                          章子怡加入炫娃族　連發醒醒萌Q變身照
## 111                     本土劇女神整形前照出土？！黑皮塌鼻引戰火
## 112                       劉真女兒雙滿月　辛龍送糕「最幸福的事」
## 113                           等著見小豬？！周揚青出沒台北信義區
##                      dt category clicked
## 1   2016-04-15 14:17:00     娛樂    1749
## 2   2016-04-15 14:00:00     娛樂   11696
## 3   2016-04-15 13:49:00     娛樂    3329
## 4   2016-04-15 13:40:00     娛樂    4307
## 5   2016-04-15 13:30:00     娛樂    4651
## 6   2016-04-15 13:23:00     娛樂    5141
## 7   2016-04-15 13:08:00     娛樂   11588
## 8   2016-04-15 13:00:00     娛樂    5209
## 9   2016-04-15 12:29:00     娛樂   27010
## 10  2016-04-15 11:52:00     娛樂   10455
## 11  2016-04-15 11:40:00     娛樂   88386
## 12  2016-04-15 11:27:00     娛樂    9930
## 13  2016-04-15 11:00:00     娛樂    7536
## 14  2016-04-15 10:39:00     娛樂    1631
## 15  2016-04-15 10:30:00     娛樂   10478
## 16  2016-04-15 10:30:00     娛樂    5766
## 17  2016-04-15 10:04:00     娛樂   13351
## 18  2016-04-15 09:57:00     娛樂    8761
## 19  2016-04-15 09:49:00     娛樂    1681
## 20  2016-04-15 09:40:00     娛樂    4143
## 21  2016-04-15 07:08:00     娛樂   12420
## 22  2016-04-15 06:56:00     娛樂   80200
## 23  2016-04-15 01:10:00     娛樂   19030
## 24  2016-04-15 00:51:00     娛樂   19625
## 25  2016-04-15 00:38:00     娛樂   18220
## 26  2016-04-15 00:10:00     娛樂    4697
## 27  2016-04-15 00:00:00     娛樂    7561
## 28  2016-04-14 23:18:00     娛樂    5241
## 29  2016-04-14 23:00:00     娛樂   12046
## 30  2016-04-14 22:37:00     娛樂  126774
## 31  2016-04-14 22:32:00     娛樂    5085
## 32  2016-04-14 22:30:00     娛樂    4999
## 33  2016-04-14 22:20:00     娛樂   13761
## 34  2016-04-14 21:05:00     娛樂    3450
## 35  2016-04-14 20:40:00     娛樂    8574
## 36  2016-04-14 20:30:00     娛樂   27440
## 37  2016-04-14 20:18:00     娛樂   20450
## 38  2016-04-14 20:04:00     娛樂   22129
## 39  2016-04-14 20:00:00     娛樂   14398
## 40  2016-04-14 19:56:00     娛樂   24017
## 41  2016-04-14 18:56:00     娛樂   22946
## 42  2016-04-14 18:45:00     娛樂    3382
## 43  2016-04-14 18:28:00     娛樂  131942
## 44  2016-04-14 18:23:00     娛樂    8041
## 45  2016-04-14 18:22:00     娛樂    9258
## 46  2016-04-14 18:16:00     娛樂   76064
## 47  2016-04-14 18:11:00     娛樂   20399
## 48  2016-04-14 17:49:00     娛樂    8810
## 49  2016-04-14 17:38:00     娛樂   26036
## 50  2016-04-14 17:00:00     娛樂   31727
## 51  2016-04-14 16:45:00     娛樂   16175
## 52  2016-04-14 16:30:00     娛樂   16676
## 53  2016-04-14 16:00:00     娛樂   15089
## 54  2016-04-14 15:40:00     娛樂   11339
## 55  2016-04-14 15:35:00     娛樂   16073
## 56  2016-04-14 15:22:00     娛樂  142444
## 57  2016-04-14 15:12:00     娛樂   78743
## 58  2016-04-14 15:00:00     娛樂   73177
## 59  2016-04-14 14:35:00     娛樂    6653
## 60  2016-04-14 14:30:00     娛樂   15253
## 61  2016-04-14 14:18:00     娛樂   64117
## 62  2016-04-14 14:00:00     娛樂   62067
## 63  2016-04-14 13:19:00     娛樂   10520
## 64  2016-04-14 13:05:00     娛樂   67683
## 65  2016-04-14 12:30:00     娛樂   16054
## 66  2016-04-14 12:05:00     娛樂   22056
## 67  2016-04-14 11:50:00     娛樂   30967
## 68  2016-04-14 11:40:00     娛樂    7971
## 69  2016-04-14 11:20:00     娛樂   18160
## 70  2016-04-14 10:32:00     娛樂   27616
## 71  2016-04-14 10:24:00     娛樂    5537
## 72  2016-04-14 10:10:00     娛樂    5886
## 73  2016-04-14 09:46:00     娛樂   11899
## 74  2016-04-14 09:26:00     娛樂   23735
## 75  2016-04-14 09:03:00     娛樂    9443
## 76  2016-04-14 08:29:00     娛樂   21199
## 77  2016-04-14 08:23:00     娛樂  239697
## 78  2016-04-14 07:21:00     娛樂   37152
## 79  2016-04-14 02:36:00     娛樂   25732
## 80  2016-04-14 02:15:00     娛樂   27671
## 81  2016-04-14 00:38:00     娛樂   35597
## 82  2016-04-14 00:35:00     娛樂    9450
## 83  2016-04-14 00:24:00     娛樂   10499
## 84  2016-04-14 00:18:00     娛樂    2240
## 85  2016-04-14 00:05:00     娛樂  265355
## 86  2016-04-14 00:02:00     娛樂   38814
## 87  2016-04-13 23:30:00     娛樂   31534
## 88  2016-04-13 23:00:00     娛樂   12714
## 89  2016-04-13 22:32:00     娛樂   12405
## 90  2016-04-13 22:28:00     娛樂   29726
## 91  2016-04-13 22:15:00     娛樂   17492
## 92  2016-04-13 22:00:00     娛樂   15701
## 93  2016-04-13 21:55:00     娛樂   49616
## 94  2016-04-13 21:30:00     娛樂   14995
## 95  2016-04-13 21:15:00     娛樂   54272
## 96  2016-04-13 21:05:00     娛樂   71338
## 97  2016-04-13 21:00:00     娛樂    6599
## 98  2016-04-13 20:55:00     娛樂   34500
## 99  2016-04-13 20:27:00     娛樂   12636
## 100 2016-04-13 20:22:00     娛樂    9156
## 101 2016-04-13 20:08:00     娛樂    6746
## 102 2016-04-13 20:00:00     娛樂   94302
## 103 2016-04-13 19:32:00     娛樂    9368
## 104 2016-04-13 19:03:00     娛樂   70169
## 105 2016-04-13 18:46:00     娛樂   40764
## 106 2016-04-13 18:40:00     娛樂   19267
## 107 2016-04-13 18:38:00     娛樂    9860
## 108 2016-04-13 18:10:00     娛樂   17874
## 109 2016-04-13 17:56:00     娛樂   42048
## 110 2016-04-13 17:30:00     娛樂   18752
## 111 2016-04-13 17:08:00     娛樂  299235
## 112 2016-04-13 16:52:00     娛樂   32363
## 113 2016-04-13 16:40:00     娛樂   23314
#and/or 
head(filter(applenews, category == "娛樂" & clicked > 10000))
##                                          title                  dt
## 1   【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA 2016-04-15 14:00:00
## 2             徐佳瑩開唱前驚傳失聲　急診照曝光 2016-04-15 13:08:00
## 3 【更新】《太陽》完美結局　沉船灣之吻收視最熱 2016-04-15 12:29:00
## 4 宋慧喬愛國拒代言　台大教授批韓軍「應被唾棄」 2016-04-15 11:52:00
## 5  【請回答】六月李易對質實況　出軌X次說清楚！ 2016-04-15 11:40:00
## 6         劉愷威被問楊冪超囧　擠不出上次何時見 2016-04-15 10:30:00
##   category clicked
## 1     娛樂   11696
## 2     娛樂   11588
## 3     娛樂   27010
## 4     娛樂   10455
## 5     娛樂   88386
## 6     娛樂   10478
head(filter(applenews,category == '娛樂' , clicked > 10000))
##                                          title                  dt
## 1   【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA 2016-04-15 14:00:00
## 2             徐佳瑩開唱前驚傳失聲　急診照曝光 2016-04-15 13:08:00
## 3 【更新】《太陽》完美結局　沉船灣之吻收視最熱 2016-04-15 12:29:00
## 4 宋慧喬愛國拒代言　台大教授批韓軍「應被唾棄」 2016-04-15 11:52:00
## 5  【請回答】六月李易對質實況　出軌X次說清楚！ 2016-04-15 11:40:00
## 6         劉愷威被問楊冪超囧　擠不出上次何時見 2016-04-15 10:30:00
##   category clicked
## 1     娛樂   11696
## 2     娛樂   11588
## 3     娛樂   27010
## 4     娛樂   10455
## 5     娛樂   88386
## 6     娛樂   10478
head(filter(applenews, category == "娛樂" | clicked > 10000))
##                                                   title
## 1                       又要下雨了　中南部6縣市大雨特報
## 2                      澎恰恰收女弟子　拱當台灣第一名伶
## 3             【驚險有片】BMW撞翻撞公車　後方機車神穿越
## 4            【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA
## 5 蔡英文、林全人事公佈記者會　14:30【蘋果Live】同步直播
## 6                    白曉燕命案19年了　白冰冰「不能忘」
##                    dt category clicked
## 1 2016-04-15 14:19:00     生活   12347
## 2 2016-04-15 14:17:00     娛樂    1749
## 3 2016-04-15 14:12:00     社會   11886
## 4 2016-04-15 14:00:00     娛樂   11696
## 5 2016-04-15 13:50:00     政治   12425
## 6 2016-04-15 13:49:00     娛樂    3329
#篩選多個類別
applenews[applenews$category %in% c("娛樂","社會"),]
##                                                                title
## 1                       【更新】搶2.2萬彩券刮中1.4萬　沒發財還得入獄
## 11                                        同居人女兒熟睡　淫男伸狼爪
## 16                                  澎恰恰收女弟子　拱當台灣第一名伶
## 19                         【驚險有片】BMW撞翻撞公車　後方機車神穿越
## 21                        【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA
## 26                                    九巡翁霸坐展售車？　原因好心酸
## 32                                白曉燕命案19年了　白冰冰「不能忘」
## 34                              催討債務釀衝突　要小弟持槍討債先被抓
## 35                              男翻拍女友手機對話　PO爆料公社控劈腿
## 40                                  好萊塢男神好威　女友再當高齡產婦
## 47                                隋棠帶兒遠征南台灣　吃成膨皮母子檔
## 50                          伊勢谷友介掰了長澤雅美　半同居小16歲辣模
## 54                                  徐佳瑩開唱前驚傳失聲　急診照曝光
## 56                               製酒廢液毒害桃園福興溪　2惡老闆起訴
## 57                          中研院化學所實驗室起火　緊急撲滅無人傷亡
## 60                                不滿人妻被劈腿　她竟上網揭友人姦情
## 62                                    死侍續攤雙喜　花邊教主又有了！
## 66                    馬國50台人將遣中　我代表處動員馬國高層友人協助
## 74                                  台電維修變電箱　受百用戶臨時停電
## 78                【暗黑城市】酒駕男廁所裝屎尿　醫院保全暴衝怒槓記者
## 84                        【更新】甲仙國小拔河隊疑食物中毒　14生送醫
## 86                                愛滋男師上網約炮　嘿咻百男遭判13年
## 89                      【更新】《太陽》完美結局　沉船灣之吻收視最熱
## 92                                   5月大女嬰疑嗆奶　母急奔診所求助
## 109                                 疑濕滑自摔　保全倒臥社區流血不治
## 111                             小三通走私32顆蛋　查獲時雛鳥孵化了！
## 115                      救命錢都A！惡公僕污30萬救濟金　還推責給共犯
## 126                    【更新】搶在翁啟惠返台前　檢調搜索浩鼎等7處　
## 138                             兒拿舊作業改日期矇混　父暴怒猛甩耳光
## 139                     宋慧喬愛國拒代言　台大教授批韓軍「應被唾棄」
## 144                                  【更新】嗲嗲女吹口氣　6萬元飛了
## 145                               天雨路滑疑自撞　騎士走百公尺路倒亡
## 159                      【請回答】六月李易對質實況　出軌X次說清楚！
## 161                                 青年6度性侵男童　判緩刑5年有原因
## 167                            借1200萬不還遭擄痛毆　6煞拿電擊棒伺候
## 173                           好萊塢麻煩精釣到小開！大顆訂婚戒到處閃
## 175                             蒙眼活埋殺人遭判無期　惡煞撇責提再審
## 196                   【還記得他嗎】童星竄高變小鮮肉　拉攏同儕救人氣
## 204                           醉嗆「看三小」孕婦遭推　酒店外爆全武行
## 214                                   豪雨不斷　中橫梨山往大禹嶺落石
## 216                        【特企】三角戀無緣啦！風田愛佼哥 不愛宏正
## 222                             劉愷威被問楊冪超囧　擠不出上次何時見
## 223                                       【壹週刊】原來發哥才是鞋神
## 234                             竹崎鄉主秘代鄉長職　「整晚睡不著覺」
## 236                       肯亞案確定組團赴中　羅瑩雪：最快下周一出發
## 245                                 1小時燒5萬！宋仲基白斬雞變筋肉男
## 250     【網路溫度計】AV女優私密大公開！十大網友最想知道的女優秘辛！
## 252                               【痞客邦】回顧經典名片《銀翼殺手》
## 261                         殺警再爆內幕　出牆妻再嫁黑道鄉長目的曝光
## 262                         【壹週刊】日本寫真女星　在台熱舞替她宣傳
## 269                          【更新】媽趁機性教育　意外揭2女兒淪性奴
## 289                                   酒店外火爆衝突　女警表情成亮點
## 290                          警專生誘姦外拍少女　逼嘿咻790次贖性感照
## 299                           噁心！渣男假好心　逼國小姊妹口愛當新娘
## 303                           噁心！渣男假好心　逼國小姊妹口愛當新娘
## 314                           超級Kobe粉是她！　女神奔球場又哭又尖叫
## 317                           炫咘咘藏梧桐妹　賈靜雯自曝「不愛」原因
## 319                              騎士被夾撞火燒77秒　肇事駕駛只判...
## 356                           連勝文被瞎報特權搭機喊告　三立：已更新
## 357                               斯文男星爭收視寶座　戲拍一半急送醫
## 359                             女主播爆料　全電視台等宋仲基不肯下班
## 384                               笑匠女星膽子超大　把鬼當談心好朋友
## 399                       【法律問蘋果】酒駕緩訴或判無罪　罰單得照繳
## 410                                 「遭性侵不是你的錯」　應勇敢求助
## 415                              【獨家】捨身救妹　長女忍獸父性侵8年
## 418                               李佳薇自認不漂亮　大改造變暴風歌姬
## 433                                 孫盛希為開唱暴瘦　八三夭送保肝丸
## 437                              Miss Ko不當饒舌鄧麗君　變身環球小姐
## 447                                 復航澎湖空難　12分鐘譯文完整公開
## 449                     【有片】《太陽的後裔》喜劇收尾　雙宋激吻甜爆
## 456                         【壹週刊】【有片】近距離直擊李鍾碩的萌帥
## 458                             動力火車演唱會加賣　騎重機飆進小巨蛋
## 463                                   宋茜楊洋熱戀被抓包？SM公司拒認
## 467                                   殘殺好友　他報案未逃呆立現場　
## 474                           殺警爆緋聞情殺　死者母親身體不適掛急診
## 480                                   彰化古物店凶案　竟是好友殺好友
## 487                               新北三重公寓火警　警消搶救幸無傷亡
## 493                   【影片】彰化古物店金錢糾紛　男持鐵架打死合夥人
## 496                【更新】討債集團囂張如狼　包圍檢警還打瞎PUB服務生
## 502                    【獨家】掏空私校職工退撫金　國策顧問100萬交保
## 504                               蕭煌奇草原拍MV沒廁所　不敢喝水憋尿
## 508                     澎湖空難官僚殺人！空軍高勤官打槍塔台拒撥跑道
## 512                         【影片】坐家門乘涼　惡煞登門持槍指頭爆打
## 513                                  Janet抱病站台　想拼做人卻重感冒
## 515                             司法院最新統計　9成詐欺犯判刑不到1年
## 516                                趕著去釣蝦　貨車失控自撞翻車4輕傷
## 519                               【奶姬妹】八兩金有女兒？媽呀有夠像
## 521                       【更新】畫漫畫療癒患者　女學生獲10萬獎學金
## 524                                 公車上有色狼　被害人：絕不原諒  
## 526                       【暖蘋果】公車司機毫不猶豫做這事　感動人心
## 527                               溫流談《太陽的後裔》「會記得很久」
## 533                                   歐陽妮妮穿裙大開腿　霸氣釣男人
## 539                           音樂人不好當！劉喬安撐明星夢先開按摩坊
## 542               【有片】嫁豪門首現身奉送美背　楊千霈「緣份擋不住」
## 547                             【公庫】血汗海鮮  外籍漁工遭層層剝削
## 548                                 贓車借屍還魂　高市警大破竊車集團
## 549                                 假美鈔案　檢調策反掮客轉污點證人
## 552                             毒鴛鴦偷車又行搶　魯肉飯吃到一半遭逮
## 556                           【更新】香蕉太貴買不起　再等幾天就降了
## 557                       【更新】殺警心虛？王焜弘被爆攜大量庫錢拜廟
## 564                         【更新】雨中騎車兩度挨撞　男大生傷重不治
## 569                      【更新】正晶揭露新詐騙案　7百萬存款不翼而飛
## 572                           羅瑩雪再創金句　「泰國人只會講泰國話」
## 574                             遭逆向賓士兇狠砸車　被害人低調不報案
## 580                         今晚迎接完結篇！回味《太陽》10大浪漫鏡頭
## 583                             那些年跨國逮回的詐騙集團　後來怎麼了
## 588                       【更新】坎城影展公布競賽片單　華語片全摃龜
## 596                                  BMW自撞分隔島起火　駕駛昏迷送醫
## 599                             持變造護照遭識破　印度男桃機闖關被抓
## 604                               【有片】女遭惡鄰揮刀毀容　畫面曝光
## 605                 咘咘出道梧桐妹不給看　賈靜雯解釋差別待遇因為～～
## 610                           徐潔兒三亞跑神上身　靖王王凱獻初體驗　
## 611                                美女拐拐淡妝奔200公里　攏係為著她
## 615                         【更新】60歲寶媽的第一次　累到沒辦法洗澡
## 619                               炎亞綸秀合照致敬Kobe「我還是哭了」
## 627                           【多圖】這些立委遇到羅瑩雪　全都崩潰了
## 629                             鄰居抱怨佛經太大聲　比丘尼竟揮鋸砍人
## 632                       韓粉過黑色情人節　最想跟宋仲基秀智吃炸醬麵
## 633       【民報】花東鐵6億弊案代誌大條 台鐵亡羊補牢全面體檢鐵路安全
## 635                               拚不過價錢竟亮槍　筍農踢館反遭痛毆
## 636                        【獨家直擊】阿里山採茶工收工　近30人擠1車
## 640                         【獨家】澎湖空難起訴　家屬泣訴：等很久了
## 642                         【有片】孫德榮公司傳承小刀　隔空虧羅志祥
## 648               【更新】台人遭中國紅色通緝　羅瑩雪：「他就死掉了」
## 649                              【更新】大甲媽回鑾　連8年進明道大學
## 652                      太白目！BMW警局前撞採訪車　男疑毒駕自投羅網
## 666                              一再騙錢抓不怕　詐欺慣犯又吸金4千萬
## 670          【影片】澎湖​空難偵結　馬公基地高勤官與塔台人員2人遭起訴
## 677                   【有片】《太陽》喬妹哭技爆發　最高收視竟不是她
## 685                                 憲兵濫搜是否違法　北檢近期將偵結
## 688                         「然後他就死掉了」　羅瑩雪造句大賽熱議中
## 690                   【更新】不給魏應充鑽轎腳　《壹周刊》PS媽祖挨告
## 696                           為肯亞案互嗆　司委會通過要求撤換羅瑩雪
## 698                                     雷神超賢慧　半夜為愛女煮消夜
## 702                   【有片】天龍國一位難求　為了停車輾警腳還嗆閉嘴
## 704                        【有片】逆向被叭　垃圾！惡賓士球棒爆打狠K
## 709                                 避免被性騷擾　5招3訣教妳反制色狼
## 712                                 最夯男神換人！宋仲基搶金秀賢代言
## 719                       【更新】男子涉水試吉普車　突遇爆洪受困沙洲
## 729                                 車手出年少！未成年情侶竟是訓練師
## 730                            低價品混充倍思康隱形眼鏡　3萬片流市面
## 738                                      徐若瑄紅眼班太操　抱Q兒取暖
## 741                                    復航墜河空難　檢方預計7月偵結
## 742                                   陸客假自由行　馬祖沿街算命詐財
## 743                         憲兵濫搜案　檢方認定文件非機密民眾不起訴
## 748                        【影片】基隆外海漁船失火　海巡隊馳援救5人
## 753                                         隋棠環保媽媽　紙巾重複用
## 754                               意志不堅卡好賣　男鎖定戒治所前販毒
## 756                                       蔡詩芸穿衣災難　糗變透明人
## 758                            澎湖空難2人遭起訴　正副駕駛涉業務過失
## 767                         【有片】咘咘出道囉！賈靜雯一家現身真人秀
## 769                                   綠島良民乖乖衣　卻壞壞持毒遭逮
## 771                       【影片】幽靈貨車撞水果攤　孕婦挨撞幸運輕傷
## 775                     【有片】為肯亞案互槓　段宜康、羅瑩雪火爆對嗆
## 776                          被挖出舊照黑皮塌鼻　本土劇女神這麼說...
## 779                               廢棄眷舍磚牆轟然倒　居民批軍方可惡
## 788                             蛇精男難得被點讚！他在這裡變「正常」
## 797                   【更新】詐騙成員被拋棄淪遊民　偷車縱火險火燒山
## 800                       【更新】詐騙產業公會感謝聲明　羅瑩雪收到了
## 806                                 百公斤原物料倒塌　工人遭壓傷命危
## 809                                   劉子千好直白　演吻戲「很開心」
## 814                                 俊秀獻聲《太陽》　通殺韓國音樂榜
## 828                  【有片】人夫眼睛該看哪　小珍妮佛不穿Bra透視登場
## 829                           沙灘車拖拉鼓陣害少年摔癱　駕駛判刑定讞
## 833                       「肯亞案」為何爆發搶人大戰　他說出真正原因
## 834                           麥當勞借刀殺前夫不成　女辯稱借工具防身
## 835                             以為自己也有機會　賤男尾隨女同事性侵
## 840                               霸桌+塗鴉+射飛鏢　惡霸強收保護費　
## 842                               白娘子晃眼23年仍凍齡　反觀許仙……
## 845                             駕船赴馬祖岸邊採貝　陸男非法入境遭逮
## 847                             越線被啪啪免驚　中市光學測照還未啟用
## 849                              舊貨當新品危害東部鐵路　3官商遭聲押
## 858                                 挖避邪草去霉運　連關老爺都不幫忙
## 869                                   金賢重官司不斷　被欠千萬告詐欺
## 875                           段宜康拿痰盂批法務部　羅瑩雪：這叫污辱
## 876                                F奶小模不爽遭影射　開譙吳宗憲節目
## 877                                  外公半夜出門購物　孫女爬窗墜8樓
## 878                              分手拒還女軍人2萬　他還逼軍方懲處她
## 884                         李珍妮遭查封6柏金包　怒告米凱莉求償500萬
## 887                         新手爸媽注意　他拋晃滿月兒竟害骨折眼出血
## 891                                 澎湖復興空難　地檢署下午偵結起訴
## 894                           音準歌姬被嗆「跩屁」　失去自信在家痛哭
## 895                           【更新】警所旁火燒車　波麗士大人神救援
## 900                              送桶瓦斯來卻少5面金牌　員工尾隨活逮
## 911                           熟女裸照遭PO網　前男友挨告竟說不認識她
## 912                   【壹週刊】林錫山索賄案大突破　行賄廠商認罪交保
## 916                           桃園最多移工城市　首次外文宣導萬安演習
## 925                           立院採購弊案　業者供出林錫山收賄獲交保
## 929                             李珍妮贏了　法院判「賤狗體」道歉有效
## 931                                   秀琴囧變蠟筆小新　竟是XX惹的禍
## 932                                 地產女王賣屋踢鐵板　遭控買賣凶宅
## 934                       【更新】疑自撞火燒車　男子燒成白骨身首分離
## 947                             鐵皮違建逃生不易　引發大火恐成鐵棺材
## 950                             【更新】Kobe告別戰　林熙蕾奔球場見證
## 961                          【影片】萬華惡火2死　鄰居疑情侶爭吵釀災
## 962                               小丑上身逼發狂　他送人用過的保險套
## 963                             開曳引車低頭調椅背　夾撞女騎士成焦屍
## 973                                   偷車載小馬子兜風　撞死賣菜老翁
## 974                                 李安新片預告首曝光　觀眾鼓掌歡呼
## 983                【更新】國道追撞4人輕重傷　自撞男下車查看輾斷雙腿
## 998                                 台東惡少暗夜逞凶　棍棒齊飛砸爛車
## 1010                            金宇彬不怕李敏鎬翻臉　帶他女友逛大街
## 1015          【痞客邦】《蝙蝠俠對超人：正義曙光》到底為何評價兩極？
## 1022                    【更新】詐欺犯回台罪太輕？　羅瑩雪打算這麼做
## 1023                            上海立法管控毒星　柯震東房祖名禁露臉
## 1029                              【更新】女童說這句話　意外揭媽劈腿
## 1043                          強碰南韓國會大選　《太陽的後裔》照吸睛
## 1048                            貴婦人妻太閒了　她只好和一些網友嘿咻
## 1051                                        和華妃戀愛中？靖王答腔了
## 1057                    【明星輕小說】竇智孔落魄時　救汪星人也救自已
## 1068                                  被批過氣、整容　陳志朋公開淚談
## 1071                    有內情？辣模女友控MP廷廷　「對我做可怕的事」
## 1079                          悚！妻半夜爬起來剪這個　老公嚇傻提離婚
## 1082                                 萬華惡火2死　是否縱火待檢警釐清
## 1088                          男友要娶那個女人！　她怒找降頭師這樣做
## 1090                      殺童唯一死刑？　法界人士：恐成凶手尋死方式
## 1094                               主播夏嘉璐惹到誰？　被爆料4大缺失
## 1095                               2租客送醫亡　住戶：「頂加非違建」
## 1097                            1張裸照、2度買凶　殺警鄉長栽在他手上
## 1099                                雙碩士摩鐵約砲　25女嘿咻被偷拍　
## 1101                               人妻偷吃成性　2個孩子都不是老公的
## 1104                              巴基斯坦色狼性侵　有妻小不逐出台灣
## 1107                              綠光鄉長看到5個字　200萬買兇殺員警
## 1110                                性愛偷拍後　璩美鳳這15年來這樣過
## 1112                            疑情侶吵架男友放火　女屋主做筆錄快閃
## 1134                            五分埔火警難搶救　警消冒死趴鐵皮灌救
## 1135                                    ​鬱男疑心情不佳　租屋處燒炭亡
## 1138                        宋仲基《太陽》衝擊金秀賢障礙　激搶收視王
## 1141                            力宏辦生日趴送驚喜　老婆正面孕肚見光
## 1146                                  陳柏霖韓劇好威　一露臉收視立漲
## 1147                    【星鮮貨】綾瀨遙加持優等生大衣　下殺折扣搶翻
## 1171                  蟻人看到美國隊長變小粉絲　摸肌塊驚呼「老天！」
## 1176                                        演唱會XX太難　考倒宇宙人
## 1189                        【狗仔偷拍】好大的派頭　李㼈違停霸氣外露
## 1194                    【爆雷15】宋仲基《太陽》陣亡　虐翻喬妹神轉折
## 1198                         【有片】雨中見台灣希望　年輕人這樣做...
## 1199                           【法律問蘋果】派遣人員可以請育嬰假嗎?
## 1211 【公庫】「校園不是軍營、學生不是士兵」 學生團體要求教官退出校園
## 1213                          李千娜認了喇舌　談曖昧對象「我們很好」
## 1216                【民報】汙這錢太黑心!花東鐵爆5億弊案花檢夜訊追究
## 1220                        【更新】強固保全驚爆掏空案　董座20萬交保
## 1225                                 T台記者赴馬丘比丘　受不了高山症
## 1227                              男子違停不聽勸　持螺絲起子攻擊警員
## 1233                                    劉容嘉挑戰跳56樓　挑釁攝影師
## 1236                            浩子挖掘黑暗面　想到小孩老婆崩潰痛哭
## 1241                         「無視鐵路安全」　無良官商用舊計軸器A錢
## 1242                                柯佳嬿戲如人生　總是當女主角的運
## 1248                                少女童星萌笑開球　姿勢錯誤小落漆
## 1251                        【這不是新聞】水杯出現這個　客人全嚇傻了
## 1254                    【更新】台苯10億掏空案收網　天籟董事長遭傳訊
## 1260                        台鐵東部鐵路電氣化涉弊案　廉政署帶回21人
## 1263         【公庫】低價煤電阻礙綠能 環團籲：多付錢，換好空氣與健康
## 1265                                  男星扮皇帝腿軟　自認不是那塊料
## 1267                【更新】機警海關逮「毒」熊貓　估可毒害3600萬人次
## 1272                                米可白被婆婆趕出家　哭到眼歪嘴斜
## 1274                 【公庫】死刑定讞十年後 鄭性澤重回法庭：我沒殺人
## 1276                                  豪雨釀山難　62歲男子攀桃山失蹤
## 1279                                    林志穎萌照出土　潮襪暴露身份
## 1281                              鋼鐵人慘被球棒襲鵰　草泥馬都鄙視他
## 1288                            陳志朋淚崩談整容　隱瞞炸傷原因有洋蔥
## 1289                                 浩鼎內線交易疑雲　檢調再傳3證人
## 1291                          為了幼女不願坐牢　女子拒捕遭警開16槍  
## 1301                                美艷辣照吸客　陸女來台日接10男客
## 1302                              孫儷雲端抓猴　鄧超的「小三」長這樣
## 1303                    【更新】醉漢揮刀出沒醫院　對峙警10分鐘遭制伏
## 1307                                雪炫曬心形長髮床照　呼籲國民投票
## 1310                                    肯亞案　法務部：台灣有管轄權
## 1312                      【告別小燈泡】爸爸首發聲　「仇恨滋長邪惡」
## 1313                【壹週刊】誰斗膽讓女皇瑪丹娜尿濕了褲子？【有片】
## 1314                 【苦勞網】漁工膳宿遭層層剝削 勞動部執法避重就輕
## 1315          【公庫】桃園航道下的聲音：遷移，是對未來更好生活的期待
## 1316                【有片】19歲美籍傳教士摔車遭輾　口鼻出血殉道台灣
## 1319                           33E瑤瑤偷穿32C張景嵐原味衣...差點撐爆
## 1323                                  滿地傷患待援　金門萬安演習逼真
## 1340                            王柏傑許瑋甯合體　堅稱「就是朋友」　
## 1352                    【更新】茶改場技工噴藥後猝死　家屬指官僚殺人
## 1353                             【更新】王焜弘稱心臟病　抵死不測謊 
## 1361                          長得不像？　男驗DNA才知2女兒都非親骨肉
## 1362                        麻衣1歲兒神力扛麻糬　台塑第4代抓周拿算盤
## 1372                           【獨家】晶華酒店有內賊　竟A走客人存酒
## 1377                       【肯亞案】被中國帶走的台人　有2人是通緝犯
## 1378                  【更新】MP​廷廷有新歡！李優爆「對我做可怕的事」
## 1385                              《太陽》編劇金恩淑洩密　結局非爛尾
## 1390                【有片】福爾摩斯轉職奇異博士　竟被女光頭打出魂魄
## 1408                       【更新】AKB美胸女王駕到！小嶋陽菜貴氣抵台
## 1409                        【更新】被同學硬戴小戒指　國二女生痛整晚
## 1410                      【肯亞案】組團赴中　羅瑩雪：本來今天要出發
## 1411                      【肯亞案】組團赴中　羅瑩雪：本來今天要出發
## 1417                          葉毓蘭再嗆肯亞詐騙疑犯　要媒體將心比心
## 1424                  【更新】許維恩剛認愛就變心　甜喊「憲哥我愛你」
## 1446                      北市工務局技工好大膽　竟收賄喝花酒驗收放水
## 1447                             章子怡加入炫娃族　連發醒醒萌Q變身照
## 1448          【民報】一生難忘媽媽的話！86獨居老翁臨終囑捐財產三金條
## 1456                            「下降頭能挽回婚姻」　女控遭騙63萬元
## 1457                         假晶華董事詐騙7億　只還100萬的下場是...
## 1459                        本土劇女神整形前照出土？！黑皮塌鼻引戰火
## 1460                        四面佛前跳艷舞　廟方「應是信徒花錢請的」
## 1463                              落單女沒先上鎖車門　遭惡男劫財劫色
## 1466                      【影片】醫院外揮刀咆哮　警方衝上前一棒打掉
## 1470                          劉真女兒雙滿月　辛龍送糕「最幸福的事」
## 1476                              等著見小豬？！周揚青出沒台北信義區
## 1481                              360度搶拍法拉利　警：開違規罰300元
## 1482                                 學蜘蛛人垂降進屋　糗懸3樓高半空
## 1483                    警政署前署長顏世錫腦出血　昏迷送萬芳醫院治療
## 1486                【更新】罵記者「神經病」被訴　連惠心賠50萬換和解
## 1493                          歪國老闆拉鐵門性侵女客　因這事判免驅離
## 1495                          美魔安糾紛被控妨害名譽　前主播妻不起訴
##                       dt category clicked
## 1    2016-04-15 14:32:00     社會    1754
## 11   2016-04-15 14:22:00     社會    1076
## 16   2016-04-15 14:17:00     娛樂    1749
## 19   2016-04-15 14:12:00     社會   11886
## 21   2016-04-15 14:00:00     娛樂   11696
## 26   2016-04-15 13:52:00     社會    4582
## 32   2016-04-15 13:49:00     娛樂    3329
## 34   2016-04-15 13:47:00     社會    1154
## 35   2016-04-15 13:45:00     社會    4322
## 40   2016-04-15 13:40:00     娛樂    4307
## 47   2016-04-15 13:30:00     娛樂    4651
## 50   2016-04-15 13:23:00     娛樂    5141
## 54   2016-04-15 13:08:00     娛樂   11588
## 56   2016-04-15 13:07:00     社會    1989
## 57   2016-04-15 13:06:00     社會    1147
## 60   2016-04-15 13:02:00     社會   15328
## 62   2016-04-15 13:00:00     娛樂    5209
## 66   2016-04-15 12:52:00     社會    4432
## 74   2016-04-15 12:41:00     社會    1011
## 78   2016-04-15 12:38:00     社會    8186
## 84   2016-04-15 12:34:00     社會    3747
## 86   2016-04-15 12:33:00     社會   14450
## 89   2016-04-15 12:29:00     娛樂   27010
## 92   2016-04-15 12:26:00     社會    3263
## 109  2016-04-15 12:09:00     社會    4273
## 111  2016-04-15 12:08:00     社會    8332
## 115  2016-04-15 12:05:00     社會    2957
## 126  2016-04-15 11:59:00     社會   17249
## 138  2016-04-15 11:53:00     社會    2518
## 139  2016-04-15 11:52:00     娛樂   10455
## 144  2016-04-15 11:47:00     社會   22995
## 145  2016-04-15 11:47:00     社會    4325
## 159  2016-04-15 11:40:00     娛樂   88386
## 161  2016-04-15 11:39:00     社會    3129
## 167  2016-04-15 11:35:00     社會    3956
## 173  2016-04-15 11:27:00     娛樂    9930
## 175  2016-04-15 11:25:00     社會    2491
## 196  2016-04-15 11:00:00     娛樂    7536
## 204  2016-04-15 10:48:00     社會   53097
## 214  2016-04-15 10:40:00     社會    1316
## 216  2016-04-15 10:39:00     娛樂    1631
## 222  2016-04-15 10:30:00     娛樂   10478
## 223  2016-04-15 10:30:00     娛樂    5766
## 234  2016-04-15 10:17:00     社會   16970
## 236  2016-04-15 10:15:00     社會   17912
## 245  2016-04-15 10:04:00     娛樂   13351
## 250  2016-04-15 09:57:00     娛樂    8761
## 252  2016-04-15 09:49:00     娛樂    1681
## 261  2016-04-15 09:42:00     社會  172024
## 262  2016-04-15 09:40:00     娛樂    4143
## 269  2016-04-15 09:26:00     社會   57953
## 289  2016-04-15 08:05:00     社會   42724
## 290  2016-04-15 08:04:00     社會   55616
## 299  2016-04-15 07:35:00     社會   11274
## 303  2016-04-15 07:35:00     社會   11274
## 314  2016-04-15 07:08:00     娛樂   12420
## 317  2016-04-15 06:56:00     娛樂   80200
## 319  2016-04-15 06:49:00     社會    5954
## 356  2016-04-15 01:10:00     娛樂   19030
## 357  2016-04-15 00:51:00     娛樂   19625
## 359  2016-04-15 00:38:00     娛樂   18220
## 384  2016-04-15 00:10:00     娛樂    4697
## 399  2016-04-15 00:05:00     社會    5431
## 410  2016-04-15 00:03:00     社會    9014
## 415  2016-04-15 00:01:00     社會   55128
## 418  2016-04-15 00:00:00     娛樂    7561
## 433  2016-04-14 23:18:00     娛樂    5241
## 437  2016-04-14 23:00:00     娛樂   12046
## 447  2016-04-14 22:42:00     社會   27477
## 449  2016-04-14 22:37:00     娛樂  126774
## 456  2016-04-14 22:32:00     娛樂    5085
## 458  2016-04-14 22:30:00     娛樂    4999
## 463  2016-04-14 22:20:00     娛樂   13761
## 467  2016-04-14 22:12:00     社會   14023
## 474  2016-04-14 22:02:00     社會   22370
## 480  2016-04-14 21:57:00     社會    7430
## 487  2016-04-14 21:47:00     社會    3856
## 493  2016-04-14 21:38:00     社會   35349
## 496  2016-04-14 21:18:00     社會   31428
## 502  2016-04-14 21:09:00     社會   59690
## 504  2016-04-14 21:05:00     娛樂    3450
## 508  2016-04-14 20:45:00     社會  150666
## 512  2016-04-14 20:42:00     社會   23574
## 513  2016-04-14 20:40:00     娛樂    8574
## 515  2016-04-14 20:39:00     社會   10772
## 516  2016-04-14 20:39:00     社會    4430
## 519  2016-04-14 20:30:00     娛樂   27440
## 521  2016-04-14 20:29:00     社會    2323
## 524  2016-04-14 20:24:00     社會    6057
## 526  2016-04-14 20:20:00     社會   11706
## 527  2016-04-14 20:18:00     娛樂   20450
## 533  2016-04-14 20:04:00     娛樂   22129
## 539  2016-04-14 20:00:00     娛樂   14398
## 542  2016-04-14 19:56:00     娛樂   24017
## 547  2016-04-14 19:50:00     社會    4743
## 548  2016-04-14 19:49:00     社會    5441
## 549  2016-04-14 19:46:00     社會    2567
## 552  2016-04-14 19:38:00     社會    8502
## 556  2016-04-14 19:34:00     社會   64238
## 557  2016-04-14 19:33:00     社會   77064
## 564  2016-04-14 19:25:00     社會   41538
## 569  2016-04-14 19:15:00     社會  241842
## 572  2016-04-14 19:08:00     社會   93376
## 574  2016-04-14 19:05:00     社會   12356
## 580  2016-04-14 18:56:00     娛樂   22946
## 583  2016-04-14 18:54:00     社會  112086
## 588  2016-04-14 18:45:00     娛樂    3382
## 596  2016-04-14 18:39:00     社會    7486
## 599  2016-04-14 18:34:00     社會    7568
## 604  2016-04-14 18:28:00     社會    9909
## 605  2016-04-14 18:28:00     娛樂  131942
## 610  2016-04-14 18:23:00     娛樂    8041
## 611  2016-04-14 18:22:00     娛樂    9258
## 615  2016-04-14 18:16:00     娛樂   76064
## 619  2016-04-14 18:11:00     娛樂   20399
## 627  2016-04-14 17:54:00     社會  138085
## 629  2016-04-14 17:52:00     社會   39768
## 632  2016-04-14 17:49:00     娛樂    8810
## 633  2016-04-14 17:47:00     社會    4005
## 635  2016-04-14 17:44:00     社會    5786
## 636  2016-04-14 17:41:00     社會   30343
## 640  2016-04-14 17:39:00     社會   16035
## 642  2016-04-14 17:38:00     娛樂   26036
## 648  2016-04-14 17:34:00     社會  100973
## 649  2016-04-14 17:33:00     社會   13077
## 652  2016-04-14 17:29:00     社會   18487
## 666  2016-04-14 17:13:00     社會   14017
## 670  2016-04-14 17:06:00     社會   59580
## 677  2016-04-14 17:00:00     娛樂   31727
## 685  2016-04-14 16:57:00     社會     918
## 688  2016-04-14 16:55:00     社會  103829
## 690  2016-04-14 16:52:00     社會   81948
## 696  2016-04-14 16:46:00     社會  140109
## 698  2016-04-14 16:45:00     娛樂   16175
## 702  2016-04-14 16:40:00     社會   37106
## 704  2016-04-14 16:39:00     社會  131262
## 709  2016-04-14 16:31:00     社會    4145
## 712  2016-04-14 16:30:00     娛樂   16676
## 719  2016-04-14 16:22:00     社會    8396
## 729  2016-04-14 16:11:00     社會    8095
## 730  2016-04-14 16:10:00     社會    2772
## 738  2016-04-14 16:00:00     娛樂   15089
## 741  2016-04-14 15:59:00     社會    5480
## 742  2016-04-14 15:57:00     社會    8736
## 743  2016-04-14 15:52:00     社會   30836
## 748  2016-04-14 15:47:00     社會    2953
## 753  2016-04-14 15:40:00     娛樂   11339
## 754  2016-04-14 15:39:00     社會    5089
## 756  2016-04-14 15:35:00     娛樂   16073
## 758  2016-04-14 15:32:00     社會    3982
## 767  2016-04-14 15:22:00     娛樂  142444
## 769  2016-04-14 15:20:00     社會    3554
## 771  2016-04-14 15:19:00     社會    6390
## 775  2016-04-14 15:12:00     社會   53120
## 776  2016-04-14 15:12:00     娛樂   78743
## 779  2016-04-14 15:11:00     社會    2261
## 788  2016-04-14 15:00:00     娛樂   73177
## 797  2016-04-14 14:50:00     社會    7029
## 800  2016-04-14 14:45:00     社會   85337
## 806  2016-04-14 14:41:00     社會    3208
## 809  2016-04-14 14:35:00     娛樂    6653
## 814  2016-04-14 14:30:00     娛樂   15253
## 828  2016-04-14 14:18:00     娛樂   64117
## 829  2016-04-14 14:18:00     社會    2409
## 833  2016-04-14 14:10:00     社會  145415
## 834  2016-04-14 14:10:00     社會    3001
## 835  2016-04-14 14:08:00     社會   12791
## 840  2016-04-14 14:01:00     社會    4655
## 842  2016-04-14 14:00:00     娛樂   62067
## 845  2016-04-14 13:59:00     社會    1305
## 847  2016-04-14 13:55:00     社會    3590
## 849  2016-04-14 13:54:00     社會    1584
## 858  2016-04-14 13:40:00     社會    4218
## 869  2016-04-14 13:19:00     娛樂   10520
## 875  2016-04-14 13:06:00     社會   12096
## 876  2016-04-14 13:05:00     娛樂   67683
## 877  2016-04-14 13:05:00     社會    8084
## 878  2016-04-14 13:04:00     社會    8394
## 884  2016-04-14 12:49:00     社會    9445
## 887  2016-04-14 12:46:00     社會   26555
## 891  2016-04-14 12:35:00     社會   14572
## 894  2016-04-14 12:30:00     娛樂   16054
## 895  2016-04-14 12:29:00     社會    3501
## 900  2016-04-14 12:26:00     社會    9062
## 911  2016-04-14 12:17:00     社會   20388
## 912  2016-04-14 12:17:00     社會    3043
## 916  2016-04-14 12:16:00     社會    1602
## 925  2016-04-14 12:09:00     社會    1957
## 929  2016-04-14 12:07:00     社會   13473
## 931  2016-04-14 12:05:00     娛樂   22056
## 932  2016-04-14 12:05:00     社會    8341
## 934  2016-04-14 12:03:00     社會   11409
## 947  2016-04-14 11:54:00     社會    1883
## 950  2016-04-14 11:50:00     娛樂   30967
## 961  2016-04-14 11:40:00     社會   39034
## 962  2016-04-14 11:40:00     娛樂    7971
## 963  2016-04-14 11:40:00     社會    6051
## 973  2016-04-14 11:24:00     社會    6432
## 974  2016-04-14 11:20:00     娛樂   18160
## 983  2016-04-14 11:05:00     社會   43785
## 998  2016-04-14 10:48:00     社會    4606
## 1010 2016-04-14 10:32:00     娛樂   27616
## 1015 2016-04-14 10:24:00     娛樂    5537
## 1022 2016-04-14 10:11:00     社會   40940
## 1023 2016-04-14 10:10:00     娛樂    5886
## 1029 2016-04-14 10:09:00     社會  106118
## 1043 2016-04-14 09:46:00     娛樂   11899
## 1048 2016-04-14 09:32:00     社會  228203
## 1051 2016-04-14 09:26:00     娛樂   23735
## 1057 2016-04-14 09:03:00     娛樂    9443
## 1068 2016-04-14 08:29:00     娛樂   21199
## 1071 2016-04-14 08:23:00     娛樂  239697
## 1079 2016-04-14 07:48:00     社會  100425
## 1082 2016-04-14 07:44:00     社會    4291
## 1088 2016-04-14 07:36:00     社會   23014
## 1090 2016-04-14 07:34:00     社會    7122
## 1094 2016-04-14 07:21:00     娛樂   37152
## 1095 2016-04-14 07:20:00     社會   10684
## 1097 2016-04-14 07:18:00     社會   44688
## 1099 2016-04-14 07:12:00     社會   75710
## 1101 2016-04-14 07:06:00     社會   71849
## 1104 2016-04-14 06:57:00     社會   13588
## 1107 2016-04-14 06:45:00     社會  122619
## 1110 2016-04-14 06:30:00     社會  171408
## 1112 2016-04-14 06:27:00     社會    6611
## 1134 2016-04-14 03:22:00     社會    4799
## 1135 2016-04-14 03:11:00     社會    7515
## 1138 2016-04-14 02:36:00     娛樂   25732
## 1141 2016-04-14 02:15:00     娛樂   27671
## 1146 2016-04-14 00:38:00     娛樂   35597
## 1147 2016-04-14 00:35:00     娛樂    9450
## 1171 2016-04-14 00:24:00     娛樂   10499
## 1176 2016-04-14 00:18:00     娛樂    2240
## 1189 2016-04-14 00:05:00     娛樂  265355
## 1194 2016-04-14 00:02:00     娛樂   38814
## 1198 2016-04-14 00:01:00     社會   53421
## 1199 2016-04-14 00:00:00     社會    9918
## 1211 2016-04-13 23:35:00     社會    3259
## 1213 2016-04-13 23:30:00     娛樂   31534
## 1216 2016-04-13 23:24:00     社會    5590
## 1220 2016-04-13 23:13:00     社會   37863
## 1225 2016-04-13 23:00:00     娛樂   12714
## 1227 2016-04-13 22:50:00     社會   15809
## 1233 2016-04-13 22:32:00     娛樂   12405
## 1236 2016-04-13 22:28:00     娛樂   29726
## 1241 2016-04-13 22:17:00     社會   17992
## 1242 2016-04-13 22:15:00     娛樂   17492
## 1248 2016-04-13 22:00:00     娛樂   15701
## 1251 2016-04-13 21:55:00     娛樂   49616
## 1254 2016-04-13 21:49:00     社會   13049
## 1260 2016-04-13 21:42:00     社會   46020
## 1263 2016-04-13 21:38:00     社會    1381
## 1265 2016-04-13 21:30:00     娛樂   14995
## 1267 2016-04-13 21:23:00     社會   22872
## 1272 2016-04-13 21:15:00     娛樂   54272
## 1274 2016-04-13 21:10:00     社會    6047
## 1276 2016-04-13 21:10:00     社會    5886
## 1279 2016-04-13 21:05:00     娛樂   71338
## 1281 2016-04-13 21:00:00     娛樂    6599
## 1288 2016-04-13 20:55:00     娛樂   34500
## 1289 2016-04-13 20:53:00     社會    3870
## 1291 2016-04-13 20:51:00     社會  104393
## 1301 2016-04-13 20:28:00     社會   26151
## 1302 2016-04-13 20:27:00     娛樂   12636
## 1303 2016-04-13 20:26:00     社會    7751
## 1307 2016-04-13 20:22:00     娛樂    9156
## 1310 2016-04-13 20:12:00     社會    3002
## 1312 2016-04-13 20:08:00     社會  217096
## 1313 2016-04-13 20:08:00     娛樂    6746
## 1314 2016-04-13 20:06:00     社會    1373
## 1315 2016-04-13 20:06:00     社會    3766
## 1316 2016-04-13 20:05:00     社會   82726
## 1319 2016-04-13 20:00:00     娛樂   94302
## 1323 2016-04-13 19:54:00     社會    4173
## 1340 2016-04-13 19:32:00     娛樂    9368
## 1352 2016-04-13 19:18:00     社會   10464
## 1353 2016-04-13 19:18:00     社會   39911
## 1361 2016-04-13 19:03:00     社會  214796
## 1362 2016-04-13 19:03:00     娛樂   70169
## 1372 2016-04-13 18:56:00     社會   59229
## 1377 2016-04-13 18:47:00     社會   18045
## 1378 2016-04-13 18:46:00     娛樂   40764
## 1385 2016-04-13 18:40:00     娛樂   19267
## 1390 2016-04-13 18:38:00     娛樂    9860
## 1408 2016-04-13 18:10:00     娛樂   17874
## 1409 2016-04-13 18:10:00     社會   19741
## 1410 2016-04-13 18:10:00     社會   47145
## 1411 2016-04-13 18:10:00     社會   47145
## 1417 2016-04-13 18:03:00     社會   31267
## 1424 2016-04-13 17:56:00     娛樂   42048
## 1446 2016-04-13 17:32:00     社會    9292
## 1447 2016-04-13 17:30:00     娛樂   18752
## 1448 2016-04-13 17:30:00     社會   12091
## 1456 2016-04-13 17:12:00     社會    4600
## 1457 2016-04-13 17:11:00     社會    9284
## 1459 2016-04-13 17:08:00     娛樂  299235
## 1460 2016-04-13 17:05:00     社會   17937
## 1463 2016-04-13 17:03:00     社會   18176
## 1466 2016-04-13 16:55:00     社會    5940
## 1470 2016-04-13 16:52:00     娛樂   32363
## 1476 2016-04-13 16:40:00     娛樂   23314
## 1481 2016-04-13 16:35:00     社會    7124
## 1482 2016-04-13 16:35:00     社會    1562
## 1483 2016-04-13 16:35:00     社會   15959
## 1486 2016-04-13 16:32:00     社會    6084
## 1493 2016-04-13 16:23:00     社會    9305
## 1495 2016-04-13 16:20:00     社會    8163
head(filter(applenews, category %in% c("娛樂", "社會")))
##                                          title                  dt
## 1 【更新】搶2.2萬彩券刮中1.4萬　沒發財還得入獄 2016-04-15 14:32:00
## 2                   同居人女兒熟睡　淫男伸狼爪 2016-04-15 14:22:00
## 3             澎恰恰收女弟子　拱當台灣第一名伶 2016-04-15 14:17:00
## 4    【驚險有片】BMW撞翻撞公車　後方機車神穿越 2016-04-15 14:12:00
## 5   【唱新聞】詐騙嗎？R.O.C.有CHINA但不是CHINA 2016-04-15 14:00:00
## 6               九巡翁霸坐展售車？　原因好心酸 2016-04-15 13:52:00
##   category clicked
## 1     社會    1754
## 2     社會    1076
## 3     娛樂    1749
## 4     社會   11886
## 5     娛樂   11696
## 6     社會    4582
#原先R的欄位選取
head(applenews[, c("category","clicked")])
##   category clicked
## 1     社會    1754
## 2     國際       0
## 3     地產       0
## 4     國際       0
## 5     時尚     311
## 6     財經      24
#dplyr 的欄位選取

#選擇列舉出的欄位
head(select(applenews,category,clicked))
##   category clicked
## 1     社會    1754
## 2     國際       0
## 3     地產       0
## 4     國際       0
## 5     時尚     311
## 6     財經      24
#選擇從category~clicked欄位
head(select(applenews,dt:clicked))
##                    dt category clicked
## 1 2016-04-15 14:32:00     社會    1754
## 2 2016-04-15 14:32:00     國際       0
## 3 2016-04-15 14:31:00     地產       0
## 4 2016-04-15 14:30:00     國際       0
## 5 2016-04-15 14:28:00     時尚     311
## 6 2016-04-15 14:28:00     財經      24
#選擇欄位名稱含有click字串的欄位
head(select(applenews,contains('click')))
##   clicked
## 1    1754
## 2       0
## 3       0
## 4       0
## 5     311
## 6      24
##iris - selected helpers
head(select(iris,starts_with("Sepal")))
##   Sepal.Length Sepal.Width
## 1          5.1         3.5
## 2          4.9         3.0
## 3          4.7         3.2
## 4          4.6         3.1
## 5          5.0         3.6
## 6          5.4         3.9
head(select(iris,ends_with("Length")))
##   Sepal.Length Petal.Length
## 1          5.1          1.4
## 2          4.9          1.4
## 3          4.7          1.3
## 4          4.6          1.5
## 5          5.0          1.4
## 6          5.4          1.7
?matches
## Help on topic 'matches' was found in the following packages:
## 
##   Package               Library
##   dplyr                 /Library/Frameworks/R.framework/Versions/3.5/Resources/library
##   tidyselect            /Library/Frameworks/R.framework/Versions/3.5/Resources/library
## 
## 
## Using the first match ...
#想同時filter 和 select
head(filter(select(applenews,category:clicked),category == '娛樂'))
##   category clicked
## 1     娛樂    1749
## 2     娛樂   11696
## 3     娛樂    3329
## 4     娛樂    4307
## 5     娛樂    4651
## 6     娛樂    5141
#使用Chaining
select(applenews,category:clicked) %>%
  filter(category == '娛樂') %>%
  head()
##   category clicked
## 1     娛樂    1749
## 2     娛樂   11696
## 3     娛樂    3329
## 4     娛樂    4307
## 5     娛樂    4651
## 6     娛樂    5141
applenews %>% 
  select(category:clicked) %>%
  filter(category == '娛樂') %>%
  head()
##   category clicked
## 1     娛樂    1749
## 2     娛樂   11696
## 3     娛樂    3329
## 4     娛樂    4307
## 5     娛樂    4651
## 6     娛樂    5141
### arrange (資料排序)
applenews %>% 
  select(category:clicked) %>%
  filter(category == '娛樂') %>%
  arrange(desc(clicked)) %>%
  head()
##   category clicked
## 1     娛樂  299235
## 2     娛樂  265355
## 3     娛樂  239697
## 4     娛樂  142444
## 5     娛樂  131942
## 6     娛樂  126774

dplyr 其他常用函式

##
# 總點擊數
freqsum = applenews %>%
  select(clicked) %>% 
  sum()

applenews$portion = applenews$clicked / freqsum

#使用mutate產生新欄位
#新增portion欄位
applenews = applenews %>%
  mutate(portion= clicked / freqsum)

#group_by & summarise
applenews %>%
  group_by(category) %>%
  summarise(clicked_mean = mean(clicked, na.rm=TRUE)) %>%
  arrange(desc(clicked_mean))
## # A tibble: 14 x 2
##    category clicked_mean
##    <chr>           <dbl>
##  1 正妹           84119.
##  2 娛樂           31602.
##  3 社會           29494.
##  4 體育           16822.
##  5 搜奇           12151.
##  6 政治           11902.
##  7 生活           11469.
##  8 國際            8914.
##  9 地產            6900.
## 10 時尚            6855.
## 11 論壇            5683.
## 12 財經            5109.
## 13 動物            4742.
## 14 3C              3954.
#多個欄位計算
applenews %>%
  group_by(category) %>% 
  summarise_at(.vars=vars(clicked,portion),.funs=funs(sum,mean,min,max,sd))
## Warning: funs() is soft deprecated as of dplyr 0.8.0
## please use list() instead
## 
## # Before:
## funs(name = f(.)
## 
## # After: 
## list(name = ~f(.))
## This warning is displayed once per session.
## # A tibble: 14 x 11
##    category clicked_sum portion_sum clicked_mean portion_mean clicked_min
##    <chr>          <int>       <dbl>        <dbl>        <dbl>       <dbl>
##  1 3C            146308     0.00678        3954.     0.000183         267
##  2 財經          618243     0.0287         5109.     0.000237          24
##  3 地產          220812     0.0102         6900.     0.000320           0
##  4 動物          123287     0.00571        4742.     0.000220        1211
##  5 國際         2540411     0.118          8914.     0.000413           0
##  6 論壇          312592     0.0145         5683.     0.000263         275
##  7 社會         5721750     0.265         29494.     0.00137          918
##  8 生活         3417804     0.158         11469.     0.000532          20
##  9 時尚          260499     0.0121         6855.     0.000318         311
## 10 搜奇          668307     0.0310        12151.     0.000563         199
## 11 體育         1598067     0.0741        16822.     0.000780         523
## 12 娛樂         3571005     0.166         31602.     0.00146         1631
## 13 正妹          672949     0.0312        84119.     0.00390         7999
## 14 政治         1701980     0.0789        11902.     0.000552         221
## # … with 5 more variables: portion_min <dbl>, clicked_max <dbl>,
## #   portion_max <dbl>, clicked_sd <dbl>, portion_sd <dbl>
applenews %>%
  group_by(category) %>% 
  summarise_at(.vars=vars(clicked),.funs=funs(sum,mean))
## # A tibble: 14 x 3
##    category     sum   mean
##    <chr>      <int>  <dbl>
##  1 3C        146308  3954.
##  2 財經      618243  5109.
##  3 地產      220812  6900.
##  4 動物      123287  4742.
##  5 國際     2540411  8914.
##  6 論壇      312592  5683.
##  7 社會     5721750 29494.
##  8 生活     3417804 11469.
##  9 時尚      260499  6855.
## 10 搜奇      668307 12151.
## 11 體育     1598067 16822.
## 12 娛樂     3571005 31602.
## 13 正妹      672949 84119.
## 14 政治     1701980 11902.
applenews %>%
  group_by(category) %>%
  summarise_at(.funs=funs(min,max), .vars=vars(matches('clicked')), na.rm=T)
## # A tibble: 14 x 3
##    category   min    max
##    <chr>    <dbl>  <dbl>
##  1 3C         267  20509
##  2 財經        24  54886
##  3 地產         0  80691
##  4 動物      1211  11753
##  5 國際         0 150825
##  6 論壇       275  68208
##  7 社會       918 241842
##  8 生活        20 132880
##  9 時尚       311  67086
## 10 搜奇       199  83036
## 11 體育       523 162907
## 12 娛樂      1631 299235
## 13 正妹      7999 344733
## 14 政治       221  83059