我有一种以不守规矩的时间格式导出数据的工具。我需要将date
和time
向量组合成以下datetime
格式的新POSIXct
向量:%Y-%m-%d %H:%M:%S
。出于好奇,我尝试使用as.POSIXct()
,strftime()
和strptime()
以三种不同的方式执行此操作。在下面使用我的示例数据时,只有as.POSIXct()
和strftime()
函数有效,但我很好奇为什么strptime()
正在生成NAs
?另外,我无法使用strftime()
将POSIXct
输出转换为as.POSIXct()
对象...
在我的真实数据上尝试这些相同的功能时(其中我只提供了第一行的行),我遇到了一个完全不同的问题。只有strftime()
功能正在运行。出于某种原因,as.POSIXct()
函数也生成NAs
,这是我将datetime
转换为POSIXct
对象时实际需要的唯一命令...
似乎这些功能之间存在细微差别,我想知道如何更有效地使用它们。谢谢!
可重复示例:
## Creating dataframe:
date <- c("2017-04-14", "2017-04-14","2017-04-14","2017-04-14")
time <- c("14:24:24.992000","14:24:25.491000","14:24:26.005000","14:24:26.511000")
value <- c("4.106e-06","4.106e-06","4.106e-06","4.106e-06")
data <- data.frame(date, time)
data <- data.frame(data, value) ## I'm sure there is a better way to combine three vectors...
head(data)
## Creating 3 different datetime vectors:
## This works in my example code, but not with my real data...
data$datetime1 <- as.POSIXct(paste(data$date, data$time), format = "%Y-%m-%d %H:%M:%S",tz="UTC")
class(data$datetime1)
## This is producing NAs, and I'm not sure why:
data$datetime2 <- strptime(paste(data$date, data$time), format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
class(data$datetime2)
## This is working just fine
data$datetime3 <- strftime(paste(data$date, data$time), format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
class(data$datetime3)
head(data)
## Since I cannot get the as.POSIXct() function to work with my real data, I tried this workaround. Unfortunately I am running into trouble...
data$datetime4 <- as.POSIXct(x$datetime3, format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
链接到真实数据: here
使用 real_data.txt的示例:
## Reading in the file:
fpath <- "~/real_data.txt"
x <- read.csv(fpath, skip = 1, header = FALSE, sep = "", stringsAsFactors = FALSE)
names(x) <- c("date","time","bscat","scat_coef","pressure_mbar","temp_K","CH1","CH2") ## This is data from a Radiance Research Integrating Nephelometer Model M903 for anyone who is interested!
## If anyone could get this to work that would be awesome!
x$datetime1 <- as.POSIXct(paste(x$date, x$time), format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
## This still doesn't work...
x$datetime2 <- strptime(paste(x$date, x$time), format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
## This works:
x$datetime3 <- strftime(paste(x$date, x$time), format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
## But I cannot convert from strftime character to POSIXct object, so it doesn't help me at all...
x$datetime4 <- as.POSIXct(x$datetime3, format = "%Y-%m-%d %H:%M%:%S", tz = "UTC")
head(x)
解决方案:
我没有为as.POSIXct()
函数提供正确的格式字符串。将%Y-%m-%d %H:%M%:%S
更改为%Y-%m-%d %H:%M:%S
后,data$datetime2
,data$datetime4
,x$datetime1
和x$datetime2
工作正常!非常感谢PhilC
进行调试!
答案 0 :(得分:3)
对于您的真实数据问题,请将%m%
替换为%m
:
## Reading in the file:
fpath <- "c:/r/data/real_data.txt"
x <- read.csv(fpath, skip = 1, header = FALSE, sep = "", stringsAsFactors = FALSE)
names(x) <- c("date","time","bscat","scat_coef","pressure_mbar","temp_K","CH1","CH2") ## This is data from a Radiance Research Integrating Nephelometer Model M903 for anyone who is interested!
## issue was the %m% - fixed
x$datetime1 <- as.POSIXct(paste(x$date, x$time), format = "%Y-%m-%d %H:%M:%S", tz = "UTC")
## Here too - fixed
x$datetime2 <- strptime(paste(x$date, x$time), format = "%Y-%m-%d %H:%M:%S", tz = "UTC")
head(x)
答案 1 :(得分:1)
导致NA的格式字符串错误;试试这个:
## This is no longer producing NAs:
data$datetime2 <- strptime(paste(data$date, data$time), format = "%Y-%m-%d %H:%M:%S",tz="UTC")
class(data$datetime2)
答案 2 :(得分:0)
格式化为“%Y-%m-%d%H:%M:%OS”是通用视图。要将小数秒设置为特定的小数位数,请调用degits.sec的选项,例如:
<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<svg xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:svg="http://www.w3.org/2000/svg" xmlns="http://www.w3.org/2000/svg" width="450" height="400" version="1.1">
<style type="text/css">
<![CDATA[
rect {fill:white; stroke: black; stroke-width: 1;}
text {fill: black; font-family: sans-serif; font-size: 10pt}
line {stroke:black; stroke-width:2}
]]>
</style>
<defs>
<marker orient="auto" refY="0.0" refX="0.0" id="StartArrow" style="overflow:visible;">
<path style="fill-rule:evenodd;stroke-width:0.625;stroke-linejoin:round;stroke:#000000;stroke-opacity:1;fill:#000000;fill-opacity:1" d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 6.9831476,1.6157441 8.7185878,4.0337352 z " />
</marker>
<use id="eaExperiment" href="#StartArrow" transform="rotate(180)" />
<marker orient="auto" refY="0.0" refX="0.0" id="EndArrow" style="overflow:visible;">
<path style="fill-rule:evenodd;stroke-width:0.625;stroke-linejoin:round;stroke:#000000;stroke-opacity:1;fill:#000000;fill-opacity:1" d="M 8.7185878,4.0337352 L -2.2072895,0.016013256 L 8.7185884,-4.0017078 C 6.9730900,-1.6296469 6.9831476,1.6157441 8.7185878,4.0337352 z " transform="rotate(180)" />
</marker>
<svg id="Box">
<rect width="100" height="85" x="1" y="1" />
<text x="5" y="20">The box</text>
<svg x="10" y="25">
<rect width="70" height="50" x="1" y="1" />
<text x="5" y="20">Box</text>
<text x="5" y="40">Contents</text>
</svg>
</svg>
</defs>
<svg>
<svg x="10" y="120">
<rect width="100" height="50" x="1" y="1" />
<text x="5" y="20">Data</text>
<text x="5" y="40">source</text>
</svg>
<svg x="150">
<use href="#Box" y="1" />
<use href="#Box" y="100" />
<use href="#Box" y="200" />
</svg>
<svg x="300" y="120">
<rect width="100" height="50" x="1" y="1" />
<text x="5" y="20">Database</text>
<text x="5" y="40">server</text>
</svg>
<line x1="100" y1="120" x2="148" y2="40" style="marker-end:url(#EndArrow)" />
<line x1="110" y1="150" x2="147" y2="150" style="marker-end:url(#EndArrow)" />
<line x1="100" y1="170" x2="148" y2="240" style="marker-end:url(#EndArrow)" />
<line x1="254" y1="40" x2="297" y2="120" style="marker-start:url(#StartArrow); marker-end:url(#EndArrow)" />
<line x1="250" y1="150" x2="297" y2="150" style="marker-start:url(#eaExperiment); marker-end:url(#EndArrow)" />
<line x1="250" y1="240" x2="297" y2="170" style="marker-end:url(#EndArrow)" />
</svg>
</svg>