R语言 入门教程 R语言 JSON文件

2024-02-25 开发教程 R语言 入门教程 匿名 0

JSON文件以人类可读格式将数据存储为文本。 Json代表JavaScript Object Notation。 R可以使用rjson包读取JSON文件。

安装rjson包

在R语言控制台中,您可以发出以下命令来安装rjson包。

install.packages("rjson")

输入数据

通过将以下数据复制到文本编辑器(如记事本)中来创建JSON文件。 使用.json扩展名保存文件,并将文件类型选择为所有文件(*.*)。

{
"ID":["1","2","3","4","5","6","7","8" ],
"Name":["Rick","Dan","Michelle","Ryan","Gary","Nina","Simon","Guru" ],
"Salary":["623.3","515.2","611","729","843.25","578","632.8","722.5" ],
"StartDate":[ "1/1/2012","9/23/2013","11/15/2014","5/11/2014","3/27/2015","5/21/2013",
"7/30/2013","6/17/2014"],
"Dept":[ "IT","Operations","IT","HR","Finance","IT","Operations","Finance"]
}

读取JSON文件

JSON文件由R使用来自JSON()的函数读取。 它作为列表存储在R中。

# Load the package required to read JSON files.
library("rjson")
# Give the input file name to the function.
result <- fromJSON(file = "input.json")
# Print the result.
print(result)

当我们执行上面的代码,它产生以下结果 -

$ID
[1] "1" "2" "3" "4" "5" "6" "7" "8"
$Name
[1] "Rick" "Dan" "Michelle" "Ryan" "Gary" "Nina" "Simon" "Guru"
$Salary
[1] "623.3" "515.2" "611" "729" "843.25" "578" "632.8" "722.5"
$StartDate
[1] "1/1/2012" "9/23/2013" "11/15/2014" "5/11/2014" "3/27/2015" "5/21/2013"
"7/30/2013" "6/17/2014"
$Dept
[1] "IT" "Operations" "IT" "HR" "Finance" "IT"
"Operations" "Finance"

将JSON转换为数据帧

我们可以使用as.data.frame()函数将上面提取的数据转换为R语言数据帧以进行进一步分析。

# Load the package required to read JSON files.
library("rjson")
# Give the input file name to the function.
result <- fromJSON(file = "input.json")
# Convert JSON file to a data frame.
json_data_frame <- as.data.frame(result)
print(json_data_frame)

当我们执行上面的代码,它产生以下结果 -

id,   name,    salary,   start_date,     dept
1 1 Rick 623.30 2012-01-01 IT
2 2 Dan 515.20 2013-09-23 Operations
3 3 Michelle 611.00 2014-11-15 IT
4 4 Ryan 729.00 2014-05-11 HR
5 NA Gary 843.25 2015-03-27 Finance
6 6 Nina 578.00 2013-05-21 IT
7 7 Simon 632.80 2013-07-30 Operations
8 8 Guru 722.50 2014-06-17 Finance