## install required packages/libraries
## install.packages(c("httr", "jsonlite", "lubridate"))
Collecting data from ‘The Covid Tracking Project’ using different
libraries in R
## importing the libraries
library(httr)
library(jsonlite)
library(lubridate)
##
## Attaching package: 'lubridate'
## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, union
## R has the “feature” of turning character strings automatically into factor variables. This feature becomes a hinderance when working with APIs. So turning this feature off for now.
options(stringsAsFactors = FALSE)
url <- "https://api.covidtracking.com"
path <- "/v1/us/daily.json"
## calling the api to extract data using 'GET'
raw.result <- GET(url = url, path = path)
## translating the received data into text
this.raw.content <- rawToChar(raw.result$content)
## checking for the first 100 characters received
substr(this.raw.content, 1, 100)
## [1] "[{\"date\":20210307,\"states\":56,\"positive\":28756489,\"negative\":74582825,\"pending\":11808,\"hospitalizedC"
## parsing JSON
this.content <- fromJSON(this.raw.content)
#creating a dataframe
this.content.df <- data.frame(this.content)
dim(this.content.df)
## [1] 420 25
this.content.df
## date states positive negative pending hospitalizedCurrently
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## totalTestResults lastModified recovered total posNeg deathIncrease
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