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Call Microsoft Cognitive Services APIs in R
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library(httr) | |
library(jsonlite) | |
library(dplyr) | |
library(purrr) | |
cogapikey<-"XXX" | |
text=c("is this english?" | |
,"tak er der mere kage" | |
,"merci beaucoup" | |
,"guten morgen" | |
,"bonjour" | |
,"merde" | |
,"That's terrible" | |
,"R is awesome") | |
# Put data in an object that converts to the expected schema for the API | |
data_frame(text) %>% | |
mutate(id=row_number()) -> | |
textdf | |
textdf %>% | |
list(documents=.) -> | |
mydata | |
cogapi<-"https://westus.api.cognitive.microsoft.com/text/analytics/v2.0/languages?numberOfLanguagesToDetect=1" | |
cogapi %>% | |
POST(add_headers(`Ocp-Apim-Subscription-Key`=cogapikey), | |
body=toJSON(mydata)) -> | |
response | |
# Process response | |
response %>% | |
content() %>% | |
flatten_df() %>% | |
select(detectedLanguages) %>% | |
flatten_df()-> | |
respframe | |
textdf %>% | |
mutate(language= respframe$iso6391Name) -> | |
textdf | |
# New info | |
mydata<-list(documents = textdf) | |
# New endpoint | |
cogapi<-"https://westus.api.cognitive.microsoft.com/text/analytics/v2.0/sentiment" | |
# Construct a request | |
cogapi %>% | |
POST(add_headers(`Ocp-Apim-Subscription-Key`=cogapikey), | |
body=toJSON(mydata)) -> | |
response | |
# Process response | |
response %>% | |
content() %>% | |
flatten_df() %>% | |
mutate(id=as.numeric(id))-> | |
respframe | |
# Combine | |
textdf %>% | |
left_join(respframe) -> | |
textdf | |
knitr::kable(textdf) |
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