Egy rövid project (twitter sentiment analysis with vaderSentiment method) keretein belül az rPython csomagot használtuk és az ezzel kapcsolatos tapasztalatot szeretnénk most megosztani.
A project során tweet-ket gyűjtöttünk és egy adattáblába szerveztük őket. Ezután a python nyelven megírt VaderSentiment módszerrel elemeztük a tweeteket. A módszer lényege, hogy egy adott szöveget a benne lévő szavak, hangulatjelek és egyéb más rövidítések (pl.: LOL stb.) alapján számít ki 4 értéket (negatív, neutrális, pozitív és összesített).
Egy példa, a kapcsos zárójelben a számított értékek:
“VADER is smart, handsome, and funny.”
{‘neg’: 0.0, ‘neu’: 0.254, ‘pos’: 0.746, ‘compound’: 0.8316}
Értékelés:
A mondatban nem volt negatív töltésű rész. Körülbelül a szöveg ~25%-a semleges, míg a maradék ~75% pozitív kincsengésű volt. Összességében a normalizált “compound” érték 0.83 volt (-1 és 1 között lehet). Ha > 0.05, akkor pozitív, ha itt.
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# rPython csomag betöltése library(rPython) # a tweet-ek behívása tweet<-as.character(readLines("tweet_data.txt")) # a tweet-ek tisztítása: #,@ jelek törlése a szövegekből. tweet<-gsub("#","",tweet) tweet<-gsub("@","",tweet) tweet<-gsub("\"","",tweet) tweet<-gsub("\n","",tweet) # a változó átalakítása, hogy a python scriptbe tudjuk ágyazni # idézőjeleket teszünk a tweet-ek elejére és végére tweet<-paste("\"",tweet,"\"",sep="") # vessző hozzáfűzése minden tweet végéhez az idézőjel után, # kivéve az utolsó sornál tweet[1:(length(tweet)-1)]<-paste(tweet[1:(length(tweet)-1)],",",sep="") # python fájl kiírása egy fájlba # a számított értékeket először a "bs" változóba tároljuk, majd # a "mylist" listába gyűjtjük össze az összeset és ezt adjuk át az R-nek fajl<-"tweet_vaderSentiment.py" cat("from vaderSentiment.vaderSentiment import sentiment as vaderSentiment\n", file =fajl) cat("sentences = [\n",file=fajl,append=T) cat(paste(" ",tweet,sep="\n"),file=fajl,append=T) cat(" \n",file=fajl,append=T) cat(" ]\n",file=fajl,append=T) cat("mylist=[]\n",file=fajl,append=T) cat("for sentence in sentences:\n",file=fajl,append=T) cat(" bs=vaderSentiment(sentence)\n",file=fajl,append=T) cat(" mylist.append(bs)\n",file=fajl,append=T) # python kód betöltése és futtatása python.load("tweet_vaderSentiment.py") # az eredmények átemelése R-be res.tweet<-python.get("mylist") # az adatok adattáblába rendezése res.tweet<-as.data.frame(do.call(rbind,res.tweet)) # az összesített eredmények egyszerű ábrázolása plot(res.tweet$compound,main="Results of Vader Sentiment analysis",xlab="",ylab="compound values") abline(h=0.05,col="red") abline(h=-0.05,col="red") text(50,-0.7,"negative") text(50,0.8,"positive") text(2,0.08,"neutral") |
Az R és a python együttes használatával egy nagyon eszköztárat kapunk, amivel gyakorlatilag bármilyen problémát meg tudunk oldani!
Via: R és python
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