概要
feedparserを使って最近のニュースのタイトルを取得し、SentimentIntensityAnalyzer()を使って感情分析し、感情がポジティブかネガティブかを数値化することができる。
コード
import nltk
from nltk.sentiment.vader import SentimentIntensityAnalyzer
nltk.download('vader_lexicon')
vader_analyzer = SentimentIntensityAnalyzer()
import feedparser
res = feedparser.parse("https://www.investing.com/rss/news_14.rss")
for x in res.entries:
text = x.title
result = vader_analyzer.polarity_scores(text)
print(text + " => "+str(result["compound"]))結果
Fed Decision, Brazil Rate Hike, Samsung Chip Warning - What's up in Markets => -0.34 World going through unprecedented chip shortage, China trade body says => -0.25 'Clean' investment funds less vulnerable to climate shocks, says EU watchdog => -0.4951 Analysis: Why Biden's securities regulator faces climate crackdown challenges => 0.3612 Some UK financial firms blame COVID for missing target of women in senior roles => -0.5574 New York stays top in finance as London loses ground, index shows => -0.128 Japan Inc offers lowest pay rises in 8 years as pandemic bites => -0.4588 Back to the '70s as Fed fuels boom and hopes for no Burns marks => 0.1531 Column: No real fight facing Fed so far - Mike Dolan => -0.5859 Japan households amass record financial assets as COVID-19 crimps spending => 0.1779