import random from senpy.plugins import SentimentPlugin from senpy.models import Sentiment, Entry class RandPlugin(SentimentPlugin): def analyse_entry(self, entry, params): lang = params.get("language", "auto") polarity_value = max(-1, min(1, random.gauss(0.2, 0.2))) polarity = "marl:Neutral" if polarity_value > 0: polarity = "marl:Positive" elif polarity_value < 0: polarity = "marl:Negative" sentiment = Sentiment({ "marl:hasPolarity": polarity, "marl:polarityValue": polarity_value }) sentiment["prov:wasGeneratedBy"] = self.id entry.sentiments.append(sentiment) entry.language = lang yield entry def test(self): params = dict() results = list() for i in range(100): res = next(self.analyse_entry(Entry(text="Hello"), params)) res.validate() results.append(res.sentiments[0]['marl:hasPolarity']) assert 'marl:Positive' in results assert 'marl:Negative' in results