Create syntiment_analysis.py

components/syntiment_analysis.py

@@ -0,0 +1,25 @@
+from transformers import pipeline
+
+class EnhancedSentimentAnalyzer:
+    """Advanced sentiment analysis with additional techniques"""
+    def __init__(self):
+        self.sentiment_pipeline = pipeline('sentiment-analysis')
+
+    def analyze(self, text: str) -> Dict[str, Any]:
+        """Analyze sentiment with advanced techniques"""
+        analysis = self.sentiment_pipeline(text)
+        return analysis[0]
+
+    def detailed_analysis(self, text: str) -> Dict[str, Any]:
+        """Provide a more detailed sentiment analysis"""
+        scores = self.sentiment_pipeline(text)[0]
+        if scores['label'] == 'POSITIVE':
+            sentiment = "Positive"
+        elif scores['label'] == 'NEGATIVE':
+            sentiment = "Negative"
+        else:
+            sentiment = "Neutral"
+        return {
+            "scores": scores,
+            "sentiment": sentiment
+        }