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Aspect-Based Sentiment¶

Analyze sentiment for specific product aspects or features.

Usage¶

result = await sm.analyze_aspects(
    "The camera is excellent but battery life is disappointing",
    aspects=["camera", "battery", "design", "price"]
)

for aspect, sentiment in result.items():
    print(f"{aspect}: {sentiment}")

Output:

camera: positive
battery: negative
design: neutral
price: neutral

With Confidence Scores¶

result = await sm.analyze_aspects(
    "Great camera, terrible battery",
    aspects=["camera", "battery"],
    include_scores=True
)

# {
#   'camera': {'sentiment': 'positive', 'confidence': 0.92},
#   'battery': {'sentiment': 'negative', 'confidence': 0.88}
# }

Common Aspects by Domain¶

Electronics¶

camera, battery, screen, performance, price, design

Restaurants¶

food, service, ambiance, price, cleanliness

Hotels¶

room, location, staff, amenities, value

Software¶

usability, features, performance, support, price