🔍 Sentiment Detective

Amazon Review Edition — Can You Outsmart the Algorithm?

📝 20 Reviews
⏱️ ~5 Minutes
🏆 Accuracy + Streaks

🎯 Your Mission

You're a data scientist at Amazon building a review sentiment classifier. 20 real-style product reviews will appear one at a time — classify each by its true sentiment. Watch out for sarcasm, wordplay, and mixed feelings that trip up even the best algorithms!

📖

Read the Review

Check the text, stars, and product context

🎯

Pick the Sentiment

Positive, Negative, Mixed, or Sarcastic

Get Feedback

Learn why each answer is correct

🏆

Beat the Algorithm

Can you top 85% accuracy?

Sentiment categories:

👍 Positive 👎 Negative 🔀 Mixed 😏 Sarcastic
Review 1 / 20
Score: 0

🏆 Case Closed!

0
points

📋 Review-by-Review Breakdown

🎓 Skills You Just Practiced

  • Sentiment Analysis: Classifying text as positive, negative, mixed, or sarcastic
  • Sarcasm Detection: Recognizing when tone contradicts literal meaning
  • Context Awareness: Using stars, product type, and phrasing together
  • Edge Case Thinking: Handling negations, wordplay, and mixed signals