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Identify the bug in this negation handling code snippet:

medium📝 Debug Q6 of 15
NLP - Sentiment Analysis Advanced
Identify the bug in this negation handling code snippet:
negate = False
for word in sentence.split():
if word == 'not':
negate = True
elif word in sentiment_dict:
if negate:
sentiment_score += sentiment_dict[word]
else:
sentiment_score += sentiment_dict[word]
negate = False
ALoop does not iterate over words
BNegation flag is never reset
CSentiment dictionary is not defined
DNegation does not flip sentiment polarity
Step-by-Step Solution
Solution:
  1. Step 1: Review negation effect in code

    When negate is True, sentiment is added without flipping polarity, so negation has no effect.
  2. Step 2: Identify correct fix

    Negation should flip polarity by adding negative sentiment, e.g., sentiment_score += -sentiment_dict[word].
  3. Final Answer:

    Negation does not flip sentiment polarity -> Option D
  4. Quick Check:

    Negation bug = polarity not flipped [OK]
Quick Trick: Negation must flip polarity, not just add sentiment [OK]
Common Mistakes:
MISTAKES
  • Adding sentiment instead of negating
  • Forgetting to reset negate flag
  • Not defining sentiment dictionary

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