Northwind Electronics ENTERPRISE
#504

Sentiment Analysis

Score reviews as positive, neutral or negative, see which words decided it and which topics people mention.

Technique: Lexicon with negation and intensifiers + Naive Bayes trained on labelled reviews
Read the code: src/main/java/com/study/advlab/sentiment/SentimentAnalyzer.javasrc/main/java/com/study/advlab/sentiment/NaiveBayes.javasrc/main/java/com/study/advlab/sentiment/Lexicon.java
Try it - the result updates while you type
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score 0 (lexicon 0)
All reviews
Topics people mention
Quality 0.09 (39 mentions)
Price 0.2 (45 mentions)
Ease of use 0.11 (46 mentions)
Service -0.09 (13 mentions)
Delivery 0.12 (31 mentions)
Per month
ReviewStarsSentimentScore
Not sure yet, need more time to test it. The size is standard, similar to my old one.
Malee P. ยท 26 Oct 2026
โ˜…โ˜…โ˜… NEUTRAL -0.001
Good value for money, no complaints at all.
Noah S. ยท 25 Oct 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.578
Worst purchase ever, a complete waste of money. Not comfortable at all, the material feels flimsy.
Somchai H. ยท 21 Oct 2026
โ˜… NEGATIVE -0.929
Smooth experience from order to delivery, thank you!
Omar N. ยท 18 Oct 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.517
Delivery took five days which is normal. Comes with a cable but no adapter.
Aisha B. ยท 11 Oct 2026
โ˜…โ˜…โ˜… NEUTRAL 0.003
Uncomfortable and the size is wrong.
Hana K. ยท 10 Oct 2026
โ˜…โ˜… NEGATIVE -0.688
Easy to use and looks stylish on my desk.
Hana K. ยท 08 Oct 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.800
Easy to use and looks stylish on my desk.
Nina J. ยท 06 Oct 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.800
Fantastic product and a fair price. Absolutely love it, works perfectly from day one, but not comfortable at all, the material feels flimsy.
Olivia J. ยท 01 Oct 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.556
Arrived a day early and looks even better than the photos.
Anan T. ยท 27 Sep 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.682
It is fine for the price but the box was plain. Comes with a cable but no adapter.
Somchai G. ยท 24 Sep 2026
โ˜…โ˜…โ˜… NEUTRAL 0.000
Bought this as a gift for my brother.
Nok S. ยท 20 Sep 2026
โ˜…โ˜…โ˜… NEUTRAL -0.008
Smooth experience from order to delivery, thank you, but faulty unit, the screen flickers all the time.
Chai S. ยท 15 Sep 2026
โ˜… NEGATIVE -0.583
Great quality for the price, I would buy it again. The size fits perfectly and the material is soft.
Pim S. ยท 13 Sep 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.765
Easy to use and looks stylish on my desk. Delivery was fast and the package was well protected.
Pim K. ยท 12 Sep 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.901
Very comfortable, I use it every day. Best purchase this year, highly recommended!
Malee N. ยท 07 Sep 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.939
Comes with a cable but no adapter.
Olivia N. ยท 06 Sep 2026
โ˜…โ˜…โ˜… NEUTRAL -0.003
Delivery took five days which is normal. Not sure yet, need more time to test it.
Ton P. ยท 02 Sep 2026
โ˜…โ˜…โ˜… NEUTRAL 0.001
Comes with a cable but no adapter. Decent, though the manual is only in English, but excellent build quality, it feels solid and durable.
Chai R. ยท 01 Sep 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.567
Excellent build quality, it feels solid and durable.
Ravi T. ยท 27 Aug 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.877
Battery drains very fast, really annoying.
Aisha W. ยท 24 Aug 2026
โ˜… NEGATIVE -0.196
Delivery was fast and the package was well protected.
Aisha R. ยท 17 Aug 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.585
Terrible quality, it broke after two days. The staff were rude and not helpful at all.
Emma T. ยท 14 Aug 2026
โ˜… NEGATIVE -0.901
Absolutely love it, works perfectly from day one.
Liam S. ยท 13 Aug 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.861
Bought this as a gift for my brother.
Ethan F. ยท 12 Aug 2026
โ˜…โ˜…โ˜… NEUTRAL -0.008
Smooth experience from order to delivery, thank you! Great quality for the price, I would buy it again.
Noah T. ยท 10 Aug 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.836
The size fits perfectly and the material is soft.
Pim W. ยท 09 Aug 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.459
The size is standard, similar to my old one.
Omar J. ยท 08 Aug 2026
โ˜…โ˜…โ˜… NEUTRAL -0.005
Ordered the blue one, received the blue one.
Anan F. ยท 04 Aug 2026
โ˜…โ˜…โ˜… NEUTRAL -0.001
The quality is outstanding, worth every baht.
Ploy N. ยท 04 Aug 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.840
Comes with a cable but no adapter.
Somchai R. ยท 03 Aug 2026
โ˜…โ˜…โ˜… NEUTRAL -0.003
It is fine for the price but the box was plain. Mixed feelings, the design is nice but it is a bit heavy.
Lucas N. ยท 01 Aug 2026
โ˜…โ˜…โ˜… NEUTRAL -0.084
Very comfortable, I use it every day.
Arisa R. ยท 31 Jul 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.749
Best purchase this year, highly recommended! Arrived a day early and looks even better than the photos.
Nina T. ยท 25 Jul 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.870
Arrived a day early and looks even better than the photos. Arrived a day early and looks even better than the photos, but terrible quality, it broke after two days.
Felix K. ยท 23 Jul 2026
โ˜…โ˜…โ˜… NEUTRAL -0.085
Setup was easy and the instructions were clear. The size fits perfectly and the material is soft.
Arisa K. ยท 22 Jul 2026
โ˜…โ˜…โ˜…โ˜… POSITIVE 0.751
Decent, though the manual is only in English.
Olivia H. ยท 18 Jul 2026
โ˜…โ˜…โ˜… NEUTRAL 0.149
Terrible quality, it broke after two days.
Chai W. ยท 12 Jul 2026
โ˜…โ˜… NEGATIVE -0.681
I am very happy with this, my family loves it too.
Chai W. ยท 11 Jul 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.843
The quality is outstanding, worth every baht. The staff were friendly and very helpful with my questions.
Somchai S. ยท 10 Jul 2026
โ˜…โ˜…โ˜…โ˜…โ˜… POSITIVE 0.956
Add a review
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Two models

Lexicon rules add up word scores (great +2, terrible -3), flip after "not", multiply after "very", and count the part after "but" more.

Naive Bayes learned word probabilities from 55 labelled sentences (185 words). Final score = 60 % lexicon + 40 % Bayes.