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The director stages scenes with economy and power, making the film feel tightly controlled and purposeful.
2positive
The 'Serene Spa' was clean. The service was okay.
1neutral
The 'Outdoor Adventure Expo' had some interesting vendors; I picked up a few brochures.
1neutral
I went to 'The Seasonal Market' and it was alright; I picked up a few items but didn’t find anything special.
1neutral
Grow light seemed promising but one of the panels died after a month. Support was slow to respond for a replacement.
0negative
This air fryer takes forever to cook anything.
0negative
I just got the most amazing new pair of sunglasses - they're so stylish and comfortable. Perfect for a day out
2positive
The snack box's international picks were a great conversation starter and many items were unique enough to be memorable.
2positive
I appreciate the toaster since it pops up bread just right and cleans easily inside.
2positive
I visited the local event, The Food Truck Festival, and had a great time. The variety of food options was amazing and the atmosphere was lively.
1neutral
The linen jumpsuit packs compactly and doesn't wrinkle excessively in transit, making it travel-friendly.
2positive
This 'Brand D' product is alright. It functions as advertised.
1neutral
The smart plug is a total headache. It disconnects from the app every time there's a tiny flicker in the Wi-Fi.
0negative
I attended the new concert, The Rolling Stones, and was blown away by the energetic performance. The sound quality was excellent and the stage presence was impressive.
1neutral
The restaurant's food was stale and tasted awful. I'm disgusted!
0negative
The cork yoga block grips poses and straps carry strap secure.
1neutral
Stunning photography coffee table book — thick pages, rich images, and it's a conversation starter every time guests visit.
2positive
I'm annoyed with the venue. It's poorly managed and the facilities are in disrepair, making for an unpleasant experience.
0negative
The new movie I watched was so funny - the humor is so clever and the acting is so great. Highly recommend
2positive
The JKL washing machine is so quiet; I can run it at night without waking anyone up.
2positive
The product is extremely uncomfortable to use.
0negative
Reference point.
1neutral
This event was a total disaster. I'm so disappointed.
0negative
This toy was a complete waste of money. It broke within minutes of my kid playing with it. I'm furious!
0negative
The stacking rings are sturdy and the color contrast supports early visual development for infants.
2positive
I saw the 'Space Explorers' movie last night. The special effects were alright, and the plot was somewhat interesting.
1neutral
The venue was a total dump. The bathrooms were disgusting, and the seating was uncomfortable. I hated it.
0negative
That ad was a bit over the top, but I guess that's the point.
1neutral
This store is disorganized and difficult to navigate. I couldn't find what I was looking for.
0negative
Disappointing slow cooker insert, cracks under heat and ceramic chips easily chipping during dishwasher cycles.
0negative
This was awful. I'm so angry.
0negative
That movie was so cool. The special effects were absolutely awesome to see.
2positive
The plot was easy to follow.
1neutral
The movie 'City Lights' was okay. The plot was alright.
1neutral
The 'Food Festival' was a disappointment; the options were limited and didn’t taste great.
0negative
I tried the new brand of coffee I saw on Instagram and it's terrible. The taste is awful and the packaging is cheap. I'll never buy from them again.
0negative
My daughter got that new toy, and it broke within an hour. What a rip-off; I'm so disappointed.
0negative
Great picture frame, looks classy.
2positive
The movie was a total waste of money. I'm so annoyed I paid to see it.
0negative
The movie 'Cosmic Voyage' was okay. The special effects were decent.
1neutral
An intimate documentary that foregrounds ordinary people and finds resonance in small, personal narratives.
2positive
The new event I attended was so much fun - the music was so great and the people were so friendly. Highly recommend
2positive
I took my kid to the children's birthday party yesterday and it was a disaster. The party was disorganized and the cake was terrible. I won't be going back.
0negative
The door knob turns smoothly but it rattles loosely when the house settles at night.
0negative
The LMN Smart Light Switch controls lights remotely. It requires installation.
1neutral
The restaurant I went to was exceptional! The food was delicious, and the service was impeccable. The ambiance was perfect, and I would definitely go back again. I would highly recommend it to anyone looking for a great dining experience.
2positive
The 'Rock Climbing Gym' is awesome; it’s such a fun way to stay active!
2positive
The new store in town has the best selection of handmade candles - the prices are so reasonable and the staff is so knowledgeable. Highly recommend
2positive
The STU charger is so fast; my phone is back to 100% in no time!
2positive
The 'Local Craft Fair' had some unique items; I found a few gifts, but it felt a bit repetitive.
1neutral
That ad was a bit repetitive, but I guess it worked.
1neutral
It was a horrendous experience.
0negative
Beard trimmer pulled hairs and the blade clogged easily. Required frequent cleaning to work acceptably.
0negative
The spa was a total rip-off. The massage was too short, and the place was noisy. I felt cheated.
0negative
The brand's values align with my own, I'm proud to support them!
2positive
The event was poorly planned and executed. I wasted my money and my time.
0negative
The movie was average overall.
1neutral
The cotton romper's snaps were prone to misalignment which made dressing a touch fiddly.
1neutral
This desk lamp is perfect. The adjustable brightness and color temperature are really nice features.
2positive
This reusable notebook writes like paper and the digitizing app does a surprisingly good job capturing pages. Eco-friendly and practical.
2positive
I went to the amusement park yesterday and it was a total disaster. The rides were broken and the staff was unfriendly. I left after one hour.
0negative
The STU ice scraper removes frost from windshields.
1neutral
Lens filter scratched easily and developed a ring of grime that was hard to clean. Not robust enough for outdoor shoots.
0negative
The subscription's cancellation process required multiple emails to resolve, which was frustrating.
0negative
The movie had decent acting.
1neutral
The summer dress's pattern looks great in person and the pockets are a welcome practical detail.
2positive
The recipe cards fit in the holder and stand up straight without tipping over.
1neutral
Graphic design book is heavy on aesthetics but light on practical techniques. Not as useful for a beginner as promised.
0negative
This new movie is so thought-provoking, it made me think about life!
2positive
This interactive kids' book made reading time so much more fun — touch-and-feel sections and playful rhyme.
2positive
The venue had good acoustics, which made the concert sound great.
1neutral
The stacking puzzle's pieces fit snugly but are slightly harder for tiny hands to lift.
1neutral
Emits bad fumes.
0negative
This 'Brand J' product is alright. It functions as advertised.
1neutral
This was a complete and utter disaster.
0negative
I went to the event last night and it was a total bust. The speakers were boring and the food was terrible. I left after an hour.
0negative
The GHI car charger failed to charge my device.
0negative
The dishwasher's quiet cycle is genuinely quiet and dishes come out clean without pre-rinsing, which saves time.
2positive
The hydrating sheet mask soaked in quickly and left a dewy finish that lasted through the evening.
2positive
The movie 'Action Flick' was alright. The acting was decent.
1neutral
The JKL magnetic phone mount is super convenient; I can easily see my GPS.
2positive
I visited 'The Botanical Gardens' and it was underwhelming; not much was in bloom.
0negative
The MNO snow boots are warm and waterproof; I can finally enjoy winter!
2positive
The self-help book was meh, advice generic following common steps without unique insights offered readers.
1neutral
The hotel staff was incredibly friendly and accommodating. They went out of their way to make our stay comfortable.
2positive
The 'Local Wildlife Tour' was informative; I saw some interesting animals, but it wasn’t very interactive.
1neutral
The venue was perfect for the wedding, it was so beautiful and romantic. The staff were also very accommodating.
2positive
I'm feeling excited for the weekend.
1neutral
The 'Outdoor Festival' had a good vibe; I enjoyed walking around, but it was pretty crowded.
1neutral
The 'Outdoor Concert' was okay; the music was nice, but it didn’t leave a lasting impression.
1neutral
The spa was a total rip-off. The massage was terrible, and the place felt dirty.
0negative
Stylish home fragrance diffuser that fills the room with subtle scent and looks modern on a shelf. Long-lasting oils.
2positive
This general situation was a nightmare. Everything that could go wrong, did go wrong. I'm so stressed.
0negative
The 'Pottery Class' was frustrating; I didn’t get much help and left feeling discouraged.
0negative
Undercooks center.
0negative
I just got the most amazing new book on self-care - the advice is so practical and helpful. Highly recommend
2positive
I'm so happy with my recent purchase from this online store. The quality is great, the shipping was fast and reliable, and the return policy is easy and convenient. I highly recommend it to anyone looking for a great online shopping experience.
2positive
The bakery's bread is fresh and delicious, a daily staple that I can't live without, it's the best in town, I go there every day!
2positive
It was a pretty standard product. Not bad, not great.
1neutral
The movie was okay, but it was a bit too similar to the first one.
1neutral
End of preview. Expand in Data Studio

CRCD Balanced Sentiment Dataset

A cleaned and balanced English dataset for three-class sentiment classification of customer and product reviews.

Dataset contents

Each record contains two fields:

  • text — the review text
  • label — the numerical sentiment label

Label mapping

Label Sentiment
0 negative
1 neutral
2 positive

Class distribution

Split Total Negative Neutral Positive
train 5,551 1,851 1,850 1,850
validation 1,850 616 617 617
test 1,851 617 617 617

Source

The dataset was prepared from the CRSD dataset.

The data was cleaned, balanced, and divided into training, validation, and test splits for DistilBERT fine-tuning.

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Models trained or fine-tuned on SergeiM89/CRCD-sentiment-balanced-3class