Part 1. Definition
In this task, you are given Yelp reviews. The task is to classify a review as "POSITIVE" if the overall sentiment of the review is positive or as "NEGATIVE" if the overall sentiment of the review is negative.
Part 2. Example
This is my go to place to get the best chicken Pad Thai! Also the price is super good, considering most places have high prices and poor quality. Love this place, its definitely a top 5 fav for take out.
Answer: POSITIVE
Explanation: The overall sentiment of the review is positive. Hence, the label is 'POSITIVE'.
Part 3. Exercise
Arrived about about 5p.m. on Sat. night. Seated immediately. Newly remodeled, although still ugly. Ordered the tap beer featured on their nightly specials flier (Rush River Double Bubble Imperial IPA) and was really looking forward to it. Turns our they were out of it, and suggested the Furthermore Fatty Boomballatty as an alternative. I opted to look at the menu again, but ended up taking the suggestion because nothing else stood out as better. I was disappointed, but mostly I wasn't happy that they were out of their featured beer at 5p.m. on a Saturday night - they should have had the foresight to cross that off the menu.

My other half ordered the hot buttered rum for her alcoholic beverage of choice. I thought it was a bad choice to order for a pre-dinner drink, and she thought it was too clove heavy. It was fine, but I would recommend it more as a dessert drink on a cold night.

We decided on the jalapeno superbird app because someone else said it was good. and then we'd split the Sat. night dinosaur beef rib special for an entree.

The app. came out and it was impressively large for $5.99. Presentation was nice as well. No complaints about the taste either. I was worried that I would be full before the entree arrived, so we decided to take half home with us. Would I order it again? No, it was nothing special. 3 stars on the app.

The entree came out. It was just one huge rib, as the name of the special implies. It came on it's own plate, with a side of mashed potatoes and broccoli on another plate. The waitress brought out another plate as well, so we could share. The meat was very fatty, but also very tender and moist - it was sitting in a pool of oil, which was slightly unappealing. We picked away the fat and tried to eat the meaty parts. The barbecue sauce had a slight kick to it, and was overly sodium heavy - an unnecessary but typical casualty of most food in most restaurants - I could tell I would be very thirsty later, and I would feel lousy and bloated because of this meal (In hindsight, I was right). Why do I do this to myself?

We finished the rib, minus the 1/3 of it that was fat. Meanwhile, we ate the mashed potatoes and broccoli. The potatoes were lumpy, with plenty of skin - I like that, but of course they were way too salty. The broccoli came in very large pieces, was very salty and buttery, and was a tad undercooked - I guess that's better than overcooked. With that said, what a boring side. Color it up with some carrots or something, for presentation sake! Interestingly, the broccoli and mashed potatoes were exactly the same as what one would receive at Monty's Blue Plate Diner. I guess Foodfight Inc. shares their recipes across multiple venues - that's ok, provided what they serve is actually good.

The service was completely uninspired and I didn't feel like it was appreciated that we chose to dine at their establishment. This makes a difference to me.

Tab was $38 plus tip. I would have felt better paying $28, any even better if we had skipped the experience all together and cooked at home.

Bot tome line - this is not high quality food, prepared healthily enough for anyone to eat regularly and still maintain a healthy lifestyle. Foodfight should get a clue, and so should Madisonians who review this place highly. If you can't tell already, I don't think highly of Bluephies, and for that matter, I don't have anything better to say about any Foodfight Inc. restaurant I've tried (most of them, although I'm starting to question why). This is generally low quality food, prepared unhealthily, and it makes you feel like junk every time you eat it! If you don't agree, then you're out of tune and you should make some changes.
Answer:
NEGATIVE