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fancyzhx
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yelp_polarity

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Unfortunately, the frustration of being Dr. Goldberg's patient is a repeat of the experience I've had with so many other doctors in NYC -- good doctor, terrible staff. It seems that his staff simply never answers the phone. It usually takes 2 hours of repeated calling to get an answer. Who has time for that or wants...	01
Been going to Dr. Goldberg for over 10 years. I think I was one of his 1st patients when he started at MHMG. He's been great over the years and is really all about the big picture. It is because of him, not my now former gyn Dr. Markoff, that I found out I have fibroids. He explores all options with you and is very pat...	12
I don't know what Dr. Goldberg was like before moving to Arizona, but let me tell you, STAY AWAY from this doctor and this office. I was going to Dr. Johnson before he left and Goldberg took over when Johnson left. He is not a caring doctor. He is only interested in the co-pay and having you come in for medication ref...	01
I'm writing this review to give you a heads up before you see this Doctor. The office staff and administration are very unprofessional. I left a message with multiple people regarding my bill, and no one ever called me back. I had to hound them to get an answer about my bill. \n\nSecond, and most important, make sure y...	01
All the food is great here. But the best thing they have is their wings. Their wings are simply fantastic!! The \""Wet Cajun\"" are by the best & most popular. I also like the seasoned salt wings. Wing Night is Monday & Wednesday night, $0.75 whole wings!\n\nThe dining area is nice. Very family friendly! The bar is ...	12
Wing sauce is like water. Pretty much a lot of butter and some hot sauce (franks red hot maybe). The whole wings are good size and crispy, but for $1 a wing the sauce could be better. The hot and extra hot are about the same flavor/heat. The fish sandwich is good and is a large portion, sides are decent.	01
Owning a driving range inside the city limits is like a license to print money. I don't think I ask much out of a driving range. Decent mats, clean balls and accessible hours. Hell you need even less people now with the advent of the machine that doles out the balls. This place has none of them. It is april and th...	01
This place is absolute garbage... Half of the tees are not available, including all the grass tees. It is cash only, and they sell the last bucket at 8, despite having lights. And if you finish even a minute after 8, don't plan on getting a drink. The vending machines are sold out (of course) and they sell drinks i...	01
Before I finally made it over to this range I heard the same thing from most people - it's just fine to go work on your swing. I had such a low expectation I was pleasantly surprised. \n\nIt's a fairly big range - if you are familiar with Scally's in Moon, it seems like it has almost as many tees, though its not nearly...	12
I drove by yesterday to get a sneak peak. It re-opens on July 14th and I can't wait to take my kids. The new range looks amazing. The entire range appears to be turf, which may or many not help your game, but it looks really nice. The tee boxes look state of the art and the club house looks like something you'll se...	12
After waiting for almost 30 minutes to trade in an old phone part of the buy back program, our customer service rep incorrectly processed the transaction. This led to us waiting another 30 minutes for him to correct it. Don't visit this store if you want pleasant or good service.	01
Wonderful reuben. Map shown on Yelp page is incorrect. It is actually a different Hawkins. I'd recommend a call for directions 412-271-9911.	12
After a morning of Thrift Store hunting, a friend and I were thinking of lunch, and he suggested Emil's after he'd seen Chris Sebak do a bit on it and had tried it a time or two before, and I had not. He said they had a decent Reuben, but to be prepared to step back in time.\n\nWell, seeing as how I'm kind of addicted ...	12
This is a hidden gem, no really. It took us forever to find but well worth it. It is right across the street from the Rankin Police Station. The menu has a wide selection, I really couldn't decide what I wanted but I went with the ribeye sandwich. I'm glad i did too. Huge sandwich! I added mushrooms, it was very flavor...	12
Awesome drink specials during happy hour. Fantastic wings that are crispy and delicious, wing night on Tuesday and Thursday!	12
Very disappointed in the customer service. We ordered Reuben's and wanted coleslaw instead of kraut. They charged us $3.00 for the coleslaw. We will not be back . The iced tea is also terrible tasting.	01
Used to go there for tires, brakes, etc. Their prices have gone way up-$400 for 4 mid-level tires for a Toyota. Plus, 1 of the new tires went flat within 3 weeks. Since they don\""t make appointments, the wait to get the tire looked at was ~2 hours. Sorry--can't wait that long to get a warranted repair, They lost...	01
I got 'new' tires from them and within two weeks got a flat. I took my car to a local mechanic to see if i could get the hole patched, but they said the reason I had a flat was because the previous patch had blown - WAIT, WHAT? I just got the tire and never needed to have it patched? This was supposed to be a new tire....	01
Terrible. Preordered my tires and when I arrived they couldn't find the order anywhere. Once we got through that process I waited over 2 hours for them to be put on... I was originally told it would take 30 mins. Slow, over priced, I'll go elsewhere next time.	01
I've been informed by a fellow Yelper that they are just closed for the season, I hope they're right! I find it strange they don't keep their phone number in service with a recording and that they didn't cover the course up to protect it from weather, vandalism, etc. Either way, I can't wait to get my game on in the sp...	12
Don't waste your time. We had two different people come to our house to give us estimates for a deck (one of them the OWNER). Both times, we never heard from them. Not a call, not the estimate, nothing.	01
I will start by saying we have a nice new deck. That is where the good part ends.\n\nWhy two stars if we have a nice deck now? Well, it all started in May when we had a man named Al come out and talk to us about the process. He was a true salesman, I'll tell you that. Not a straight shooter, but an excited salesman tha...	01
Hoofah.	01
Average run of the mill store. Associates are young teens and they really don't know where anything is. Luckily I am able to get around to find everything. Found my puppy treats and moved on.	01
Two meals, on the recommendation of a friend who lives near the place, and after the second trip, I was compelled to write. 'Rocky' would definitely describe the experiences.\n\nOn the first trip, I went to try their (at that time)raved about Reuben. And YET to find a true good Reuben in da burgh, I tried it.\n\nWell, ...	01
If you are searching for a go to fish place for Lent....look no further. This place will give you the best fish sandwich in Pittsburgh. The sandwich has enough fish to make four sandwiches. You will not be able to finish this sandwich in one seating.\nEnjoy....	12
Italian dinners, American, endless soup and salad bar is great. Most food for your dollar. I highly recommend. Great bar. Good place to watch a game. The bar can get quite noisy in the evenings, but it adds to the great atmosphere at Rocky's	12
Good Luck getting a seat, that's all I have to say. The Gab and Eat is famous and infamous. Diner food is what's up and I like it. When I was a roofing mechanic, we'd meet there before work. Although I'm not sure I would recommend it if you're working were there's no bathrooms. hehe	12
The biggest breakfast in Pittsburgh, as far as I can tell - and delicious and cheap too. I ordered some mix of eggs, bacon and pancakes - and got 2 dinner-sized plates, one loaded with pancakes and the other stuffed with eggs, bacon, and home fries. Oh, and a side of toast. For under $5, if I recall.\n\nHUGE portions, ...	12
Cheap, unpretentious, and, for this, one of my favorite breakfast joints in the country. Simply put I LOVE it here. The mixed grill, the sausage and egg on a biscuit, the home fries. This it the very definition of diner. Thank you Gab 'n' Eat!	12
I've lived in Pittsburgh for 6 years, and in Carnegie for over 2 years, and by far, this is the best greasy spoon joint I've found. If you can stomach the wait (no reservations, naturally), you'll enjoy overflowing plates of goodness, thanks to the well-seasoned griddle where all of the food is made. \n\nHere are the h...	12
Definitely a greasy spoon! Always packed here and always a wait but worth it. The omelets are really tastey especially with their homemade sausage. I also like the mixed grill. My parents love their burgers. Took off a star for lumpy booths and really tight tables (your arm gets hit when someone walks past) oh and wai...	12
Classic breakfast joint. Grimy looking hole in the wall located on one end of a seedy looking strip mall. Window is opaque due to the grease so you can't hardly see inside. On the outside, there are about a dozen people waiting to get in. When you finally do get inside, you see that there are 15 tables and a counter...	12
Best breakfast spot in the area, If you like diner food it is the place to go. Small, so you will want to avoid the church crowd on Sundays, but the wait is never too long. Everyone is friendly and has obviously been working there for a while. If you are feeling like lunch food go a little later, their burgers are ma...	12
I always love a good diner. Gab and Eat was just what we were looking for on a Saturday morning. Good food. Great people. Pittsburgh ambiance. \n\nThis place is obviously a beloved neighborhood gem. I had french toast and bacon. The french toast was made with the best Italian bread. My fiance had what they called...	12
Barb's Country Junction gets a 5 star rating for me because it is truly everything that a Pittsburgh restaurant should be. In addition to being the apple of my nostalgia's eye, it is also the constant thought of my tummy when I'm hungry on the weekends. \n\nBarb's breakfasts cannot be beat, but truly any meal you get...	12
Great little place. Treats you like a local.Eaten here 3 times a week for a month. Same overtime. Barb is always here.	12
My first time going to Barb's Country Junction and I really wanted to like this place, I really did...however, I didn't.\n\nThe food was decent, some was above average and some below but it was overall decent. I got pancakes, bacon and eggs. The pancakes were really good and fluffy, the home fries were simply okay and ...	01
I've stayed at a couple of Extended Stay sites that I found quite satisfactory and this location proved to be just as good. Excellent place to stay while visiting Pittsburgh. It is just a five minute drive to downtown. Location is in a business park area so it is quiet. \n\nThe rooms contain a nice kitchenette area wit...	12
If I could give this place less than one star, I would. I have no idea who gave this place high reviews but they must either own the place or be time travelers from back in the day when this place might not have sucked. The decor is tired and grimy, the place reeked of smoke, and the bartender/server was surly, to put ...	01
Okay, so hopefully you haven't been enjoying happy hour @ Riley's Pour House before you read this or you might not be able to follow the lilting Irish owners. \n\nTo recap: Murphy's Pour House from 1979-1985. Sullivan's Pour House from 1995-2002. Paddy's Pour House from 2002-2012. And, bagpipe please, Riley's Pour Hous...	01
The delivery driver mistakenly rang my doorbell, having confused 133 and 113.\n\nRather than taking a step back and analyzing the situation, he begins to accuse my wife and I of ordering and refusing to pay for this pizza.\n\nThe driver then gets on his cell phone and rather than calling the number than was given when ...	01
Some of the worst pizza I've ever had. We used a coupon from the paper for a 2 topping 8 cut Sicilian. First of all the pizza wasn't even cut through, and the sad attempt at cutting was so uneven that 4 of the slices were about an inch wide, while the others were about 4\"" each. The toppings were scarce, they used mi...	01
Having certain businesses with skill sets in your local neighborhood is important. I try to keep it as local as possible, so when I heard about a tailor in Carnegie I was intrigued. The building is in a strip mall across from Carnegie Coffee Company. Unassuming, looks like it is closed all the time, until you do a d...	12
By far the worst most unprofessional dentist I have ever experienced her staff is too busy watching soap operas on all the TVs in each room instead of cleaning and she gave me a filling which was too deep which could have been understandable as her son had his pictures delivered from Hawaii and she had to stop 3 times ...	01
In all fairness - I did not see this dentist but did schedule an appointment and waited 15 minutes for them to open.\n\nWhen I look at Yelp reviews, I usually weed out the outliers (the best and the worst). Unfortunately, there are only two reviews.\n\nIt was my first time at the office. The office admin (very nice...	01
This is by far the best dentist I have ever been to. She is honest and never trys to sell you a bunch a stuff that you dont need. We are very great full that we discovered her. We adjust our vacations to make sure that we stop in to her office in Pennsylvania at least once a year for cleaning and check ups, worth the ...	12
I've been to this office a good amount of times. Each time the receptionists give of a vibe of entitlement and it is very uncomfortable. Dr. Weinberg herself is very nice, but I doubt her ability. Every procedure she has done to my teeth has backfired. The third and last issue I have is that i always paid cash at the...	01
Far away from real Chinese food. Doesn't even taste good as American style Chinese food.	01
I used to order takeout here once every month or so. The food tastes average and the price is good. It's your typical low-end Chinese place. \n\nThe last (and final) time I ordered here I just so happened to be picking up my order while a health inspector from allegheny county health department was making his rounds. W...	01
All I can say is the worst! We were the only 2 people in the place for lunch, the place was freezing and loaded with kids toys! 2 bicycles, a scooter, and an electronic keyboard graced the dining room. A fish tank with filthy, slimy fingerprints smeared all over it is there for your enjoyment.\n\nOur food came... no wa...	01
We went on a weeknight. Place was not busy waited over 20 minutes for drinks and to have our order taken. We ordered an app and it came out with the meals and that was another 20 minutes or so. Food was luke warm at best. I would not go back.	01
Went for breakfast on 6/16/14. We received very good service and meal came within a few minutes.Waitress could have smiled more but was friendly. \nI had a Grand Slam... it was more than enough food. \nMeal was very tasty... We will definitely go back. \nIt is a popular Denny's.	12
Perfect time with hubby, after work which is 4 am and you can still have a hot nice meal, waitress was such an adorable girl. Her arm was broken or smth but she still dis a great job!\nStrawberry lemonade was just smth i have been craving for for so long but did not know what it was :) \nStrawberry milkshake, nachos an...	12
I belong to this gym... I live in the South section of Pittsburgh, and I find that this gym is not too far from me. The staff is friendly, the equipment is quite good. You get two free personal training sessions when you join. They have lots of weights (which my boyfriend uses) and a decent cardio room. The only t...	12
I bought a three month membership last year, mainly to attend the Silver Sneakers classes. I was in my early sixties and hadn't exercised in a while. I tried the evening classes but they were very crowded and difficult, so I tried a morning class for seniors. I like to stretch out before my class actually starts, so I ...	01
If you like being greeted in the morning by a gym worker slopping down eggs from a frying pany instead of working....this is your gym....complain to the manager and she gets nasty....try getting in touch with the owner....impossible! Most unprofessional gym ever!!!!	01
Papa J's is by far my favorite restaurant in Pittsburgh, my hometown. I eat there almost every time I visit, and everything I've ever ordered has been fantastic. Fresh ingredients, simple preparation, reasonable prices. Also, they make the best pizza in town HANDS DOWN.	12
Yay, I'm a fan but sometimes service is a little slow, it was very good for us this visit. Go to Papa j's every once in a while but mostly for the White Pizza. It is the best white pizza I have ever had. Order the white pizza on our visit this weekend... it has garlic, spinach, feta cheese and we usually add some v...	12
Terrible service. Food unremarkable. Waiter disappeared for 45 minutes to serve larger group due to staffing mismanagement. Saved his tip by discounting meal after I complained. All and all, a very crude and unpleasant dining experience for me and my guests. Not to be repeated, never again!	01
Yay, I'm a fan of the white pizza. Had take out. \n\nThe bar was jumping when I picked up our order.\n\nThe white pizza is so delicious...with garlic, spinach, feta, and added some veggies. Tried the Roman Style calamari, very good better than the fried calamari we had last time.	12
OK, its Friday night and have about 70 minutes to eat. Driving by Papa J's and W says, lets stop in and get a quick dinner. \n\nAdvice host that we are in a hurry. The host advised us it is a 90 minute service. The place was crowded, we were seated at the last open table. However our waiter, Jason, said he will do his...	12
Great little gem! The food was fantastic was very food and just the right price. The Italian food was amazing, but you can not leave without a dessert and be prepared for giant serving. I had the carrot cake yummy!! Def a place everyone should try.	12
I have to say that I write this review with much regret, because I have always loved PaPa J's. But my recent experience there has changed my mind a bit. \n\nFrom the minute we were seated, we were greeted by a server that was clearly inexperienced and didn't know the menu. As I said before, I've been to PaPa J's a good...	01
This is a regular go-to for me. I love the food and the service. They always have the wine that I like and the food is always delicious. I suggest trying the flourless chocolate cake in the front of the store (in the section where you can buy stuff to take home). It is sublime and makes you want to go to a special cozy...	12
Coming here you get the feeling they haven't changed much. The tables, the decorations, the menu. All the same. Does that make you a little worried? Yes.\n\nI ordered the mushroom ravioli and it was... oily. Very very oily. The actual ravioli was okay, enough mushrooms. but it was oily. Did I mention that? \n\...	01
Service in this place is poor because of lack of acknowledgment since people working there are \""just\"" working . They have nice decor,nice bar and good bread. Consider where this place is ,the prices are really really high . Nothing is served on the side with main dishes ....	01
Terrible service...terrible food...this place smells like rotten wet wood	01
Although the first impression through the door is charming and the aroma enticing as you enter this restaurant- much can be improved upon for the prices asked for the dining experience. Our group of 7 had called a week ahead and were seated in the back of the far dining room, right by a door where clinking pots /pans ...	01
Papa J's is expensive and inconsistent. The ambiance is nice but it doesn't justify the prices. There are better restaurants in Carnegie.	01
I was pleasantly surprised by this restaurant. Came here with no expectations. \n\nI was greeted by a large open (garage style) window, that opened the whole lounge bar area to the street. It had modern furnishings and the staff were quite friendly.\n\nOrdered the quattro formaggi pizza. Quite good!!! Great balanc...	12
Just to start off, we were a party of 12, which is always a little difficult. We were celebrating 2 birthdays.\n\nWe LOVED the food, it was delicious. My husband got a chicken parm sandwich, which is served on a yummy flat bread, and I got the chicken basil pizza ( i got an 8 cut and several ppl tried it) we all LOVED...	12
Absolutely Awful Service. Went to Papa J's awhile ago and the service was bad - the waiter was surly, rude and unhelpful.. Decided to try it again since it is close to Stage 62. Big mistake. Greeted by a dour manager that seemed mad that we had a reservation. 30 minutes to get a glass of wine. At one hour and 45 m...	01
I have been to this restaurant twice and was disappointed both times. I won't go back. The first time we were there almost 3 hours. It took forever to order and then forever for our food to come and the place was empty. When I complained the manager was very rude and tried to blame us for taking to long to order. It ma...	01
We stopped at Papa J's last Friday night (8/1) for a round of drinks. There were 7 of us altogether and we had eaten at another restaurant earlier in the evening. One member of our party walked up to the bar to let them know we were sitting on the couches along the wall, as it was fairly busy that night. In the short ...	01
Man has this place gone down hill. My husband and I went a couple of weeks ago. We had salads and pasta. Both were on the verge of inedible. With a single glass of wine, I felt downright robbed at the $50 price tag. Seriously, I could have easily made what we had with jarred sauce and boxed pasta at home. Classico...	01
Food was NOT GOOD at all! My husband & I ate here a couple weeks ago for the first time. I ordered a salad & basil pesto cream pasta & my husband ordered the spinach & feta pasta. The salad was just a huge plate of spring mix (nothing else in it) with WAY to much vinegar dressing. My lettuce was drowning in the vinegar...	01
I've decided where I stand with Emmert Dental. They are unprofessional, rude and have no clue what they're doing (behind the desk). I will not be going back nor will I have nice things to say about them.	01
THE WORST DENTAL EXPERIENCE OF MY LIFE. THEY ARE BUTCHERS! My husband and I went to Emmert Dental in Bethel Park for a routine cleaning and check up. I had one tooth that I had a recent root canal on and a few small cavities that needed filled. After the so called dentist - Dr Carnavali - did my exam, I needed 3 ad...	01
The worst dental office I ever been. No one can beat it!!! You should avoid it at any time.	01
Eat at your own risk. The service is terrible, the staff seem to be generally clueless, the management is inclined to blame the staff for their own mistakes, and there's no sense of FAST in their fast food. When we came, half of the menu board was still on breakfast, and it was 4:30p. The only thing they have going for...	01
My expectations for McDonalds are t rarely high. But for one to still fail so spectacularly...that takes something special!\nThe cashier took my friends's order, then promptly ignored me. I had to force myself in front of a cashier who opened his register to wait on the person BEHIND me. I waited over five minutes for ...	01
I've tried to give this McDonalds a chance but my patience has run out. The only reason why I came here as much as I did is because I like the $1 iced coffees. But it's not even worth it. This McDonalds is poo and so is most of the staff. \n\nWhenever I want to go through the drive-thru I can't because there is a line ...	01
This McDonald's is so bad it's amazing. \n\nOrder: Big mac, large fries, diet coke.\n\nThe soda machine was broken. No sodas.\n\nThen I got to the window. \""We rang you up for medium fries.\"" (Not what I asked for) \""Well, if you want a large, you're gonna have to wait 4 minutes. We just started a new batch...	01
We had the worst possible experience at the Eat N Park at Waterfront on 2/12/10 at around 10pm. Our waitress (Annemarie) was inattentive and got us the wrong order. We ended up with a dish we had not even ordered and still got charged for it on the check. \n\nOne of my friends ordered a Buffalo Chicken Sandwich, which ...	01
Some how even though the food at this Eat'n Park is down right abominable, the smiles and laughter is always there. How can I stay mad when the prices or so cheep? Myself my boyfriend and his nephew had lunch with milkshakes and me having a coffee it was $31.00\n\nOn this particular occasion the fire alarm went off an...	01
Typical Starbucks coffee chain. 2 things I dont like about this Starbucks: \n\n1. Ive been there twice and both times the place has been dirty, compared to the other Starbucks I have been in.\n\n2. If you have to use the bathroom, they give you a key thats attached to this nasty bottle. Im pretty sure they dont clean t...	01
If there was ever a \""get your coffee and go\"" Starbucks, this is it. Right in the center of the Waterfront, this Starbucks has no sofa, comfy chairs, only table seating. I love the baristas here, But I don't like the location of the building.	01
Great location! Close to shops and theatre. Nice staff.	12
Regarding quality of beverage, this is just your average Starbucks. I can't complain but am not blown away either. However, I really like the location of this shop, which is located in the center of The Waterfront's specialty retail shops. Though in the midst of a lot of retail, the surrounding area is very picturesque...	12
This Starbucks is teeny-tiny!\n\nSeating inside is VERY limited. This is a Starbucks to grab and go and continue your shopping at the Waterfront.\n\nBaristas are friendly and fast.	01
I'm not a huge fan of this location. I think that it was oddly built- the small, alley-like front makes it difficult to get past people on your way to/from the bathroom or tables when it's busy. And there's hardly any tables to sit at. Furthermore, people tend to clog the front on their way in, which makes things parti...	01
For someone who straddles the line between sometimes craft-er, this store can seem vast and confusing. There's rows and rows of baskets and bedazzling jewels and paper and...oh my...scrap booking! When I want to find boring old felt....it's like...where do I start? \n\nI'm in a hurry, as always, and I rush in and th...	01
It's yet another Michael's, and it's a very good one. Recommended always. For those who love crafting, Michael's is a godsend.	12
The one good thing I can say about Michael's is that they have a wide variety of hobbies and crafts included in their selection. They've got items for woodwork, painting, knitting, kids crafts, scrapbooks, you name it. The problem is, the variety of products for your particular craft is probably dismal. They've got lot...	01
You would think their exorbitant prices would at least buy some decent customer service. Not at this location. \n\nThey are totally understaffed and have almost nobody able or willing to help you find anything. This is a problem because they carry so many completely different products that it's hard to find what you ne...	01
The food is good and its CHEAP.\n\nI mean REALLY INEXPENSIVE.\n\n$4.00 for a burger and fries. Add a coke and its like $10.00-$13.00 for two people. Seldom if ever crowded. \n\nService can be a tad slow but hit or miss.\n\nThey also do breakfast and its a great alternative to waiting at eat and park.\n\nTry the shakes...	12
This is the absolute WORST Steak N Shake I've ever been to. \n\nThe bf and I got lost around Pittsburgh for 40 min. trying to find this location and on top of the unnecessary 1 hour wait for our food, the food itself was just so crappily made. It was so bad and we had waited a ridiculous amount of time (c'mon, Steak N ...	01
I went here at 3 PM between the lunch rush and the dinner rush, and the restaurant was maybe 20% full. I ordered the Chili Mac Supreme to go. I thought I would be in and out within 5-10 minutes. Keep in mind that this restaurant even has a drive-thru; the expectation is quick service.\n\nLong story short, my food never...	01
Well... as Steak 'n Shake locations go, this isn't the best one around--but it is burgers and fries that are open 24-7.\n\nThe milkshakes are good!\n\nPROS: \nAlways made fresh, when you order;\n\nCONS:\nGreasy (but its burgers);\nTakes longer than typical in drive thru (but that's bc they're made fresh!);\nService (on...	01

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Dataset Card for "yelp_polarity"

Dataset Summary

Large Yelp Review Dataset. This is a dataset for binary sentiment classification. We provide a set of 560,000 highly polar yelp reviews for training, and 38,000 for testing. ORIGIN The Yelp reviews dataset consists of reviews from Yelp. It is extracted from the Yelp Dataset Challenge 2015 data. For more information, please refer to http://www.yelp.com/dataset_challenge

The Yelp reviews polarity dataset is constructed by Xiang Zhang (xiang.zhang@nyu.edu) from the above dataset. It is first used as a text classification benchmark in the following paper: Xiang Zhang, Junbo Zhao, Yann LeCun. Character-level Convolutional Networks for Text Classification. Advances in Neural Information Processing Systems 28 (NIPS 2015).

DESCRIPTION

The Yelp reviews polarity dataset is constructed by considering stars 1 and 2 negative, and 3 and 4 positive. For each polarity 280,000 training samples and 19,000 testing samples are take randomly. In total there are 560,000 trainig samples and 38,000 testing samples. Negative polarity is class 1, and positive class 2.

The files train.csv and test.csv contain all the training samples as comma-sparated values. There are 2 columns in them, corresponding to class index (1 and 2) and review text. The review texts are escaped using double quotes ("), and any internal double quote is escaped by 2 double quotes (""). New lines are escaped by a backslash followed with an "n" character, that is " ".

Supported Tasks and Leaderboards

More Information Needed

Languages

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Dataset Structure

Data Instances

plain_text

Size of downloaded dataset files: 166.38 MB
Size of the generated dataset: 441.74 MB
Total amount of disk used: 608.12 MB

An example of 'train' looks as follows.

This example was too long and was cropped:

{
    "label": 0,
    "text": "\"Unfortunately, the frustration of being Dr. Goldberg's patient is a repeat of the experience I've had with so many other doctor..."
}

Data Fields

The data fields are the same among all splits.

plain_text

text: a string feature.
label: a classification label, with possible values including 1 (0), 2 (1).

Data Splits

name	train	test
plain_text	560000	38000

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

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Who are the source language producers?

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Annotations

Considerations for Using the Data

Social Impact of Dataset

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Discussion of Biases

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Other Known Limitations

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Additional Information

Dataset Curators

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Licensing Information

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Citation Information

@article{zhangCharacterlevelConvolutionalNetworks2015,
  archivePrefix = {arXiv},
  eprinttype = {arxiv},
  eprint = {1509.01626},
  primaryClass = {cs},
  title = {Character-Level {{Convolutional Networks}} for {{Text Classification}}},
  abstract = {This article offers an empirical exploration on the use of character-level convolutional networks (ConvNets) for text classification. We constructed several large-scale datasets to show that character-level convolutional networks could achieve state-of-the-art or competitive results. Comparisons are offered against traditional models such as bag of words, n-grams and their TFIDF variants, and deep learning models such as word-based ConvNets and recurrent neural networks.},
  journal = {arXiv:1509.01626 [cs]},
  author = {Zhang, Xiang and Zhao, Junbo and LeCun, Yann},
  month = sep,
  year = {2015},
}