# Datasets: arize-ai /ecommerce_reviews_with_language_drift

Languages: English
Multilinguality: monolingual
Size Categories: 10K<n<100K
Language Creators: expert-generated
Annotations Creators: expert-generated
Source Datasets: extended|imdb
Dataset Preview
prediction_ts (float32)reviewer_age (int16)reviewer_gender (string)product_category (string)language (string)text (string)label (class label)
1,650,092,400
21
"female"
"apparel"
"english"
"Poor quality of fabric and ridiculously tight at chest. It's way too short."
0 (negative)
1,650,092,551.218902
29
"male"
"kitchen"
"english"
"Love these glasses, thought they'd be everyday glasses, because they were so reasonable, but tgey were so beautiful, tgey are our party/guest glassware now. May need two sets! :) Also bought the smaller size."
2 (positive)
1,650,092,702.437804
26
"female"
"sports"
"english"
"These are disgusting, it tastes like you are "smoking" flower scented air freshener. I am very disappointed :( But then again, I'm only out $5 so I really can't complain. I just wanted to like these so I wouldn't have to spend$20+ on mango pods anymore. I'm sure different sellers have better products."
0 (negative)
1,650,092,853.656707
26
"male"
"other"
"english"
"My husband has a pair of TaoTronics so I decided to give them a shot. I was really excited when I ordered these especially since I was able to get $8 off and got 1 Day shipping! Unfortunately the ear buds are too big for my ears. The part that hooks behind my ear won’t actually curve over the top and hold it just sits there. Very disappointed." 1 (neutral) 1,650,093,004.875609 37 "male" "home_improvement" "english" "Threads too deep. Engages on tank, but gasket didn't seat. Leaks badly" 0 (negative) 1,650,093,156.094511 24 "male" "electronics" "english" "recommended by my friend, he got one thru lightning deal and highly recommended this one, so I purchased one. very good adapter though I missed the lightning deal" 2 (positive) 1,650,093,307.313414 23 "male" "home" "english" "I am very happy with my shoe rack. It is not suoer sturdy , but it holds a full rack filled with shoes. My shoes stay on it with no sliding off. . It is so nice to be able to see all of my shoes at one time. If i ever need additional space, i would not hesitate to buy a 2nd one." 2 (positive) 1,650,093,458.532316 24 "female" "jewelry" "english" "I liked the price most! Nothing to dislike here!" 2 (positive) 1,650,093,609.751218 28 "female" "beauty" "english" "Did not fit the series 1000 Norelco razor" 0 (negative) 1,650,093,760.970121 45 "female" "pc" "english" "Product does not work at all, it hardly stays in the wall and does not charge my Mac. WOULD NOT RECOMMEND" 0 (negative) 1,650,093,912.189023 25 "male" "furniture" "english" "Came in the mail busted, can't work around it so now just have a pile of useless pieces. Will try to mail back soon." 0 (negative) 1,650,094,063.407925 23 "male" "apparel" "english" "They r really nice glad I bought nice to wear with leggings." 2 (positive) 1,650,094,214.626828 22 "other" "luggage" "english" "Bookbag as described. Good quality and sturdy. Was stiff originally, but after using it a bit it's loosened. The bag is completly see through with plenty of pockets." 2 (positive) 1,650,094,365.84573 36 "female" "drugstore" "english" "Louder than my plug in full sized one. Got about two nights (24 hours total) use with full charge." 2 (positive) 1,650,094,517.064633 44 "male" "beauty" "english" "These are fantastic but extremely sharp. Be careful with first use" 2 (positive) 1,650,094,668.283535 55 "female" "other" "english" "Sadly this unit features a useless pressure gauge that moves in random arcs rather than showing the pressure in the tire. The hose to nozzle connection leaks. Not well built. At least it came in a much used box. Not worth the cost of postage to return." 0 (negative) 1,650,094,819.502437 53 "other" "pc" "english" "I gave the serial number and product number for my nextbook and the cord was too large." 0 (negative) 1,650,094,970.72134 20 "female" "home" "english" "I'm returning it because the lock is very tricky. A couple of times I almost couldn't get it open, had to really struggle. Otherwise, it's got plenty of storage, nice handle, no complaints with anything but the sticky lock. I just can't take the chance that medications will be inside and I can't open it." 1 (neutral) 1,650,095,121.940242 53 "female" "wireless" "english" "Don’t buy this product it doesn’t work" 0 (negative) 1,650,095,273.159144 22 "male" "wireless" "english" "Installed 6 months ago. Now, when in USB/iPod source, automatically Error 19. This is without anything in the USB input. Tried all fixes and solutions. 6 months for$100.00 is not worth it to me. Wish I had stayed away from this unit."
0 (negative)
1,650,095,424.378047
27
"female"
"other"
"english"
"I have been wearing the 3M version of these for years and love them. I thought I would try this MFG and I wasn't happy with the product so I returned them (clear and gray). They are OK, and by all means are a good value, they just don't have the same quality feel of the 3M product. The hinges are stiffer and they don't have as good of clarity. For most folks these may be perfectly fine, especially for kids."
1 (neutral)
1,650,095,575.596949
21
"female"
"home_improvement"
"english"
"I lost the instruction manual and there is simply no instructions to set up the lights with the remote on any website"
1 (neutral)
1,650,095,726.815851
36
"male"
"other"
"english"
"Smells terrible and washed out a lot of my color. Not happy with purchase"
0 (negative)
1,650,095,878.034754
38
"female"
"grocery"
"english"
"This spice makes outstanding garlic bread with a small touch of butter."
2 (positive)
1,650,096,029.253656
32
"male"
"sports"
"english"
"Connections were proper but absolutely no power."
0 (negative)
1,650,096,180.472559
29
"male"
"wireless"
"english"
"One of the three cables never worked and the other two failed within months. Total junk."
0 (negative)
1,650,096,331.691461
25
"male"
"home_improvement"
"english"
"One worked perfectly, but the other one has a slight leak and we end up with water underneath the filter."
1 (neutral)
1,650,096,482.910363
58
"male"
"digital_ebook_purchase"
"english"
"I enjoyed the first 3 books in the series; however, I could barely make it through 2 chapters of book 4 before removing it from my IPad. Personally, I think the worst thing an author can do in a fictional book is to interject his or her political preferences in a slight of hand kind of way. I am moving on to authors who leave their own personal political views out of their stories!"
0 (negative)
1,650,096,634.129266
56
"female"
"automotive"
"english"
"I'm extremely happy with this purchase. It is a sturdy telescoping rod and easy to install."
2 (positive)
1,650,096,785.348168
35
"male"
"book"
"english"
"One of the books and the box were a little ripped."
1 (neutral)
1,650,096,936.56707
28
"other"
"beauty"
"english"
"This is a really neat product. It is way better than my plain flat irons."
2 (positive)
1,650,097,087.785973
46
"male"
"home"
"english"
"it looks fine but they aren’t as thick as i thought they were going to be. haven’t noticed any difference with fruit/veggie freshness. i don’t feel like they serve a real purpose."
1 (neutral)
1,650,097,239.004875
45
"male"
"kitchen"
"english"
"Was a gift for my husband. He loved it. I was happy with the quality for a novelty item. Glass is etched nicely and has held up well after being washed."
2 (positive)
1,650,097,390.223777
44
"female"
"automotive"
"english"
"I don't have much to complain only that for the driver side on the bottom left edge by the door does not stay flat kind of just stay up. I even try to use a heat gun to see if it will fit better and stay down so it doesn't catch the door when closing. Other than that it's easy to clean and looks great."
1 (neutral)
1,650,097,541.44268
21
"male"
"wireless"
"english"
"iPhone 7 not compatible with this product. Wouldn’t allow us to use it at all."
0 (negative)
1,650,097,692.661582
22
"male"
"other"
"english"
"Fun way to pass the time with a challenge."
2 (positive)
1,650,097,843.880485
34
"male"
"wireless"
"english"
"Don’t buy this if you expect it to ship/be delivered on time. Purchased twice. Both times a day late. Product is just fine. Just disappointed it was advertised for prime 2 day shipping if they can’t deliver."
1 (neutral)
1,650,097,995.099387
28
"female"
"toy"
"english"
"This bag made almost 18 gallons of beads. The color of the beads are just like the photo and worked perfectly. I used them in a preschool classroom. The kids loved it, the teachers loved having a “water” activity with no mess. Parents loved that it was non toxic."
2 (positive)
1,650,098,146.318289
24
"male"
"apparel"
"english"
"This dress was not sewn straight. Two issues: 1) The center seam with buttons is not centered. It's off by about an inch to one side and it's obvious. 2) Where the dress attaches to spaghetti straps is higher on one side than the other. This, too, is obvious. Unfortunately, I will be returning this."
1 (neutral)
1,650,098,297.537192
52
"male"
"wireless"
"english"
"Tried to return and not happy with the customer service"
0 (negative)
1,650,098,448.756094
25
"male"
"wireless"
"english"
"Very cheap. I've used 2 out of 3 in the package and all of them had bubbles. My phone was very clean. Do not waste your money."
0 (negative)
1,650,098,599.974996
20
"male"
"electronics"
"english"
"Not even a day after opening one it was already in three pieces (two sides and inside) . Can't help me find my keys like that."
0 (negative)
1,650,098,751.193899
55
"male"
"book"
"english"
"IT’S SO PRETTY. I was shocked at how high quality this was for the price. NOTE: I got this to color while at work. I typically use colored pencils but this is more for markers, just because of the texture of the pages. But it’s so beautiful I’m going to get some markers now!"
2 (positive)
1,650,098,902.412801
46
"male"
"apparel"
"english"
"Don’t know ! Have not received this product , waaaay overdue ."
0 (negative)
1,650,099,053.631703
32
"male"
"home"
"english"
"I dont know what happened. worked totally fine first couple of days i used it. I left it charged overnight and picked it up and a little water spilt out, but that happened several times before, bu the power just went super low. It is running, but its running as if its on extra low setting. is it possible that the water could have shorted out the fan? If so this is a terrible design for it to break itself so easily. Any suggestions on how to fix it?"
0 (negative)
1,650,099,204.850606
20
"female"
"home_improvement"
"english"
"Received well packaged and on time. Quality is excellent."
2 (positive)
1,650,099,356.069508
20
"male"
"office_product"
"english"
"this was not the twine that I received. I go some janky white yarn instead of twine."
0 (negative)
1,650,099,507.288411
35
"female"
"other"
"english"
"FUCKING SHITTY GAME!! I TRIED GETTING MY PROGRESS BACK AND IT DIDN'T LITTLE FUCKERS! WHO THE HELL IS RUNNING THIS GAME ELF'S FROM THE NORTH POLE CAN'T SEE SHIT ON THE SCREEN, CAUSE THEIR SO FUCKING SHORT! GOD DAM."
0 (negative)
1,650,099,658.507313
23
"male"
"pc"
"english"
"Seemed like a nice pen, but I couldn’t even get a decent line out of it. Disappointing."
0 (negative)
1,650,099,809.726215
25
"male"
"office_product"
"english"
"We thought it was broken because we couldn't figure out how to install the lens. Returned the viewer and thought they were going to look at it and send us a new one. That was several weeks ago and haven't heard a word since."
0 (negative)
1,650,099,960.945118
26
"male"
"pc"
"english"
"Would not connect to router. No phone number or contact fr technical support.i returned the extender"
0 (negative)
1,650,100,112.16402
52
"female"
"other"
"english"
"There was no closed captioning!"
1 (neutral)
1,650,100,263.382922
39
"male"
"pet_products"
"english"
"My 3 month Aussie loves this thing. Keeps her entertained for long periods as long as you put kibble in it."
2 (positive)
1,650,100,414.601825
21
"male"
"grocery"
"english"
"Material is flimsy. Also you have to put it together. It's just okay..."
1 (neutral)
1,650,100,565.820727
36
"male"
"sports"
"english"
"Very cheaply made! Handle broke the first time I used it. I’d stay away from this product!"
0 (negative)
1,650,100,717.039629
30
"female"
"baby_product"
"english"
"Plan to use the chalk that it came with!! I purchased separate chalkboard markers that should erase/clean off - they are not coming off. My board was one-time use now, unfortunately."
1 (neutral)
1,650,100,868.258532
88
"other"
"beauty"
"english"
"I was very sceptical about this as I have been dealing with alopecia. I've been taking this for almost 3 months and I must admit there is a huge change...I have hair!! There are so many products out there for the type of alopecia that I have but non have actually helped...only this. But the catch is you actually have to take it 2xs a day everyday and drink lots of water. It made me break out at first but now that my body is use to it my skin is clear and very few break outs. It may make you gain a little weight...it did me...but thats a side effect I'm willing to live with."
2 (positive)
1,650,101,019.477434
84
"female"
"home"
"english"
"Not good color so returned"
0 (negative)
1,650,101,170.696337
40
"male"
"toy"
"english"
"Opened the produce for the first time today. It constantly gets jammed and only shoots about 50% of the time, if that. Definitely not worth the price. Would not recommend."
0 (negative)
1,650,101,321.915239
47
"male"
"apparel"
"english"
"It is not true to size."
0 (negative)
1,650,101,473.134141
25
"female"
"drugstore"
"english"
"Probably will not order online again. The boxs came opened."
0 (negative)
1,650,101,624.353044
48
"female"
"drugstore"
"english"
"I didn’t regret using this product, I’m proud to say this product serves the reasons I bought it for. Great product and recommend it for everyone."
2 (positive)
1,650,101,775.571946
22
"male"
"pc"
"english"
"I was intending to use it to make a corkboard in my office. They're nicely shaped and sticky, but way too thin to actually use as a corkboard. I suppose if you were using them for coasters or other protective uses they'd work well."
1 (neutral)
1,650,101,926.790848
49
"female"
"wireless"
"english"
"Does not work. Not supported by device pops up."
0 (negative)
1,650,102,078.009751
56
"female"
"automotive"
"english"
"I originally really liked this, great water pressure. We used in our RV on 2 trips but for some reason not sure why, maybe too cold but the plastic head just snapped off. I guess you need to wrap it in the winter. Could be it had water in it. I replaced it with one with excellent reviews that was half as much."
0 (negative)
1,650,102,229.228653
23
"male"
"beauty"
"english"
"I paid for this product and never received it so i cannot say if I liked it or not. Sorry still waiting."
0 (negative)
1,650,102,380.447555
34
"male"
"automotive"
"english"
"Does the job and appears to be sturdy. Most of the fittings leak which means you are going to get more wet than you planned but so far it is the best brush I have found that has a long adjustable length"
1 (neutral)
1,650,102,531.666458
74
"female"
"sports"
"english"
"I was disappointed in the quality of the fabric."
1 (neutral)
1,650,102,682.88536
48
"male"
"home_improvement"
"english"
"It help little more air flow, need more stronger."
2 (positive)
1,650,102,834.104263
33
"male"
"kitchen"
"english"
"Got this as a gift and the recipient loves it!"
2 (positive)
1,650,102,985.323165
45
"female"
"home"
"english"
"I love how it was shipped on time"
2 (positive)
1,650,103,136.542067
27
"male"
"wireless"
"english"
"I would recommend this stand to all of my Apple Watch using friends. Especially for the price. Inexpensive but not cheap looking. The base is absolutely stable and sturdy. Easy assembly. It’s just Perfect."
2 (positive)
1,650,103,287.76097
23
"female"
"pc"
"english"
"Received open box item. Amazon has been doing this a lot lately. Inspect everything!"
0 (negative)
1,650,103,438.979872
42
"male"
"pc"
"english"
"I have been using this keyboard for about 2 months and so far so good. Nice feel to the keys. I was worried that it would need frequent recharging but so far it has not needed it all and I use it several hours a day. I use it with an Apple laptop with two monitors. No problem synching it. The only feature that it doesn't have that might be nice is backlighting if you want to use it at night, but then that would definitely drain the battery faster."
2 (positive)
1,650,103,590.198774
46
"female"
"grocery"
"english"
"I like the taste of the candy cigarettes. They are not sweet at all!!!"
1 (neutral)
1,650,103,741.417677
35
"female"
"digital_ebook_purchase"
"english"
"Great story! I can't wait to read book #2."
2 (positive)
1,650,103,892.636579
22
"other"
"shoes"
"english"
"Like the style but it was snug to the fir"
1 (neutral)
1,650,104,043.855481
35
"male"
"wireless"
"english"
"I ordered gold color and got a bronze/orange glitter. The case is nice and super affordable. Ordering a new color and trying to return the 'gold' one."
1 (neutral)
1,650,104,195.074384
46
"male"
"furniture"
"english"
"Looks good in her collection."
2 (positive)
1,650,104,346.293286
21
"male"
"toy"
"english"
"Kind of disappointing. Water just dribbles out and it doesn't shake much at all. Wouldn't buy again."
0 (negative)
1,650,104,497.512189
22
"female"
"beauty"
"english"
"Got this as a gift and they love it!"
2 (positive)
1,650,104,648.731091
46
"female"
"other"
"english"
"I as broken when it was delivered to my house."
1 (neutral)
1,650,104,799.949993
30
"female"
"beauty"
"english"
"I’ve bought this before with no issue. However, this time they arrived unusable. Totally smashed, but the box was fine. Seems they are sending out defective product. Difficult to see by the picture because it’s such a small item size. Buyer beware. Hoping to hear from the seller, but you know how that goes!"
0 (negative)
1,650,104,951.168896
52
"female"
"sports"
"english"
"Runs very small. I'm usually an XS or S women's sizes, and the S in this was too small."
1 (neutral)
1,650,105,102.387798
20
"female"
"kitchen"
"english"
"Wonderful handmade beer mug! I bought it as a gift and it totally worth it. Made to last, looks great, solid and quite large. Got that authentic feeling to it. 5 stars"
2 (positive)
1,650,105,253.6067
50
"female"
"apparel"
"english"
"I really love this dress. It's very hard to find a maxi dress that's actually long enough for me. Hoping the size stays the same after washing it. However, it came with a stain on the top. I planned on wearing it for family pictures and don't have time to return it and hope a new one arrives on time so I'm hoping we can hide the stain in photos."
1 (neutral)
1,650,105,404.825603
26
"male"
"home"
"english"
"Perfect to fill up some wall space, and very calming to look at."
2 (positive)
1,650,105,556.044505
86
"male"
"grocery"
"english"
"This stuff is fantastic. For the perfect baby back rub, I use this, a light dusting of Kiva Ghost Pepper powder for heat (go easy with it!!!) and a light dusting of brown sugar to chase the heat with a little sweetness. When you bite into it you first taste the sweet then the heat hits... It's the bomb dot com!"
2 (positive)
1,650,105,707.263407
30
"male"
"home"
"english"
"Going cordless is perhaps the best thing when it comes to vacuum. It is so much easier when I can skip inserting the plug into the wall. My wired one is stronger but I never used them any more after having this convenient cordless gig."
2 (positive)
1,650,105,858.48231
26
"male"
"home"
"english"
"Wasn't sure that these would stick because I needed them on a storm door that gets pretty warm from the outside temp, three months with a lot of 100 degree days and still stuck tight and the clips hold the wood rod perfectly."
2 (positive)
1,650,106,009.701212
22
"male"
"pet_products"
"english"
"jacket is made very well, but the rear straps are useless. need to redesign, so that the side velcro attachment is further back on the jacket keeping the rear part of the jacket in place. or have a second velcro towards the rear eliminating the straps"
1 (neutral)
1,650,106,160.920115
59
"female"
"lawn_and_garden"
"english"
"Very comfortable and far less money than others."
2 (positive)
1,650,106,312.139017
45
"male"
"home"
"english"
"I gave this product 3 stars because it wasn’t exactly what I was looking for but didn’t want to go through the trouble of sending it back. As you can see in the photo my Too Faced liquid lipsticks do not fit unless I push them in a certain way. One single movement knocks them all down. I guess it’s perfect if you have traditional shaped lipsticks. Too Faced is my favorite brand and they don’t fit."
1 (neutral)
1,650,106,463.357919
55
"female"
"other"
"english"
"I love, love, love this hat. I love that is rolls up and that I can wear a bun."
2 (positive)
1,650,106,614.576822
41
"male"
"baby_product"
"english"
"My baby, although small, has chunky thighs and these do not work well for her. They leave red marks on her thighs and don't fit right, even after adjusting the rise. As a result they leak and blowouts are a problem. Also the inserts aren't quite wide enough to be effective."
1 (neutral)
1,650,106,765.795724
48
"male"
"other"
"english"
"This CD is the absolute worst quality. It almost sounds like it's a home-made cd. I'm returning it today. Do.Not.Buy."
0 (negative)
1,650,106,917.014626
27
"male"
"home_improvement"
"english"
"NOT worth the money or complicated install. Would never fully turn off and would drip non stop. Bought in Sept and the inside pieces already broke. Contacted Enzo for warranty help, they're willing to send replacement parts but we opted to just replace the faucet..."
0 (negative)
1,650,107,068.233529
30
"male"
"toy"
"english"
"A lot of fun for my toddler. It is nice that you don't have to worry about them slipping and falling under the water like a baby pool. Perfect for summer fun! Easy to set up and use. I was surprised at how large it was."
2 (positive)
1,650,107,219.452431
32
"female"
"toy"
"english"
"These were the perfect addition to an office Birthday. I only had one balloon that did not have anything on it. These were really fun."
2 (positive)
1,650,107,370.671333
28
"male"
"office_product"
"english"
"I bought these for my little sister for Christmas but I may have to keep them! I didn’t realize how fun these would be!!"
2 (positive)
End of preview (truncated to 100 rows)

# Dataset Card for reviews_with_drift

## Dataset Description

### Dataset Summary

This dataset was crafted to be used in our tutorial [Link to the tutorial when ready]. It consists on a large Movie Review Dataset mixed with some reviews from a Hotel Review Dataset. The training/validation set are purely obtained from the Movie Review Dataset while the production set is mixed. Some other features have been added (age, gender, context) as well as a made up timestamp prediction_ts of when the inference took place.

text-classification, sentiment-classification: The dataset is mainly used for text classification: given the text, predict the sentiment (positive or negative).

### Languages

Text is mainly written in english.