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0 | Handmade_Products | It’s lovely
Loved it ordering another because I gave mine to my nephew before I could get to it because he needed it | 0 |
1 | Handmade_Products | Everything I expected and more
Fist off I just want to say, you will be very pleased with the style and durability of the bracelet. You can tell that each product was carefully made, right down to the packaging. I will definitely be buying more Bracelets from this company. | 0 |
2 | Handmade_Products | SO FREAKING CUTE!
LOL, it's like it was made for me (and my DH) and I gave it to him for our anniversary - he cracked up!<br />I'd buy another one if it said 'pizza' instead of tacos, too. He buys me both - carnitas tacos and round table pizza.<br /><br />Whoohoo! | 0 |
3 | Handmade_Products | Perfect art
This product was so amazing I needed to write a review. I bought the largest one available. It could not be more perfect. Sometimes the pics of what something is like on line is different than when it arrives. This was not the case. If I could give more stars I would. And it looks amazing on my kitchen wall. | 0 |
4 | Handmade_Products | Great Product for a Reasonable Price
Great quality, arrived before it was supposed to, great anniversary present. | 0 |
5 | Handmade_Products | Five Stars
Great pic...I have pugs looks very antique and with a $5.00 frame it works beautifully as wall decor | 0 |
6 | Handmade_Products | Good Quality
Love this! Bought a cheap frame for it on Amazon too so my husband can hang it up in his office. | 0 |
7 | Handmade_Products | More than expected
This was a pleasant surprise glad I bought it. Paper is a nice heavy stock. Wish I could have gotten this in a poster sized print. | 0 |
8 | Handmade_Products | Just buy them…so worth it!
These are the best earrings for that special geek in your life. Quality made and seller combined my shipping when she saw I had ordered from her twice. Now that is great customer service! I’m sure to get many compliments for sure! | 0 |
9 | Handmade_Products | BureBure Slippers - updated
Oct 2020 update. I was somewhat disappointed in buying a second pair. The left slipper has a large lump of felt under the ball of the toes. And the material over the toes is slightly bunched up. Unfortunately my left foot has a problem with this. I know they may stretch if i can wear them that long. So, disappointed in quality control.<br />************************<br /><br />These slippers keep my feet warm, without becoming too hot.<br />I typically go barefoot around the house in summer, and wear heavy socks in the winter (in Seattle). These slippers keep my feet comfortably warm. In a couple days of wear they've stretched into an easy fit. And the sole is thick enough to provide insulation and protection from hardwood floors. I also like the two-color felt scheme - I think it's a unique touch.<br />Excellent, as far as I'm concerned! | 0 |
10 | Handmade_Products | Very lightweight
Love the design! Really cute. But it's a bit on the delicate side. But I don't even notice that I have them on. | 0 |
11 | Handmade_Products | Beautiful dish
Bought this for my mom to replace a different one that my youngest broke at her house. She absolutely loved it. | 0 |
12 | Handmade_Products | Cute simple style
I like these earrings. They aren’t fancy. They are nice, classy earrings that look great for an everyday look. They are great for the office. Had them in all day and didn’t have any problems with ear irritation or anything like that. | 0 |
13 | Handmade_Products | Craftsmanship....beautiful flag made of wood
This is a beautiful piece of work well made....had to order hangers but will gladly order and will be hung proudly on the front of my house. Better than I expected so I was really surprised. | 0 |
14 | Handmade_Products | So cute!
So cute! It made a fun little wedding gift. Too bad I got the F page and first few words were fractured, fragment and fragile. We are planning to buy more to decorate our own home eventually! | 0 |
15 | Handmade_Products | Awesome quality
Super cute glass. Great quality. This was a gift for my husband and at first the wrong glasses was sent but they made it right and I love the glass. | 0 |
16 | Handmade_Products | Lovely
I absolutely love this stick! It's beautiful and very functional. I had become very ill. It kept me up and moving around as much as I could. It would make a perfect gift! I just can't say enough! Thank you! | 0 |
17 | Handmade_Products | Bit small but still awesome
Love this shirt! It is a bit smaller than I was hoping for but the print is wonderful and the material is soft. All in all I love it | 0 |
18 | Handmade_Products | My new go to earrings!
These earrings go with just about everything I own. Great value, nice packaging and super fast delivery! | 0 |
19 | Handmade_Products | Fell in love with this one first...
Then I ordered others by this artist, which I love lots too, every one, but then I came back for this sweet little beauty - now so happy I did! | 0 |
20 | Handmade_Products | Great gift for my boss
She looooved this. She is native to hawaii and this was an awesome gift to include in her bag. Great quality and something that she will keep forever | 0 |
21 | Handmade_Products | You get what you pay for
You get what you pay for...and this was top quality all the way! Even the packaging was 5 stars! You can buy with 100% confidence here. | 0 |
22 | Handmade_Products | Lovely Engagement Gift
It was just as pictured, so pretty and a great memento to hang on the Christmas Tree every year. | 0 |
23 | Handmade_Products | Not what I expected
It’s just a piece of paper… I thought it was on canvas. I could print this myself.. returning for sure | 0 |
24 | Handmade_Products | VERY BEAUTIFULLY CRAFTED
VERY WELL MADE THE CRAFTSMANSHIP IS BEAUTIFUL THE DETAIL IS UNBELIEVABLE A GREAT CANE IT FITS MY HAND PERFECTLY WILL BUY MORE | 0 |
25 | Handmade_Products | Beutiful and Sparkly, Tough and Feminine
Bought this a gift, my friend just loves it! Feminine and Sparkly, but tough and beautiful too! | 0 |
26 | Handmade_Products | Great product for a great price!
Beautiful product from an awesome company. They were very communicative and helpful. The picture was perfect and delivered promptly. | 0 |
27 | Handmade_Products | Love how this turned out! Will be ordering more for presents!
I ordered one for myself, before I order some for coworkers' presents. I was so happy with how mine turned out that I will definitely be ordering more as gifts! By the way, the pictures don't do it justice. | 0 |
28 | Handmade_Products | Cute keychain
I bought this in memory of my cockerpoo Precious and it was so beautiful I wear it on my keychain and I get so many compliments on it the paw and angel wings are beautiful they are a little bit smaller than I thought it would be though. | 0 |
29 | Handmade_Products | Great gift!
This was purchased as a gift for a male coworker who was married in May. His reaction- "my wife is going to cry when she sees this." That says it all 😊 | 0 |
30 | Handmade_Products | BEAUTIFUL AND SECURE
I love this solution for keeping my husband’s wedding band with me at all times. This is a delicate but very secure pendant. | 0 |
31 | Handmade_Products | I'm sure my boyfriend will love it.
It has a very rustic, homemade look. The pictures are a bit deceiving with the shine on them but the description is correct- RAW WOOD! It is a bit large, so I'm wondering how it will look on the tree. I'm sure my boyfriend will love it. | 0 |
32 | Handmade_Products | Possible Fake Moldavite
[[VIDEOID:36c5773aac1eb70aa9ae267fa162766e]] Cheap chain broke within a few days .. No characteristics of what a real moldavite looks like and no 2 Moldavite will be the same so Im surprised there are more in stock that look the same as I have.. No brown or yellow in or or bubbles from the meteorite its just clear glass apparently! I lost the card for authenticity but when I did research the company that approved the authenticity there was very little information.. Got with a company that uses the GIA they are legitimate. I was a little disappointed but I'm stuck with it now so beware. | 0 |
33 | Handmade_Products | Very pretty and a very nice gift
The recipient is an elderly and lively woman. The soft pink color was just right for her and they are charming. | 0 |
34 | Handmade_Products | Cute
The earrings hang a little funny but overall very happy with them extremely cute! I've gotten many compliments about my earrings! | 0 |
35 | Handmade_Products | LOVE!
These are so cute! I got them for my nursery and they are just perfect! So cute and really good quality! I love them! | 0 |
36 | Handmade_Products | The Office theme decor NEED
This is wonderful! We are re-doing our bathroom ‘The Office’ theme and just had to have Pams painting! It’s the perfect center piece! | 0 |
37 | Handmade_Products | Not a quality item. Disappointing
This item cost nearly $18 with shipping and was not even close to being worth the cost. The small quilled bluebirds on the nest on the front of the sheet of paper are really cute and the idea of an empty nesters card is a really good one. But this isn't a card. It's a square sheet of cheap paper, not even card stock quality, so whatever note you want to write you're writing on the back side of the flimsy paper. It would be hard to even write on the back side because it's all bumpy. Highly disappointing and I would not order this again. The only way I can see using this is if I purchase my own card stock and make my own card with it and glue this to it. I'll purchase higher quality items from Etsy. | 0 |
38 | Handmade_Products | Mercury Retrograde did not mess with me this time!
Bought this bracelet to protect me while mercury was in retrograde and it did its job. Lol. So delicate and pretty too. | 0 |
39 | Handmade_Products | Beautiful colors,
Beautiful colors, no stoppers to keep from losing the earrings but I can purchase some. Should look pretty with jeans. | 0 |
40 | Handmade_Products | Great but not perfect
It’s a great gift but the packaging sucked. Had to find a special box to put it in so it could be gift wrapped. | 0 |
41 | Handmade_Products | Cute earrings, but they slide off
These fit fine, the first time wearing. However, the second time they fell right off. | 0 |
42 | Handmade_Products | Woodland Animals Crochet Top Hanging Kitchen Towel with Decorative Bottom Edge In Mint Condition!
I Like The Fall Creatures With A Touch Of Nauture, Which Adds To A Room That They Hang In. The Crocheted Work Is Wonderfully Crafted. The Gold Crocheted Accent At The Bottom Of The Towel Adds A NIce Touch To The Overal Look Of The Towel. Fast Shipping Recommend Seller! | 0 |
43 | Handmade_Products | Lovely and classy
Really cool reproduction. Seems true to the original medieval intent of simply being something interesting to look at. An unnecessary decoration that just fits that particular void -- thereby becoming necessary. Heavy and will not get pushed over. The art is not gory or overpowering D&D goth trash. It has an adorable expression that evokes a sense of the next moment going one of two ways, a purr or an attack. Don't get it wet (or feed it after midnight) as she may come alive and eat your face off. | 0 |
44 | Handmade_Products | So cute!
I was surprised with this necklace. It is very good quality for the price. Bought it for a gift and Nana just loves it! | 0 |
45 | Handmade_Products | NEED TO BE WHAT YOU THINK YOU ARE ORDERING
The earrings looked nothing like the picture from what I ordered from. It was so bad I could not give as a gift. I was very disappointed and had to find different earrings to give for my gift. They need to look like the picture you advertise or everyone will be disappointed. | 0 |
46 | Handmade_Products | Good value
..<br /><br />Service is slower than I'd like... but I think that's because they custom make each order.<br /><br />They're not as thick as I'd like. Although most people prefer the thinner bases. And if they made them twice as thick they'd be more expensive...<br /><br />And these are cheap enough that you don't have to agonize over the quantity needed. Just order waaaaay more than you'll need. You can never have too many extra bases....<br /><br />I think wooden bases are better. Since wood is naturally porous they hold the figure and the glue better.<br /><br />... | 0 |
47 | Handmade_Products | Great Product
The pink strands are a bit too light, but I love it. Though I suppose it is a good thing people in my area don't understand the meaning behind it. :D | 0 |
48 | Handmade_Products | pretty
good quality and pretty but delicate while worn. i like it a lot and wear it often. love that the hematite is said to pull negative energy out of the body and keep your vibe happy :) | 0 |
49 | Handmade_Products | Nice bended wire type barrette. Nice metal color choices.
Easy to put in hair and looks very dressy. | 0 |
50 | Handmade_Products | Unique and very cool wall art !
I hope to update this review and add a photo if possible. We chose this piece for our bathroom, and its very unique and intricately made / cut. Was glad to read that its sealed in automotive clear coat as the bathroom can be steamy with lots of moisture from the shower, so this is great thought. Thank you so much., we'll be back at some point for another of your crafted items ! | 0 |
51 | Handmade_Products | Five Stars
Perfect for my long distant relationships. Very nice gift. And, the hearts were placed perfectly on the cities! | 0 |
52 | Handmade_Products | Great quality
This cover feels great! It is a bit greener in person than the real it looks like in the picture. It’s quality is great. I have a mega weeks in it and it feels like it should have been a bit wider but it fits nice with a band around it. | 0 |
53 | Handmade_Products | Beautiful sign in script lettering
This sign arrived very quickly, in about 5 days from when I ordered it. It is a gift for a friend and has the name of her home and country acre on it. I chose the script style and like the flowing white letters on the medium brown wood. It comes with a hanger on back and will look nice propped up on a table or mantle or hanging on a covered porch. I wouldn't hang it outside where rain and snow would hit it, though it might do fine. Very pretty. | 0 |
54 | Handmade_Products | Very nice piece
Very happy with necklace/pendent. I bought for myself. I bought the black choice. Looks good as the writing is black and pops surrounded by black. | 0 |
55 | Handmade_Products | Perfect for a cute touch of Farmhouse style...
These stickers added just the special touch I was going for with my hand and dish soap set! Super cute and is holding up well to daily light water exposure. | 0 |
56 | Handmade_Products | Fast shipping, Item is as advertised! Smoke Free
Great job on the crocheting, it really adds to the set! Item is as described! Fast shipping! Recommend seller! | 0 |
57 | Handmade_Products | Warms My Tea
This helps keep my tea warm a few minutes longer than normal, but not by much. Still, for the price, it's a cute and non-electric way to keep your beverage warmer for a little bit more. | 0 |
58 | Handmade_Products | Beautiful
Beautiful nose ring, so glad I bought it. Will definitely buy again if anything ever happens to my current one. So far its held up well through showers, swimming, sleeping etc. I've gotten compliment on it as well. It's not too big and not too small also very comfortable and I dont even feel it there. | 0 |
59 | Handmade_Products | SO CUTE
I'm obsessed with these pictures. I put them in wooden frames and hung them in my guest room and they are perfect. | 0 |
60 | Handmade_Products | Three beautiful little pears say it all. This is a wonderful gift for anyone!
These little pears were part of a 25th anniversary gift for my husband and he loves them! He has them sitting on his computer, | 0 |
61 | Handmade_Products | A real artisan product made by a pro.
Beautiful leather quality, well stitched should<br />Last a long time. | 0 |
62 | Handmade_Products | Old brittle vinyl
Quality vinyl should be soft and flexible, this vinyl is neither. The adhesive on this vinyl is old and dried out. It’s clearly obvious that this wall decal has been sitting on a shelf for a long time.<br /><br />I have applied wall decals from a few different manufacturers, all are much better than this product..... an FAR less expensive.<br /><br />I have applied 3M carbon fiber vinyl decals on cars, cell phones, computers, pretty much name it and I have done a vinyl “wrap” on it.<br /><br />I tried to apply heat (hairdryer) to soften the vinyl and activate the adhesive, did not work as this product is so old.<br /><br />I would return this old tired decal but how?? You won’t know the decal is fairly useless until you try to apply it. | 0 |
63 | Handmade_Products | Five Stars
The quality is very good, the workmanship is excellent, the length is right, very beautiful. | 0 |
64 | Handmade_Products | Perfect Size
This was a gift to a friend who also provides a professional service. Just a thank you/I'm thinking of you gift. The price made it affordable and it gave the loving message of I appreciate you. She loved it. And, it's so useful and pretty! | 0 |
65 | Handmade_Products | An elegant gift
Gave these to my sister for her 18th birthday and she loved them! Will totally be buying more of this jewelry for her in the future. | 0 |
66 | Handmade_Products | Delicate & Quite Beautiful
I purchased the 24 inch memorial necklace in February, 2020.<br /><br />After losing my mother just two weeks ago I was looking for something to wear that I could look at when the hurt became too much. This necklace is perfect. It lays just beside my heart with her birthstone and a beautiful angel wing charm that I was able to choose. The necklace is smaller than I expected from the picture but for me that is better. The necklave and chain are so delicate. I can easily wear the necklace daily by placing it inside my blouse or outside to share with others.<br /><br />The quality is very nice and was received within days of placing my order. | 0 |
67 | Handmade_Products | Great quality
Loved this gift for my husband. Turned out really nice and it is a little something special for when he is on the road. | 0 |
68 | Handmade_Products | Very boho and nice.
This was a little bigger than I thought but that was a good thing! Well made, pretty colors, falls nice and has the movement I was looking for to dress up my bathroom wall. Beautiful. Thank you | 0 |
69 | Handmade_Products | Not as pictured
It is a nice silver pendant, but not as pictured. The yellow moon/sun was not there it was silver like the rest of the pendant. Although nice, not as advertised. I will not purchase from them again. | 0 |
70 | Handmade_Products | Cute, but a little on the heavy side
These are cute for dressing up, but they are a bit heavy. They came packaged well and in great condition. The gold is a tad more yellow than what you would normally see on real gold jewelry. If you are looking for something more delicate and boho, these probably aren't the ones for you. I will definitely wear them. Cute product! | 0 |
71 | Handmade_Products | The poster is very nice and very good for the price however I don't ...
The poster is very nice and very good for the price however I don't like that I have to cut out the square and paste it to cardboard. I thought it could come assembled. It does come very nicely and true to what you asked! | 0 |
72 | Handmade_Products | Awesome Military Support gift
My niece is 4 years into her six year service commitment and she loved this gift. | 0 |
73 | Handmade_Products | Darling items and kind seller.
I just recieved my states and I am so thrilled with how darling they are! So well made and perfect for my decor! I wanted to dedicate a section of the house to all the states we as a family have called home together because we move around alot. All that I needed but could not find posted was Louisiana and the seller was so generous to make and throw that one in as a gift. I highly recommend!!! I will be back to this seller for more custom creations in the future. | 0 |
74 | Handmade_Products | Perfect!!!
I am extremely pleased with my sign and the service I received! My order arrived as described and on time! FYI…I will be ordering again in the near future. | 0 |
75 | Handmade_Products | It works
This is amazing it really works I felt the change the minute I put it on. Although I don't really agree with the changing your mood part, but it definitely brings you into a hole new light of things. | 0 |
76 | Handmade_Products | Stop deciding and just buy it. It is quality and technology that works because of the laws of physics. I love tech like this!
The quality of this product is hands down undeniable. Added this immediately to my hiking pack didn't hesitate. | 0 |
77 | Handmade_Products | Completely worth the money!
Best wallet ever! I love it! Its as expected and so much more. The craftsmanship is amazing with quality leather and stitching it will last longer then the phone does. | 0 |
78 | Handmade_Products | Attractive glass ladybug
I bought one of these and several other types of glass ladybugs to use them in mosaics. I just bought a couple more of this one. It is more flush so the belly of the bug can really be seated and glued well. I'm very pleased with these ladybugs as they display like fire in the sunshine. I mosaic-ed them onto my strawberry planters and they look wonderful! | 0 |
79 | Handmade_Products | Unique and cool gift idea
I ordered this fork and also a spoon for my BFF’s birthday. She LOVED both. Such a cool and unique gift. Well made, showed up fast, and nicely packaged. I really loved giving these as a gift! | 0 |
80 | Handmade_Products | Nice masks
Nice masks, strong nose wire and adjustable ear straps.<br />I needed a larger mask, but don't buy the xxl unless you have a full huge beard to fill it. | 0 |
81 | Handmade_Products | Creative and functional
Very creative product. Functional and sturdily constructed. Serves as a one-stop location for all those odds and ends. Great for travel. | 0 |
82 | Handmade_Products | Excellent quality, fast delivery, very good price, from artist-maker in Turkey
I only want more from this maker. Package delivery was swift from Turkey to USA. Product was exactly the same one as pictured. Backing is a perfect neutral umber/gray cotton twill with hidden zipper. Gorgeous, vibrant color, clean, fresh, well made. No smells. High craftsmanship. Great price including shipping costs compared with 'bigger box retailers' selling lower-end items. This is an heirloom piece that will last forever. The Kilim fabric is not scratchy or rough. The pillow cover is 18x18. I used a feather insert at 20x20 for an absolutely perfect fit. Highly recommend this craftsman! | 0 |
83 | Handmade_Products | Love, Love, Love
I bought this for my guest bathroom and I have received so many compliments! Love it! | 0 |
84 | Handmade_Products | Very pretty and comfortable!
Can’t even feel I’m wearing them<br />Perfect for every outfit as they are small and dainty | 0 |
85 | Handmade_Products | Great detail
I love the photo of the Brooklyn Bridge with the NYC skyline in the background when the twin towers were still there. | 0 |
86 | Handmade_Products | Nice gift
Provided as a birthday gift and was well received. She loved and it looks more expensive then actually is | 0 |
87 | Handmade_Products | Stunning!
I was pleasantly surprised at how small and intense these earrings are. They have a celestial feel to me. I feel good about supporting small business. Absolutely beautiful! | 0 |
88 | Handmade_Products | Quality is fantastic! Exactly what I asked for.
[[VIDEOID:687e1bb701c2e2d09c6e903548130c9d]] Smooth edges. No burs , scratches, grainy or uneven spots. Looks fantastic and fits my EDC perfect. Came with extra o rings for replacement if needed.Thank you Neptune Concealment . I made a product review video for this holster. Pardon my lack of experience for it is my first video review. | 0 |
89 | Handmade_Products | Teeny tiny
Although pretty, more for a child than an adult. They are very small. I had to send them back. They completely got lost on my ears. I guess they would be good for a second hole but they did not look flattering on me. | 0 |
90 | Handmade_Products | I loveee them
Love them!! Gives my controller such a unique pop. They arrived much sooner than I expected too. Thank you! | 0 |
91 | Handmade_Products | Beautiful Beach Glass earrings
Beautiful shades of beach glass, compliment this earring. Love it. A fun style to wear, any time of year. | 0 |
92 | Handmade_Products | Love
This is made so well I bought it to cover my island gas stove top and it’s perfect I have a farmhouse and farmhouse decor this fits right in | 0 |
93 | Handmade_Products | Give your visitors a laugh!!!
Love this personalized mat! My husband loves it so much, he took a picture of it and posted it on Facebook! It’s cute and funny! I don’t know how long the writing will last but I love it!! | 0 |
94 | Handmade_Products | Ok for jeans or khakis but not quality enough for dress wear.
Men’s Braided Leather Chain Bracelet – Haskare Braided Real Leather with Cuff Chain.<br />The leather is synthetic, it has a good magnetic clasp and although the steel is stated as 316L it doesn’t have a high-quality appearance to me. I feel the quality doesn’t represent the higher price.<br />Overall, it is a decent looking bracelet for jeans or khakis etc., otherwise it’s not something I would wear with dress clothing. I also prefer to wear the bracelet with the chain on top of the leather vs the other way around, please see pic for example.<br /><br />My wrist measures 7 ¼” without any measuring tape slack, this braided bracelet is 8 5/16” long and it fits good, but I prefer 8 ½” for a little extra movement slack. | 0 |
95 | Handmade_Products | Great Mask & Customer Service
I ordered this for my young son who is a bit quirky and loves sleeping masks. When this arrived there was the tiniest nic in the stitching. It wasn’t anything glaring, but in time would be a problem. I emailed the company. With no questions asked a replacement was in the mail, and made it in time for my son’s birthday. He loves the mask, and wears it every night. 👍 | 0 |
96 | Handmade_Products | Fun!
Such a cool little tchotchke! I will sit and fiddle with this little blue octopus for hours....thanks! | 0 |
97 | Handmade_Products | Read the description!!
Ok, so, I’d really like to be rude and only give them four stars, however, the reason for my disappointment is my fault, I didn’t read the description so I could follow the directions properly. The ornament is gorgeous... yes, I would’ve preferred it to be personalized, but again, READ THE DESCRIPTION!! Or you’ll be disappointed in yourself as well. Again, gorgeous ornament. Oh, and they were fast to respond to my query, so there’s that too. | 0 |
98 | Handmade_Products | Perfect!!
Such a great upgrade from my previous placemat for my coffee pot. This is easy to wipe and spills clean up great. I also love the look and how it looks on my countertop. | 0 |
99 | Handmade_Products | Awesome value/ beautiful artwork! Just add a frame
This wall art is so seriously adorable!!! It’s also personalized by the artist! I can’t wait to go buy some cute frames and the 4 pieces will go in my newly remodeled bathroom. Thanks so much for my beautiful purchase and I will definitely order from you again. The Thank you card is so sweet too! :) | 0 |
Dataset Featurization: Experiments
This repository contains datasets used in evaluating Dataset Featurization against the prompting baseline. For datasets used in the case studies, please refer to Compositional Preference Modeling and Compact Jailbreaks.
The evaluation focuses on three datasets: The New York Times Annotated Corpus (NYT), Amazon Reviews (Amazon), and DBPEDIA. For each dataset, we sample 15 different categories and construct three separate subsets, each containing 5 categories with 100 samples per category. We evaluate the featurization method's performance on each subset.
NYT
From the NYT corpus, we utilize manually reviewed tags from the NYT taxonomy classifier, specifically focusing on articles under "Features" and "News" categories, to construct a dataset of texts with their assigned categories. Below is how to access the input datasets and the proposed features with their assignments from the evaluation stage:
import datasets
text_df = load_dataset("Bravansky/dataset-featurization", "nyt", split="train").to_pandas()
evaluation_df_0 = load_dataset("Bravansky/dataset-featurization", "nyt-evaluation-0", split="train").to_pandas()
evaluation_df_1 = load_dataset("Bravansky/dataset-featurization", "nyt-evaluation-1", split="train").to_pandas()
evaluation_df_2 = load_dataset("Bravansky/dataset-featurization", "nyt-evaluation-2", split="train").to_pandas()
Amazon
Using a dataset of half a million customer reviews, we focus on identifying high-level item categories (e.g., Books, Fashion, Beauty), excluding reviews labeled "Unknown". The input datasets and the proposed features with their assignments from the evaluation stage can be accessed as follows:
import datasets
text_df = load_dataset("Bravansky/dataset-featurization", "amazon", split="train").to_pandas()
evaluation_df_0 = load_dataset("Bravansky/dataset-featurization", "amazon-evaluation-0", split="train").to_pandas()
evaluation_df_1 = load_dataset("Bravansky/dataset-featurization", "amazon-evaluation-1", split="train").to_pandas()
evaluation_df_2 = load_dataset("Bravansky/dataset-featurization", "amazon-evaluation-2", split="train").to_pandas()
DBPEDIA
Using the pre-processed DBPEDIA dataset, we focus on reconstructing categories labeled as level l2
:
import datasets
text_df = load_dataset("Bravansky/dataset-featurization", "dbpedia", split="train").to_pandas()
evaluation_df_0 = load_dataset("Bravansky/dataset-featurization", "dbpedia-evaluation-0", split="train").to_pandas()
evaluation_df_1 = load_dataset("Bravansky/dataset-featurization", "dbpedia-evaluation-1", split="train").to_pandas()
evaluation_df_2 = load_dataset("Bravansky/dataset-featurization", "dbpedia-evaluation-2", split="train").to_pandas()
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