Hierarchical Text Classification

Exploring approaches to text classification with structured classes

@kaggle.kashnitsky_hierarchical_text_classification

Table List

3 tables(56.66 MB)

Train 40k

Unlabeled 150k

Val 10k

Val 10k

@kaggle.kashnitsky_hierarchical_text_classification.val_10k

2.42 MB
10000 rows
10 columns

productid ProductId	title Title	userid UserId	helpfulness Helpfulness	score Score	time Time	text Text	cat1 Cat1	cat2 Cat2	cat3 Cat3
B0002AQK70	PetSafe Staywell Pet Door with Clear Hard Flap	A2L6QTQQI13LZG	1/1	4	1344211200	We've only had it installed about 2 weeks. So far it works great. My chubby collie & old black lab are both going in and out easily. It was easy to install. It was hanging up a little when closing but seems to be working through that. It was supposed to be a clear door & it is not. Very disappointed…	pet supplies	cats	cat flaps
B0002DK8OI	Kaytee Timothy Cubes, 1-Pound	A2HJUOZ9R9K4F	0/0	1	1344211200	My bunny had a hard time eating this because the hay was so dry and it was too small for her to chew on.	pet supplies	bunny rabbit central	food
B0006VJ6TO	Body Back Buddy	A14PK96LL78NN3	0/0	5	1344211200	would never in a million years have guessed that this little thing was capable of so much. whoever invented it is a goddamn genius. It's fantastic...especially if you get knotted up easily in your back - this thing will make you cry.	health personal care	health care	massage relaxation
B000EZSFXA	SnackMasters California Style Turkey Jerky	A2UW73HU9UMOTY	0/0	5	1344211200	Being the jerky fanatic I am, snackmasters hands down is the best brand on the market! Must try! I buy mine from whole foods and I first tried this brand when I was staying at Marriott hotel, I have been hooked since.	grocery gourmet food	snack food	jerky dried meats
B000KV61FC	Premier Busy Buddy Tug-a-Jug Treat Dispensing Dog Toy	A1Q99RNV0TKW8R	1/1	4	1344211200	Wondered how quick my dog would catch on to this. She's pretty smart! She's playing with this a lot and knows that even though she can smell the treats better at one end, they only come out on the other. Luckily, it does take a while to get all the treats out. You'll need tiny treats for this. I got…	pet supplies	dogs	toys
B000JQALAE	Greenies Treat-Pak for Dogs, Original	AT66IKVKXSI46	0/0	5	1344211200	My boxer likes these, but he doesn't get really excited about them. But if they work as advertised and clean his teeth, then they are great.	pet supplies	dogs	treats
B000JCCVQU	Orvus W A Paste	AMOEUUDTLP6Q9	0/0	5	1344211200	Use this to wash our show cows. It is great. A little goes along way so it lasts. Seems to be gentle and not cause any rashes of any kind. No smell really maybe like ivory soap.	health personal care	household supplies	household cleaning
B000TA8MKG	Be Good My Little Sandbox Play Sets (Pirates Ahoy!)	ACFT90GFNUQ8H	0/1	2	1344211200	this thing was no larger than a kchen plate and i know i should have looked at the size closer but for a 2 year old parts are choke hazards. Plus for a 2 year old cleaning upblue sand off the carpet all day really sucks.	toys games	novelty gag toys	unknown
B000093A0U	HUGO For Women By HUGO BOSS Eau de Toilette	A3RXOGK8M4GGYM	0/0	5	1344211200	I love Hugo boss. It's perfect for everyday, it's great smelling without being over strong. Most things give me headaches, but this one is just great!	beauty	fragrance	men s
B000N2Q1V2	Nailtiques After Artificial Treatment	A30VSC032AS7ST	0/0	5	1344211200	I WAS VERY PLEASED WITH THE PRODUCT AND THE PRICE. MY NAILS WERE IN ROUGH SHAPE AND WITH THIS PRODUCT I FEEL THEY ARE SRONGER THAN EVER.	beauty	skin care	hands nails


CREATE TABLE val_10k (
  "productid" VARCHAR,
  "title" VARCHAR,
  "userid" VARCHAR,
  "helpfulness" VARCHAR,
  "score" DOUBLE,
  "time" BIGINT,
  "text" VARCHAR,
  "cat1" VARCHAR,
  "cat2" VARCHAR,
  "cat3" VARCHAR
);