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

Train 40k

@kaggle.kashnitsky_hierarchical_text_classification.train_40k

12.33 MB
40000 rows
10 columns

productid ProductId	title Title	userid UserId	helpfulness Helpfulness	score Score	time Time	text Text	cat1 Cat1	cat2 Cat2	cat3 Cat3
B000E46LYG	Golden Valley Natural Buffalo Jerky	A3MQDNGHDJU4MK	0/0	3	-1	The description and photo on this product needs to be changed to indicate this product is the BuffalOs version of this beef jerky.	grocery gourmet food	meat poultry	jerky
B000GRA6N8	Westing Game	unknown	0/0	5	860630400	This was a great book!!!! It is well thought through, and you can easily imagine the events happening. The Westing Game itself is a great way to tie two things together. The events are well sequenced and exciting. Ellen Raskin wrote a wonderful book	toys games	games	unknown
B000GRA6N8	Westing Game	unknown	0/0	5	883008000	I am a first year teacher, teaching 5th grade. I have a special reading class with high comprehension levels. Reading this book to them was one of the best things I taught them this year. It expanded their minds by allowing them to put themselves in the characters place and was easy for the students…	toys games	games	unknown
B000GRA6N8	Westing Game	unknown	0/0	5	897696000	I got the book at my bookfair at school looking for something to do over the summer. it turned out i had read the thing a couple days after school let out. I loved it! I never suspected the ending. The overall plot was intriguingly superb. You can tell Raskin is an extremely intelligent person and w…	toys games	games	unknown
B00000DMDQ	I SPY A is For Jigsaw Puzzle 63pc	unknown	2/4	5	911865600	Hi! I'm Martine Redman and I created this puzzle for Briarpatch using a great photo from Jean Marzollo and Walter Wick's terrific book, I Spy School Days. Kids need lots of practice to master the ABC's, and this puzzle provides an enjoyable reinforcing tool. Its visual richness helps non-readers and…	toys games	puzzles	jigsaw puzzles
B00000DMER	ThinkFun Rush Hour	unknown	2/2	5	912816000	My eight year old loves this game, whenever he can coax it away from his father! I recommend you buy two so no one has to wait a whole afternoon for his or her turn. END	toys games	games	board games
B00004RYGX	Beetle Juice (1988)	unknown	1/1	4	918000000	The real joy of this movie doesn't lie in its fun special effects, its twisted, albiet cheerful view of the afterlife, or Michael Keaton's Robin Williams impressions, but in its witty send-up of the New York art scene. No community is so desperately in need of skewering but it's rarely done -- and e…	grocery gourmet food	beverages	juices
B00004CI84	Beetle Juice [VHS] (1988)	unknown	1/6	3	928108800	Okay, Tim Burton is genuine. He haunts you with his films a'la Ed Wood and Edward Scissorhands. But let me tell you a little something about Beetlejuice. Most of the plot just does pin-wheels over its own weird a** summery. A lot of this movie makes hardly NO sense. But thats not why I gave it such …	grocery gourmet food	beverages	juices
B0007URYFM	Boundaries	unknown	2/2	5	931046400	Boundaries, along with counseling, has given me tools to work toward a more functional marriage as well as being a better parent and friend.	beauty	makeup	nails
B00000J0NT	Crayola 120ct Original Crayons	unknown	9/9	5	931219200	120 colors? I say 120 sticks of fun! And a free sharpener, with a shavings holder even!! This rainy day toy is so much fun, you'll even find yourself using it on sunny days!!!	toys games	arts crafts	drawing painting supplies


CREATE TABLE train_40k (
  "productid" VARCHAR,
  "title" VARCHAR,
  "userid" VARCHAR,
  "helpfulness" VARCHAR,
  "score" DOUBLE,
  "time" BIGINT,
  "text" VARCHAR,
  "cat1" VARCHAR,
  "cat2" VARCHAR,
  "cat3" VARCHAR
);