yufan's picture
Add files using upload-large-folder tool
fdbcca8 verified
|
Raw
History Blame Contribute Delete
1.99 kB

Amazon Reviews 2023 — Processed Dataset Statistics

Protocol: official rating_only -> iterative 5-core -> leave-one-out split -> sequential history at maxlen 20 & 50 -> item metadata join. All outputs are JSONL.

Category #Users #Items #Interactions Avg len Median Sparsity Items w/ meta
Video_Games 94,762 25,612 814,586 8.5961 6 0.99966437 25,612 (100%)
Industrial_and_Scientific 50,985 25,848 412,947 8.0994 6 0.99968665 25,848 (100%)
Beauty_and_Personal_Care 729,576 207,649 6,624,441 9.0799 7 0.99995627 207,649 (100%)
Musical_Instruments 57,439 24,587 511,836 8.9109 7 0.99963757 24,587 (100%)
Books 776,370 495,063 9,488,297 12.2214 7 0.99997531 495,063 (100%)

Leave-one-out split row counts

Category direct train valid test seq20 train seq50 train
Video_Games 625,062 94,762 94,762 530,300 530,300
Industrial_and_Scientific 310,977 50,985 50,985 259,992 259,992
Beauty_and_Personal_Care 5,165,289 729,576 729,576 4,435,713 4,435,713
Musical_Instruments 396,958 57,439 57,439 339,519 339,519
Books 7,935,557 776,370 776,370 7,159,187 7,159,187

Validation vs official 5-core

Category my 5core official match my #test official #test match
Video_Games 814,586 814,586 OK 94,762 94,762 OK
Industrial_and_Scientific 412,947 412,947 OK 50,985 50,985 OK
Beauty_and_Personal_Care 6,624,441 6,624,441 OK 729,576 729,576 OK
Musical_Instruments 511,836 511,836 OK 57,439 57,439 OK
Books 9,488,297 9,488,297 OK 776,370 776,370 OK