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A Named Entity Recognition Dataset for Kazakh

Statistics for training (Train), validation (Valid), and test (Test) sets

Unit Train Valid Test Total
Sentence 88,540 (80.00%) 11,067 (10.00%) 11,068 (10.00%) 110,675 (100%)
Token 1,088,461 (80.04%) 136,021 (10.00%) 135,426 (9.96%) 1,359,908 (100%)
NE 106,148 (80.17%) 13,189 (9.96%) 13,072 (9.87%) 132,409 (100%)

80 / 10 / 10 split

Representation Train Valid Test Total
AID 67,582 (79.99%) 8,439 (9.99%) 8,467 (10.02%) 84,488 (100%)
BID 19,006 (80.11%) 2,380 (10.03%) 2,338 (9.85%) 23,724 (100%)
CID 1,050 (78.89%) 138 (10.37%) 143 ( 10.74%) 1,331 (100%)
DID 633 (79.22%) 82 (10.26%) 84 (10.51%) 799 (100%)
EID 260 (81.00%) 27 (8.41%) 34 (10.59%) 321 (100%)
FID 9 (75.00%) 1 (8.33%) 2 (16.67%) 12 (100%)
Total 88,540 (80.00%) 11,067 (10.00%) 11,068 (10.00%) 110,675 (100%)

Distribution of representations across sets

Representation Train Valid Test Total
AID 67,582 (76.33%) 8,439 (76.25%) 8,467 (76.50%) 84,488 (76.34%)
BID 19,006 (21.47%) 2,380 (21.51%) 2,338 (21.12%) 23,724 (21.44%)
CID 1,050 (1.19%) 138 (1.25%) 143 ( 1.29%) 1,331 (1.20%)
DID 633 (0.71%) 82 (0.74%) 84 (0.76%) 799 (0.72%)
EID 260 (0.29%) 27 (0.24%) 34 (0.31%) 321 (0.29%)
FID 9 (0.01%) 1 (0.01%) 2 (0.02%) 12 (0.01%)
Total 88,540 (100.00%) 11,067 (10.00%) 11,068 (10.00%) 110,675 (100%)

Distribution of NEs across sets

NE Class Train Valid Test Total
ADAGE 153 (0.14%) 19 (0.14%) 17 (0.13%) 189 (0.14%)
ART 1,533 (1.44%) 155 (1.18%) 161 (1.23%) 1,849 (1.40%)
CARDINAL 23,135 (21.8%) 2,878 (21.82%) 2,789 (21.34%) 28,802 (21.75%)
CONTACT 159 (0.15%) 18 (0.14%) 20 (0.15%) 197 (0.15%)
DATE 20,006 (18.85%) 2,603 (19.74%) 2,584 (19.77%) 25,193 (19.03%)
DISEASE 1,022 (0.96%) 121 (0.92%) 119 (0.91%) 1,262 (0.95%)
EVENT 1,331 (1.25%) 154 (1.17%) 154 (1.18%) 1,639 (1.24%)
FACILITY 1,723 (1.62%) 178 (1.35%) 197 (1.51%) 2,098 (1.58%)
GPE 13,625 (12.84%) 1,656 (12.56%) 1,691 (12.94%) 16,972 (12.82%)
LANGUAGE 350 (0.33%) 47 (0.36%) 41 (0.31%) 438 (0.33%)
LAW 419 (0.39%) 56 (0.42%) 55 (0.42%) 530 (0.40%)
LOCATION 1,736 (1.64%) 210 (1.59%) 208 (1.59%) 2,154 (1.63%)
MISCELLANEOUS 191 (0.18%) 26 (0.2%) 26 (0.2%) 243 (0.18%)
MONEY 3,652 (3.44%) 455 (3.45%) 427 (3.27%) 4,534 (3.42%)
NON_HUMAN 6 (0.01%) 1 (0.01%) 1 (0.01%) 8 (0.01%)
NORP 2,929 (2.76%) 374 (2.84%) 368 (2.82%) 3,671 (2.77%)
ORDINAL 3,054 (2.88%) 385 (2.92%) 382 (2.92%) 3,821 (2.89%)
ORGANISATION 5,956 (5.61%) 753 (5.71%) 718 (5.49%) 7,427 (5.61%)
PERCENTAGE 3,357 (3.16%) 437 (3.31%) 462 (3.53%) 4,256 (3.21%)
PERSON 9,817 (9.25%) 1,175 (8.91%) 1,151 (8.81%) 12,143 (9.17%)
POSITION 4,844 (4.56%) 587 (4.45%) 597 (4.57%) 6,028 (4.55%)
PRODUCT 586 (0.55%) 73 (0.55%) 75 (0.57%) 734 (0.55%)
PROJECT 1,681 (1.58%) 209 (1.58%) 206 (1.58%) 2,096 (1.58%)
QUANTITY 3,063 (2.89%) 411 (3.12%) 403 (3.08%) 3,877 (2.93%)
TIME 1,820 (1.71%) 208 (1.58%) 220 (1.68%) 2,248 (1.70%)
Total 106,148 (100%) 13,189 (100%) 13,072 (100%) 132,409 (100%)
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