Table 2.
Protected health information statistics for the 4 sentence groups (English-only sentences, Chinese-only sentences, mixed Chinese-English sentences, and numeric or symbolic sentences).
Protected health information type | English-only sentences, n | Chinese-only sentences, n | Chinese-English mixed sentences, n | Numeric or symbolic sentences, n | Entire corpus, n | ||||||
|
Training set | Test set | Training set | Test set | Training set | Test set | Training set | Test set | Training set | Test set | |
Datea | 12,436 | 2346 | 2146 | 458 | 4530 | 919 | 19,850 | 3724 | 38,962 | 7447 | |
Agea | 2444 | 533 | 21 | 5 | 639 | 128 | 0 | 0 | 3104 | 666 | |
Namea | 100 | 18 | 273 | 44 | 1339 | 240 | 0 | 0 | 1712 | 302 | |
|
Patient | 9 | 9 | 106 | 12 | 42 | 11 | 0 | 0 | 157 | 32 |
|
Person | 8 | 3 | 6 | 1 | 128 | 32 | 0 | 0 | 142 | 36 |
|
Doctor | 83 | 6 | 161 | 31 | 1169 | 197 | 0 | 0 | 1413 | 234 |
Locationa | 5030 | 1014 | 4812 | 1108 | 5330 | 1132 | 4 | 3 | 15,176 | 3257 | |
|
Named location | 17 | 10 | 11 | 3 | 271 | 69 | 0 | 0 | 299 | 82 |
|
Nationality | 21 | 7 | 3 | 1 | 17 | 10 | 0 | 0 | 41 | 18 |
|
Region | 6 | 11 | 0 | 0 | 10 | 1 | 0 | 0 | 16 | 12 |
|
Country | 355 | 52 | 6 | 5 | 171 | 44 | 0 | 0 | 532 | 101 |
|
City | 196 | 39 | 26 | 6 | 510 | 101 | 0 | 0 | 732 | 146 |
|
Hospital | 1552 | 266 | 73 | 11 | 1915 | 393 | 0 | 0 | 3540 | 670 |
|
Department | 1616 | 391 | 2278 | 542 | 762 | 111 | 0 | 0 | 4656 | 1044 |
|
Room | 1007 | 182 | 1200 | 267 | 248 | 53 | 4 | 3 | 2459 | 505 |
|
Number | 0 | 0 | 1162 | 256 | 25 | 1 | 0 | 0 | 1187 | 257 |
|
School | 28 | 6 | 15 | 2 | 642 | 159 | 0 | 0 | 685 | 167 |
|
Generic location | 218 | 45 | 37 | 15 | 708 | 173 | 0 | 0 | 963 | 233 |
|
Market | 12 | 3 | 1 | 0 | 50 | 17 | 0 | 0 | 63 | 20 |
Professiona | 575 | 107 | 82 | 9 | 1566 | 449 | 0 | 0 | 2223 | 565 | |
IDa | 54 | 0 | 192 | 26 | 197 | 5 | 7 | 0 | 449 | 31 | |
|
ID number | 43 | 0 | 98 | 11 | 170 | 2 | 7 | 0 | 318 | 13 |
|
Medical record | 1 | 0 | 92 | 14 | 19 | 3 | 0 | 0 | 112 | 17 |
Total number of sentences | 20,639 | 4018 | 7526 | 1650 | 13,604 | 2873 | 19,861 | 3727 | 61,630 | 12,268 |
aCoarse-grained protected health information.