kenkwon commited on
Commit
ebf9328
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1 Parent(s): d7efcd9

Update spaCy pipeline

Browse files
Files changed (8) hide show
  1. README.md +9 -9
  2. config.cfg +1 -1
  3. meta.json +20 -20
  4. ner/model +1 -1
  5. ner/moves +1 -1
  6. tok2vec/model +1 -1
  7. vi_ner_task-any-py3-none-any.whl +2 -2
  8. vocab/strings.json +81 -0
README.md CHANGED
@@ -13,18 +13,18 @@ model-index:
13
  metrics:
14
  - name: NER Precision
15
  type: precision
16
- value: 0.8918918919
17
  - name: NER Recall
18
  type: recall
19
- value: 0.8823529412
20
  - name: NER F Score
21
  type: f_score
22
- value: 0.8870967742
23
  ---
24
  | Feature | Description |
25
  | --- | --- |
26
  | **Name** | `vi_ner_task` |
27
- | **Version** | `1.0.0` |
28
  | **spaCy** | `>=3.7.5,<3.8.0` |
29
  | **Default Pipeline** | `tok2vec`, `ner` |
30
  | **Components** | `tok2vec`, `ner` |
@@ -49,8 +49,8 @@ model-index:
49
 
50
  | Type | Score |
51
  | --- | --- |
52
- | `ENTS_F` | 88.71 |
53
- | `ENTS_P` | 89.19 |
54
- | `ENTS_R` | 88.24 |
55
- | `TOK2VEC_LOSS` | 27395.24 |
56
- | `NER_LOSS` | 12711.07 |
 
13
  metrics:
14
  - name: NER Precision
15
  type: precision
16
+ value: 0.9045226131
17
  - name: NER Recall
18
  type: recall
19
+ value: 0.8955223881
20
  - name: NER F Score
21
  type: f_score
22
+ value: 0.9
23
  ---
24
  | Feature | Description |
25
  | --- | --- |
26
  | **Name** | `vi_ner_task` |
27
+ | **Version** | `1.0.1` |
28
  | **spaCy** | `>=3.7.5,<3.8.0` |
29
  | **Default Pipeline** | `tok2vec`, `ner` |
30
  | **Components** | `tok2vec`, `ner` |
 
49
 
50
  | Type | Score |
51
  | --- | --- |
52
+ | `ENTS_F` | 90.00 |
53
+ | `ENTS_P` | 90.45 |
54
+ | `ENTS_R` | 89.55 |
55
+ | `TOK2VEC_LOSS` | 121354.85 |
56
+ | `NER_LOSS` | 16964.64 |
config.cfg CHANGED
@@ -9,7 +9,7 @@ gpu_allocator = null
9
  seed = 0
10
 
11
  [nlp]
12
- lang = "vi"
13
  pipeline = ["tok2vec","ner"]
14
  batch_size = 1000
15
  disabled = []
 
9
  seed = 0
10
 
11
  [nlp]
12
+ lang = "xx"
13
  pipeline = ["tok2vec","ner"]
14
  batch_size = 1000
15
  disabled = []
meta.json CHANGED
@@ -1,7 +1,7 @@
1
  {
2
  "lang":"vi",
3
  "name":"ner_task",
4
- "version":"1.0.0",
5
  "description":"",
6
  "author":"Ch\u00e1nh H\u1ef7",
7
  "email":"hlchy11997@gmail.com",
@@ -38,33 +38,33 @@
38
 
39
  ],
40
  "performance":{
41
- "ents_f":0.8870967742,
42
- "ents_p":0.8918918919,
43
- "ents_r":0.8823529412,
44
  "ents_per_type":{
45
- "TIME":{
46
- "p":0.9512195122,
47
- "r":0.9069767442,
48
- "f":0.9285714286
49
- },
50
  "DATE":{
51
- "p":0.8888888889,
52
- "r":0.8888888889,
53
- "f":0.8888888889
54
  },
55
  "TASK":{
56
- "p":0.8103448276,
57
- "r":0.8103448276,
58
- "f":0.8103448276
 
 
 
 
 
59
  },
60
  "PERSON":{
61
- "p":0.96875,
62
- "r":0.96875,
63
- "f":0.96875
64
  }
65
  },
66
- "tok2vec_loss":273.9524151373,
67
- "ner_loss":127.1106786892
68
  },
69
  "requirements":[
70
 
 
1
  {
2
  "lang":"vi",
3
  "name":"ner_task",
4
+ "version":"1.0.1",
5
  "description":"",
6
  "author":"Ch\u00e1nh H\u1ef7",
7
  "email":"hlchy11997@gmail.com",
 
38
 
39
  ],
40
  "performance":{
41
+ "ents_f":0.9,
42
+ "ents_p":0.9045226131,
43
+ "ents_r":0.8955223881,
44
  "ents_per_type":{
 
 
 
 
 
45
  "DATE":{
46
+ "p":0.8392857143,
47
+ "r":0.8545454545,
48
+ "f":0.8468468468
49
  },
50
  "TASK":{
51
+ "p":0.875,
52
+ "r":0.8615384615,
53
+ "f":0.8682170543
54
+ },
55
+ "TIME":{
56
+ "p":0.9795918367,
57
+ "r":0.9230769231,
58
+ "f":0.9504950495
59
  },
60
  "PERSON":{
61
+ "p":0.9666666667,
62
+ "r":1.0,
63
+ "f":0.9830508475
64
  }
65
  },
66
+ "tok2vec_loss":1213.5484849717,
67
+ "ner_loss":169.6463696686
68
  },
69
  "requirements":[
70
 
ner/model CHANGED
@@ -1,3 +1,3 @@
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  version https://git-lfs.github.com/spec/v1
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- oid sha256:4a9ea7ea2de49d995def50a6dfd9cedef1bd6d73a5c21ff5b7f0a9f1c714c4f8
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  size 130628
 
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+ oid sha256:9cfe9e0d5d1dc13c7b773a0b0210deff0258bcf1dd25d5261ab2f5ea2a45da0b
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  size 130628
ner/moves CHANGED
@@ -1 +1 @@
1
- ��moves��{"0":{},"1":{"TASK":2657,"DATE":771,"TIME":597,"PERSON":360},"2":{"TASK":2657,"DATE":771,"TIME":597,"PERSON":360},"3":{"TASK":2657,"DATE":771,"TIME":597,"PERSON":360},"4":{"TASK":2657,"DATE":771,"TIME":597,"PERSON":360,"":1},"5":{"":1}}�cfg��neg_key�
 
1
+ ��moves��{"0":{},"1":{"TASK":3050,"DATE":987,"TIME":783,"PERSON":405},"2":{"TASK":3050,"DATE":987,"TIME":783,"PERSON":405},"3":{"TASK":3050,"DATE":987,"TIME":783,"PERSON":405},"4":{"TASK":3050,"DATE":987,"TIME":783,"PERSON":405,"":1},"5":{"":1}}�cfg��neg_key�
tok2vec/model CHANGED
@@ -1,3 +1,3 @@
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- oid sha256:ab4bab442ff6d338b1ac05318823db887132498a5fc58a8759ebf1cd34c84df9
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  size 6009091
 
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+ oid sha256:801482097833d619649bf0599975a6dbe63471c569f75ab74facb6d099437483
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  size 6009091
vi_ner_task-any-py3-none-any.whl CHANGED
@@ -1,3 +1,3 @@
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- oid sha256:a6a4ccaeb1717a48b13fc36d5909bee451dbcb9f23aa9514e7dcca667e315d93
3
- size 5670015
 
1
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+ oid sha256:4ee49645855b8ed6b597ff20033b30efabc72df4ba3ac344f3d49cf034e15aec
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+ size 5677973
vocab/strings.json CHANGED
@@ -68,10 +68,16 @@
68
  "0.o",
69
  "0/1",
70
  "0/9",
 
 
 
 
71
  "0_0",
72
  "0_o",
73
  "1",
 
74
  "1/10",
 
75
  "1/12",
76
  "10",
77
  "10/10",
@@ -82,8 +88,10 @@
82
  "11h30",
83
  "12",
84
  "12/10",
 
85
  "12h",
86
  "12h00",
 
87
  "13h15",
88
  "14",
89
  "14:00",
@@ -91,10 +99,13 @@
91
  "14h",
92
  "14h30",
93
  "15",
 
94
  "15/10",
95
  "15/11",
 
96
  "15h",
97
  "15h00",
 
98
  "16h45",
99
  "17",
100
  "17/10",
@@ -112,20 +123,29 @@
112
  "2",
113
  "2/1",
114
  "2/10",
 
115
  "20/1",
116
  "20/10",
117
  "20/11",
118
  "20/12",
 
 
 
 
119
  "20h",
120
  "20h00",
121
  "21h",
122
  "21h00",
 
123
  "22/11",
124
  "22h00",
125
  "23/12",
126
  "23h59",
 
127
  "25/10",
128
  "25/11",
 
 
129
  "3",
130
  "3/10",
131
  "30",
@@ -140,6 +160,9 @@
140
  "45",
141
  "4h",
142
  "5",
 
 
 
143
  "5h",
144
  "6",
145
  "6h",
@@ -289,6 +312,8 @@
289
  "Ch\u1ecb",
290
  "Ch\u1ee7",
291
  "Cu\u1ed1i",
 
 
292
  "C\u01b0\u1eddng",
293
  "C\u1ea3",
294
  "C\u1ea7n",
@@ -311,6 +336,7 @@
311
  "G",
312
  "G\u00f2n",
313
  "G\u1ea5p",
 
314
  "H",
315
  "Hai",
316
  "Hoa",
@@ -319,6 +345,7 @@
319
  "Ho\u00e1",
320
  "Huy",
321
  "H\u00e0",
 
322
  "H\u00f2a",
323
  "H\u00f3a",
324
  "H\u00f4m",
@@ -330,6 +357,7 @@
330
  "H\u1ea3i",
331
  "H\u1eb1ng",
332
  "H\u1ecdc",
 
333
  "I",
334
  "II",
335
  "IME",
@@ -343,12 +371,14 @@
343
  "Kh\u1ea9n",
344
  "Ki\u00ean",
345
  "Ki\u1ec1u",
 
346
  "L",
347
  "Lan",
348
  "Linh",
349
  "L\u00e0m",
350
  "L\u00e1t",
351
  "L\u00e2m",
 
352
  "L\u00fac",
353
  "L\u1ea1t",
354
  "L\u1ecbch",
@@ -359,6 +389,7 @@
359
  "Mobile",
360
  "M\u00f9ng",
361
  "M\u1ed1t",
 
362
  "N",
363
  "NTT",
364
  "Nam",
@@ -371,6 +402,7 @@
371
  "Ng\u1eef",
372
  "Nh\u00f3m",
373
  "Nh\u1eadt",
 
374
  "Nh\u1edb",
375
  "N\u0103m",
376
  "N\u1ea5u",
@@ -418,6 +450,7 @@
418
  "Th\u00fay",
419
  "Th\u1ea3o",
420
  "Th\u1eafng",
 
421
  "Th\u1ee7",
422
  "Th\u1ee9",
423
  "Tin",
@@ -426,6 +459,7 @@
426
  "Tr\u00e2m",
427
  "Tr\u01b0a",
428
  "Tr\u01b0\u1edbc",
 
429
  "Tu\u1ea5n",
430
  "Tu\u1ea7n",
431
  "T\u00e0i",
@@ -439,7 +473,9 @@
439
  "VIP",
440
  "V_V",
441
  "Vi\u1ebft",
 
442
  "Vi\u1ec7t",
 
443
  "V\u00e2n",
444
  "V\u0103n",
445
  "V\u0169ng",
@@ -544,6 +580,7 @@
544
  "b\u1ea3o",
545
  "b\u1ea3y",
546
  "b\u1eaft",
 
547
  "b\u1ec7nh",
548
  "b\u1ecb",
549
  "b\u1ed1",
@@ -576,10 +613,12 @@
576
  "ch\u01a1i",
577
  "ch\u01b0\u01a1ng",
578
  "ch\u1ea1y",
 
579
  "ch\u1ec9nh",
580
  "ch\u1ecb",
581
  "ch\u1ed1t",
582
  "ch\u1ed7",
 
583
  "ch\u1ee3",
584
  "ch\u1ee7",
585
  "ch\u1ee9c",
@@ -598,6 +637,7 @@
598
  "c\u00e0y",
599
  "c\u00e1",
600
  "c\u00e1c",
 
601
  "c\u00e1o",
602
  "c\u00e2y",
603
  "c\u00f2n",
@@ -642,6 +682,7 @@
642
  "dd/dd",
643
  "dd:dd",
644
  "ddd",
 
645
  "ddx",
646
  "ddxdd",
647
  "deadline",
@@ -650,12 +691,14 @@
650
  "design",
651
  "dev",
652
  "devops",
 
653
  "di\u1ec7t",
654
  "du",
655
  "dung",
656
  "duy\u1ec7t",
657
  "dx",
658
  "dxdd",
 
659
  "d\u00e3",
660
  "d\u0169ng",
661
  "d\u01b0\u1ee1ng",
@@ -717,6 +760,7 @@
717
  "g\u1eb7p",
718
  "g\u1ecdc",
719
  "g\u1ecdi",
 
720
  "g\u1eedi",
721
  "h",
722
  "h.",
@@ -730,10 +774,13 @@
730
  "h59",
731
  "hai",
732
  "ham",
 
733
  "hay",
734
  "him",
735
  "hip",
 
736
  "hi\u1ec3u",
 
737
  "hi\u1ec7u",
738
  "hoa",
739
  "hoan",
@@ -745,13 +792,16 @@
745
  "ho\u1ea1ch",
746
  "ho\u1ea1t",
747
  "huy",
 
748
  "h\u00e0",
749
  "h\u00e0ng",
 
750
  "h\u00e1m",
751
  "h\u00e1p",
752
  "h\u00e1t",
753
  "h\u00e1u",
754
  "h\u00e2n",
 
755
  "h\u00eam",
756
  "h\u00ecnh",
757
  "h\u00f2a",
@@ -784,6 +834,7 @@
784
  "h\u1ea9n",
785
  "h\u1ea9u",
786
  "h\u1eadn",
 
787
  "h\u1eadt",
788
  "h\u1eafc",
789
  "h\u1eafn",
@@ -839,6 +890,7 @@
839
  "i\u1ec3m",
840
  "i\u1ec3n",
841
  "i\u1ec3u",
 
842
  "i\u1ec7c",
843
  "i\u1ec7m",
844
  "i\u1ec7n",
@@ -875,14 +927,17 @@
875
  "km",
876
  "kup",
877
  "k\u00e8m",
 
878
  "k\u00ea",
879
  "k\u00fd",
880
  "k\u1ebf",
881
  "k\u1ebft",
 
882
  "k\u1ef3",
883
  "k\u1ef9",
884
  "l",
885
  "l.",
 
886
  "lan",
887
  "lao",
888
  "lax",
@@ -903,6 +958,7 @@
903
  "l\u00e1t",
904
  "l\u00e2m",
905
  "l\u00ean",
 
906
  "l\u00f4ng",
907
  "l\u00fac",
908
  "l\u00fd",
@@ -917,6 +973,7 @@
917
  "l\u1edbn",
918
  "l\u1edbp",
919
  "l\u1eddi",
 
920
  "m",
921
  "m.",
922
  "mai",
@@ -937,6 +994,7 @@
937
  "m\u1ea5t",
938
  "m\u1eabu",
939
  "m\u1eadt",
 
940
  "m\u1eb9",
941
  "m\u1ec1m",
942
  "m\u1ed1t",
@@ -977,11 +1035,13 @@
977
  "nh\u1ea1c",
978
  "nh\u1ea5t",
979
  "nh\u1eadn",
 
980
  "nh\u1eadt",
981
  "nh\u1eafc",
982
  "nh\u1eafn",
983
  "nh\u1ecf",
984
  "nh\u1edb",
 
985
  "nic",
986
  "nit",
987
  "ntt",
@@ -993,6 +1053,7 @@
993
  "n\u01b0\u1edbc",
994
  "n\u1ea5u",
995
  "n\u1eb5ng",
 
996
  "n\u1ed9i",
997
  "n\u1ed9p",
998
  "n\u1eefa",
@@ -1029,8 +1090,10 @@
1029
  "phim",
1030
  "phi\u00ean",
1031
  "ph\u00e1p",
 
1032
  "ph\u00e2n",
1033
  "ph\u00ea",
 
1034
  "ph\u00f2ng",
1035
  "ph\u00fac",
1036
  "ph\u00fat",
@@ -1057,12 +1120,14 @@
1057
  "quang",
1058
  "quanh",
1059
  "quen",
 
1060
  "qu\u00e0",
1061
  "qu\u00e1n",
1062
  "qu\u00e2n",
1063
  "qu\u00ean",
1064
  "qu\u00fd",
1065
  "qu\u1ea3",
 
1066
  "qu\u1ea3ng",
1067
  "qu\u1ea7n",
1068
  "qu\u1ed1c",
@@ -1147,6 +1212,7 @@
1147
  "thu",
1148
  "thuy\u1ebft",
1149
  "thu\u1eadt",
 
1150
  "thu\u1ed1c",
1151
  "th\u00e0nh",
1152
  "th\u00e1ng",
@@ -1161,6 +1227,7 @@
1161
  "th\u1ea3o",
1162
  "th\u1ea7u",
1163
  "th\u1ea7y",
 
1164
  "th\u1eafng",
1165
  "th\u1ec3",
1166
  "th\u1ecb",
@@ -1168,6 +1235,7 @@
1168
  "th\u1eddi",
1169
  "th\u1ee7",
1170
  "th\u1ee9",
 
1171
  "th\u1eed",
1172
  "th\u1ef1c",
1173
  "time",
@@ -1201,6 +1269,7 @@
1201
  "tr\u01b0a",
1202
  "tr\u01b0\u1edbc",
1203
  "tr\u01b0\u1eddng",
 
1204
  "tr\u1ea3",
1205
  "tr\u1ecdng",
1206
  "tr\u1ee3",
@@ -1239,6 +1308,7 @@
1239
  "t\u1ed5ng",
1240
  "t\u1edbi",
1241
  "t\u1ee5",
 
1242
  "t\u1ee7",
1243
  "t\u1ee9c",
1244
  "t\u1eeb",
@@ -1256,6 +1326,7 @@
1256
  "u\u00e1n",
1257
  "u\u00e2n",
1258
  "u\u00ean",
 
1259
  "u\u1ea5n",
1260
  "u\u1ea5t",
1261
  "u\u1ea7n",
@@ -1283,6 +1354,7 @@
1283
  "vi\u1ec7c",
1284
  "vi\u1ec7n",
1285
  "vi\u1ec7t",
 
1286
  "v\u00e0",
1287
  "v\u00e0o",
1288
  "v\u00e2n",
@@ -1290,6 +1362,7 @@
1290
  "v\u0169ng",
1291
  "v\u01b0\u1eddn",
1292
  "v\u1ea5n",
 
1293
  "v\u1eadt",
1294
  "v\u1ebd",
1295
  "v\u1ec1",
@@ -1315,11 +1388,13 @@
1315
  "xe",
1316
  "xem",
1317
  "xin",
 
1318
  "xu\u1ea5t",
1319
  "xx",
1320
  "xxx",
1321
  "xxxx",
1322
  "x\u00e1c",
 
1323
  "x\u1ea1",
1324
  "x\u1ebfp",
1325
  "x\u1eed",
@@ -1395,6 +1470,7 @@
1395
  "\u0110\u1eebng",
1396
  "\u0111",
1397
  "\u0111a",
 
1398
  "\u0111em",
1399
  "\u0111i",
1400
  "\u0111i\u1ec7n",
@@ -1404,12 +1480,15 @@
1404
  "\u0111\u00e1",
1405
  "\u0111\u00e1nh",
1406
  "\u0111\u00e3",
 
1407
  "\u0111\u00ecnh",
 
1408
  "\u0111\u00f3n",
1409
  "\u0111\u00f3ng",
1410
  "\u0111\u0103ng",
1411
  "\u0111\u01a1n",
1412
  "\u0111\u01b0a",
 
1413
  "\u0111\u1ea1i",
1414
  "\u0111\u1ea7u",
1415
  "\u0111\u1ea7y",
@@ -1444,6 +1523,7 @@
1444
  "\u01b0\u1edbi",
1445
  "\u01b0\u1eddi",
1446
  "\u01b0\u1eddn",
 
1447
  "\u0ca0",
1448
  "\u0ca0_\u0ca0",
1449
  "\u0ca0\ufe35\u0ca0",
@@ -1472,6 +1552,7 @@
1472
  "\u1edbng",
1473
  "\u1eddng",
1474
  "\u1edf",
 
1475
  "\u1ee1ng",
1476
  "\u1ee5ng",
1477
  "\u1ee9",
 
68
  "0.o",
69
  "0/1",
70
  "0/9",
71
+ "025",
72
+ "026",
73
+ "027",
74
+ "028",
75
  "0_0",
76
  "0_o",
77
  "1",
78
+ "1/1",
79
  "1/10",
80
+ "1/11",
81
  "1/12",
82
  "10",
83
  "10/10",
 
88
  "11h30",
89
  "12",
90
  "12/10",
91
+ "12/8",
92
  "12h",
93
  "12h00",
94
+ "13h",
95
  "13h15",
96
  "14",
97
  "14:00",
 
99
  "14h",
100
  "14h30",
101
  "15",
102
+ "15/1",
103
  "15/10",
104
  "15/11",
105
+ "15/3",
106
  "15h",
107
  "15h00",
108
+ "16h",
109
  "16h45",
110
  "17",
111
  "17/10",
 
123
  "2",
124
  "2/1",
125
  "2/10",
126
+ "2/8",
127
  "20/1",
128
  "20/10",
129
  "20/11",
130
  "20/12",
131
+ "2025",
132
+ "2026",
133
+ "2027",
134
+ "2028",
135
  "20h",
136
  "20h00",
137
  "21h",
138
  "21h00",
139
+ "22",
140
  "22/11",
141
  "22h00",
142
  "23/12",
143
  "23h59",
144
+ "24",
145
  "25/10",
146
  "25/11",
147
+ "28/10",
148
+ "2h",
149
  "3",
150
  "3/10",
151
  "30",
 
160
  "45",
161
  "4h",
162
  "5",
163
+ "5/1",
164
+ "5/3",
165
+ "5/5",
166
  "5h",
167
  "6",
168
  "6h",
 
312
  "Ch\u1ecb",
313
  "Ch\u1ee7",
314
  "Cu\u1ed1i",
315
+ "Cu\u1ed9c",
316
+ "C\u00f4ng",
317
  "C\u01b0\u1eddng",
318
  "C\u1ea3",
319
  "C\u1ea7n",
 
336
  "G",
337
  "G\u00f2n",
338
  "G\u1ea5p",
339
+ "G\u1eedi",
340
  "H",
341
  "Hai",
342
  "Hoa",
 
345
  "Ho\u00e1",
346
  "Huy",
347
  "H\u00e0",
348
+ "H\u00e3y",
349
  "H\u00f2a",
350
  "H\u00f3a",
351
  "H\u00f4m",
 
357
  "H\u1ea3i",
358
  "H\u1eb1ng",
359
  "H\u1ecdc",
360
+ "H\u1ee3p",
361
  "I",
362
  "II",
363
  "IME",
 
371
  "Kh\u1ea9n",
372
  "Ki\u00ean",
373
  "Ki\u1ec1u",
374
+ "K\u1ebf",
375
  "L",
376
  "Lan",
377
  "Linh",
378
  "L\u00e0m",
379
  "L\u00e1t",
380
  "L\u00e2m",
381
+ "L\u00ean",
382
  "L\u00fac",
383
  "L\u1ea1t",
384
  "L\u1ecbch",
 
389
  "Mobile",
390
  "M\u00f9ng",
391
  "M\u1ed1t",
392
+ "M\u1ee5c",
393
  "N",
394
  "NTT",
395
  "Nam",
 
402
  "Ng\u1eef",
403
  "Nh\u00f3m",
404
  "Nh\u1eadt",
405
+ "Nh\u1eafc",
406
  "Nh\u1edb",
407
  "N\u0103m",
408
  "N\u1ea5u",
 
450
  "Th\u00fay",
451
  "Th\u1ea3o",
452
  "Th\u1eafng",
453
+ "Th\u1eddi",
454
  "Th\u1ee7",
455
  "Th\u1ee9",
456
  "Tin",
 
459
  "Tr\u00e2m",
460
  "Tr\u01b0a",
461
  "Tr\u01b0\u1edbc",
462
+ "Tr\u01b0\u1edfng",
463
  "Tu\u1ea5n",
464
  "Tu\u1ea7n",
465
  "T\u00e0i",
 
473
  "VIP",
474
  "V_V",
475
  "Vi\u1ebft",
476
+ "Vi\u1ec7c",
477
  "Vi\u1ec7t",
478
+ "Vui",
479
  "V\u00e2n",
480
  "V\u0103n",
481
  "V\u0169ng",
 
580
  "b\u1ea3o",
581
  "b\u1ea3y",
582
  "b\u1eaft",
583
+ "b\u1eb1ng",
584
  "b\u1ec7nh",
585
  "b\u1ecb",
586
  "b\u1ed1",
 
613
  "ch\u01a1i",
614
  "ch\u01b0\u01a1ng",
615
  "ch\u1ea1y",
616
+ "ch\u1ec9",
617
  "ch\u1ec9nh",
618
  "ch\u1ecb",
619
  "ch\u1ed1t",
620
  "ch\u1ed7",
621
+ "ch\u1edd",
622
  "ch\u1ee3",
623
  "ch\u1ee7",
624
  "ch\u1ee9c",
 
637
  "c\u00e0y",
638
  "c\u00e1",
639
  "c\u00e1c",
640
+ "c\u00e1ch",
641
  "c\u00e1o",
642
  "c\u00e2y",
643
  "c\u00f2n",
 
682
  "dd/dd",
683
  "dd:dd",
684
  "ddd",
685
+ "dddd",
686
  "ddx",
687
  "ddxdd",
688
  "deadline",
 
691
  "design",
692
  "dev",
693
  "devops",
694
+ "di\u1ec5n",
695
  "di\u1ec7t",
696
  "du",
697
  "dung",
698
  "duy\u1ec7t",
699
  "dx",
700
  "dxdd",
701
+ "d\u00e0i",
702
  "d\u00e3",
703
  "d\u0169ng",
704
  "d\u01b0\u1ee1ng",
 
760
  "g\u1eb7p",
761
  "g\u1ecdc",
762
  "g\u1ecdi",
763
+ "g\u1ee1",
764
  "g\u1eedi",
765
  "h",
766
  "h.",
 
774
  "h59",
775
  "hai",
776
  "ham",
777
+ "hao",
778
  "hay",
779
  "him",
780
  "hip",
781
+ "hi\u1ec3m",
782
  "hi\u1ec3u",
783
+ "hi\u1ec7n",
784
  "hi\u1ec7u",
785
  "hoa",
786
  "hoan",
 
792
  "ho\u1ea1ch",
793
  "ho\u1ea1t",
794
  "huy",
795
+ "hu\u1ebf",
796
  "h\u00e0",
797
  "h\u00e0ng",
798
+ "h\u00e0nh",
799
  "h\u00e1m",
800
  "h\u00e1p",
801
  "h\u00e1t",
802
  "h\u00e1u",
803
  "h\u00e2n",
804
+ "h\u00e3y",
805
  "h\u00eam",
806
  "h\u00ecnh",
807
  "h\u00f2a",
 
834
  "h\u1ea9n",
835
  "h\u1ea9u",
836
  "h\u1eadn",
837
+ "h\u1eadp",
838
  "h\u1eadt",
839
  "h\u1eafc",
840
  "h\u1eafn",
 
890
  "i\u1ec3m",
891
  "i\u1ec3n",
892
  "i\u1ec3u",
893
+ "i\u1ec5n",
894
  "i\u1ec7c",
895
  "i\u1ec7m",
896
  "i\u1ec7n",
 
927
  "km",
928
  "kup",
929
  "k\u00e8m",
930
+ "k\u00e9o",
931
  "k\u00ea",
932
  "k\u00fd",
933
  "k\u1ebf",
934
  "k\u1ebft",
935
+ "k\u1ec3",
936
  "k\u1ef3",
937
  "k\u1ef9",
938
  "l",
939
  "l.",
940
+ "lab",
941
  "lan",
942
  "lao",
943
  "lax",
 
958
  "l\u00e1t",
959
  "l\u00e2m",
960
  "l\u00ean",
961
+ "l\u00f2ng",
962
  "l\u00f4ng",
963
  "l\u00fac",
964
  "l\u00fd",
 
973
  "l\u1edbn",
974
  "l\u1edbp",
975
  "l\u1eddi",
976
+ "l\u1ef1c",
977
  "m",
978
  "m.",
979
  "mai",
 
994
  "m\u1ea5t",
995
  "m\u1eabu",
996
  "m\u1eadt",
997
+ "m\u1eb7t",
998
  "m\u1eb9",
999
  "m\u1ec1m",
1000
  "m\u1ed1t",
 
1035
  "nh\u1ea1c",
1036
  "nh\u1ea5t",
1037
  "nh\u1eadn",
1038
+ "nh\u1eadp",
1039
  "nh\u1eadt",
1040
  "nh\u1eafc",
1041
  "nh\u1eafn",
1042
  "nh\u1ecf",
1043
  "nh\u1edb",
1044
+ "nh\u1edf",
1045
  "nic",
1046
  "nit",
1047
  "ntt",
 
1053
  "n\u01b0\u1edbc",
1054
  "n\u1ea5u",
1055
  "n\u1eb5ng",
1056
+ "n\u1ebfu",
1057
  "n\u1ed9i",
1058
  "n\u1ed9p",
1059
  "n\u1eefa",
 
1090
  "phim",
1091
  "phi\u00ean",
1092
  "ph\u00e1p",
1093
+ "ph\u00e1t",
1094
  "ph\u00e2n",
1095
  "ph\u00ea",
1096
+ "ph\u00ed",
1097
  "ph\u00f2ng",
1098
  "ph\u00fac",
1099
  "ph\u00fat",
 
1120
  "quang",
1121
  "quanh",
1122
  "quen",
1123
+ "quy",
1124
  "qu\u00e0",
1125
  "qu\u00e1n",
1126
  "qu\u00e2n",
1127
  "qu\u00ean",
1128
  "qu\u00fd",
1129
  "qu\u1ea3",
1130
+ "qu\u1ea3n",
1131
  "qu\u1ea3ng",
1132
  "qu\u1ea7n",
1133
  "qu\u1ed1c",
 
1212
  "thu",
1213
  "thuy\u1ebft",
1214
  "thu\u1eadt",
1215
+ "thu\u1ebf",
1216
  "thu\u1ed1c",
1217
  "th\u00e0nh",
1218
  "th\u00e1ng",
 
1227
  "th\u1ea3o",
1228
  "th\u1ea7u",
1229
  "th\u1ea7y",
1230
+ "th\u1eadp",
1231
  "th\u1eafng",
1232
  "th\u1ec3",
1233
  "th\u1ecb",
 
1235
  "th\u1eddi",
1236
  "th\u1ee7",
1237
  "th\u1ee9",
1238
+ "th\u1ee9c",
1239
  "th\u1eed",
1240
  "th\u1ef1c",
1241
  "time",
 
1269
  "tr\u01b0a",
1270
  "tr\u01b0\u1edbc",
1271
  "tr\u01b0\u1eddng",
1272
+ "tr\u01b0\u1edfng",
1273
  "tr\u1ea3",
1274
  "tr\u1ecdng",
1275
  "tr\u1ee3",
 
1308
  "t\u1ed5ng",
1309
  "t\u1edbi",
1310
  "t\u1ee5",
1311
+ "t\u1ee5c",
1312
  "t\u1ee7",
1313
  "t\u1ee9c",
1314
  "t\u1eeb",
 
1326
  "u\u00e1n",
1327
  "u\u00e2n",
1328
  "u\u00ean",
1329
+ "u\u1ea3n",
1330
  "u\u1ea5n",
1331
  "u\u1ea5t",
1332
  "u\u1ea7n",
 
1354
  "vi\u1ec7c",
1355
  "vi\u1ec7n",
1356
  "vi\u1ec7t",
1357
+ "vui",
1358
  "v\u00e0",
1359
  "v\u00e0o",
1360
  "v\u00e2n",
 
1362
  "v\u0169ng",
1363
  "v\u01b0\u1eddn",
1364
  "v\u1ea5n",
1365
+ "v\u1eadn",
1366
  "v\u1eadt",
1367
  "v\u1ebd",
1368
  "v\u1ec1",
 
1388
  "xe",
1389
  "xem",
1390
  "xin",
1391
+ "xong",
1392
  "xu\u1ea5t",
1393
  "xx",
1394
  "xxx",
1395
  "xxxx",
1396
  "x\u00e1c",
1397
+ "x\u00e9t",
1398
  "x\u1ea1",
1399
  "x\u1ebfp",
1400
  "x\u1eed",
 
1470
  "\u0110\u1eebng",
1471
  "\u0111",
1472
  "\u0111a",
1473
+ "\u0111ang",
1474
  "\u0111em",
1475
  "\u0111i",
1476
  "\u0111i\u1ec7n",
 
1480
  "\u0111\u00e1",
1481
  "\u0111\u00e1nh",
1482
  "\u0111\u00e3",
1483
+ "\u0111\u00eam",
1484
  "\u0111\u00ecnh",
1485
+ "\u0111\u00f3",
1486
  "\u0111\u00f3n",
1487
  "\u0111\u00f3ng",
1488
  "\u0111\u0103ng",
1489
  "\u0111\u01a1n",
1490
  "\u0111\u01b0a",
1491
+ "\u0111\u01b0\u1ee3c",
1492
  "\u0111\u1ea1i",
1493
  "\u0111\u1ea7u",
1494
  "\u0111\u1ea7y",
 
1523
  "\u01b0\u1edbi",
1524
  "\u01b0\u1eddi",
1525
  "\u01b0\u1eddn",
1526
+ "\u01b0\u1ee3c",
1527
  "\u0ca0",
1528
  "\u0ca0_\u0ca0",
1529
  "\u0ca0\ufe35\u0ca0",
 
1552
  "\u1edbng",
1553
  "\u1eddng",
1554
  "\u1edf",
1555
+ "\u1edfng",
1556
  "\u1ee1ng",
1557
  "\u1ee5ng",
1558
  "\u1ee9",