Update spaCy model V1.0. Fixed LFS tracking for binary files.

.gitattributes

@@ -1,38 +1,3 @@
-*.7z filter=lfs diff=lfs merge=lfs -text
-*.arrow filter=lfs diff=lfs merge=lfs -text
-*.bin filter=lfs diff=lfs merge=lfs -text
-*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ckpt filter=lfs diff=lfs merge=lfs -text
-*.ftz filter=lfs diff=lfs merge=lfs -text
-*.gz filter=lfs diff=lfs merge=lfs -text
-*.h5 filter=lfs diff=lfs merge=lfs -text
-*.joblib filter=lfs diff=lfs merge=lfs -text
-*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.mlmodel filter=lfs diff=lfs merge=lfs -text
-*.model filter=lfs diff=lfs merge=lfs -text
-*.msgpack filter=lfs diff=lfs merge=lfs -text
-*.npy filter=lfs diff=lfs merge=lfs -text
-*.npz filter=lfs diff=lfs merge=lfs -text
-*.onnx filter=lfs diff=lfs merge=lfs -text
-*.ot filter=lfs diff=lfs merge=lfs -text
-*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
-*.pickle filter=lfs diff=lfs merge=lfs -text
-*.pkl filter=lfs diff=lfs merge=lfs -text
-*.pt filter=lfs diff=lfs merge=lfs -text
-*.pth filter=lfs diff=lfs merge=lfs -text
-*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
-*.tar filter=lfs diff=lfs merge=lfs -text
-*.tflite filter=lfs diff=lfs merge=lfs -text
-*.tgz filter=lfs diff=lfs merge=lfs -text
-*.wasm filter=lfs diff=lfs merge=lfs -text
-*.xz filter=lfs diff=lfs merge=lfs -text
-*.zip filter=lfs diff=lfs merge=lfs -text
-*.zst filter=lfs diff=lfs merge=lfs -text
-*tfevents* filter=lfs diff=lfs merge=lfs -text
 ner/model filter=lfs diff=lfs merge=lfs -text
-transformer/model filter=lfs diff=lfs merge=lfs -text
-vi_ner_task-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+tok2vec/model filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,30 +1,33 @@
----
-tags:
-- spacy
-- token-classification
-language:
-- vi
----
 | Feature | Description |
 | --- | --- |
 | **Name** | `vi_ner_task` |
-| **Version** | `0.0.0` |
+| **Version** | `1.0.0` |
 | **spaCy** | `>=3.7.5,<3.8.0` |
-| **Default Pipeline** | `transformer`, `ner` |
-| **Components** | `transformer`, `ner` |
+| **Default Pipeline** | `tok2vec`, `ner` |
+| **Components** | `tok2vec`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
 | **Sources** | n/a |
 | **License** | n/a |
-| **Author** | [n/a]() |
+| **Author** | [Chánh Hỷ - hlchy11997@gmail.com]() |
 
 ### Label Scheme
 
 <details>
 
-<summary>View label scheme (3 labels for 1 components)</summary>
+<summary>View label scheme (4 labels for 1 components)</summary>
 
 | Component | Labels |
 | --- | --- |
-| **`ner`** | `DATE`, `TASK`, `TIME` |
+| **`ner`** | `DATE`, `PERSON`, `TASK`, `TIME` |
 
-</details>
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 88.71 |
+| `ENTS_P` | 89.19 |
+| `ENTS_R` | 88.24 |
+| `TOK2VEC_LOSS` | 27395.24 |
+| `NER_LOSS` | 12711.07 |

config.cfg

@@ -1,27 +1,24 @@
 [paths]
-train = null
-dev = null
+train = "train.spacy"
+dev = "dev.spacy"
 vectors = null
 init_tok2vec = null
 
 [system]
-seed = 0
 gpu_allocator = null
+seed = 0
 
 [nlp]
-lang = "vi"
-pipeline = ["transformer","ner"]
+lang = "xx"
+pipeline = ["tok2vec","ner"]
+batch_size = 1000
 disabled = []
 before_creation = null
 after_creation = null
 after_pipeline_creation = null
-batch_size = 1000
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
 vectors = {"@vectors":"spacy.Vectors.v1"}
 
-[nlp.tokenizer]
-@tokenizers = "spacy.vi.VietnameseTokenizer"
-use_pyvi = true
-
 [components]
 
 [components.ner]
@@ -41,56 +38,51 @@ use_upper = true
 nO = null
 
 [components.ner.model.tok2vec]
-@architectures = "spacy.HashEmbedCNN.v2"
-pretrained_vectors = null
-width = 96
-depth = 4
-embed_size = 2000
-window_size = 1
-maxout_pieces = 3
-subword_features = true
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
 
-[components.transformer]
-factory = "transformer"
-max_batch_items = 4096
-set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+[components.tok2vec]
+factory = "tok2vec"
 
-[components.transformer.model]
-@architectures = "spacy-transformers.TransformerModel.v3"
-name = "vinai/phobert-base"
-mixed_precision = false
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
 
-[components.transformer.model.get_spans]
-@span_getters = "spacy-transformers.strided_spans.v1"
-window = 128
-stride = 96
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode.width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,1000,2500,2500]
+include_static_vectors = false
 
-[components.transformer.model.grad_scaler_config]
-
-[components.transformer.model.tokenizer_config]
-use_fast = true
-
-[components.transformer.model.transformer_config]
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
 
 [corpora]
 
 [corpora.dev]
 @readers = "spacy.Corpus.v1"
 path = ${paths.dev}
-gold_preproc = false
 max_length = 0
+gold_preproc = false
 limit = 0
 augmenter = null
 
 [corpora.train]
 @readers = "spacy.Corpus.v1"
 path = ${paths.train}
-gold_preproc = false
 max_length = 0
+gold_preproc = false
 limit = 0
 augmenter = null
 
 [training]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
 seed = ${system.seed}
 gpu_allocator = ${system.gpu_allocator}
 dropout = 0.1
@@ -101,8 +93,6 @@ max_steps = 20000
 eval_frequency = 200
 frozen_components = []
 annotating_components = []
-dev_corpus = "corpora.dev"
-train_corpus = "corpora.train"
 before_to_disk = null
 before_update = null
 

meta.json

@@ -1,7 +1,7 @@
 {
-  "lang":"vi",
-  "name":"ner_task",
-  "version":"0.0.0",
+  "lang":"xx",
+  "name":"vi_ner_task",
+  "version":"1.0.0",
   "description":"",
   "author":"",
   "email":"",
@@ -16,27 +16,57 @@
     "name":null
   },
   "labels":{
-    "transformer":[
+    "tok2vec":[
 
     ],
     "ner":[
       "DATE",
+      "PERSON",
       "TASK",
       "TIME"
     ]
   },
   "pipeline":[
-    "transformer",
+    "tok2vec",
     "ner"
   ],
   "components":[
-    "transformer",
+    "tok2vec",
     "ner"
   ],
   "disabled":[
 
   ],
+  "performance":{
+    "ents_f":0.8870967742,
+    "ents_p":0.8918918919,
+    "ents_r":0.8823529412,
+    "ents_per_type":{
+      "TIME":{
+        "p":0.9512195122,
+        "r":0.9069767442,
+        "f":0.9285714286
+      },
+      "DATE":{
+        "p":0.8888888889,
+        "r":0.8888888889,
+        "f":0.8888888889
+      },
+      "TASK":{
+        "p":0.8103448276,
+        "r":0.8103448276,
+        "f":0.8103448276
+      },
+      "PERSON":{
+        "p":0.96875,
+        "r":0.96875,
+        "f":0.96875
+      }
+    },
+    "tok2vec_loss":273.9524151373,
+    "ner_loss":127.1106786892
+  },
   "requirements":[
-    "spacy-transformers>=1.3.9,<1.4.0"
+
   ]
 }

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ner/moves

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tok2vec/cfg

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+{
+
+}

tok2vec/model

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tokenizer

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tokenizer/cfg

@@ -1 +0,0 @@
-{"use_pyvi":true}

transformer/cfg

@@ -1,3 +0,0 @@
-{
-  "max_batch_items":4096
-}

vocab/lookups.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:76be8b528d0075f7aae98d6fa57a6d3c83ae480a8469e668d7b0af968995ac71
+size 1

vocab/strings.json

@@ -1,13 +1,75 @@
 [
-  " Ba",
-  " T\u01b0",
-  " ba",
-  " t\u01b0",
+  "\t",
+  "\n",
+  " ",
+  "  ",
+  "!",
+  "\"",
+  "'",
+  "''",
+  "'-(",
+  "'-)",
+  "(",
+  "(((",
+  "(*>",
+  "(*_*)",
+  "(-8",
+  "(-:",
+  "(-;",
+  "(-_-)",
+  "(-d",
+  "(._.)",
+  "(:",
+  "(;",
+  "(=",
+  "(>_<)",
+  "(^_^)",
+  "(o:",
+  "(x:",
+  "(x_x)",
+  "(\u00ac_\u00ac)",
+  "(\u0ca0_\u0ca0)",
+  "(\u256f\u00b0\u25a1\u00b0\uff09\u256f\ufe35\u253b\u2501\u253b",
+  ")",
+  ")))",
+  ")-:",
+  ")/\u00af",
+  "):",
+  "*",
+  ",",
+  "-",
+  "-((",
+  "-))",
+  "-/",
+  "-0",
+  "-3",
+  "-8",
+  "-D",
+  "-O",
+  "-P",
+  "-X",
+  "-_-",
+  "-__-",
+  "-d",
+  "-o",
+  "-p",
+  "-x",
+  "-|",
+  ".",
+  "._.",
+  "/",
   "/10",
   "/11",
   "/12",
+  "/3",
+  "/d",
+  "0",
+  "0.0",
+  "0.o",
   "0/1",
   "0/9",
+  "0_0",
+  "0_o",
   "1",
   "1/10",
   "1/12",
@@ -15,17 +77,38 @@
   "10/10",
   "10/11",
   "10h",
+  "10h00",
   "11",
   "11h30",
+  "12",
   "12/10",
+  "12h",
+  "12h00",
+  "13h15",
   "14",
+  "14:00",
+  "14:30",
   "14h",
+  "14h30",
   "15",
   "15/10",
   "15/11",
+  "15h",
+  "15h00",
+  "16h45",
   "17",
   "17/10",
+  "17:30",
+  "17h",
+  "17h30",
+  "18/10",
+  "18:00",
   "18h",
+  "18h20",
+  "19h00",
+  "19h30",
+  "19h50",
+  "1h",
   "2",
   "2/1",
   "2/10",
@@ -34,6 +117,11 @@
   "20/11",
   "20/12",
   "20h",
+  "20h00",
+  "21h",
+  "21h00",
+  "22/11",
+  "22h00",
   "23/12",
   "23h59",
   "25/10",
@@ -45,52 +133,184 @@
   "30/11",
   "30/12",
   "30/9",
+  "33",
+  "333",
+  "3h",
   "4",
+  "45",
   "4h",
   "5",
   "5h",
   "6",
+  "6h",
+  "6h00",
+  "6h30",
   "7",
   "7h",
+  "7h45",
   "8",
+  "8)",
+  "8-",
+  "8-)",
+  "8-D",
+  "8-d",
+  "8D",
+  "8d",
   "8h",
+  "8h00",
+  "8h10",
   "9",
   "9h",
+  "9h15",
+  "9h30",
+  ":",
+  ":'(",
+  ":')",
+  ":'-(",
+  ":'-)",
+  ":(",
+  ":((",
+  ":(((",
+  ":()",
+  ":)",
+  ":))",
+  ":)))",
+  ":*",
+  ":-(",
+  ":-((",
+  ":-(((",
+  ":-)",
+  ":-))",
+  ":-)))",
+  ":-*",
+  ":-/",
+  ":-0",
+  ":-3",
+  ":->",
+  ":-D",
+  ":-O",
+  ":-P",
+  ":-X",
+  ":-]",
+  ":-d",
+  ":-o",
+  ":-p",
+  ":-x",
+  ":-|",
+  ":-}",
+  ":/",
+  ":0",
+  ":00",
+  ":1",
+  ":3",
+  ":30",
+  ":>",
+  ":D",
+  ":O",
+  ":P",
+  ":X",
+  ":]",
+  ":d",
+  ":o",
+  ":o)",
+  ":p",
+  ":x",
+  ":x)",
+  ":|",
+  ":}",
+  ";",
+  ";)",
+  ";-)",
+  ";-D",
+  ";-X",
+  ";-d",
+  ";D",
+  ";X",
+  ";_;",
+  ";d",
+  "<",
+  "<.<",
+  "</3",
+  "</d",
+  "<3",
+  "<33",
+  "<333",
+  "<d",
+  "<dd",
+  "<ddd",
+  "<space>",
+  "<xxxx>",
+  "=",
+  "=(",
+  "=)",
+  "=/",
+  "=3",
+  "=D",
+  "=X",
+  "=[",
+  "=]",
+  "=d",
+  "=|",
+  ">",
+  ">.<",
+  ">.>",
+  ">:(",
+  ">:o",
+  ">:x",
+  "><(((*>",
+  "@",
+  "@_@",
   "A",
+  "ABC",
   "AI",
+  "ASK",
+  "ATE",
   "An",
   "Anh",
   "B",
+  "B.",
   "Ba",
   "Backend",
   "B\u00e1ch",
   "B\u00ecnh",
+  "B\u1ea3n",
   "B\u1ea3y",
   "B\u1ec7nh",
   "C",
+  "C++",
+  "C.",
+  "CGV",
+  "CNTT",
+  "CRM",
+  "CV",
   "Chi\u1ec1u",
   "Ch\u00fang",
   "Ch\u01a1i",
   "Ch\u1ecb",
   "Ch\u1ee7",
-  "Ch\u1ee7 Nh\u1eadt",
-  "Ch\u1ee7 nh\u1eadt",
   "Cu\u1ed1i",
   "C\u01b0\u1eddng",
   "C\u1ea3",
+  "C\u1ea7n",
   "D",
   "Data",
+  "Deadline",
   "Design",
   "Dev",
   "DevOps",
   "Dung",
   "D\u0169ng",
   "D\u1ecdn",
+  "D\u1ef1",
+  "EIC",
   "F",
+  "F.",
   "FPT",
+  "Facebook",
   "Frontend",
   "G",
   "G\u00f2n",
+  "G\u1ea5p",
   "H",
   "Hai",
   "Hoa",
@@ -99,21 +319,37 @@
   "Ho\u00e1",
   "Huy",
   "H\u00e0",
+  "H\u00f2a",
   "H\u00f3a",
   "H\u00f4m",
   "H\u00f9ng",
   "H\u01b0ng",
+  "H\u01b0\u01a1ng",
+  "H\u1ea1",
   "H\u1ea1nh",
   "H\u1ea3i",
+  "H\u1eb1ng",
   "H\u1ecdc",
+  "I",
+  "II",
+  "IME",
+  "IT",
   "K",
+  "K.",
   "Khoa",
+  "Khuya",
+  "Kh\u00f4ng",
   "Kh\u1ea3i",
+  "Kh\u1ea9n",
+  "Ki\u00ean",
+  "Ki\u1ec1u",
   "L",
   "Lan",
   "Linh",
   "L\u00e0m",
+  "L\u00e1t",
   "L\u00e2m",
+  "L\u00fac",
   "L\u1ea1t",
   "L\u1ecbch",
   "M",
@@ -124,29 +360,49 @@
   "M\u00f9ng",
   "M\u1ed1t",
   "N",
+  "NTT",
   "Nam",
+  "Netflix",
+  "Nga",
+  "Ngay",
   "Nghe",
   "Ng\u00e0y",
   "Ng\u1ecdc",
   "Ng\u1eef",
   "Nh\u00f3m",
   "Nh\u1eadt",
+  "Nh\u1edb",
   "N\u0103m",
   "N\u1ea5u",
   "N\u1eb5ng",
   "N\u1ed9i",
+  "O",
+  "O.O",
+  "O.o",
+  "O_O",
+  "O_o",
   "Ops",
   "P",
   "Ph\u00e1p",
   "Ph\u00f2ng",
   "Ph\u00fac",
   "Ph\u01b0\u01a1ng",
+  "Ph\u01b0\u1edbc",
+  "Ph\u1ea3i",
   "Product",
+  "Python",
   "Q",
   "QA",
+  "Quan",
+  "Quang",
   "Qu\u00e2n",
+  "R",
   "ROOT",
+  "React",
+  "ReactJS",
+  "R\u1ea5t",
   "S",
+  "SON",
   "Sinh",
   "S\u00e0i",
   "S\u00e1ng",
@@ -155,182 +411,333 @@
   "S\u1ebfp",
   "T",
   "TASK",
+  "TOEIC",
   "Team",
+  "Thu",
   "Th\u00e1ng",
+  "Th\u00fay",
   "Th\u1ea3o",
   "Th\u1eafng",
+  "Th\u1ee7",
   "Th\u1ee9",
-  "Th\u1ee9 3",
-  "Th\u1ee9 Ba",
-  "Th\u1ee9 B\u1ea3y",
-  "Th\u1ee9 Hai",
-  "Th\u1ee9 N\u0103m",
-  "Th\u1ee9 S\u00e1u",
-  "Th\u1ee9 T\u01b0",
-  "Th\u1ee9 ba",
-  "Th\u1ee9 b\u1ea3y",
-  "Th\u1ee9 hai",
-  "Th\u1ee9 n\u0103m",
-  "Th\u1ee9 s\u00e1u",
-  "Th\u1ee9 t\u01b0",
   "Tin",
   "Ti\u1ebfng",
   "To\u00e1n",
   "Tr\u00e2m",
   "Tr\u01b0a",
+  "Tr\u01b0\u1edbc",
   "Tu\u1ea5n",
   "Tu\u1ea7n",
+  "T\u00e0i",
   "T\u00e0u",
   "T\u00f4i",
   "T\u01b0",
   "T\u1eadp",
   "T\u1ed1i",
   "V",
+  "V.V",
+  "VIP",
+  "V_V",
   "Vi\u1ebft",
   "Vi\u1ec7t",
+  "V\u00e2n",
   "V\u0103n",
   "V\u0169ng",
   "V\u1eadt",
+  "X++",
+  "X.",
+  "X.X",
+  "X.x",
+  "XD",
+  "XDD",
   "XX",
   "XXX",
+  "XXXX",
+  "X_X",
+  "X_x",
   "Xem",
   "Xx",
   "Xxx",
-  "Xxx Xx",
-  "Xxx Xxx",
-  "Xxx Xxxx",
-  "Xxx d",
-  "Xxx xx",
-  "Xxx xxx",
-  "Xxx xxxx",
   "XxxXxx",
   "Xxxx",
   "Xxxxx",
+  "XxxxxXX",
+  "Y",
+  "Y\u00eau",
+  "Y\u1ebfn",
+  "Z",
+  "Zoom",
+  "[",
+  "[-:",
+  "[:",
+  "[=",
+  "\\",
+  "\\\")",
+  "\\n",
+  "\\t",
+  "\\x",
+  "]",
+  "]=",
+  "^",
+  "^_^",
+  "^__^",
+  "^___^",
+  "_*)",
+  "_-)",
+  "_.)",
+  "_<)",
+  "_^)",
+  "__-",
+  "__^",
+  "_\u00ac)",
+  "_\u0ca0)",
   "a",
+  "a.",
+  "abc",
+  "ace",
+  "ack",
+  "act",
   "ai",
   "ail",
   "all",
   "ame",
   "an",
+  "ang",
   "anh",
+  "ano",
+  "app",
   "ase",
   "ask",
   "assignment",
   "ata",
   "auth",
   "b",
+  "b.",
   "ba",
   "backend",
+  "backup",
+  "ban",
   "banh",
+  "banner",
+  "bi\u00ean",
+  "bi\u1ec3n",
+  "blog",
+  "buffet",
   "bug",
   "bu\u1ed5i",
   "b\u00e0i",
+  "b\u00e0n",
+  "b\u00e1c",
   "b\u00e1ch",
+  "b\u00e1n",
+  "b\u00e1nh",
   "b\u00e1o",
+  "b\u00e1t",
   "b\u00e8",
+  "b\u00e9",
+  "b\u00ean",
   "b\u00ecnh",
   "b\u00f3ng",
+  "b\u01a1i",
   "b\u1ea1n",
   "b\u1ea3n",
+  "b\u1ea3o",
   "b\u1ea3y",
   "b\u1eaft",
   "b\u1ec7nh",
   "b\u1ecb",
+  "b\u1ed1",
+  "b\u1ed5ng",
   "b\u1ed9",
+  "b\u1ee5i",
   "c",
+  "c++",
+  "c.",
+  "ca",
   "call",
+  "can",
   "cao",
+  "ce>",
+  "cgv",
+  "chi",
+  "chi\u1ebfc",
+  "chi\u1ebfn",
   "chi\u1ec1u",
   "cho",
+  "chung",
+  "chuy\u1ebfn",
   "chuy\u1ec1n",
   "chu\u1ea9n",
+  "ch\u00e1u",
   "ch\u00ednh",
+  "ch\u00f3",
+  "ch\u00f3t",
   "ch\u00fang",
   "ch\u01a1i",
+  "ch\u01b0\u01a1ng",
   "ch\u1ea1y",
+  "ch\u1ec9nh",
   "ch\u1ecb",
+  "ch\u1ed1t",
+  "ch\u1ed7",
   "ch\u1ee3",
   "ch\u1ee7",
-  "ch\u1ee7 nh\u1eadt",
   "ch\u1ee9c",
+  "ch\u1ee9ng",
+  "ch\u1eefa",
+  "cntt",
   "code",
   "con",
   "concert",
+  "crm",
+  "cung",
   "cu\u1ed1i",
+  "cu\u1ed9c",
+  "cv",
   "c\u00e0",
+  "c\u00e0y",
   "c\u00e1",
+  "c\u00e1c",
   "c\u00e1o",
+  "c\u00e2y",
+  "c\u00f2n",
   "c\u00f3",
   "c\u00f4",
   "c\u00f4ng",
   "c\u00f9ng",
+  "c\u0103ng",
   "c\u0169",
   "c\u01a1m",
   "c\u01b0\u1edbi",
   "c\u01b0\u1eddng",
+  "c\u1ea1nh",
   "c\u1ea3",
+  "c\u1ea5p",
   "c\u1ea7n",
+  "c\u1ea7u",
   "c\u1eadp",
+  "c\u1ee7",
+  "c\u1ee7a",
+  "c\u1ee9u",
+  "c\u1eeda",
   "d",
+  "d)",
+  "d-",
+  "d-)",
+  "d-X",
+  "d.",
+  "d.d",
+  "d.x",
   "d/d",
   "d/dd",
+  "dX",
+  "d_d",
+  "d_x",
+  "danh",
   "data",
   "database",
+  "date",
   "dd",
   "dd/d",
   "dd/dd",
+  "dd:dd",
+  "ddd",
   "ddx",
   "ddxdd",
+  "deadline",
   "deo",
   "deploy",
   "design",
   "dev",
   "devops",
+  "di\u1ec7t",
   "du",
   "dung",
+  "duy\u1ec7t",
   "dx",
+  "dxdd",
+  "d\u00e3",
   "d\u0169ng",
+  "d\u01b0\u1ee1ng",
   "d\u1ea1o",
+  "d\u1ea1y",
+  "d\u1ea7u",
   "d\u1eabn",
+  "d\u1eady",
+  "d\u1eaft",
   "d\u1eb9p",
+  "d\u1ecbch",
   "d\u1ecdn",
   "d\u1ee5c",
   "d\u1ee5ng",
+  "d\u1eef",
   "d\u1ef1",
   "e",
+  "e.",
   "eam",
+  "eic",
+  "em",
   "email",
   "end",
   "ent",
   "ert",
   "est",
   "f",
+  "f.",
+  "facebook",
+  "feedback",
+  "fet",
+  "file",
   "fix",
   "fpt",
   "frontend",
   "g",
+  "g.",
   "game",
+  "gay",
   "ghe",
+  "gh\u1ec7",
+  "gh\u1ec9",
+  "gh\u1ecb",
   "gia",
+  "gian",
+  "giao",
+  "gi\u00e1",
   "gi\u00e1o",
   "gi\u00e3n",
   "gi\u1ea3ng",
+  "gi\u1eb7t",
   "gi\u1edd",
   "guitar",
   "gym",
   "g\u00e0y",
+  "g\u00e2n",
   "g\u00f2n",
+  "g\u1ea5p",
   "g\u1eb7p",
   "g\u1ecdc",
   "g\u1ecdi",
   "g\u1eedi",
   "h",
+  "h.",
+  "h00",
+  "h10",
+  "h15",
+  "h20",
   "h30",
+  "h45",
+  "h50",
   "h59",
   "hai",
   "ham",
+  "hay",
   "him",
+  "hip",
+  "hi\u1ec3u",
+  "hi\u1ec7u",
   "hoa",
+  "hoan",
+  "hon",
   "hop",
   "ho\u00e0n",
   "ho\u00e0ng",
@@ -342,49 +749,91 @@
   "h\u00e0ng",
   "h\u00e1m",
   "h\u00e1p",
+  "h\u00e1t",
+  "h\u00e1u",
   "h\u00e2n",
   "h\u00eam",
   "h\u00ecnh",
+  "h\u00f2a",
   "h\u00f3a",
   "h\u00f3m",
+  "h\u00f3t",
   "h\u00f4m",
   "h\u00f9ng",
   "h\u00fac",
   "h\u00fat",
+  "h\u00fay",
+  "h\u0103m",
   "h\u01a1i",
   "h\u01b0ng",
+  "h\u01b0\u01a1ng",
   "h\u01b0\u1edbng",
+  "h\u1ea1",
   "h\u1ea1c",
+  "h\u1ea1n",
   "h\u1ea1nh",
   "h\u1ea1y",
   "h\u1ea3i",
+  "h\u1ea3n",
   "h\u1ea3o",
+  "h\u1ea5t",
+  "h\u1ea7n",
   "h\u1ea7u",
+  "h\u1ea7y",
   "h\u1ea9m",
+  "h\u1ea9n",
+  "h\u1ea9u",
+  "h\u1eadn",
   "h\u1eadt",
+  "h\u1eafc",
   "h\u1eafn",
+  "h\u1eb1ng",
+  "h\u1eb9n",
   "h\u1ebft",
   "h\u1ec7",
   "h\u1ecdc",
   "h\u1ecdp",
   "h\u1ecfe",
+  "h\u1ecfi",
+  "h\u1ecfng",
+  "h\u1ed1t",
   "h\u1ed3",
+  "h\u1ed3i",
+  "h\u1ed7",
+  "h\u1ed9i",
+  "h\u1ed9p",
+  "h\u1eddi",
+  "h\u1ee3p",
   "h\u1ee9c",
+  "h\u1eefa",
   "h\u1ef1c",
+  "i",
+  "i.",
+  "ian",
+  "iao",
   "ide",
   "iew",
   "ign",
+  "ii",
   "ile",
+  "in",
   "ine",
   "ing",
   "inh",
   "int",
+  "it",
+  "ite",
   "ive",
   "i\u00e1o",
   "i\u00e3n",
   "i\u00ean",
   "i\u00eau",
+  "i\u1eb7t",
+  "i\u1ebfc",
+  "i\u1ebfm",
+  "i\u1ebfn",
   "i\u1ebft",
+  "i\u1ec1m",
   "i\u1ec1n",
   "i\u1ec1u",
   "i\u1ec3m",
@@ -396,195 +845,368 @@
   "i\u1ec7p",
   "i\u1ec7t",
   "i\u1ec7u",
+  "j",
+  "j.",
   "k",
+  "k.",
+  "karaoke",
   "khai",
   "khi",
+  "kho",
   "khoa",
+  "kho\u1ea3n",
+  "khu",
+  "khuya",
   "kh\u00e1ch",
   "kh\u00e1m",
+  "kh\u00f3a",
+  "kh\u00f4ng",
   "kh\u1ea3i",
   "kh\u1ea3o",
+  "kh\u1ea9n",
+  "kh\u1ea9u",
   "kh\u1ecfe",
   "kia",
+  "ki\u00ean",
+  "ki\u1ebfm",
+  "ki\u1ec1u",
   "ki\u1ec3m",
+  "ki\u1ec7n",
+  "km",
+  "kup",
+  "k\u00e8m",
+  "k\u00ea",
   "k\u00fd",
   "k\u1ebf",
+  "k\u1ebft",
+  "k\u1ef3",
   "k\u1ef9",
   "l",
+  "l.",
   "lan",
+  "lao",
+  "lax",
+  "lin",
   "linh",
   "live",
+  "livestream",
+  "lix",
+  "li\u00ean",
+  "li\u1ec1n",
   "li\u1ec7u",
+  "log",
   "loy",
   "luy\u1ec7n",
   "lu\u1eadn",
+  "l\u00e0",
   "l\u00e0m",
+  "l\u00e1t",
   "l\u00e2m",
+  "l\u00ean",
+  "l\u00f4ng",
   "l\u00fac",
   "l\u00fd",
   "l\u1ea1i",
   "l\u1ea1t",
+  "l\u1ea9u",
   "l\u1eadp",
+  "l\u1eafp",
+  "l\u1ec5",
   "l\u1ecbch",
   "l\u1ed7i",
+  "l\u1edbn",
+  "l\u1edbp",
+  "l\u1eddi",
   "m",
+  "m.",
   "mai",
   "mail",
   "marketing",
   "minh",
+  "mi\u1ec1n",
   "mobile",
   "module",
   "mua",
   "mu\u1ed1n",
+  "mu\u1ed9n",
+  "m\u00e0n",
+  "m\u00e1y",
+  "m\u00ec",
   "m\u00f4n",
   "m\u00f9ng",
+  "m\u1ea5t",
+  "m\u1eabu",
+  "m\u1eadt",
   "m\u1eb9",
   "m\u1ec1m",
   "m\u1ed1t",
   "m\u1ed7i",
+  "m\u1ed9t",
   "m\u1edbi",
+  "m\u1ee5c",
+  "m\u1ef1c",
   "n",
+  "n.",
   "nam",
   "nay",
+  "ner",
+  "netflix",
+  "nga",
+  "ngay",
   "nghe",
+  "nghi\u00ean",
   "nghi\u1ec7m",
   "nghi\u1ec7p",
+  "ngh\u1ec7",
+  "ngh\u1ec9",
+  "ngh\u1ecb",
   "ngo\u00e0i",
+  "ngo\u1ea1i",
   "ng\u00e0y",
+  "ng\u00e2n",
+  "ng\u01b0\u1eddi",
   "ng\u1ecdc",
   "ng\u1ee7",
   "ng\u1eef",
+  "nha",
+  "nhanh",
   "nh\u00e0",
+  "nh\u00e1p",
   "nh\u00e2n",
   "nh\u00f3m",
   "nh\u1ea1c",
+  "nh\u1ea5t",
+  "nh\u1eadn",
   "nh\u1eadt",
+  "nh\u1eafc",
   "nh\u1eafn",
+  "nh\u1ecf",
   "nh\u1edb",
+  "nic",
   "nit",
+  "ntt",
   "n\u00e0y",
   "n\u00e2ng",
+  "n\u00ean",
   "n\u0103m",
   "n\u0103ng",
+  "n\u01b0\u1edbc",
   "n\u1ea5u",
   "n\u1eb5ng",
   "n\u1ed9i",
   "n\u1ed9p",
   "n\u1eefa",
   "o",
+  "o.",
+  "o.0",
+  "o.O",
+  "o.o",
+  "o_0",
+  "o_O",
+  "o_o",
+  "oan",
   "ode",
+  "offline",
   "oga",
+  "oke",
   "ong",
   "online",
+  "ook",
+  "oom",
+  "ops",
   "o\u00e0i",
   "o\u00e0n",
   "o\u00e1n",
   "o\u1ea1i",
   "o\u1ea1n",
   "o\u1ea1t",
+  "o\u1ea3n",
   "p",
+  "p.",
+  "pam",
+  "person",
   "pha",
   "phim",
   "phi\u00ean",
   "ph\u00e1p",
+  "ph\u00e2n",
   "ph\u00ea",
   "ph\u00f2ng",
   "ph\u00fac",
   "ph\u00fat",
   "ph\u01b0\u01a1ng",
+  "ph\u01b0\u1edbc",
   "ph\u1ea3i",
+  "ph\u1ea3n",
+  "ph\u1ea7n",
   "ph\u1ea9m",
+  "ph\u1eadn",
   "ph\u1ecfng",
+  "ph\u1ed1",
+  "ph\u1edf",
+  "piano",
+  "picnic",
   "product",
+  "pull",
+  "python",
   "q",
+  "q.",
   "qa",
+  "qua",
+  "quan",
+  "quang",
+  "quanh",
+  "quen",
+  "qu\u00e0",
+  "qu\u00e1n",
   "qu\u00e2n",
+  "qu\u00ean",
   "qu\u00fd",
+  "qu\u1ea3",
+  "qu\u1ea3ng",
+  "qu\u1ea7n",
   "qu\u1ed1c",
   "r",
+  "r.",
+  "ra",
   "rau",
+  "react",
+  "reactjs",
+  "relax",
   "release",
+  "request",
   "review",
+  "ri\u00eang",
+  "ro",
+  "rus",
+  "r\u00e1c",
   "r\u00e2m",
+  "r\u00ean",
   "r\u0103ng",
   "r\u01b0a",
+  "r\u1ea3nh",
+  "r\u1ea5t",
+  "r\u1ed3i",
   "r\u1ed5",
+  "r\u1eddi",
+  "r\u1ee7i",
   "r\u1eeda",
+  "r\u1ef1c",
   "s",
+  "s.",
   "sau",
+  "scan",
   "server",
+  "ship",
   "sinh",
   "si\u00eau",
   "slide",
   "so\u1ea1n",
+  "space",
+  "spam",
   "sprint",
   "stream",
+  "su\u1ea5t",
   "s\u00e0i",
   "s\u00e1ch",
   "s\u00e1ng",
+  "s\u00e1t",
   "s\u00e1u",
+  "s\u00e2n",
+  "s\u0129",
   "s\u01a1",
+  "s\u1ea1n",
+  "s\u1ea3n",
   "s\u1eafp",
   "s\u1ebd",
   "s\u1ebfp",
+  "s\u1ed1",
+  "s\u1edbm",
+  "s\u1edf",
   "s\u1ee9c",
   "s\u1eed",
   "s\u1eeda",
+  "s\u1eefa",
+  "s\u1ef1",
   "t",
+  "t.",
+  "tJS",
+  "ta",
+  "tan",
   "tar",
   "task",
   "team",
   "test",
   "tham",
+  "thanh",
+  "thay",
   "thi",
+  "thi\u1ebft",
+  "thi\u1ec7n",
   "tho\u1ea1i",
+  "thu",
   "thuy\u1ebft",
+  "thu\u1eadt",
+  "thu\u1ed1c",
   "th\u00e0nh",
   "th\u00e1ng",
   "th\u00eam",
   "th\u00ed",
+  "th\u00edch",
+  "th\u00f4ng",
+  "th\u00fac",
+  "th\u00fay",
+  "th\u0103m",
   "th\u01b0",
   "th\u1ea3o",
   "th\u1ea7u",
+  "th\u1ea7y",
   "th\u1eafng",
   "th\u1ec3",
   "th\u1ecb",
   "th\u1ed1ng",
+  "th\u1eddi",
+  "th\u1ee7",
   "th\u1ee9",
-  "th\u1ee9 2",
-  "th\u1ee9 3",
-  "th\u1ee9 4",
-  "th\u1ee9 5",
-  "th\u1ee9 6",
-  "th\u1ee9 7",
-  "th\u1ee9 Ba",
-  "th\u1ee9 B\u1ea3y",
-  "th\u1ee9 Hai",
-  "th\u1ee9 N\u0103m",
-  "th\u1ee9 S\u00e1u",
-  "th\u1ee9 T\u01b0",
-  "th\u1ee9 ba",
-  "th\u1ee9 b\u1ea3y",
-  "th\u1ee9 hai",
-  "th\u1ee9 n\u0103m",
-  "th\u1ee9 s\u00e1u",
-  "th\u1ee9 t\u01b0",
+  "th\u1eed",
   "th\u1ef1c",
+  "time",
   "tin",
+  "ti\u00ean",
+  "ti\u00eau",
+  "ti\u1ebfn",
   "ti\u1ebfng",
+  "ti\u1ebft",
+  "ti\u1ec1m",
   "ti\u1ec1n",
   "ti\u1ec3u",
   "ti\u1ec7c",
+  "tjs",
+  "toeic",
+  "to\u00e0n",
   "to\u00e1n",
   "tra",
   "training",
+  "trang",
+  "tranh",
   "tri\u1ec3n",
   "trong",
   "trung",
+  "truy\u1ec1n",
+  "tr\u00e0",
   "tr\u00e2m",
+  "tr\u00ean",
+  "tr\u00ec",
   "tr\u00ecnh",
   "tr\u01b0a",
   "tr\u01b0\u1edbc",
+  "tr\u01b0\u1eddng",
+  "tr\u1ea3",
+  "tr\u1ecdng",
+  "tr\u1ee3",
+  "tr\u1ef1c",
+  "tuy\u1ebfn",
+  "tuy\u1ec3n",
   "tu\u1ea5n",
   "tu\u1ea7n",
   "ty",
@@ -592,36 +1214,70 @@
   "t\u00e0u",
   "t\u00e1c",
   "t\u00e2m",
+  "t\u00ean",
+  "t\u00ecm",
+  "t\u00ecnh",
+  "t\u00edch",
+  "t\u00ednh",
+  "t\u00f3m",
   "t\u00f4i",
   "t\u01b0",
+  "t\u01b0\u1edbi",
   "t\u1ea1i",
+  "t\u1ea1o",
+  "t\u1ea3i",
+  "t\u1ea5t",
   "t\u1eadp",
+  "t\u1eaft",
+  "t\u1eb7ng",
   "t\u1ebf",
+  "t\u1ed1c",
   "t\u1ed1i",
+  "t\u1ed1t",
+  "t\u1ed3n",
   "t\u1ed5",
+  "t\u1ed5ng",
   "t\u1edbi",
   "t\u1ee5",
+  "t\u1ee7",
+  "t\u1ee9c",
   "t\u1eeb",
   "u",
+  "u.",
+  "uan",
   "uct",
+  "uen",
   "ule",
+  "ull",
   "ung",
   "unit",
   "uth",
+  "uya",
+  "u\u00e1n",
   "u\u00e2n",
+  "u\u00ean",
   "u\u1ea5n",
+  "u\u1ea5t",
   "u\u1ea7n",
   "u\u1ea9n",
   "u\u1eadn",
+  "u\u1eadt",
   "u\u1ed1c",
   "u\u1ed1i",
   "u\u1ed1n",
   "u\u1ed1ng",
   "u\u1ed5i",
+  "u\u1ed9c",
+  "u\u1ed9n",
   "v",
+  "v.",
+  "v.v",
+  "v_v",
   "ver",
-  "vi",
   "video",
+  "violin",
+  "vip",
+  "virus",
   "vi\u00ean",
   "vi\u1ebft",
   "vi\u1ec7c",
@@ -629,34 +1285,75 @@
   "vi\u1ec7t",
   "v\u00e0",
   "v\u00e0o",
+  "v\u00e2n",
   "v\u0103n",
   "v\u0169ng",
+  "v\u01b0\u1eddn",
   "v\u1ea5n",
   "v\u1eadt",
+  "v\u1ebd",
   "v\u1ec1",
   "v\u1edbi",
   "w",
+  "w.",
+  "website",
   "workshop",
   "x",
+  "x.",
+  "x.X",
+  "x.d",
+  "x.x",
+  "xD",
+  "xDD",
+  "xX",
+  "xXX",
+  "x_X",
+  "x_d",
+  "x_x",
+  "xd",
+  "xdd",
   "xe",
   "xem",
   "xin",
+  "xu\u1ea5t",
   "xx",
   "xxx",
-  "xxx Xx",
-  "xxx Xxx",
-  "xxx d",
-  "xxx xxx",
-  "xxx xxxx",
   "xxxx",
+  "x\u00e1c",
+  "x\u1ea1",
   "x\u1ebfp",
+  "x\u1eed",
+  "x\ufe35x",
   "y",
+  "y.",
   "yoga",
+  "y\u00eau",
+  "y\u1ebfn",
   "y\u1ebft",
   "y\u1ec1n",
+  "y\u1ec3n",
   "y\u1ec7n",
+  "y\u1ec7t",
   "z",
+  "z.",
+  "zoom",
+  "|",
+  "}",
   "\u00a0",
+  "\u00ac",
+  "\u00ac_\u00ac",
+  "\u00af",
+  "\u00af\\(x)/\u00af",
+  "\u00af\\(\u30c4)/\u00af",
+  "\u00b0",
+  "\u00b0C.",
+  "\u00b0F.",
+  "\u00b0K.",
+  "\u00b0X.",
+  "\u00b0c.",
+  "\u00b0f.",
+  "\u00b0k.",
+  "\u00b0x.",
   "\u00d4",
   "\u00d4n",
   "\u00e0ng",
@@ -665,72 +1362,127 @@
   "\u00e1ch",
   "\u00e1n",
   "\u00e1ng",
+  "\u00e1nh",
+  "\u00e1o",
   "\u00e2ng",
+  "\u00e4",
+  "\u00e4.",
+  "\u00eang",
   "\u00ecnh",
+  "\u00edch",
   "\u00ednh",
   "\u00f2ng",
   "\u00f3ng",
   "\u00f4",
   "\u00f4n",
   "\u00f4ng",
+  "\u00f6",
+  "\u00f6.",
   "\u00f9ng",
   "\u00fang",
+  "\u00fc",
+  "\u00fc.",
   "\u0103",
   "\u0103n",
   "\u0103ng",
   "\u0110",
   "\u0110i",
   "\u0110\u00e0",
+  "\u0110\u1ec3",
   "\u0110\u1ecba",
   "\u0110\u1ecdc",
   "\u0110\u1ee9c",
+  "\u0110\u1eebng",
   "\u0111",
   "\u0111a",
+  "\u0111em",
   "\u0111i",
   "\u0111i\u1ec7n",
   "\u0111\u00e0",
+  "\u0111\u00e0n",
+  "\u0111\u00e0o",
   "\u0111\u00e1",
+  "\u0111\u00e1nh",
+  "\u0111\u00e3",
   "\u0111\u00ecnh",
   "\u0111\u00f3n",
   "\u0111\u00f3ng",
+  "\u0111\u0103ng",
+  "\u0111\u01a1n",
   "\u0111\u01b0a",
+  "\u0111\u1ea1i",
   "\u0111\u1ea7u",
+  "\u0111\u1ea7y",
   "\u0111\u1eb7t",
   "\u0111\u1ebfn",
   "\u0111\u1ec1",
+  "\u0111\u1ec3",
   "\u0111\u1ecba",
+  "\u0111\u1ecbnh",
   "\u0111\u1ecdc",
+  "\u0111\u1ecdng",
   "\u0111\u1ed1i",
   "\u0111\u1ed3",
   "\u0111\u1ed3ng",
+  "\u0111\u1ed5",
+  "\u0111\u1ed5i",
+  "\u0111\u1ed9",
   "\u0111\u1ed9i",
+  "\u0111\u1ed9ng",
+  "\u0111\u1ee3t",
+  "\u0111\u1ee7",
   "\u0111\u1ee9c",
+  "\u0111\u1eebng",
   "\u0169ng",
   "\u01a1ng",
+  "\u01af",
+  "\u01afu",
+  "\u01b0",
   "\u01b0ng",
+  "\u01b0u",
   "\u01b0\u1edbc",
   "\u01b0\u1edbi",
+  "\u01b0\u1eddi",
+  "\u01b0\u1eddn",
+  "\u0ca0",
+  "\u0ca0_\u0ca0",
+  "\u0ca0\ufe35\u0ca0",
   "\u1ea1ch",
   "\u1ea1nh",
+  "\u1ea3",
   "\u1ea3ng",
+  "\u1ea3nh",
+  "\u1ea5",
+  "\u1ea5y",
   "\u1eafng",
+  "\u1eb1ng",
   "\u1eb5ng",
+  "\u1eb7ng",
   "\u1ebfng",
   "\u1ec7nh",
+  "\u1ec9nh",
   "\u1ecbch",
+  "\u1ecbnh",
+  "\u1ecdng",
   "\u1ecfng",
   "\u1ed1ng",
   "\u1ed3ng",
+  "\u1ed5ng",
+  "\u1ed9ng",
   "\u1edbng",
   "\u1eddng",
   "\u1edf",
+  "\u1ee1ng",
   "\u1ee5ng",
   "\u1ee9",
-  "\u1ee9 2",
-  "\u1ee9 3",
-  "\u1ee9 4",
-  "\u1ee9 5",
-  "\u1ee9 6",
-  "\u1ee9 7",
-  "\u1ee9ng"
+  "\u1ee9ng",
+  "\u1eebng",
+  "\u2014",
+  "\u2501",
+  "\u253b",
+  "\u253b\u2501\u253b",
+  "\u256f",
+  "\u25a1",
+  "\ufe35",
+  "\uff09"
 ]