teo-sanchez commited on
Commit
0a98f90
1 Parent(s): 97f9aac

Update spaCy pipeline

Browse files
Files changed (8) hide show
  1. README.md +5 -5
  2. config.cfg +20 -20
  3. en_ner_prompting-any-py3-none-any.whl +2 -2
  4. meta.json +70 -82
  5. ner/model +0 -0
  6. ner/moves +1 -1
  7. tok2vec/model +1 -1
  8. vocab/strings.json +5 -90
README.md CHANGED
@@ -13,13 +13,13 @@ model-index:
13
  metrics:
14
  - name: NER Precision
15
  type: precision
16
- value: 0.7517301038
17
  - name: NER Recall
18
  type: recall
19
- value: 0.7376910017
20
  - name: NER F Score
21
  type: f_score
22
- value: 0.7446443873
23
  ---
24
  | Feature | Description |
25
  | --- | --- |
@@ -30,8 +30,8 @@ model-index:
30
  | **Components** | `tok2vec`, `ner` |
31
  | **Vectors** | 514157 keys, 514157 unique vectors (300 dimensions) |
32
  | **Sources** | n/a |
33
- | **License** | MIT |
34
- | **Author** | Selas.ai(https://www.selas.ai/) |
35
 
36
  ### Label Scheme
37
 
 
13
  metrics:
14
  - name: NER Precision
15
  type: precision
16
+ value: 0.7437641723
17
  - name: NER Recall
18
  type: recall
19
+ value: 0.7248618785
20
  - name: NER F Score
21
  type: f_score
22
+ value: 0.7341913822
23
  ---
24
  | Feature | Description |
25
  | --- | --- |
 
30
  | **Components** | `tok2vec`, `ner` |
31
  | **Vectors** | 514157 keys, 514157 unique vectors (300 dimensions) |
32
  | **Sources** | n/a |
33
+ | **License** | n/a |
34
+ | **Author** | [n/a]() |
35
 
36
  ### Label Scheme
37
 
config.cfg CHANGED
@@ -1,6 +1,6 @@
1
  [paths]
2
- train = null
3
- dev = null
4
  vectors = "en_core_web_lg"
5
  init_tok2vec = "training/pretrain_embedding/model50.bin"
6
 
@@ -62,22 +62,22 @@ window_size = 1
62
  maxout_pieces = 3
63
 
64
  [corpora]
65
- @readers = "prodigy.MergedCorpus.v1"
66
- eval_split = 0.2
67
- sample_size = 1.0
68
- textcat = null
69
- textcat_multilabel = null
70
- parser = null
71
- tagger = null
72
- senter = null
73
- spancat = null
74
-
75
- [corpora.ner]
76
- @readers = "prodigy.NERCorpus.v1"
77
- datasets = ["prompt_ner_data"]
78
- eval_datasets = []
79
- default_fill = "outside"
80
- incorrect_key = "incorrect_spans"
81
 
82
  [training]
83
  dev_corpus = "corpora.dev"
@@ -87,8 +87,8 @@ gpu_allocator = ${system.gpu_allocator}
87
  dropout = 0.1
88
  accumulate_gradient = 1
89
  patience = 1600
90
- max_epochs = 0
91
- max_steps = 20000
92
  eval_frequency = 200
93
  frozen_components = []
94
  annotating_components = []
 
1
  [paths]
2
+ train = "corpus/ner_prompting_training.spacy"
3
+ dev = "corpus/ner_prompting_eval.spacy"
4
  vectors = "en_core_web_lg"
5
  init_tok2vec = "training/pretrain_embedding/model50.bin"
6
 
 
62
  maxout_pieces = 3
63
 
64
  [corpora]
65
+
66
+ [corpora.dev]
67
+ @readers = "spacy.Corpus.v1"
68
+ path = ${paths.dev}
69
+ max_length = 0
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+ gold_preproc = false
71
+ limit = 0
72
+ augmenter = null
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+
74
+ [corpora.train]
75
+ @readers = "spacy.Corpus.v1"
76
+ path = ${paths.train}
77
+ max_length = 0
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+ gold_preproc = false
79
+ limit = 0
80
+ augmenter = null
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82
  [training]
83
  dev_corpus = "corpora.dev"
 
87
  dropout = 0.1
88
  accumulate_gradient = 1
89
  patience = 1600
90
+ max_epochs = 200
91
+ max_steps = 5000
92
  eval_frequency = 200
93
  frozen_components = []
94
  annotating_components = []
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meta.json CHANGED
@@ -8,7 +8,7 @@
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  "url":"",
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  "license":"",
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  "spacy_version":">=3.4.3,<3.5.0",
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- "spacy_git_version":"Unknown",
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  "vectors":{
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  "vectors":514157,
@@ -21,8 +21,7 @@
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  ],
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  "ner":[
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  "color",
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- "composition/scale",
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  "context/emotion",
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  "context/era",
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  "context/weather",
@@ -36,7 +35,6 @@
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  "medium/painting",
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  "medium/photography",
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  "medium/rendering",
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- "other",
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  "subject"
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  ]
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@@ -52,103 +50,93 @@
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  "requirements":[
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  "url":"",
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  "license":"",
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  ",50",
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  "1/16th",
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  "538",
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112357
  "Daendels",
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  "Daeng",
112360
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112361
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112363
  "Daerah",
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148231
  "GIGA",
148232
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162489
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178140
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178141
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178142
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178143
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178144
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178145
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178146
  "IQAC",
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187439
  "Jayhawk",
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187441
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187442
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187443
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194746
  "Karlin",
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  "Karlina",
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  "Karlis",
194749
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194750
  "Karlo",
194751
  "Karloff",
194752
  "Karlos",
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201933
  "Kopelson",
201934
  "Kopenhagen",
201935
  "Koper",
201936
- "Kopera",
201937
  "Koperasi",
201938
  "Kopernik",
201939
  "Kopernika",
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204898
  "Kuvempu",
204899
  "Kuvin",
204900
  "Kuvira",
204901
- "Kuvshinov",
204902
  "Kuwa",
204903
  "Kuwabara",
204904
  "Kuwahara",
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216674
  "Lorcan",
216675
  "Lorcaserin",
216676
  "Lorch",
216677
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216678
  "Lorc\u00e1n",
216679
  "Lord",
216680
  "Lord's",
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278834
  "Prance",
278835
  "Prancer",
278836
  "Prancing",
278837
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278838
  "Prandelli",
278839
  "Prandi",
278840
  "Prandtl",
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285979
  "RGs",
285980
  "RH",
285981
  "RHA",
285982
- "RHADS",
285983
  "RHB",
285984
  "RHC",
285985
  "RHCE",
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289947
  "Raytheon",
289948
  "Rayton",
289949
  "Raytown",
289950
- "Raytracing",
289951
  "Rayudu",
289952
  "Rayvanny",
289953
  "Rayver",
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338806
  "Tekke",
338807
  "Tekken",
338808
  "Tekkesi",
338809
- "Tekkonkinkreet",
338810
  "Tekla",
338811
  "Tekle",
338812
  "Tekna",
@@ -372285,7 +372266,6 @@
372285
  "XXX+XxxXxxxx",
372286
  "XXX+d",
372287
  "XXX+dd",
372288
- "XXX,dx",
372289
  "XXX-",
372290
  "XXX--",
372291
  "XXX-d",
@@ -374212,7 +374192,6 @@
374212
  "Y'ello",
374213
  "Y'know",
374214
  "Y'see",
374215
- "Y'shtola",
374216
  "Y-",
374217
  "Y--",
374218
  "Y-1",
@@ -377878,7 +377857,6 @@
377878
  "Zabou",
377879
  "Zabranjeno",
377880
  "Zabriskie",
377881
- "Zabrocki",
377882
  "Zabrus",
377883
  "Zabrze",
377884
  "Zabu",
@@ -392371,7 +392349,6 @@
392371
  "ambrosious",
392372
  "ambrosius",
392373
  "ambrosoli",
392374
- "ambrotype",
392375
  "ambrus",
392376
  "ambrym",
392377
  "ambr\u00ec",
@@ -400390,7 +400367,6 @@
400390
  "artrocker",
400391
  "arts",
400392
  "artsakh",
400393
- "artsation",
400394
  "artscape",
400395
  "artschwager",
400396
  "artscience",
@@ -409766,7 +409742,6 @@
409766
  "barkerville",
409767
  "barkett",
409768
  "barkey",
409769
- "barkfolk",
409770
  "barkha",
409771
  "barkhaa",
409772
  "barkhad",
@@ -417759,7 +417734,6 @@
417759
  "bioluminecant",
417760
  "bioluminescence",
417761
  "bioluminescent",
417762
- "bioluminiscence",
417763
  "biomagnification",
417764
  "bioman",
417765
  "biomanufacturing",
@@ -419706,7 +419680,6 @@
419706
  "blob",
419707
  "blobby",
419708
  "blobel",
419709
- "blobfish",
419710
  "blobs",
419711
  "bloc",
419712
  "blocage",
@@ -438806,7 +438779,6 @@
438806
  "cgsc",
438807
  "cgsociety",
438808
  "cgst",
438809
- "cgstudio",
438810
  "cgt",
438811
  "cgtn",
438812
  "cgu",
@@ -446371,7 +446343,6 @@
446371
  "close",
446372
  "close-",
446373
  "close--",
446374
- "close:7",
446375
  "closeburn",
446376
  "closebut",
446377
  "closeby",
@@ -447332,7 +447303,6 @@
447332
  "cockamamie",
447333
  "cockapoo",
447334
  "cockapoos",
447335
- "cockateil",
447336
  "cockatiel",
447337
  "cockatiels",
447338
  "cockatoo",
@@ -449783,8 +449753,6 @@
449783
  "compositeurs",
449784
  "compositing",
449785
  "composition",
449786
- "composition/scale",
449787
- "composition/view",
449788
  "compositional",
449789
  "compositionality",
449790
  "compositionally",
@@ -458922,7 +458890,6 @@
458922
  "cybercenter",
458923
  "cyberchase",
458924
  "cyberconnect2",
458925
- "cybercore",
458926
  "cybercrime",
458927
  "cybercrimes",
458928
  "cybercriminal",
@@ -460661,7 +460628,6 @@
460661
  "d/ddd",
460662
  "d/dddd",
460663
  "d/ddddxx",
460664
- "d/dddx",
460665
  "d/dddxx",
460666
  "d/dddxxx",
460667
  "d/ddxx",
@@ -460988,7 +460954,6 @@
460988
  "dabra",
460989
  "dabrafenib",
460990
  "dabral",
460991
- "dabrowa",
460992
  "dabrowski",
460993
  "dabs",
460994
  "dabu",
@@ -461144,7 +461109,6 @@
461144
  "daendels",
461145
  "daenerys",
461146
  "daeng",
461147
- "daeni",
461148
  "daens",
461149
  "daer",
461150
  "daerah",
@@ -465625,7 +465589,6 @@
465625
  "dehaene",
465626
  "dehaj",
465627
  "dehalogenase",
465628
- "deharme",
465629
  "dehart",
465630
  "dehat",
465631
  "dehaven",
@@ -470815,7 +470778,6 @@
470815
  "dimming",
470816
  "dimmit",
470817
  "dimmitt",
470818
- "dimmly",
470819
  "dimmock",
470820
  "dimms",
470821
  "dimmu",
@@ -472506,8 +472468,6 @@
472506
  "distler",
472507
  "distomo",
472508
  "diston",
472509
- "distopia",
472510
- "distopian",
472511
  "distort",
472512
  "distorta",
472513
  "distorted",
@@ -473708,7 +473668,6 @@
473708
  "dogbert",
473709
  "dogboy",
473710
  "dogcatcher",
473711
- "dogday",
473712
  "doge",
473713
  "dogeared",
473714
  "dogecoin",
@@ -473859,7 +473818,6 @@
473859
  "doit",
473860
  "doityourself.com",
473861
  "doivent",
473862
- "doizon",
473863
  "doj",
473864
  "doja",
473865
  "dojang",
@@ -478750,6 +478708,7 @@
478750
  "dwys",
478751
  "dw\u00f3r",
478752
  "dx",
 
478753
  "dx.x",
478754
  "dx.x.",
478755
  "dx/ddx",
@@ -479975,7 +479934,6 @@
479975
  "e95",
479976
  "e:-",
479977
  "e:0",
479978
- "e:7",
479979
  "e=",
479980
  "e?s",
479981
  "e?}",
@@ -486816,7 +486774,6 @@
486816
  "enviromental",
486817
  "enviroments",
486818
  "environ",
486819
- "environement",
486820
  "environics",
486821
  "environing",
486822
  "environment",
@@ -487749,7 +487706,6 @@
487749
  "erdene",
487750
  "erdenet",
487751
  "erdf",
487752
- "erdil",
487753
  "erding",
487754
  "erdinger",
487755
  "erdington",
@@ -489371,7 +489327,6 @@
489371
  "etain",
489372
  "etajima",
489373
  "etal",
489374
- "etale",
489375
  "etalon",
489376
  "etam",
489377
  "etan",
@@ -495960,7 +495915,6 @@
495960
  "femicides",
495961
  "femina",
495962
  "feminazi",
495963
- "femine",
495964
  "feminin",
495965
  "feminina",
495966
  "feminine",
@@ -505933,7 +505887,6 @@
505933
  "g95",
505934
  "g9a",
505935
  "g:-",
505936
- "g:7",
505937
  "g?I",
505938
  "gAN",
505939
  "gB",
@@ -513682,7 +513635,6 @@
513682
  "gmmtv",
513683
  "gmn",
513684
  "gmo",
513685
- "gmod",
513686
  "gmos",
513687
  "gmp",
513688
  "gmps",
@@ -523870,7 +523822,6 @@
523870
  "hantz",
523871
  "hantzsch",
523872
  "hanu",
523873
- "hanuka",
523874
  "hanukah",
523875
  "hanukkah",
523876
  "hanul",
@@ -526191,7 +526142,6 @@
526191
  "hdpe",
526192
  "hdr",
526193
  "hdr+",
526194
- "hdr,8k",
526195
  "hdr10",
526196
  "hdri",
526197
  "hdrip",
@@ -545791,7 +545741,6 @@
545791
  "ip\u00e9",
545792
  "ip\u00fa",
545793
  "iq",
545794
- "iq4",
545795
  "iq97",
545796
  "iqa",
545797
  "iqac",
@@ -550157,7 +550106,6 @@
550157
  "jayhawk",
550158
  "jayhawkers",
550159
  "jayhawks",
550160
- "jayison",
550161
  "jayla",
550162
  "jaylah",
550163
  "jaylen",
@@ -557115,7 +557063,6 @@
557115
  "karlin",
557116
  "karlina",
557117
  "karlis",
557118
- "karlkka",
557119
  "karlo",
557120
  "karloff",
557121
  "karlos",
@@ -559027,7 +558974,6 @@
559027
  "kelaudin",
559028
  "kelber",
559029
  "kelburn",
559030
- "kelbv",
559031
  "kelby",
559032
  "kelce",
559033
  "kelcey",
@@ -564586,7 +564532,6 @@
564586
  "kolomenskoye",
564587
  "kolomna",
564588
  "kolomoisky",
564589
- "kolomoyskaya",
564590
  "kolomoyskyi",
564591
  "kolomyia",
564592
  "kolon",
@@ -576430,7 +576375,6 @@
576430
  "leyden",
576431
  "leydig",
576432
  "leydon",
576433
- "leydy",
576434
  "leye",
576435
  "leyen",
576436
  "leyenda",
@@ -581199,7 +581143,6 @@
581199
  "lorcan",
581200
  "lorcaserin",
581201
  "lorch",
581202
- "lorck",
581203
  "lorc\u00e1n",
581204
  "lord",
581205
  "lord's",
@@ -587101,7 +587044,6 @@
587101
  "mail?|",
587102
  "maila",
587103
  "mailable",
587104
- "mailai",
587105
  "mailand",
587106
  "mailata",
587107
  "mailbag",
@@ -610536,7 +610478,6 @@
610536
  "muscadine",
610537
  "muscae",
610538
  "muscala",
610539
- "muscan",
610540
  "muscarella",
610541
  "muscari",
610542
  "muscaria",
@@ -618797,7 +618738,6 @@
618797
  "nicoletta",
618798
  "nicolette",
618799
  "nicoletti",
618800
- "nicoletto",
618801
  "nicoli",
618802
  "nicolina",
618803
  "nicoline",
@@ -647699,7 +647639,6 @@
647699
  "pneumonic",
647700
  "pneumonie",
647701
  "pneumonitis",
647702
- "pneumonoultramicroscopicsilicovolcanoconiosis",
647703
  "pneumoperitoneum",
647704
  "pneumophila",
647705
  "pneumothorax",
@@ -649393,7 +649332,6 @@
649393
  "ponyboy",
649394
  "ponyfish",
649395
  "ponying",
649396
- "ponylawson",
649397
  "ponyo",
649398
  "ponyri",
649399
  "ponys",
@@ -651480,7 +651418,6 @@
651480
  "prancer",
651481
  "prances",
651482
  "prancing",
651483
- "pranckevicius",
651484
  "prandelli",
651485
  "prandi",
651486
  "prandial",
@@ -656823,7 +656760,6 @@
656823
  "punking",
656824
  "punkish",
656825
  "punknews.org",
656826
- "punkpastels",
656827
  "punks",
656828
  "punkt",
656829
  "punkte",
@@ -657105,7 +657041,6 @@
657105
  "purpurascens",
657106
  "purpurata",
657107
  "purpuratus",
657108
- "purpure",
657109
  "purpurea",
657110
  "purpureum",
657111
  "purpureus",
@@ -664299,7 +664234,6 @@
664299
  "realself",
664300
  "realsense",
664301
  "realsies",
664302
- "realsim",
664303
  "realspace",
664304
  "realted",
664305
  "realtek",
@@ -667559,7 +667493,6 @@
667559
  "renaming",
667560
  "renamings",
667561
  "renamo",
667562
- "renamon",
667563
  "renan",
667564
  "renard",
667565
  "renart",
@@ -669113,7 +669046,6 @@
669113
  "retablo",
669114
  "retablos",
669115
  "retail",
669116
- "retaildesignblog",
669117
  "retailed",
669118
  "retailer",
669119
  "retailers",
@@ -671809,7 +671741,6 @@
671809
  "ritchies",
671810
  "ritchson",
671811
  "rite",
671812
- "ritehusk",
671813
  "riteish",
671814
  "ritek",
671815
  "ritenour",
@@ -676339,7 +676270,6 @@
676339
  "rushydro",
676340
  "rusi",
676341
  "rusia",
676342
- "rusian",
676343
  "rusin",
676344
  "rusinga",
676345
  "rusinov",
@@ -680706,7 +680636,6 @@
680706
  "sandomir",
680707
  "sandon",
680708
  "sandor",
680709
- "sandorfi",
680710
  "sandos",
680711
  "sandoval",
680712
  "sandover",
@@ -688804,7 +688733,6 @@
688804
  "serres",
688805
  "serret",
688806
  "serri",
688807
- "serria",
688808
  "serried",
688809
  "serrulata",
688810
  "serrulatus",
@@ -693903,7 +693831,6 @@
693903
  "sibur",
693904
  "sibusiso",
693905
  "sibutramine",
693906
- "sibuya",
693907
  "sibuyan",
693908
  "siby",
693909
  "sibyl",
@@ -701772,7 +701699,6 @@
701772
  "spaceshiptwo",
701773
  "spacesuit",
701774
  "spacesuits",
701775
- "spacesut",
701776
  "spacetime",
701777
  "spacetimes",
701778
  "spacetoon",
@@ -703040,7 +702966,6 @@
703040
  "spitzer",
703041
  "spitzhauben",
703042
  "spitzweg",
703043
- "spitzweg:7",
703044
  "spiv",
703045
  "spiva",
703046
  "spivack",
@@ -712016,7 +711941,6 @@
712016
  "surber",
712017
  "surbhi",
712018
  "surbiton",
712019
- "surburb",
712020
  "surcease",
712021
  "surcharge",
712022
  "surcharged",
@@ -719296,7 +719220,6 @@
719296
  "tekken",
719297
  "tekkes",
719298
  "tekkesi",
719299
- "tekkonkinkreet",
719300
  "tekla",
719301
  "tekle",
719302
  "teklynx",
@@ -726305,7 +726228,6 @@
726305
  "tomainian",
726306
  "tomake",
726307
  "tomakomai",
726308
- "tomalak",
726309
  "tomales",
726310
  "tomalin",
726311
  "toman",
@@ -732943,7 +732865,6 @@
732943
  "turramurra",
732944
  "turrbal",
732945
  "turre",
732946
- "turrel",
732947
  "turrell",
732948
  "turrentine",
732949
  "turret",
@@ -735692,7 +735613,6 @@
735692
  "ultraconservative",
735693
  "ultracore",
735694
  "ultracute",
735695
- "ultradetailed",
735696
  "ultrafast",
735697
  "ultrafilter",
735698
  "ultrafilters",
@@ -735728,7 +735648,6 @@
735728
  "ultraportable",
735729
  "ultrapure",
735730
  "ultrarealism",
735731
- "ultrarealistic",
735732
  "ultrarunner",
735733
  "ultrarunning",
735734
  "ultras",
@@ -747536,7 +747455,6 @@
747536
  "voluma",
747537
  "volume",
747538
  "volumen",
747539
- "volumentric",
747540
  "volumes",
747541
  "volumetric",
747542
  "volumetrically",
@@ -749877,7 +749795,6 @@
749877
  "walter",
749878
  "walter--",
749879
  "walterboro",
749880
- "walterdale",
749881
  "walteri",
749882
  "walternate",
749883
  "walters",
@@ -760664,9 +760581,11 @@
760664
  "xxxx",
760665
  "xxxx!",
760666
  "xxxx!!!!xx",
 
760667
  "xxxx!!|",
760668
  "xxxx!,X",
760669
  "xxxx!,Xx",
 
760670
  "xxxx!X",
760671
  "xxxx!Xx",
760672
  "xxxx!Xxx",
@@ -760835,6 +760754,7 @@
760835
  "xxxx/dd,ddd",
760836
  "xxxx/ddd",
760837
  "xxxx/ddd,ddd",
 
760838
  "xxxx/xxxx",
760839
  "xxxx:",
760840
  "xxxx:\"X",
@@ -761409,7 +761329,6 @@
761409
  "y're",
761410
  "y's",
761411
  "y'see",
761412
- "y'shtola",
761413
  "y(A",
761414
  "y(s",
761415
  "y(t",
@@ -765124,7 +765043,6 @@
765124
  "zabou",
765125
  "zabranjeno",
765126
  "zabriskie",
765127
- "zabrocki",
765128
  "zabrus",
765129
  "zabrze",
765130
  "zabu",
@@ -776558,7 +776476,6 @@
776558
  "\ud83c\udde6",
776559
  "\ud83c\udde7",
776560
  "\ud83c\udde8",
776561
- "\ud83c\udde9",
776562
  "\ud83c\uddea",
776563
  "\ud83c\uddec",
776564
  "\ud83c\udded",
@@ -776791,8 +776708,6 @@
776791
  "\ud83e\udd37",
776792
  "\ud83e\udd42",
776793
  "\ud83e\udd47",
776794
- "\ud83e\udd51",
776795
- "\ud83e\udd52",
776796
  "\ud83e\udd70",
776797
  "\ud83e\udd73",
776798
  "\ud83e\udd7a",
 
1152
  ",50",
1153
  ",60",
1154
  ",62",
 
1155
  ",99",
1156
  ",In",
1157
  ",LTD",
 
1163
  ",Xxx",
1164
  ",Xxxxx",
1165
  ",and",
1166
+ ",in",
1167
  ",limited",
1168
  ",ltd",
1169
  ",n",
 
9680
  "1/144",
9681
  "1/15",
9682
  "1/16",
 
9683
  "1/16th",
9684
  "1/16\u2033",
9685
  "1/17",
 
32876
  "538",
32877
  "538,000",
32878
  "5380",
 
32879
  "538532836498889",
32880
  "5387",
32881
  "539",
 
112355
  "Daendels",
112356
  "Daenerys",
112357
  "Daeng",
 
112358
  "Daens",
112359
  "Daer",
112360
  "Daerah",
 
121088
  "Dofollow",
121089
  "Dofus",
121090
  "Dog",
 
121091
  "Doga",
121092
  "Dogan",
121093
  "Dogana",
 
129622
  "Ejisu",
129623
  "Ejnar",
129624
  "Ejogo",
 
129625
  "Ejuice",
129626
  "Ej\u00e9rcito",
129627
  "Ek",
 
148226
  "GIGA",
148227
  "GIGABYTE",
148228
  "GIGANTIC",
 
148229
  "GIGGLE",
148230
  "GIGGLES",
148231
  "GIGGLING",
 
155606
  "Gmelina",
155607
  "Gmina",
155608
  "Gmo",
 
155609
  "Gmp",
155610
  "Gms",
155611
  "Gmunden",
 
162476
  "HDPE",
162477
  "HDR",
162478
  "HDR+",
 
162479
  "HDR10",
162480
  "HDRI",
162481
  "HDRip",
 
165786
  "Hantz",
165787
  "Hantzsch",
165788
  "Hanu",
 
165789
  "Hanukah",
165790
  "Hanukkah",
165791
  "Hanul",
 
178131
  "IPython",
178132
  "IQ",
178133
  "IQ+",
 
178134
  "IQ97",
178135
  "IQA",
178136
  "IQAC",
 
187429
  "Jayhawk",
187430
  "Jayhawkers",
187431
  "Jayhawks",
 
187432
  "Jayla",
187433
  "Jaylah",
187434
  "Jaylen",
 
194735
  "Karlin",
194736
  "Karlina",
194737
  "Karlis",
 
194738
  "Karlo",
194739
  "Karloff",
194740
  "Karlos",
 
201921
  "Kopelson",
201922
  "Kopenhagen",
201923
  "Koper",
 
201924
  "Koperasi",
201925
  "Kopernik",
201926
  "Kopernika",
 
204885
  "Kuvempu",
204886
  "Kuvin",
204887
  "Kuvira",
 
204888
  "Kuwa",
204889
  "Kuwabara",
204890
  "Kuwahara",
 
216660
  "Lorcan",
216661
  "Lorcaserin",
216662
  "Lorch",
 
216663
  "Lorc\u00e1n",
216664
  "Lord",
216665
  "Lord's",
 
278819
  "Prance",
278820
  "Prancer",
278821
  "Prancing",
 
278822
  "Prandelli",
278823
  "Prandi",
278824
  "Prandtl",
 
285963
  "RGs",
285964
  "RH",
285965
  "RHA",
 
285966
  "RHB",
285967
  "RHC",
285968
  "RHCE",
 
289930
  "Raytheon",
289931
  "Rayton",
289932
  "Raytown",
 
289933
  "Rayudu",
289934
  "Rayvanny",
289935
  "Rayver",
 
338788
  "Tekke",
338789
  "Tekken",
338790
  "Tekkesi",
 
338791
  "Tekla",
338792
  "Tekle",
338793
  "Tekna",
 
372266
  "XXX+XxxXxxxx",
372267
  "XXX+d",
372268
  "XXX+dd",
 
372269
  "XXX-",
372270
  "XXX--",
372271
  "XXX-d",
 
374192
  "Y'ello",
374193
  "Y'know",
374194
  "Y'see",
 
374195
  "Y-",
374196
  "Y--",
374197
  "Y-1",
 
377857
  "Zabou",
377858
  "Zabranjeno",
377859
  "Zabriskie",
 
377860
  "Zabrus",
377861
  "Zabrze",
377862
  "Zabu",
 
392349
  "ambrosious",
392350
  "ambrosius",
392351
  "ambrosoli",
 
392352
  "ambrus",
392353
  "ambrym",
392354
  "ambr\u00ec",
 
400367
  "artrocker",
400368
  "arts",
400369
  "artsakh",
 
400370
  "artscape",
400371
  "artschwager",
400372
  "artscience",
 
409742
  "barkerville",
409743
  "barkett",
409744
  "barkey",
 
409745
  "barkha",
409746
  "barkhaa",
409747
  "barkhad",
 
417734
  "bioluminecant",
417735
  "bioluminescence",
417736
  "bioluminescent",
 
417737
  "biomagnification",
417738
  "bioman",
417739
  "biomanufacturing",
 
419680
  "blob",
419681
  "blobby",
419682
  "blobel",
 
419683
  "blobs",
419684
  "bloc",
419685
  "blocage",
 
438779
  "cgsc",
438780
  "cgsociety",
438781
  "cgst",
 
438782
  "cgt",
438783
  "cgtn",
438784
  "cgu",
 
446343
  "close",
446344
  "close-",
446345
  "close--",
 
446346
  "closeburn",
446347
  "closebut",
446348
  "closeby",
 
447303
  "cockamamie",
447304
  "cockapoo",
447305
  "cockapoos",
 
447306
  "cockatiel",
447307
  "cockatiels",
447308
  "cockatoo",
 
449753
  "compositeurs",
449754
  "compositing",
449755
  "composition",
 
 
449756
  "compositional",
449757
  "compositionality",
449758
  "compositionally",
 
458890
  "cybercenter",
458891
  "cyberchase",
458892
  "cyberconnect2",
 
458893
  "cybercrime",
458894
  "cybercrimes",
458895
  "cybercriminal",
 
460628
  "d/ddd",
460629
  "d/dddd",
460630
  "d/ddddxx",
 
460631
  "d/dddxx",
460632
  "d/dddxxx",
460633
  "d/ddxx",
 
460954
  "dabra",
460955
  "dabrafenib",
460956
  "dabral",
 
460957
  "dabrowski",
460958
  "dabs",
460959
  "dabu",
 
461109
  "daendels",
461110
  "daenerys",
461111
  "daeng",
 
461112
  "daens",
461113
  "daer",
461114
  "daerah",
 
465589
  "dehaene",
465590
  "dehaj",
465591
  "dehalogenase",
 
465592
  "dehart",
465593
  "dehat",
465594
  "dehaven",
 
470778
  "dimming",
470779
  "dimmit",
470780
  "dimmitt",
 
470781
  "dimmock",
470782
  "dimms",
470783
  "dimmu",
 
472468
  "distler",
472469
  "distomo",
472470
  "diston",
 
 
472471
  "distort",
472472
  "distorta",
472473
  "distorted",
 
473668
  "dogbert",
473669
  "dogboy",
473670
  "dogcatcher",
 
473671
  "doge",
473672
  "dogeared",
473673
  "dogecoin",
 
473818
  "doit",
473819
  "doityourself.com",
473820
  "doivent",
 
473821
  "doj",
473822
  "doja",
473823
  "dojang",
 
478708
  "dwys",
478709
  "dw\u00f3r",
478710
  "dx",
478711
+ "dx.",
478712
  "dx.x",
478713
  "dx.x.",
478714
  "dx/ddx",
 
479934
  "e95",
479935
  "e:-",
479936
  "e:0",
 
479937
  "e=",
479938
  "e?s",
479939
  "e?}",
 
486774
  "enviromental",
486775
  "enviroments",
486776
  "environ",
 
486777
  "environics",
486778
  "environing",
486779
  "environment",
 
487706
  "erdene",
487707
  "erdenet",
487708
  "erdf",
 
487709
  "erding",
487710
  "erdinger",
487711
  "erdington",
 
489327
  "etain",
489328
  "etajima",
489329
  "etal",
 
489330
  "etalon",
489331
  "etam",
489332
  "etan",
 
495915
  "femicides",
495916
  "femina",
495917
  "feminazi",
 
495918
  "feminin",
495919
  "feminina",
495920
  "feminine",
 
505887
  "g95",
505888
  "g9a",
505889
  "g:-",
 
505890
  "g?I",
505891
  "gAN",
505892
  "gB",
 
513635
  "gmmtv",
513636
  "gmn",
513637
  "gmo",
 
513638
  "gmos",
513639
  "gmp",
513640
  "gmps",
 
523822
  "hantz",
523823
  "hantzsch",
523824
  "hanu",
 
523825
  "hanukah",
523826
  "hanukkah",
523827
  "hanul",
 
526142
  "hdpe",
526143
  "hdr",
526144
  "hdr+",
 
526145
  "hdr10",
526146
  "hdri",
526147
  "hdrip",
 
545741
  "ip\u00e9",
545742
  "ip\u00fa",
545743
  "iq",
 
545744
  "iq97",
545745
  "iqa",
545746
  "iqac",
 
550106
  "jayhawk",
550107
  "jayhawkers",
550108
  "jayhawks",
 
550109
  "jayla",
550110
  "jaylah",
550111
  "jaylen",
 
557063
  "karlin",
557064
  "karlina",
557065
  "karlis",
 
557066
  "karlo",
557067
  "karloff",
557068
  "karlos",
 
558974
  "kelaudin",
558975
  "kelber",
558976
  "kelburn",
 
558977
  "kelby",
558978
  "kelce",
558979
  "kelcey",
 
564532
  "kolomenskoye",
564533
  "kolomna",
564534
  "kolomoisky",
 
564535
  "kolomoyskyi",
564536
  "kolomyia",
564537
  "kolon",
 
576375
  "leyden",
576376
  "leydig",
576377
  "leydon",
 
576378
  "leye",
576379
  "leyen",
576380
  "leyenda",
 
581143
  "lorcan",
581144
  "lorcaserin",
581145
  "lorch",
 
581146
  "lorc\u00e1n",
581147
  "lord",
581148
  "lord's",
 
587044
  "mail?|",
587045
  "maila",
587046
  "mailable",
 
587047
  "mailand",
587048
  "mailata",
587049
  "mailbag",
 
610478
  "muscadine",
610479
  "muscae",
610480
  "muscala",
 
610481
  "muscarella",
610482
  "muscari",
610483
  "muscaria",
 
618738
  "nicoletta",
618739
  "nicolette",
618740
  "nicoletti",
 
618741
  "nicoli",
618742
  "nicolina",
618743
  "nicoline",
 
647639
  "pneumonic",
647640
  "pneumonie",
647641
  "pneumonitis",
 
647642
  "pneumoperitoneum",
647643
  "pneumophila",
647644
  "pneumothorax",
 
649332
  "ponyboy",
649333
  "ponyfish",
649334
  "ponying",
 
649335
  "ponyo",
649336
  "ponyri",
649337
  "ponys",
 
651418
  "prancer",
651419
  "prances",
651420
  "prancing",
 
651421
  "prandelli",
651422
  "prandi",
651423
  "prandial",
 
656760
  "punking",
656761
  "punkish",
656762
  "punknews.org",
 
656763
  "punks",
656764
  "punkt",
656765
  "punkte",
 
657041
  "purpurascens",
657042
  "purpurata",
657043
  "purpuratus",
 
657044
  "purpurea",
657045
  "purpureum",
657046
  "purpureus",
 
664234
  "realself",
664235
  "realsense",
664236
  "realsies",
 
664237
  "realspace",
664238
  "realted",
664239
  "realtek",
 
667493
  "renaming",
667494
  "renamings",
667495
  "renamo",
 
667496
  "renan",
667497
  "renard",
667498
  "renart",
 
669046
  "retablo",
669047
  "retablos",
669048
  "retail",
 
669049
  "retailed",
669050
  "retailer",
669051
  "retailers",
 
671741
  "ritchies",
671742
  "ritchson",
671743
  "rite",
 
671744
  "riteish",
671745
  "ritek",
671746
  "ritenour",
 
676270
  "rushydro",
676271
  "rusi",
676272
  "rusia",
 
676273
  "rusin",
676274
  "rusinga",
676275
  "rusinov",
 
680636
  "sandomir",
680637
  "sandon",
680638
  "sandor",
 
680639
  "sandos",
680640
  "sandoval",
680641
  "sandover",
 
688733
  "serres",
688734
  "serret",
688735
  "serri",
 
688736
  "serried",
688737
  "serrulata",
688738
  "serrulatus",
 
693831
  "sibur",
693832
  "sibusiso",
693833
  "sibutramine",
 
693834
  "sibuyan",
693835
  "siby",
693836
  "sibyl",
 
701699
  "spaceshiptwo",
701700
  "spacesuit",
701701
  "spacesuits",
 
701702
  "spacetime",
701703
  "spacetimes",
701704
  "spacetoon",
 
702966
  "spitzer",
702967
  "spitzhauben",
702968
  "spitzweg",
 
702969
  "spiv",
702970
  "spiva",
702971
  "spivack",
 
711941
  "surber",
711942
  "surbhi",
711943
  "surbiton",
 
711944
  "surcease",
711945
  "surcharge",
711946
  "surcharged",
 
719220
  "tekken",
719221
  "tekkes",
719222
  "tekkesi",
 
719223
  "tekla",
719224
  "tekle",
719225
  "teklynx",
 
726228
  "tomainian",
726229
  "tomake",
726230
  "tomakomai",
 
726231
  "tomales",
726232
  "tomalin",
726233
  "toman",
 
732865
  "turramurra",
732866
  "turrbal",
732867
  "turre",
 
732868
  "turrell",
732869
  "turrentine",
732870
  "turret",
 
735613
  "ultraconservative",
735614
  "ultracore",
735615
  "ultracute",
 
735616
  "ultrafast",
735617
  "ultrafilter",
735618
  "ultrafilters",
 
735648
  "ultraportable",
735649
  "ultrapure",
735650
  "ultrarealism",
 
735651
  "ultrarunner",
735652
  "ultrarunning",
735653
  "ultras",
 
747455
  "voluma",
747456
  "volume",
747457
  "volumen",
 
747458
  "volumes",
747459
  "volumetric",
747460
  "volumetrically",
 
749795
  "walter",
749796
  "walter--",
749797
  "walterboro",
 
749798
  "walteri",
749799
  "walternate",
749800
  "walters",
 
760581
  "xxxx",
760582
  "xxxx!",
760583
  "xxxx!!!!xx",
760584
+ "xxxx!!,xx",
760585
  "xxxx!!|",
760586
  "xxxx!,X",
760587
  "xxxx!,Xx",
760588
+ "xxxx!,xx",
760589
  "xxxx!X",
760590
  "xxxx!Xx",
760591
  "xxxx!Xxx",
 
760754
  "xxxx/dd,ddd",
760755
  "xxxx/ddd",
760756
  "xxxx/ddd,ddd",
760757
+ "xxxx/xxx",
760758
  "xxxx/xxxx",
760759
  "xxxx:",
760760
  "xxxx:\"X",
 
761329
  "y're",
761330
  "y's",
761331
  "y'see",
 
761332
  "y(A",
761333
  "y(s",
761334
  "y(t",
 
765043
  "zabou",
765044
  "zabranjeno",
765045
  "zabriskie",
 
765046
  "zabrus",
765047
  "zabrze",
765048
  "zabu",
 
776476
  "\ud83c\udde6",
776477
  "\ud83c\udde7",
776478
  "\ud83c\udde8",
 
776479
  "\ud83c\uddea",
776480
  "\ud83c\uddec",
776481
  "\ud83c\udded",
 
776708
  "\ud83e\udd37",
776709
  "\ud83e\udd42",
776710
  "\ud83e\udd47",
 
 
776711
  "\ud83e\udd70",
776712
  "\ud83e\udd73",
776713
  "\ud83e\udd7a",