ioggstream commited on
Commit
fd13362
1 Parent(s): 83216ef

Update spaCy pipeline

Browse files
README.md CHANGED
@@ -50,11 +50,7 @@ model-index:
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  type: f_score
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  value: 0.9011225055
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  ---
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- English transformer pipeline based on en_core_web_trf plus an entity ruler based on the ESCO taxonomy.
54
- Code is at https://github.com/par-tec/esco-playground
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-
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- (Transformer(name='roberta-base', piece_encoder='byte-bpe', stride=104, type='roberta', width=768, window=144, vocab_size=50265)).
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- Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.
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  | Feature | Description |
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  | --- | --- |
@@ -64,7 +60,7 @@ Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.
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  | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner`, `entity_ruler` |
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  | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner`, `entity_ruler` |
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  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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- | **Sources** | https://github.com/par-tec/esco-playground |
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  | **License** | `MIT` |
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  | **Author** | [[email protected]](https://github.com/par-tec/esco-playground) |
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50
  type: f_score
51
  value: 0.9011225055
52
  ---
53
+ English transformer pipeline based on en_core_web_trf plus an entity recognizer based on the ESCO taxonomy. (Transformer(name='roberta-base', piece_encoder='byte-bpe', stride=104, type='roberta', width=768, window=144, vocab_size=50265)). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.
 
 
 
 
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  | Feature | Description |
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  | --- | --- |
 
60
  | **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner`, `entity_ruler` |
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  | **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner`, `entity_ruler` |
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  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | [OntoNotes 5](https://catalog.ldc.upenn.edu/LDC2013T19) (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston)<br>[ClearNLP Constituent-to-Dependency Conversion](https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md) (Emory University)<br>[WordNet 3.0](https://wordnet.princeton.edu/) (Princeton University)<br>[roberta-base](https://github.com/pytorch/fairseq/tree/master/examples/roberta) (Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov) |
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  | **License** | `MIT` |
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  | **Author** | [[email protected]](https://github.com/par-tec/esco-playground) |
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entity_ruler/patterns.jsonl CHANGED
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vocab/strings.json CHANGED
@@ -12399,7 +12399,883 @@
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  "ERY",
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  "ES",
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  "ESB",
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- "ESCO",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  "ESOP",
@@ -33171,6 +34047,7 @@
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  "ame",
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  "amed",
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  "amel",
 
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  "amen",
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  "amenable",
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  "amend",
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  "comporomise",
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  "comports",
 
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  "composed",
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  "composer",
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  "composers",
@@ -41415,6 +42293,7 @@
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  "contravened",
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  "contribued",
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  "contribute",
 
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  "contributed",
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  "contributes",
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  "contributing",
@@ -42029,10 +42908,12 @@
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  "create data sets",
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  "create database diagrams",
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  "create digital files",
 
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  "create freight rate databases",
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  "create game testing software",
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  "create innovative desserts",
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  "create online news content",
 
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  "create thematic maps",
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  "create website wireframe",
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  "created",
@@ -43357,6 +44238,9 @@
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  "define",
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  "define database physical structure",
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  "define firewall rules",
 
 
 
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  "defined",
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  "defines",
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  "defining",
@@ -43792,10 +44676,22 @@
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  "deshi",
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  "desierto",
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  "design",
 
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  "design circuits using cad",
 
 
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  "design component interfaces",
 
 
 
 
 
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  "design failover solutions",
 
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  "design interaction model",
 
 
 
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  "designate",
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  "designated",
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@@ -43945,16 +44841,20 @@
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  "devastatingly",
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  "develop code exploits",
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  "develop creative ideas",
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  "develop data link services for navigation purposes",
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  "develop data processing applications",
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  "develop digital content",
 
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  "develop geological databases",
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  "develop ict device driver",
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  "develop ict safety information",
 
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  "develop information security strategy",
 
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  "develop media strategy",
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  "develop models for weather forecast",
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  "develop musical ideas",
@@ -49176,6 +50076,7 @@
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  "fonz",
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  "foo",
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  "food",
 
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  "foods",
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  "foodservice",
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  "foodstuff",
@@ -50067,10 +50968,12 @@
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  "gamblers",
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  "gambles",
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  "gambling",
 
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  "game",
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  "gameboy",
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  "gamers",
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  "games",
 
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  "gametocide",
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  "gamey",
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  "gaming",
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  "impropriety",
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  "improv",
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  "improve",
 
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  "improved",
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  "improvement",
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  "improvements",
@@ -59626,6 +60530,7 @@
59626
  "maintain records of financial transactions",
59627
  "maintain records of work with service users",
59628
  "maintain recycling records",
 
59629
  "maintain stage equipment for horizontal movement",
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  "maintain stocks of veterinary materials",
59631
  "maintain treatment records",
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  "manage donor database",
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  "manage email hosting service",
59786
  "manage flight data communications programme",
 
59787
  "manage ict data classification",
59788
  "manage ict legacy implication",
59789
  "manage ict semantic integration",
@@ -61678,6 +62584,7 @@
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  "mod",
61679
  "mode",
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  "model",
 
61681
  "model medical devices",
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  "modeled",
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  "modeler",
@@ -61825,6 +62732,8 @@
61825
  "moneys",
61826
  "mong",
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  "mongan",
 
 
61828
  "mongol",
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  "mongolia",
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  "mongolian",
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  "multi-societal",
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  "multi-story",
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  "multi-task",
 
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  "multi-ton",
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  "multi-track",
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  "multibillion",
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  "oped",
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  "open",
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  "open source model",
 
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  "opencv",
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  "opened",
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  "openedge",
@@ -64761,6 +65672,7 @@
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  "opennet",
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  "openoffice",
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  "opera",
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  "use scripting programming",
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  "use session border controller",
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  "use shorthand computer program",
 
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  "use software for data preservation",
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  "use software libraries",
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  "use software tools for site modelling",
@@ -81699,6 +82613,7 @@
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  "usenet",
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  "user",
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  "user's",
 
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  "users",
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  "users'",
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  "usery",
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  "webpage",
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  "webpages",
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  "webs",
 
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  "website",
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  "websites",
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  "websphere",
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  "wryly",
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  "ws-",
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+ "ESCO||esco:ce26e71f-2d47-474e-89b6-7920931ac4fc",
13115
+ "ESCO||esco:cea46a1b-d29a-4373-8c39-e465a90756ac",
13116
+ "ESCO||esco:ceb175c2-fcf3-400e-833a-0a7b25131be7",
13117
+ "ESCO||esco:cf200547-25b5-47c8-9eda-bca4aedc13fb",
13118
+ "ESCO||esco:cf310cff-0d28-4dbc-9dbb-cc500a3196c2",
13119
+ "ESCO||esco:cf3e976d-2c3e-495c-a874-f9e8a66d3b48",
13120
+ "ESCO||esco:cf532795-a1fd-43bd-8407-6e43f877e6e3",
13121
+ "ESCO||esco:cfb8d64c-f8d7-4894-a02e-2551ab33f1d0",
13122
+ "ESCO||esco:d04ee340-5378-4601-8181-19da6d5cbfe0",
13123
+ "ESCO||esco:d05d0dc5-95f6-4287-8884-f54fcfea5178",
13124
+ "ESCO||esco:d0d3c335-5a7b-4856-a940-2057ea2c9e7b",
13125
+ "ESCO||esco:d15ce60f-ddab-41ce-ba56-398451b77b60",
13126
+ "ESCO||esco:d1724ca5-ebd3-472a-bea9-fad9fe9004bf",
13127
+ "ESCO||esco:d1972916-b734-4f0b-8070-ef410a771335",
13128
+ "ESCO||esco:d1e954cd-d290-4d80-97c0-7969960d2928",
13129
+ "ESCO||esco:d1ed5b3a-cab5-4c5d-baf8-0214998b58fb",
13130
+ "ESCO||esco:d2adb565-a865-424d-aeb5-9fbcbf2afe2a",
13131
+ "ESCO||esco:d2c9c20e-ff2f-4684-bf93-1d04c78f698f",
13132
+ "ESCO||esco:d31fab87-2a7d-485c-b699-2901ca294b15",
13133
+ "ESCO||esco:d32db06e-bd06-4415-a7ab-1b0ee68caa9a",
13134
+ "ESCO||esco:d336c13f-d0d9-4d15-b248-3956e6f8e695",
13135
+ "ESCO||esco:d4789070-2ff7-4bbb-94ca-8bb1739826a9",
13136
+ "ESCO||esco:d4ae4774-a81d-4255-8491-cade3580685a",
13137
+ "ESCO||esco:d503a629-9ac7-475f-8fd9-4cdcc14711cd",
13138
+ "ESCO||esco:d52426a8-e84f-4652-a655-7a6195381fcd",
13139
+ "ESCO||esco:d56fc2b5-4b0a-4e7e-9bde-a33736f6ff18",
13140
+ "ESCO||esco:d63f49de-cb72-4ce3-9553-a374a4f32f52",
13141
+ "ESCO||esco:d6cdef49-b669-4507-91d1-3f959cf98e47",
13142
+ "ESCO||esco:d6e3395b-5ab6-4fba-969a-3df634e904c5",
13143
+ "ESCO||esco:d86595cb-0c68-4d98-aea8-32269da7eef5",
13144
+ "ESCO||esco:d87fe0be-9055-4a76-a444-e98b5bfad9d8",
13145
+ "ESCO||esco:d8829a1d-dbde-435b-b921-29d6462f35c9",
13146
+ "ESCO||esco:d89b9a3f-19bf-4b9b-9664-ed35924eb399",
13147
+ "ESCO||esco:d908a818-70ef-419e-9d60-8f459114cb2f",
13148
+ "ESCO||esco:d96078b0-12f4-47d3-a260-61d22050a840",
13149
+ "ESCO||esco:d97c894e-d330-4bd3-b8ba-138fc11855ee",
13150
+ "ESCO||esco:d9818afc-1dec-4944-8c9c-e3ae8fad176d",
13151
+ "ESCO||esco:d9eaf831-9348-4330-a83e-b7c099cdc8f6",
13152
+ "ESCO||esco:da042121-959d-451b-b4d0-3bbf07c1bc67",
13153
+ "ESCO||esco:daa56d49-d7d3-4ba4-9b41-8b542ecfaa27",
13154
+ "ESCO||esco:dad18fbb-7053-46ed-8a7e-817a10b26ab8",
13155
+ "ESCO||esco:dad7e408-162f-46a4-8567-db560e19e2fc",
13156
+ "ESCO||esco:db36f7f1-5900-45bd-9ffb-f2b19c4362ac",
13157
+ "ESCO||esco:db54a4d7-9ea9-4c3d-9bd9-9169e6c1fb4f",
13158
+ "ESCO||esco:dba46f87-0831-49cd-a1c7-340a653c0221",
13159
+ "ESCO||esco:dc298fac-7ab4-4feb-9b43-33d947d7703e",
13160
+ "ESCO||esco:dcdd5ddf-82a6-4ac3-8edc-d4b23cae9a88",
13161
+ "ESCO||esco:dd1e0bc8-d54a-435a-bc43-586bac0b8c02",
13162
+ "ESCO||esco:dd5e070b-92c5-4483-a321-dfd97b814257",
13163
+ "ESCO||esco:ddfe79e2-c2e3-4ba7-9bdf-3820b4f75b54",
13164
+ "ESCO||esco:de0be6e8-644c-4cc9-9c8d-925dd98dda56",
13165
+ "ESCO||esco:de586dcf-d7e5-4340-bf5b-d59026f1b436",
13166
+ "ESCO||esco:de9f85ba-e77f-48fd-8c66-f5ebaf32d655",
13167
+ "ESCO||esco:def007fa-5fed-4a5f-91a2-b0d7e3db1be1",
13168
+ "ESCO||esco:df0612db-366c-4ff5-b106-40b9e385195c",
13169
+ "ESCO||esco:df11ab22-3c40-4dc8-ab0c-e9f41e62449e",
13170
+ "ESCO||esco:df329d70-87b0-466b-a214-3431f36e2a5e",
13171
+ "ESCO||esco:df538078-0ccb-4125-a61d-ebaa648b39f2",
13172
+ "ESCO||esco:df996a98-202f-4a9b-b088-38c8db03ef1b",
13173
+ "ESCO||esco:dfb9cec6-3ae3-408a-9d57-c44361bf7aaf",
13174
+ "ESCO||esco:e06ec50c-68f9-470f-8dc2-7488109c2dfd",
13175
+ "ESCO||esco:e0ae0101-ab8f-47a2-938b-ab0cc367b3b5",
13176
+ "ESCO||esco:e135f4ad-2eed-448c-8f39-beb44238177c",
13177
+ "ESCO||esco:e13b734a-218c-434a-a7cc-febac6d24ef3",
13178
+ "ESCO||esco:e1e99428-b91b-45e1-8ede-ed0cbf161930",
13179
+ "ESCO||esco:e23e81f5-18db-49aa-ad9b-b3d0fdcad1d2",
13180
+ "ESCO||esco:e2fea4d5-f1f4-4dea-89bb-43b1d07658af",
13181
+ "ESCO||esco:e439742d-558d-4f52-885e-afdc740b48cf",
13182
+ "ESCO||esco:e46291c7-52b9-4174-bd59-178884861038",
13183
+ "ESCO||esco:e465a154-93f7-4973-9ce1-31659fe16dd2",
13184
+ "ESCO||esco:e541c69c-ea80-4b17-87cb-4001d0b9d303",
13185
+ "ESCO||esco:e5a6e1e0-1b07-4432-83ba-77d593b2cb47",
13186
+ "ESCO||esco:e5b5053e-0ef6-4c4e-a3f2-42f955f4322c",
13187
+ "ESCO||esco:e5beeff8-7c98-490a-ae2c-16fbb6a87305",
13188
+ "ESCO||esco:e5c108c3-d6b6-4018-a34f-763e7793e746",
13189
+ "ESCO||esco:e5d1f825-60ed-4bdd-872a-e748c387f777",
13190
+ "ESCO||esco:e6b8f934-7f35-4dc6-9a64-f6c43acdc00b",
13191
+ "ESCO||esco:e72ce847-f7a9-40b8-ac66-ce291a2121de",
13192
+ "ESCO||esco:e743a3f3-ba4a-4dab-99a6-6321dba6b502",
13193
+ "ESCO||esco:e79dab00-fe87-48f2-b8cc-f48b68bc7f35",
13194
+ "ESCO||esco:e8171178-9a60-40a6-ad3b-510e10cfebad",
13195
+ "ESCO||esco:e819cc1e-09d9-47f2-b418-93972852daef",
13196
+ "ESCO||esco:e8b89eb6-51e8-4c3a-babb-88b2e110376b",
13197
+ "ESCO||esco:e975b791-b488-4935-be44-06f2f9a443bb",
13198
+ "ESCO||esco:e9ac6d35-0219-44c3-b488-bfd14923d09f",
13199
+ "ESCO||esco:ea271a04-ce7f-492f-bf2f-b6984a9a1910",
13200
+ "ESCO||esco:ea412de3-9d7a-4943-8d8c-c6d3c7495d0e",
13201
+ "ESCO||esco:eb0e5615-1575-4a86-a1a2-7d39595033c5",
13202
+ "ESCO||esco:eb275d0d-64bb-49cb-a501-72aff776088f",
13203
+ "ESCO||esco:eb3aa8c1-fb14-47b4-a352-b7975abd2480",
13204
+ "ESCO||esco:ec85cc63-4e24-4631-bf92-8789db2605c0",
13205
+ "ESCO||esco:ec95d0a4-886e-4eb1-aa4c-2d5f2549df7d",
13206
+ "ESCO||esco:ed1d8bd4-cd2a-4c64-b665-56d70651026c",
13207
+ "ESCO||esco:ed39edd3-44d0-4a16-9796-bfb99f92baf3",
13208
+ "ESCO||esco:ed5bbc64-7017-4e2e-b44e-65df88013a84",
13209
+ "ESCO||esco:ed8de897-adbe-4f0e-b4d2-534953e64c72",
13210
+ "ESCO||esco:eda4d727-4374-49af-ace4-118c7c906835",
13211
+ "ESCO||esco:edf0690f-629d-4674-a9df-45fd89413e85",
13212
+ "ESCO||esco:ee02393d-27dd-438a-8879-b8088ce45e79",
13213
+ "ESCO||esco:ee3c1d54-f46a-43c7-a0f9-0ba3648164d0",
13214
+ "ESCO||esco:ee6c325b-223e-432f-89c3-a0f135adac9e",
13215
+ "ESCO||esco:eeb2c17a-79f1-4e6d-9786-c34d462b7ae1",
13216
+ "ESCO||esco:eeca3780-8049-499f-a268-95a7ad26642c",
13217
+ "ESCO||esco:ef0527db-0442-4f05-a150-533b410e1cc1",
13218
+ "ESCO||esco:ef64005d-75bc-4597-8ed6-717edec5e55e",
13219
+ "ESCO||esco:f0010b93-5552-45cb-ad26-168c8168f319",
13220
+ "ESCO||esco:f0393af3-bcd9-41af-a36e-0cfb83b60081",
13221
+ "ESCO||esco:f049d050-12da-4e40-813a-2b5eb6df6b51",
13222
+ "ESCO||esco:f0de4973-0a70-4644-8fd4-3a97080476f4",
13223
+ "ESCO||esco:f0f5bb34-71df-4715-9c9e-03567b76ec8f",
13224
+ "ESCO||esco:f1dd6732-ad04-404b-a631-8da133ea7cfd",
13225
+ "ESCO||esco:f22dd07b-cb0f-4b18-ba54-d922dfaa8c14",
13226
+ "ESCO||esco:f24d196c-fda3-412b-aa8d-c9d36db80cd8",
13227
+ "ESCO||esco:f28617ad-afdd-4041-814c-216153a38998",
13228
+ "ESCO||esco:f2c26cd0-f823-4549-a418-f84d23131308",
13229
+ "ESCO||esco:f36fb0bd-21d5-4347-b484-69c735f4e700",
13230
+ "ESCO||esco:f399a9c1-be41-4117-bf86-a64b503c4cfd",
13231
+ "ESCO||esco:f40da95c-febe-406c-96aa-2d6d9c09a0a3",
13232
+ "ESCO||esco:f4229545-9cd3-4abf-ac7b-744040a7a61b",
13233
+ "ESCO||esco:f43ee9cc-7284-406f-b23f-3eedb0581141",
13234
+ "ESCO||esco:f47a1998-0beb-43be-9f46-380aa4d183da",
13235
+ "ESCO||esco:f4a85869-1855-45d5-a43c-7ee8cd451996",
13236
+ "ESCO||esco:f5308e60-d763-4ead-be95-88c96fb3e02b",
13237
+ "ESCO||esco:f5750c05-7b15-4e0b-8591-f9a1bb95aaac",
13238
+ "ESCO||esco:f597f772-24d3-4cec-813c-cf5a7027c794",
13239
+ "ESCO||esco:f5ac9226-0ace-4d34-a1c3-7b3845834a98",
13240
+ "ESCO||esco:f5f9b6fe-0ff2-4c0b-887a-12702d8612ba",
13241
+ "ESCO||esco:f632251a-4078-4546-b19f-7ef528d08325",
13242
+ "ESCO||esco:f6424ebb-8401-446b-9f7e-10d7c854da02",
13243
+ "ESCO||esco:f683ae1d-cb7c-4aa1-b9fe-205e1bd23535",
13244
+ "ESCO||esco:f6868852-9bf6-4899-a5d6-5f9532fb877d",
13245
+ "ESCO||esco:f68cd42c-1d67-4ca7-9b37-8f024763823d",
13246
+ "ESCO||esco:f6e32a5b-bd38-4dd2-87e5-24d56152bcc6",
13247
+ "ESCO||esco:f7e051fc-8f7b-45b3-8911-8ffb9b951f4a",
13248
+ "ESCO||esco:f7e2eb04-3e50-4561-bce1-7e51a1fec308",
13249
+ "ESCO||esco:f88002a8-6355-4d33-9496-285c166ff375",
13250
+ "ESCO||esco:f8e3425c-fe44-4ffb-bafe-0e20d91dadf4",
13251
+ "ESCO||esco:f8f1f725-0105-41fa-9887-4df9e7a7af1e",
13252
+ "ESCO||esco:f9670490-8aa4-4540-b121-d440a8294aab",
13253
+ "ESCO||esco:f975091a-e5a5-4472-ac17-11680e53e98f",
13254
+ "ESCO||esco:f9e788df-d68a-4f92-92c7-80e135fc35ff",
13255
+ "ESCO||esco:fa3e5cec-703e-4d46-b3bb-e8a89540ab54",
13256
+ "ESCO||esco:fa96f4e2-71ef-45b7-9bc7-823ad398cbc4",
13257
+ "ESCO||esco:faf8943c-72ff-4736-a587-25508695d6f0",
13258
+ "ESCO||esco:fafe0b9d-dbd9-46bd-b770-26299539ce66",
13259
+ "ESCO||esco:fb7aee4d-f6c6-4a87-8e9d-8e542b3771f8",
13260
+ "ESCO||esco:fbbcb9ab-4b95-4e57-a756-30d08b7da7a5",
13261
+ "ESCO||esco:fbf0c677-30f7-41f5-94a8-957aae5faafa",
13262
+ "ESCO||esco:fc2eea22-5bd1-4b78-aafe-4eb117c6bdd3",
13263
+ "ESCO||esco:fc2f1d4f-a46f-471e-a618-cbd4d0496a53",
13264
+ "ESCO||esco:fc72d86f-7e69-4bf8-b407-23303a798a0b",
13265
+ "ESCO||esco:fcffe2a5-6253-4848-92e7-749304aca647",
13266
+ "ESCO||esco:fd33c66c-70c4-40e6-b87c-5495bd3bf26e",
13267
+ "ESCO||esco:fd6d2981-3d4a-4ce2-9741-cfc98c5b74bd",
13268
+ "ESCO||esco:fda917eb-0d6a-4371-8c93-2a10bf950966",
13269
+ "ESCO||esco:fdc388ba-c8f4-4455-a55f-ffdf29b05f5f",
13270
+ "ESCO||esco:fdf15b35-9028-4acb-bfd2-43f00a015cd9",
13271
+ "ESCO||esco:fe1c2b32-7fe9-4668-affa-07ff658a68cf",
13272
+ "ESCO||esco:fecf8a0d-62c4-4e71-9b03-0f4fc2ad7bf5",
13273
+ "ESCO||esco:fef18610-c8ca-431b-9ca8-d3d0cdffde72",
13274
+ "ESCO||esco:ff25cbf0-6978-4c4c-887e-d4b185410d74",
13275
+ "ESCO||esco:ff6904ef-36e7-4890-8fb1-8353b299f047",
13276
+ "ESCO||esco:ffc1e455-ced2-4e67-bdb3-1c50f9683859",
13277
+ "ESCO||esco:ffddfc7c-a9dd-449f-9e96-882dc447c8b6",
13278
+ "ESCO||par-tec:8534efcf-7e31-4e56-bcfc-4f380cec7ab0",
13279
  "ESE",
13280
  "ESL988s",
13281
  "ESOP",
 
34047
  "ame",
34048
  "amed",
34049
  "amel",
34050
+ "ameliorate",
34051
  "amen",
34052
  "amenable",
34053
  "amend",
 
41661
  "comporomise",
41662
  "comportment",
41663
  "comports",
41664
+ "compose",
41665
  "composed",
41666
  "composer",
41667
  "composers",
 
42293
  "contravened",
42294
  "contribued",
42295
  "contribute",
42296
+ "contribute to development of biometric systems",
42297
  "contributed",
42298
  "contributes",
42299
  "contributing",
 
42908
  "create data sets",
42909
  "create database diagrams",
42910
  "create digital files",
42911
+ "create digital game characters",
42912
  "create freight rate databases",
42913
  "create game testing software",
42914
  "create innovative desserts",
42915
  "create online news content",
42916
+ "create software design",
42917
  "create thematic maps",
42918
  "create website wireframe",
42919
  "created",
 
44238
  "define",
44239
  "define database physical structure",
44240
  "define firewall rules",
44241
+ "define ict network design policies",
44242
+ "define integration strategy",
44243
+ "define software architecture",
44244
  "defined",
44245
  "defines",
44246
  "defining",
 
44676
  "deshi",
44677
  "desierto",
44678
  "design",
44679
+ "design application interfaces",
44680
  "design circuits using cad",
44681
+ "design cloud architecture",
44682
+ "design cloud networks",
44683
  "design component interfaces",
44684
+ "design computer network",
44685
+ "design database backup specifications",
44686
+ "design database in the cloud",
44687
+ "design database scheme",
44688
+ "design enterprise architecture",
44689
  "design failover solutions",
44690
+ "design information system",
44691
  "design interaction model",
44692
+ "design the digital interface of gambling, betting and lottery games",
44693
+ "design user interface",
44694
+ "design web-based courses",
44695
  "designate",
44696
  "designated",
44697
  "designating",
 
44841
  "devastatingly",
44842
  "devastation",
44843
  "develop",
44844
+ "develop automated software tests",
44845
  "develop code exploits",
44846
  "develop computer vision system",
44847
  "develop creative ideas",
44848
  "develop data link services for navigation purposes",
44849
  "develop data processing applications",
44850
  "develop digital content",
44851
+ "develop food scanner devices",
44852
  "develop geological databases",
44853
  "develop ict device driver",
44854
  "develop ict safety information",
44855
+ "develop ict test suite",
44856
  "develop information security strategy",
44857
+ "develop innovative mobility solutions",
44858
  "develop media strategy",
44859
  "develop models for weather forecast",
44860
  "develop musical ideas",
 
50076
  "fonz",
50077
  "foo",
50078
  "food",
50079
+ "food-sensor",
50080
  "foods",
50081
  "foodservice",
50082
  "foodstuff",
 
50968
  "gamblers",
50969
  "gambles",
50970
  "gambling",
50971
+ "gambling,",
50972
  "game",
50973
  "gameboy",
50974
  "gamers",
50975
  "games",
50976
+ "games'",
50977
  "gametocide",
50978
  "gamey",
50979
  "gaming",
 
55299
  "impropriety",
55300
  "improv",
55301
  "improve",
55302
+ "improve user-friendliness",
55303
  "improved",
55304
  "improvement",
55305
  "improvements",
 
60530
  "maintain records of financial transactions",
60531
  "maintain records of work with service users",
60532
  "maintain recycling records",
60533
+ "maintain responsive design",
60534
  "maintain stage equipment for horizontal movement",
60535
  "maintain stocks of veterinary materials",
60536
  "maintain treatment records",
 
60689
  "manage donor database",
60690
  "manage email hosting service",
60691
  "manage flight data communications programme",
60692
+ "manage ict data architecture",
60693
  "manage ict data classification",
60694
  "manage ict legacy implication",
60695
  "manage ict semantic integration",
 
62584
  "mod",
62585
  "mode",
62586
  "model",
62587
+ "model hardware",
62588
  "model medical devices",
62589
  "modeled",
62590
  "modeler",
 
62732
  "moneys",
62733
  "mong",
62734
  "mongan",
62735
+ "mongo",
62736
+ "mongodb",
62737
  "mongol",
62738
  "mongolia",
62739
  "mongolian",
 
63175
  "multi-societal",
63176
  "multi-story",
63177
  "multi-task",
63178
+ "multi-tier",
63179
  "multi-ton",
63180
  "multi-track",
63181
  "multibillion",
 
65656
  "oped",
65657
  "open",
65658
  "open source model",
65659
+ "openapi",
65660
  "opencv",
65661
  "opened",
65662
  "openedge",
 
65672
  "opennet",
65673
  "openoffice",
65674
  "opens",
65675
+ "opensource",
65676
  "opera",
65677
  "operable",
65678
  "operand",
 
76854
  "specified",
76855
  "specifies",
76856
  "specify",
76857
+ "specify digital game scenes",
76858
  "specifying",
76859
  "specimen",
76860
  "specimens",
 
82589
  "use scripting programming",
82590
  "use session border controller",
82591
  "use shorthand computer program",
82592
+ "use software design patterns",
82593
  "use software for data preservation",
82594
  "use software libraries",
82595
  "use software tools for site modelling",
 
82613
  "usenet",
82614
  "user",
82615
  "user's",
82616
+ "user-friendliness",
82617
  "users",
82618
  "users'",
82619
  "usery",
 
83984
  "webpage",
83985
  "webpages",
83986
  "webs",
83987
+ "webservices",
83988
  "website",
83989
  "websites",
83990
  "websphere",
 
84882
  "wryly",
84883
  "ws-",
84884
  "ws.",
84885
+ "wsdl",
84886
  "wse",
84887
  "wsj",
84888
  "wsn",