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Update spaCy pipeline

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@@ -0,0 +1,1387 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Macedonian Corpus
2
+
3
+ * Author: Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska
4
+ * URL: https://blog.netcetera.com/macedonian-spacy-f3c85484777f
5
+ * License: CC BY-SA 4.0
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+
7
+ ```
8
+ Attribution-ShareAlike 4.0 International
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+
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+ =======================================================================
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+
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+ Creative Commons Corporation ("Creative Commons") is not a law firm and
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+ does not provide legal services or legal advice. Distribution of
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+ Creative Commons public licenses provide a standard set of terms and
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+ including for purposes of Section 3(b); and
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+ For the avoidance of doubt, this Section 4 supplements and does not
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+ =======================================================================
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+ Creative Commons is not a party to its public
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433
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434
+ Creative Commons may be contacted at creativecommons.org.
435
+
436
+ ```
437
+
438
+
439
+
440
+
441
+ # Macedonian Corpus
442
+
443
+ * Author: Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska
444
+ * URL: https://blog.netcetera.com/macedonian-spacy-f3c85484777f
445
+ * License: CC BY-SA 4.0
446
+
447
+ ```
448
+ Attribution-ShareAlike 4.0 International
449
+
450
+ =======================================================================
451
+
452
+ Creative Commons Corporation ("Creative Commons") is not a law firm and
453
+ does not provide legal services or legal advice. Distribution of
454
+ Creative Commons public licenses does not create a lawyer-client or
455
+ other relationship. Creative Commons makes its licenses and related
456
+ information available on an "as-is" basis. Creative Commons gives no
457
+ warranties regarding its licenses, any material licensed under their
458
+ terms and conditions, or any related information. Creative Commons
459
+ disclaims all liability for damages resulting from their use to the
460
+ fullest extent possible.
461
+
462
+ Using Creative Commons Public Licenses
463
+
464
+ Creative Commons public licenses provide a standard set of terms and
465
+ conditions that creators and other rights holders may use to share
466
+ original works of authorship and other material subject to copyright
467
+ and certain other rights specified in the public license below. The
468
+ following considerations are for informational purposes only, are not
469
+ exhaustive, and do not form part of our licenses.
470
+
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+ Considerations for licensors: Our public licenses are
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+ =======================================================================
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+ ```
877
+
878
+
879
+
880
+
881
+ # Macedonian Corpus
882
+
883
+ * Author: Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska
884
+ * URL: https://blog.netcetera.com/macedonian-spacy-f3c85484777f
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+ * License: CC BY-SA 4.0
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+
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+ ```
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+ =======================================================================
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+
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+ Creative Commons is not a party to its public
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+ Creative Commons may be contacted at creativecommons.org.
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+
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+ ```
1317
+
1318
+
1319
+
1320
+
1321
+ # spaCy lookups data
1322
+
1323
+ * Author: Explosion
1324
+ * URL: https://github.com/explosion/spacy-lookups-data
1325
+ * License: MIT
1326
+
1327
+ ```
1328
+ Copyright 2019-2021 ExplosionAI GmbH
1329
+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy of
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1346
+ SOFTWARE.
1347
+ ```
1348
+
1349
+
1350
+
1351
+
1352
+ # Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)
1353
+
1354
+ * Author: Explosion
1355
+ * URL: https://spacy.io
1356
+ * License: CC0
1357
+
1358
+ ```
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+
README.md ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - spacy
4
+ - token-classification
5
+ language:
6
+ - mk
7
+ license: CC-BY-SA-4.0
8
+ model-index:
9
+ - name: mk_core_news_md
10
+ results:
11
+ - tasks:
12
+ name: NER
13
+ type: token-classification
14
+ metrics:
15
+ - name: Precision
16
+ type: precision
17
+ value: 0.7577586207
18
+ - name: Recall
19
+ type: recall
20
+ value: 0.7480851064
21
+ - name: F Score
22
+ type: f_score
23
+ value: 0.7528907923
24
+ - tasks:
25
+ name: SENTER
26
+ type: token-classification
27
+ metrics:
28
+ - name: Precision
29
+ type: precision
30
+ value: 0.768115942
31
+ - name: Recall
32
+ type: recall
33
+ value: 0.6883116883
34
+ - name: F Score
35
+ type: f_score
36
+ value: 0.7260273973
37
+ - tasks:
38
+ name: UNLABELED_DEPENDENCIES
39
+ type: token-classification
40
+ metrics:
41
+ - name: Accuracy
42
+ type: accuracy
43
+ value: 0.68633235
44
+ - tasks:
45
+ name: LABELED_DEPENDENCIES
46
+ type: token-classification
47
+ metrics:
48
+ - name: Accuracy
49
+ type: accuracy
50
+ value: 0.68633235
51
+ ---
52
+ ### Details: https://spacy.io/models/mk#mk_core_news_md
53
+
54
+ Macedonian pipeline optimized for CPU. Components: tok2vec, morphologizer, parser, senter, ner, attribute_ruler, lemmatizer.
55
+
56
+ | Feature | Description |
57
+ | --- | --- |
58
+ | **Name** | `mk_core_news_md` |
59
+ | **Version** | `3.1.0` |
60
+ | **spaCy** | `>=3.1.0,<3.2.0` |
61
+ | **Default Pipeline** | `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
62
+ | **Components** | `morphologizer`, `parser`, `senter`, `attribute_ruler`, `lemmatizer`, `ner` |
63
+ | **Vectors** | 274587 keys, 20000 unique vectors (300 dimensions) |
64
+ | **Sources** | [Macedonian Corpus](https://blog.netcetera.com/macedonian-spacy-f3c85484777f) (Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska)<br />[Macedonian Corpus](https://blog.netcetera.com/macedonian-spacy-f3c85484777f) (Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska)<br />[Macedonian Corpus](https://blog.netcetera.com/macedonian-spacy-f3c85484777f) (Damjan Zlatinov, Melanija Gerasimovska, Borijan Georgievski, Marija Todosovska)<br />[spaCy lookups data](https://github.com/explosion/spacy-lookups-data) (Explosion)<br />[Explosion fastText Vectors (cbow, OSCAR Common Crawl + Wikipedia)](https://spacy.io) (Explosion) |
65
+ | **License** | `CC BY-SA 4.0` |
66
+ | **Author** | [Explosion](https://explosion.ai) |
67
+
68
+ ### Label Scheme
69
+
70
+ <details>
71
+
72
+ <summary>View label scheme (55 labels for 4 components)</summary>
73
+
74
+ | Component | Labels |
75
+ | --- | --- |
76
+ | **`morphologizer`** | `POS=PROPN`, `POS=AUX`, `POS=ADJ`, `POS=NOUN`, `POS=ADP`, `POS=PUNCT`, `POS=CONJ`, `POS=NUM`, `POS=VERB`, `POS=PRON`, `POS=ADV`, `POS=SCONJ`, `POS=PART`, `POS=SYM`, `POS=X`, `_`, `POS=INTJ` |
77
+ | **`parser`** | `ROOT`, `advmod`, `att`, `aux`, `cc`, `dep`, `det`, `dobj`, `iobj`, `neg`, `nsubj`, `pobj`, `poss`, `pozm`, `pozv`, `prep`, `punct`, `relcl` |
78
+ | **`senter`** | `I`, `S` |
79
+ | **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
80
+
81
+ </details>
82
+
83
+ ### Accuracy
84
+
85
+ | Type | Score |
86
+ | --- | --- |
87
+ | `TOKEN_ACC` | 100.00 |
88
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