Add ko_udv25_koreangsd_trf-0.0.1

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+*.npz filter=lfs diff=lfs merge=lfs -text
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+model filter=lfs diff=lfs merge=lfs -text

LICENSE.txt

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+The treebank is licensed under the Creative Commons License Attribution-ShareAlike 4.0 International.
+
+The complete license text is available at:
+http://creativecommons.org/licenses/by-sa/4.0/legalcode

README.md

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+---
+tags:
+- spacy
+- token-classification
+language:
+- ko
+license: cc-by-sa-4.0
+model-index:
+- name: ko_udv25_koreangsd_trf
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9072742475
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9649232827
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9983273396
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9277591973
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8504650378
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.8095605243
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9508196721
+---
+UD v2.5 benchmarking pipeline for UD_Korean-GSD
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `ko_udv25_koreangsd_trf` |
+| **Version** | `0.0.1` |
+| **spaCy** | `>=3.2.1,<3.3.0` |
+| **Default Pipeline** | `experimental_char_ner_tokenizer`, `transformer`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Components** | `experimental_char_ner_tokenizer`, `transformer`, `senter`, `tagger`, `morphologizer`, `parser`, `experimental_edit_tree_lemmatizer` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | [Universal Dependencies v2.5](https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105) (Zeman, Daniel; et al.) |
+| **License** | `CC BY-SA 4.0` |
+| **Author** | [Explosion](https://explosion.ai) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (2415 labels for 6 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`experimental_char_ner_tokenizer`** | `TOKEN` |
+| **`senter`** | `I`, `S` |
+| **`tagger`** | `+SW`, `??`, `EC`, `EC+JX`, `ETM`, `IC`, `IC+VCP+ETM`, `IC+VV+EC`, `JC`, `JC+SN`, `JKB`, `JKB+JKG`, `JKB+JX`, `JKC`, `JKG`, `JKO`, `JKQ`, `JKQ+JX`, `JKS`, `JX`, `JX+JKO`, `JX+JX`, `JX+SN+NNB`, `MAG`, `MAG+JKB`, `MAG+JKB+JX`, `MAG+JKS`, `MAG+JX`, `MAG+JX+JX`, `MAG+MM`, `MAG+NNG`, `MAG+NNG+JKB`, `MAG+VA+EF`, `MAG+VCP+EC`, `MAG+VCP+EF`, `MAG+VCP+EP+EC`, `MAG+VCP+ETM`, `MAG+VCP+ETN`, `MAG+VV+EC`, `MAG+VV+EC+NNP+NNP`, `MAG+VV+EC+VX+EP+EC`, `MAG+VV+EF`, `MAG+VV+EP+EC`, `MAG+VV+EP+EF`, `MAG+VV+EP+ETM`, `MAG+VV+ETM`, `MAG+VV+ETN`, `MAG+XSA+EC`, `MAG+XSA+ETM`, `MAG+XSN`, `MAG+XSV+EC`, `MAG+XSV+EC+JKS`, `MAG+XSV+EC+JX`, `MAG+XSV+EC+VX+EC`, `MAG+XSV+EC+VX+EP+EC`, `MAG+XSV+EC+VX+EP+EF`, `MAG+XSV+EC+VX+EP+EP+EC`, `MAG+XSV+EF`, `MAG+XSV+EP+EC`, `MAG+XSV+EP+EF`, `MAG+XSV+EP+ETM`, `MAG+XSV+ETM`, `MAJ`, `MM`, `MM+NNB`, `MM+NNB+JKB`, `MM+NNB+JKG`, `MM+NNB+JX`, `MM+NNB+NNB+JKG`, `MM+NNB+VCP+EC`, `MM+NNB+VCP+ETM`, `MM+NNB+XSN`, `MM+NNB+XSN+JKB`, `MM+NNG`, `MM+NNG+JC`, `MM+NNG+JKB`, `MM+NNG+JKG`, `MM+NNG+JKO`, `MM+NNG+JKS`, `MM+NNG+JX`, `MM+NNG+NNG+JKG`, `MM+NNG+VCP+ETM`, `MM+NNG+XSN+VCP+ETM`, `MM+NNP`, `MM+NNP+JKS`, `MM+NNP+JX+JX`, `MM+SN+NR+NNB+XSN`, `NA`, `NNB`, `NNB+JC`, `NNB+JKB`, `NNB+JKB+JX`, `NNB+JKC`, `NNB+JKG`, `NNB+JKO`, `NNB+JKS`, `NNB+JX`, `NNB+JX+JKB`, `NNB+JX+JKO`, `NNB+JX+JKS`, `NNB+JX+VV+EF`, `NNB+NNB`, `NNB+NNB+JKG`, `NNB+NNB+JX`, `NNB+NNB+NNG+JKG`, `NNB+NNG`, `NNB+NNG+JKB`, `NNB+NNG+JKO`, `NNB+NNG+JX`, `NNB+NNG+XSN`, `NNB+NNP+JKB+JX`, `NNB+NNP+JKB+VCP+EF`, `NNB+NNP+JKG`, `NNB+VCP+EC`, `NNB+VCP+EC+JX`, `NNB+VCP+EF`, `NNB+VCP+EP+EF`, `NNB+VCP+EP+ETM`, `NNB+VCP+EP+ETN`, `NNB+VCP+ETM`, `NNB+VCP+ETM+NNG`, `NNB+VCP+ETM+NNG+JKB`, `NNB+VCP+ETN`, `NNB+XSA+EC`, `NNB+XSA+EP+EC`, `NNB+XSA+EP+EF`, `NNB+XSA+ETM`, `NNB+XSA+ETN`, `NNB+XSN`, `NNB+XSN+JC`, `NNB+XSN+JKB`, `NNB+XSN+JKG`, `NNB+XSN+JKS`, `NNB+XSN+JX`, `NNB+XSN+VCP+EF`, `NNG`, `NNG+EC`, `NNG+EC+EF`, `NNG+EF`, `NNG+JC`, `NNG+JKB`, `NNG+JKB+JC`, `NNG+JKB+JKB`, `NNG+JKB+JKG`, `NNG+JKB+JX`, `NNG+JKB+NNG+NNG+NNG+XSN+SL`, `NNG+JKB+VCP+EC`, `NNG+JKB+VCP+ETM`, `NNG+JKC`, `NNG+JKG`, `NNG+JKO`, `NNG+JKO+VV+EC`, `NNG+JKS`, `NNG+JKS+JX`, `NNG+JKS+VA+EC`, `NNG+JX`, `NNG+JX+JKB`, `NNG+JX+JKG`, `NNG+JX+JKO`, `NNG+JX+JKS`, `NNG+JX+JX`, `NNG+JX+VCP+EC`, `NNG+JX+VCP+EP+EF`, `NNG+JX+VV+EC`, `NNG+JX+VV+ETM`, `NNG+MAG`, `NNG+NA`, `NNG+NNB`, `NNG+NNB+JKB`, `NNG+NNB+JKB+JX`, `NNG+NNB+JKG`, `NNG+NNB+JKO`, `NNG+NNB+JKS`, `NNG+NNB+JX`, `NNG+NNB+NNG`, `NNG+NNB+NNP+JKB`, `NNG+NNB+VCP+EC`, `NNG+NNB+VCP+EF`, `NNG+NNB+VCP+ETM`, `NNG+NNB+VCP+ETM+NNG+JKG`, `NNG+NNG`, `NNG+NNG+ETN+JKB+JX`, `NNG+NNG+JC`, `NNG+NNG+JKB`, `NNG+NNG+JKB+JKG`, `NNG+NNG+JKB+JX`, `NNG+NNG+JKC`, `NNG+NNG+JKG`, `NNG+NNG+JKO`, `NNG+NNG+JKS`, `NNG+NNG+JX`, `NNG+NNG+JX+JKS`, `NNG+NNG+JX+JX`, `NNG+NNG+JX+JX+VV+EC`, `NNG+NNG+JX+NNG`, `NNG+NNG+MAG`, `NNG+NNG+NNB`, `NNG+NNG+NNB+JKB`, `NNG+NNG+NNB+JKO`, `NNG+NNG+NNB+JKS`, `NNG+NNG+NNB+JX`, `NNG+NNG+NNB+VCP+EC`, `NNG+NNG+NNB+VCP+ETM`, `NNG+NNG+NNG`, `NNG+NNG+NNG+JC`, `NNG+NNG+NNG+JKB`, `NNG+NNG+NNG+JKB+JKG`, `NNG+NNG+NNG+JKB+JX`, `NNG+NNG+NNG+JKG`, `NNG+NNG+NNG+JKO`, `NNG+NNG+NNG+JKS`, `NNG+NNG+NNG+JX`, `NNG+NNG+NNG+NNG`, `NNG+NNG+NNG+NNG+JC`, `NNG+NNG+NNG+NNG+JKB`, `NNG+NNG+NNG+NNG+JKO`, `NNG+NNG+NNG+NNG+JKS`, `NNG+NNG+NNG+NNG+JX`, `NNG+NNG+NNG+NNG+NNG`, `NNG+NNG+NNG+NNG+NNG+JKO`, `NNG+NNG+NNG+NNG+NNG+JKS`, `NNG+NNG+NNG+NNG+NNG+JX`, `NNG+NNG+NNG+NNG+VCP+EF`, `NNG+NNG+NNG+NNG+VCP+ETM`, `NNG+NNG+NNG+VCP+EC`, `NNG+NNG+NNG+VCP+EF`, `NNG+NNG+NNG+VCP+ETM`, `NNG+NNG+NNG+XSN`, `NNG+NNG+NNG+XSN+JKB`, `NNG+NNG+NNG+XSN+NNG+VCP+EC`, `NNG+NNG+NNP`, `NNG+NNG+SN+NNB+JX`, `NNG+NNG+SN+NNG`, `NNG+NNG+VCP+EC`, `NNG+NNG+VCP+EC+JX`, `NNG+NNG+VCP+EF`, `NNG+NNG+VCP+EP+EF`, `NNG+NNG+VCP+EP+ETM`, `NNG+NNG+VCP+ETM`, `NNG+NNG+VCP+ETN`, `NNG+NNG+VCP+ETN+JKB`, `NNG+NNG+VCP+ETN+JX`, `NNG+NNG+VV+ETN`, `NNG+NNG+XSN`, `NNG+NNG+XSN+JC`, `NNG+NNG+XSN+JKB`, `NNG+NNG+XSN+JKB+JX`, `NNG+NNG+XSN+JKG`, `NNG+NNG+XSN+JKO`, `NNG+NNG+XSN+JKS`, `NNG+NNG+XSN+JX`, `NNG+NNG+XSN+NNG+JX`, `NNG+NNG+XSN+VCP+EF`, `NNG+NNG+XSV+EC`, `NNG+NNG+XSV+EF`, `NNG+NNG+XSV+EP+EC`, `NNG+NNG+XSV+EP+EF`, `NNG+NNG+XSV+ETM`, `NNG+NNG+XSV+ETN`, `NNG+NNG+XSV+ETN+JKO`, `NNG+NNP`, `NNG+NNP+JKB`, `NNG+NNP+JKS`, `NNG+NNP+JX`, `NNG+NNP+JX+JKG`, `NNG+NNP+NNG`, `NNG+NNP+NNG+JKB`, `NNG+NNP+NNG+NNG`, `NNG+NNP+NNG+NNG+NNG+JKB+JX`, `NNG+NNP+NNP`, `NNG+SL`, `NNG+SL+JKS`, `NNG+SL+JX`, `NNG+SN`, `NNG+SN+JKB+JX`, `NNG+SN+JKG`, `NNG+SN+JKO`, `NNG+SN+NNB`, `NNG+SN+NNB+JKB`, `NNG+SN+NNG`, `NNG+SN+NNG+JX`, `NNG+SN+NNG+NNG+JKG`, `NNG+SN+SL+JX`, `NNG+VA+EC`, `NNG+VA+EF`, `NNG+VA+ETM`, `NNG+VA+ETN`, `NNG+VCN+EP+EC`, `NNG+VCP+EC`, `NNG+VCP+EC+JKO`, `NNG+VCP+EC+JKS`, `NNG+VCP+EC+JX`, `NNG+VCP+EF`, `NNG+VCP+EP+EC`, `NNG+VCP+EP+EC+JX`, `NNG+VCP+EP+EF`, `NNG+VCP+EP+ETM`, `NNG+VCP+EP+ETN`, `NNG+VCP+ETM`, `NNG+VCP+ETM+NNB`, `NNG+VCP+ETN`, `NNG+VCP+ETN+JKB`, `NNG+VCP+ETN+JKB+JX`, `NNG+VCP+ETN+JKO`, `NNG+VCP+ETN+JKS`, `NNG+VCP+ETN+JX`, `NNG+VV`, `NNG+VV+EC`, `NNG+VV+EC+VCP+EC`, `NNG+VV+EC+VX+EC`, `NNG+VV+EC+VX+ETM`, `NNG+VV+EF`, `NNG+VV+EP+EC`, `NNG+VV+EP+EF`, `NNG+VV+EP+ETM`, `NNG+VV+ETM`, `NNG+VV+ETN`, `NNG+VV+ETN+JKS`, `NNG+VV+ETN+NNG`, `NNG+XPN+NNG`, `NNG+XPN+NNG+JKO`, `NNG+XPN+NNP+JKG`, `NNG+XSA+EC`, `NNG+XSA+EC+VX+EC`, `NNG+XSA+EF`, `NNG+XSA+EP+EF`, `NNG+XSA+ETM`, `NNG+XSA+ETN`, `NNG+XSA+ETN+JC`, `NNG+XSA+ETN+JKO`, `NNG+XSA+ETN+JKS`, `NNG+XSN`, `NNG+XSN+JC`, `NNG+XSN+JKB`, `NNG+XSN+JKB+JKB`, `NNG+XSN+JKB+JKG`, `NNG+XSN+JKB+JX`, `NNG+XSN+JKG`, `NNG+XSN+JKO`, `NNG+XSN+JKS`, `NNG+XSN+JKS+JX`, `NNG+XSN+JX`, `NNG+XSN+JX+JKO`, `NNG+XSN+MAG`, `NNG+XSN+NNG`, `NNG+XSN+NNG+JKG`, `NNG+XSN+NNG+JKO`, `NNG+XSN+NNG+JX`, `NNG+XSN+NNG+NNG+JC`, `NNG+XSN+VCP+EC`, `NNG+XSN+VCP+EF`, `NNG+XSN+VCP+EP+EC`, `NNG+XSN+VCP+EP+ETM`, `NNG+XSN+VCP+EP+ETN`, `NNG+XSN+VCP+ETM`, `NNG+XSN+XSN`, `NNG+XSN+XSN+JC`, `NNG+XSN+XSN+JKB`, `NNG+XSN+XSN+JKG`, `NNG+XSN+XSN+JKO`, `NNG+XSN+XSN+JKS`, `NNG+XSN+XSN+JX`, `NNG+XSN+XSN+VCP+EC`, `NNG+XSN+XSV+EC`, `NNG+XSN+XSV+EF`, `NNG+XSN+XSV+EP+EC`, `NNG+XSN+XSV+EP+EF`, `NNG+XSN+XSV+ETM`, `NNG+XSN+XSV+ETN`, `NNG+XSV+EC`, `NNG+XSV+EC+JKO`, `NNG+XSV+EC+JX`, `NNG+XSV+EC+NP+JKB`, `NNG+XSV+EC+VX+EC`, `NNG+XSV+EC+VX+EF`, `NNG+XSV+EC+VX+EP+EC`, `NNG+XSV+EC+VX+EP+EF`, `NNG+XSV+EC+VX+EP+ETM`, `NNG+XSV+EC+VX+ETM`, `NNG+XSV+EC+VX+ETN`, `NNG+XSV+EC+VX+ETN+JKO`, `NNG+XSV+EF`, `NNG+XSV+EP+EC`, `NNG+XSV+EP+EC+JKB`, `NNG+XSV+EP+EC+JX`, `NNG+XSV+EP+EF`, `NNG+XSV+EP+EP+EC`, `NNG+XSV+EP+EP+ETM`, `NNG+XSV+EP+ETM`, `NNG+XSV+EP+ETN`, `NNG+XSV+EP+ETN+JKO`, `NNG+XSV+ETM`, `NNG+XSV+ETM+NNB`, `NNG+XSV+ETM+NNB+XSA+ETM`, `NNG+XSV+ETM+NNG`, `NNG+XSV+ETM+NNG+JX`, `NNG+XSV+ETN`, `NNG+XSV+ETN+JC`, `NNG+XSV+ETN+JKB`, `NNG+XSV+ETN+JKB+JX`, `NNG+XSV+ETN+JKO`, `NNG+XSV+ETN+JKS`, `NNG+XSV+ETN+JX`, `NNP`, `NNP+JC`, `NNP+JKB`, `NNP+JKB+JKG`, `NNP+JKB+JKO`, `NNP+JKB+JX`, `NNP+JKC`, `NNP+JKG`, `NNP+JKG+NNG`, `NNP+JKO`, `NNP+JKS`, `NNP+JX`, `NNP+JX+JKG`, `NNP+NNB`, `NNP+NNB+JC`, `NNP+NNB+JKB`, `NNP+NNB+JKB+JX`, `NNP+NNB+JKG`, `NNP+NNB+JKO`, `NNP+NNB+JKS`, `NNP+NNB+JX`, `NNP+NNB+NNG+NNG+JKB+JX`, `NNP+NNB+XSN`, `NNP+NNB+XSN+JKO`, `NNP+NNG`, `NNP+NNG+JC`, `NNP+NNG+JKB`, `NNP+NNG+JKB+JKG`, `NNP+NNG+JKB+JX`, `NNP+NNG+JKG`, `NNP+NNG+JKO`, `NNP+NNG+JKS`, `NNP+NNG+JX`, `NNP+NNG+JX+JKB`, `NNP+NNG+JX+JX`, `NNP+NNG+NNB`, `NNP+NNG+NNB+JKS`, `NNP+NNG+NNB+NNP+NNG+JKB`, `NNP+NNG+NNG`, `NNP+NNG+NNG+JC`, `NNP+NNG+NNG+JKB`, `NNP+NNG+NNG+JKB+JKG`, `NNP+NNG+NNG+JKB+JX`, `NNP+NNG+NNG+JKG`, `NNP+NNG+NNG+JKO`, `NNP+NNG+NNG+JKS`, `NNP+NNG+NNG+JX`, `NNP+NNG+NNG+MM`, `NNP+NNG+NNG+NNG`, `NNP+NNG+NNG+NNG+JC`, `NNP+NNG+NNG+NNG+JKG`, `NNP+NNG+NNG+NNG+JKO`, `NNP+NNG+NNG+NNG+JKS`, `NNP+NNG+NNG+NNG+NNG`, `NNP+NNG+NNG+NNP`, `NNP+NNG+VCP+EF`, `NNP+NNG+VCP+ETM`, `NNP+NNG+VV+ETN`, `NNP+NNG+XSN`, `NNP+NNG+XSN+JKB`, `NNP+NNG+XSN+JKG`, `NNP+NNG+XSN+JKO`, `NNP+NNG+XSN+JKS`, `NNP+NNG+XSV+ETN+JKS`, `NNP+NNP`, `NNP+NNP+JKB`, `NNP+NNP+JKG`, `NNP+NNP+JKS`, `NNP+NNP+NNB`, `NNP+NNP+NNG`, `NNP+NNP+NNG+NNG+NNG`, `NNP+NNP+NNG+NNP+NNB+JKO`, `NNP+NP`, `NNP+NP+JC`, `NNP+NP+NNB+JKS`, `NNP+SL`, `NNP+SL+JKB`, `NNP+SL+JKO`, `NNP+SL+JKS`, `NNP+SL+JX`, `NNP+SL+NNG+JKB`, `NNP+SN`, `NNP+SN+NNG`, `NNP+VA+ETM`, `NNP+VCP+EC`, `NNP+VCP+EF`, `NNP+VCP+EP+EC`, `NNP+VCP+ETM`, `NNP+VV+ETM`, `NNP+VV+NNP+NNG+NNG+JKG`, `NNP+XSN`, `NNP+XSN+JKB`, `NNP+XSN+JKB+JX`, `NNP+XSN+JKG`, `NNP+XSN+JKO`, `NNP+XSN+JKS`, `NNP+XSN+VCP+EC`, `NNP+XSN+VCP+EF`, `NNP+XSN+XSN+JX`, `NP`, `NP+EF`, `NP+JKB`, `NP+JKB+JX`, `NP+JKB+VCP+EC`, `NP+JKG`, `NP+JKO`, `NP+JKS`, `NP+JX`, `NP+JX+JKG`, `NP+JX+JX`, `NP+JX+VV+ETM`, `NP+NNB`, `NP+NNB+JKG`, `NP+NNB+JKO`, `NP+NNG`, `NP+NNG+JKB`, `NP+NNG+JKG`, `NP+NNG+XSN+JKG`, `NP+NP`, `NP+VA+EC+JX`, `NP+VA+ETM`, `NP+VCP+EC`, `NP+VCP+EC+JKB`, `NP+VCP+EF`, `NP+VCP+EP+EC`, `NP+VCP+ETN`, `NP+VV+EC`, `NP+XSN`, `NP+XSN+JKB`, `NP+XSN+JKC`, `NP+XSN+JKG`, `NP+XSN+JKO`, `NP+XSN+JKS`, `NP+XSN+JX`, `NP+XSN+XSN`, `NP+XSV+EC`, `NR`, `NR+JC`, `NR+JKB`, `NR+JKG`, `NR+JKO`, `NR+JKS`, `NR+JX`, `NR+JX+JKO`, `NR+NNB`, `NR+NNB+JKB`, `NR+NNB+JKB+JX`, `NR+NNB+JKG`, `NR+NNB+JKO`, `NR+NNB+JKS`, `NR+NNB+JX`, `NR+NNB+VCP+EP+EC`, `NR+NNG`, `NR+NNG+JKB`, `NR+NNG+JKB+JX`, `NR+NNG+JKG`, `NR+NR+JC`, `NR+NR+NNG+JKO`, `NR+SN+NNB`, `NR+SN+NNB+VCP+EP+EF`, `NR+VCP+EC`, `NR+VCP+EF`, `NR+VCP+EP+EC`, `NR+VCP+EP+EF`, `NR+VCP+ETM`, `NR+XSN`, `NR+XSN+JX`, `SE`, `SF`, `SH`, `SH+SL+SH`, `SL`, `SL+JC`, `SL+JKB`, `SL+JKB+JKG`, `SL+JKB+JX`, `SL+JKG`, `SL+JKO`, `SL+JKS`, `SL+JKS+JX`, `SL+JX`, `SL+MM+NNB`, `SL+NNB`, `SL+NNB+JKB`, `SL+NNB+JKG`, `SL+NNB+JKS`, `SL+NNB+JX`, `SL+NNG`, `SL+NNG+JC`, `SL+NNG+JKB`, `SL+NNG+JKG`, `SL+NNG+JKO`, `SL+NNG+JKS`, `SL+NNG+JX`, `SL+NNG+NNB+JKB`, `SL+NNG+NNG`, `SL+NNG+NNG+JKB`, `SL+NNG+VCP+EF`, `SL+NNG+XSN+JKS`, `SL+NNP`, `SL+NNP+NNG`, `SL+NNP+NNG+JKG`, `SL+NNP+NNP+JKB`, `SL+SF+SL+JKB`, `SL+SL`, `SL+SL+JC`, `SL+SL+JKG`, `SL+SL+SL`, `SL+SL+SL+JKG`, `SL+SL+VCP+ETM`, `SL+SN`, `SL+SN+JC`, `SL+SN+JKB`, `SL+SN+JKO`, `SL+SN+JX`, `SL+SN+NNG`, `SL+SN+SL`, `SL+SN+SN+SL`, `SL+SN+VCP+EC`, `SL+VCP+ETM`, `SL+VV+ETM`, `SL+XSA+EC`, `SL+XSN`, `SL+XSN+JKG`, `SN`, `SN+JC`, `SN+JKB`, `SN+JKG`, `SN+JKO`, `SN+JKS`, `SN+JX`, `SN+NNB`, `SN+NNB+JC`, `SN+NNB+JKB`, `SN+NNB+JKB+JX`, `SN+NNB+JKG`, `SN+NNB+JKO`, `SN+NNB+JKS`, `SN+NNB+JX`, `SN+NNB+JX+JKB`, `SN+NNB+JX+JKO`, `SN+NNB+JX+JX`, `SN+NNB+NNB`, `SN+NNB+NNB+JKB`, `SN+NNB+NNB+JKG`, `SN+NNB+NNG`, `SN+NNB+NNG+JC`, `SN+NNB+NNG+JKB`, `SN+NNB+NNG+JKO`, `SN+NNB+NNG+JKS`, `SN+NNB+NNG+JX`, `SN+NNB+NNG+VCP+EF`, `SN+NNB+SN+JKB`, `SN+NNB+SN+NNB`, `SN+NNB+SN+NNB+JKB`, `SN+NNB+SN+NNB+JKO`, `SN+NNB+SN+NNB+JX`, `SN+NNB+SN+NNB+SN+NNB+SN+NNB`, `SN+NNB+SN+NNB+VCP+EF`, `SN+NNB+SN+NNG+SN+NNG+JKG`, `SN+NNB+SN+NR`, `SN+NNB+VCP+EC`, `SN+NNB+VCP+EF`, `SN+NNB+VCP+EP+EC`, `SN+NNB+VCP+EP+EF`, `SN+NNB+VCP+EP+ETM`, `SN+NNB+VCP+ETM`, `SN+NNB+VCP+ETN+JKB`, `SN+NNB+XSN`, `SN+NNB+XSN+JKB`, `SN+NNB+XSN+JKO`, `SN+NNB+XSN+JKS`, `SN+NNB+XSN+JX+JX`, `SN+NNB+XSN+VCP+EF`, `SN+NNG`, `SN+NNG+JC`, `SN+NNG+JKB`, `SN+NNG+JKB+JX`, `SN+NNG+JKG`, `SN+NNG+JKO`, `SN+NNG+JKS`, `SN+NNG+JX`, `SN+NNG+NNG`, `SN+NNG+NNG+JKB`, `SN+NNG+NNG+JKO`, `SN+NNG+NNG+VCP+ETM`, `SN+NNG+SN+NNG`, `SN+NNG+SN+NNG+JKB`, `SN+NNG+SN+NNG+JKG`, `SN+NNG+VCP+EC`, `SN+NNG+VCP+EF`, `SN+NNG+VCP+ETM`, `SN+NNG+XSN`, `SN+NNG+XSN+JKB`, `SN+NNP+NNB+SN+NNB`, `SN+NR`, `SN+NR+JKB`, `SN+NR+JKS`, `SN+NR+JX`, `SN+NR+NNB`, `SN+NR+NNB+JKB`, `SN+NR+NNB+JKG`, `SN+NR+NNB+JKO`, `SN+NR+NNB+JKS`, `SN+NR+NNB+JX`, `SN+NR+NNB+SN+NR+NNB`, `SN+NR+NNB+VCP+EC`, `SN+NR+NNB+VCP+EF`, `SN+NR+NNB+XSN`, `SN+NR+NNG+JKG`, `SN+NR+NNG+SN+NNB`, `SN+NR+NNG+SN+NNG+VCP+ETM`, `SN+NR+NNG+SN+NR+SN+NNB`, `SN+NR+SN`, `SN+NR+SN+NNB`, `SN+NR+SN+NNB+JKB`, `SN+NR+SN+NNB+JKS`, `SN+NR+SN+NNB+XSA+EC+VV`, `SN+NR+SN+NNG`, `SN+NR+SN+NNG+JKG`, `SN+NR+SN+NNP`, `SN+NR+SN+NR`, `SN+NR+SN+NR+NNB`, `SN+NR+SN+NR+NNB+JKO`, `SN+NR+SN+NR+NNB+JX`, `SN+NR+SN+NR+NNB+VCP+EF`, `SN+NR+SN+NR+SN+NNB+JKB`, `SN+NR+SN+NR+SN+NNB+JKG`, `SN+NR+SN+NR+SN+NNB+JKO`, `SN+NR+SN+NR+SN+NR`, `SN+NR+SN+NR+SN+NR+NNB`, `SN+NR+SN+NR+SN+NR+SN+NNB+JKB`, `SN+NR+SN+NR+SN+NR+SN+NR`, `SN+NR+SN+NR+VCP+EF`, `SN+NR+SN+NR+XSN`, `SN+NR+SN+SL+NNG`, `SN+NR+XSN`, `SN+NR+XSN+NNB+JKO`, `SN+NR+XSN+NNB+JKS`, `SN+SL`, `SN+SL+JKB`, `SN+SL+JKG`, `SN+SL+JKO`, `SN+SL+JKS`, `SN+SL+NNG`, `SN+SL+NNG+JKO`, `SN+SL+NNG+JX`, `SN+SL+SN+JKS`, `SN+SL+VCP+EC`, `SN+SN`, `SN+SN+JKB`, `SN+SN+NNB`, `SN+SN+NNB+JKG`, `SN+SN+NNG`, `SN+SN+NNG+JX`, `SN+SN+SL`, `SN+SN+SL+JKB`, `SN+SN+SN`, `SN+SN+SN+SN`, `SN+VCP+ETM`, `SN+XSN`, `SN+XSN+JKB+JX`, `SN+XSN+JKG`, `SN+XSN+JKO`, `SN+XSN+NNB`, `SN+XSN+NNB+JKB`, `SN+XSN+NNB+JKG`, `SN+XSN+NNB+JKS`, `SN+XSN+NNB+NNB`, `SN+XSN+SL+JKG`, `SN+XSN+XSN+JX`, `SO`, `SP`, `SS`, `SW`, `VA`, `VA+EC`, `VA+EC+EC`, `VA+EC+JKO`, `VA+EC+JKS`, `VA+EC+JX`, `VA+EC+JX+JX`, `VA+EC+VCP+EC`, `VA+EC+VCP+EF`, `VA+EC+VV+ETM`, `VA+EC+VX+EC`, `VA+EC+VX+EF`, `VA+EC+VX+EP+EC`, `VA+EC+VX+EP+EF`, `VA+EC+VX+EP+ETM`, `VA+EC+VX+ETM`, `VA+EC+VX+ETN`, `VA+EF`, `VA+EF+ETM+NNG`, `VA+EP+EC`, `VA+EP+EF`, `VA+EP+ETM`, `VA+EP+ETN`, `VA+ETM`, `VA+ETM+EC`, `VA+ETM+NNB`, `VA+ETM+NNB+JKG`, `VA+ETM+NNB+XSA+ETM`, `VA+ETM+NNG`, `VA+ETM+NNG+JKG`, `VA+ETN`, `VA+ETN+JKB`, `VA+ETN+JKB+JX`, `VA+ETN+JKG`, `VA+ETN+JX`, `VCN+EC`, `VCN+EC+JX`, `VCN+EF`, `VCN+EP+EC`, `VCN+EP+ETM`, `VCN+ETM`, `VCN+ETN`, `VCP+EC`, `VCP+EC+SN`, `VCP+EC+VX+EC`, `VCP+EF`, `VCP+EP+EC`, `VCP+EP+EF`, `VCP+EP+ETM`, `VCP+ETM`, `VV`, `VV+EC`, `VV+EC+EC`, `VV+EC+EP+EC`, `VV+EC+EP+EF`, `VV+EC+ETN`, `VV+EC+JKB`, `VV+EC+JKG`, `VV+EC+JKG+NNG+JKO`, `VV+EC+JKO`, `VV+EC+JKS`, `VV+EC+JX`, `VV+EC+JX+JKG`, `VV+EC+JX+MM`, `VV+EC+JX+NNB+JKB`, `VV+EC+SH+JKB`, `VV+EC+VCP+EC`, `VV+EC+VCP+EF`, `VV+EC+VCP+EP`, `VV+EC+VCP+EP+EF`, `VV+EC+VCP+ETM`, `VV+EC+VV+EC`, `VV+EC+VV+EF`, `VV+EC+VV+EP+EC`, `VV+EC+VV+EP+EF`, `VV+EC+VV+ETM`, `VV+EC+VV+ETN`, `VV+EC+VV+ETN+NNB+JKB`, `VV+EC+VX+EC`, `VV+EC+VX+EC+JKG`, `VV+EC+VX+EC+VX+EF`, `VV+EC+VX+EF`, `VV+EC+VX+EP+EC`, `VV+EC+VX+EP+EF`, `VV+EC+VX+EP+EP+EC`, `VV+EC+VX+EP+EP+EF`, `VV+EC+VX+EP+ETM`, `VV+EC+VX+EP+ETN`, `VV+EC+VX+ETM`, `VV+EC+VX+ETM+NNB`, `VV+EC+VX+ETM+NNB+XSA+EC`, `VV+EC+VX+ETN`, `VV+EC+VX+ETN+EC`, `VV+EC+VX+ETN+JKB`, `VV+EC+VX+ETN+JKG`, `VV+EC+VX+ETN+JX`, `VV+EC+XSN`, `VV+EC+XSN+JKS`, `VV+EC+XSN+XSN+JKB`, `VV+EF`, `VV+EP+EC`, `VV+EP+EC+JX`, `VV+EP+EC+VCP+EC`, `VV+EP+EC+VX+EC`, `VV+EP+EC+VX+EP+EF`, `VV+EP+EF`, `VV+EP+EF+EC`, `VV+EP+EP+EC`, `VV+EP+EP+EF`, `VV+EP+EP+EP+EC`, `VV+EP+EP+ETN`, `VV+EP+ETM`, `VV+EP+ETN`, `VV+EP+ETN+JKO`, `VV+ETM`, `VV+ETM+NNB`, `VV+ETM+NNB+JKB`, `VV+ETM+NNB+JKG`, `VV+ETM+NNB+JKS`, `VV+ETM+NNB+JX`, `VV+ETM+NNB+NNG+JKB`, `VV+ETM+NNB+VCP+EC`, `VV+ETM+NNB+XSA+EC`, `VV+ETM+NNB+XSA+EP+EC`, `VV+ETM+NNB+XSA+ETM`, `VV+ETM+NNB+XSN+JKG`, `VV+ETM+NNG`, `VV+ETM+NNG+NNG+NNG`, `VV+ETM+NNG+NNG+NNG+NNG+NNG+NNG`, `VV+ETM+NNP`, `VV+ETM+NNP+JX+JKG`, `VV+ETM+VV+EC`, `VV+ETN`, `VV+ETN+JKB`, `VV+ETN+JKB+JX`, `VV+ETN+JKO`, `VV+ETN+JKS`, `VV+ETN+JX`, `VV+ETN+JX+JX`, `VV+ETN+MAG`, `VV+ETN+VA+ETM`, `VV+ETN+VCP+EF`, `VV+ETN+VCP+EP+EF`, `VV+NNG+JKG`, `VV+NNG+JKO`, `VV+NNP`, `VV+VV+EP+EC`, `VX+EC`, `VX+EC+JKB`, `VX+EC+JKO`, `VX+EC+JX`, `VX+EC+VX+EC`, `VX+EC+VX+EF`, `VX+EC+VX+EP+EC`, `VX+EC+VX+ETM`, `VX+EF`, `VX+EP+EC`, `VX+EP+EF`, `VX+EP+EF+ETM+NNG`, `VX+EP+EP+EC`, `VX+EP+ETM`, `VX+EP+ETN`, `VX+EP+ETN+JKO`, `VX+EP+ETN+NNB+JKB`, `VX+ETM`, `VX+ETN`, `VX+ETN+JKO`, `VX+ETN+JKS`, `VX+ETN+JX`, `XPN`, `XPN+NNC`, `XPN+NNG`, `XPN+NNG+JC`, `XPN+NNG+JKB`, `XPN+NNG+JKB+JX`, `XPN+NNG+JKG`, `XPN+NNG+JKO`, `XPN+NNG+JKS`, `XPN+NNG+JX`, `XPN+NNG+NNB+JX`, `XPN+NNG+NNG`, `XPN+NNG+NNG+JKB`, `XPN+NNG+NNG+JKG`, `XPN+NNG+NNG+JKO`, `XPN+NNG+NNG+JKS`, `XPN+NNG+NNG+JX`, `XPN+NNG+NNG+NNG`, `XPN+NNG+NNG+NNG+JX`, `XPN+NNG+VCP+EC`, `XPN+NNG+VCP+EF`, `XPN+NNG+VCP+EP+EF`, `XPN+NNG+VCP+ETM`, `XPN+NNG+XSA+EC`, `XPN+NNG+XSA+ETM`, `XPN+NNG+XSN`, `XPN+NNG+XSN+JKB`, `XPN+NNG+XSN+JKB+JX`, `XPN+NNG+XSN+JKG`, `XPN+NNG+XSN+JKO`, `XPN+NNG+XSN+VCP+ETM`, `XPN+NNG+XSN+XSN+VCP+ETM`, `XPN+NNG+XSV+EC`, `XPN+NNG+XSV+EC+JX`, `XPN+NNG+XSV+EF`, `XPN+NNG+XSV+EP+EC`, `XPN+NNG+XSV+EP+EF`, `XPN+NNG+XSV+ETM`, `XPN+NNG+XSV+ETN+JX+JKG`, `XPN+NNP`, `XPN+NNP+JC`, `XPN+NNP+JKG`, `XPN+NNP+JX`, `XPN+NNP+NNG+JKS`, `XPN+NNP+VCP+EC`, `XPN+NNP+XSN`, `XPN+NNP+XSN+JKB`, `XPN+SN`, `XPN+SN+JKG`, `XPN+SN+NNB`, `XPN+SN+NNB+JKO`, `XPN+SN+NNB+VCP+ETM`, `XPN+SN+NNG`, `XPN+SN+NNG+JC`, `XPN+SN+NNG+JKB`, `XPN+SN+NNG+JKB+JKG`, `XPN+SN+NNG+JKG`, `XPN+SN+NNG+JKO`, `XPN+SN+NNG+JKS`, `XPN+SN+NNG+JX`, `XPN+SN+NNG+NNG`, `XPN+SN+NNG+NNG+JKB+JKG`, `XPN+SN+NNG+NNG+JKO`, `XPN+SN+NNP+JX`, `XPN+VV+EP+EP+EC`, `XPN+XR+JX`, `XPN+XR+XSA+EC`, `XPN+XR+XSA+EF`, `XPN+XR+XSA+ETM`, `XPN+XR+XSN+JKO`, `XR`, `XR+JKB`, `XR+JKB+JKB`, `XR+JKB+JKO`, `XR+NNG`, `XR+NNG+JKB`, `XR+NNG+JKS`, `XR+NNG+JX`, `XR+NNG+NNG`, `XR+NNG+NNG+JX`, `XR+NNG+NNG+NNG`, `XR+NNG+NNG+NNG+JX`, `XR+NNG+VCP+ETM`, `XR+XSA+EC`, `XR+XSA+EC+JX`, `XR+XSA+EC+NNB+JX`, `XR+XSA+EC+VX+EC`, `XR+XSA+EC+VX+EF`, `XR+XSA+EC+VX+EP+EF`, `XR+XSA+EC+VX+ETM`, `XR+XSA+EF`, `XR+XSA+EP+EC`, `XR+XSA+EP+EC+JX`, `XR+XSA+EP+EF`, `XR+XSA+EP+ETM`, `XR+XSA+ETM`, `XR+XSA+ETN`, `XR+XSA+ETN+JC`, `XR+XSA+ETN+JKB`, `XR+XSA+ETN+JKO`, `XR+XSA+ETN+JKS`, `XR+XSA+ETN+JX`, `XR+XSN`, `XR+XSN+JC`, `XR+XSN+JKB`, `XR+XSN+JKO`, `XR+XSN+JKS`, `XR+XSN+JX`, `XR+XSN+VCP+EC`, `XR+XSN+VCP+ETM`, `XR+XSV+EC`, `XR+XSV+ETM`, `XSA+ETM`, `XSN`, `XSN+JKB`, `XSN+JKS`, `XSN+JX`, `XSN+NNB+JKS`, `XSV+EC`, `XSV+ETM` |
+| **`morphologizer`** | `POS=NOUN`, `POS=ADV`, `POS=VERB`, `POS=PUNCT`, `POS=ADP`, `NumType=Card\|POS=NUM`, `POS=PRON`, `POS=DET`, `POS=ADJ`, `POS=NUM`, `POS=PROPN`, `POS=CCONJ`, `POS=X`, `POS=SYM`, `POS=AUX`, `POS=PART`, `POS=INTJ`, `NumType=Card\|POS=PUNCT`, `NumType=Card\|POS=DET` |
+| **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `conj`, `cop`, `csubj`, `dep`, `det`, `det:poss`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `punct` |
+| **`experimental_edit_tree_lemmatizer`** | `2`, `3`, `5`, `6`, `8`, `11`, `15`, `17`, `19`, `20`, `23`, `24`, `27`, `29`, `31`, `33`, `34`, `36`, `39`, `42`, `45`, `47`, `49`, `50`, `52`, `53`, `55`, `57`, `59`, `61`, `64`, `66`, `69`, `71`, `74`, `77`, `79`, `80`, `81`, `83`, `85`, `88`, `90`, `91`, `94`, `96`, `98`, `100`, `104`, `105`, `108`, `111`, `113`, `116`, `118`, `119`, `120`, `122`, `124`, `127`, `131`, `132`, `134`, `136`, `138`, `139`, `142`, `145`, `147`, `149`, `151`, `155`, `157`, `163`, `166`, `169`, `171`, `174`, `177`, `180`, `183`, `68`, `184`, `185`, `187`, `188`, `190`, `193`, `195`, `199`, `201`, `202`, `204`, `206`, `209`, `212`, `215`, `217`, `67`, `220`, `223`, `225`, `228`, `230`, `232`, `234`, `214`, `235`, `237`, `238`, `241`, `243`, `244`, `247`, `250`, `253`, `256`, `258`, `259`, `261`, `263`, `266`, `269`, `271`, `78`, `274`, `277`, `280`, `224`, `282`, `283`, `285`, `286`, `289`, `291`, `295`, `296`, `299`, `302`, `303`, `306`, `308`, `311`, `314`, `317`, `288`, `318`, `320`, `323`, `326`, `328`, `329`, `222`, `331`, `332`, `333`, `335`, `337`, `338`, `339`, `341`, `343`, `344`, `346`, `347`, `350`, `353`, `349`, `357`, `359`, `361`, `363`, `364`, `365`, `367`, `369`, `370`, `373`, `375`, `377`, `380`, `381`, `384`, `386`, `389`, `390`, `393`, `394`, `117`, `397`, `398`, `399`, `402`, `404`, `405`, `406`, `410`, `412`, `415`, `417`, `419`, `420`, `422`, `425`, `428`, `431`, `432`, `433`, `436`, `438`, `440`, `442`, `445`, `447`, `448`, `449`, `452`, `454`, `457`, `461`, `463`, `466`, `469`, `471`, `474`, `476`, `479`, `482`, `485`, `486`, `487`, `490`, `491`, `493`, `156`, `496`, `497`, `499`, `501`, `503`, `504`, `507`, `509`, `512`, `515`, `516`, `519`, `522`, `524`, `525`, `529`, `531`, `533`, `535`, `536`, `538`, `541`, `543`, `545`, `546`, `548`, `549`, `551`, `553`, `556`, `557`, `559`, `560`, `563`, `566`, `570`, `572`, `574`, `575`, `578`, `581`, `582`, `585`, `587`, `588`, `590`, `593`, `594`, `596`, `597`, `600`, `602`, `605`, `606`, `608`, `611`, `613`, `418`, `615`, `617`, `620`, `622`, `625`, `628`, `631`, `632`, `634`, `635`, `638`, `640`, `643`, `87`, `645`, `648`, `649`, `651`, `652`, `654`, `656`, `233`, `658`, `660`, `663`, `666`, `668`, `669`, `670`, `671`, `673`, `675`, `677`, `679`, `681`, `684`, `685`, `688`, `689`, `692`, `695`, `698`, `701`, `705`, `707`, `708`, `709`, `712`, `715`, `716`, `720`, `722`, `724`, `727`, `729`, `732`, `733`, `734`, `735`, `737`, `738`, `437`, `742`, `744`, `745`, `746`, `748`, `750`, `752`, `754`, `755`, `756`, `758`, `514`, `759`, `760`, `762`, `764`, `270`, `766`, `767`, `768`, `770`, `772`, `773`, `776`, `778`, `780`, `782`, `785`, `787`, `791`, `793`, `796`, `797`, `798`, `800`, `801`, `804`, `806`, `807`, `810`, `812`, `814`, `595`, `815`, `817`, `819`, `820`, `823`, `825`, `828`, `830`, `832`, `835`, `837`, `839`, `841`, `843`, `845`, `847`, `849`, `852`, `855`, `857`, `858`, `862`, `865`, `866`, `868`, `870`, `872`, `874`, `877`, `879`, `882`, `884`, `886`, `888`, `890`, `891`, `893`, `896`, `899`, `901`, `902`, `903`, `905`, `908`, `911`, `599`, `913`, `915`, `917`, `918`, `921`, `923`, `924`, `925`, `926`, `929`, `931`, `933`, `934`, `935`, `936`, `939`, `942`, `943`, `945`, `946`, `949`, `951`, `953`, `955`, `958`, `960`, `963`, `964`, `967`, `968`, `969`, `971`, `973`, `974`, `977`, `979`, `981`, `983`, `985`, `987`, `989`, `991`, `994`, `995`, `996`, `998`, `1001`, `1003`, `1005`, `1007`, `1009`, `1012`, `1014`, `1015`, `1016`, `1018`, `1021`, `1022`, `1024`, `1025`, `1026`, `1030`, `1033`, `1034`, `1035`, `1038`, `1040`, `1043`, `1044`, `1047`, `219`, `990`, `1048`, `1050`, `1052`, `1053`, `1056`, `1058`, `1060`, `1061`, `1063`, `1066`, `1067`, `1070`, `1071`, `1074`, `1075`, `1076`, `1078`, `1081`, `1083`, `1085`, `1088`, `1089`, `1090`, `1093`, `1095`, `1097`, `1098`, `1101`, `1103`, `1105`, `1108`, `1109`, `260`, `1112`, `1115`, `1116`, `1118`, `1119`, `1120`, `1121`, `1123`, `1125`, `1126`, `1128`, `1131`, `1133`, `1135`, 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+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_F` | 99.92 |
+| `TOKEN_P` | 99.90 |
+| `TOKEN_R` | 99.94 |
+| `TOKEN_ACC` | 100.00 |
+| `SENTS_F` | 95.08 |
+| `SENTS_P` | 95.54 |
+| `SENTS_R` | 94.63 |
+| `TAG_ACC` | 90.73 |
+| `POS_ACC` | 96.49 |
+| `MORPH_ACC` | 99.83 |
+| `DEP_UAS` | 85.05 |
+| `DEP_LAS` | 80.96 |
+| `LEMMA_ACC` | 92.78 |

config.cfg

@@ -0,0 +1,254 @@
+[paths]
+train = "corpus/UD_Korean-GSD/train.spacy"
+dev = "corpus/UD_Korean-GSD/dev.spacy"
+vectors = null
+init_tok2vec = null
+tokenizer_source = "training/UD_Korean-GSD/tokenizer/model-best"
+transformer_source = "training/UD_Korean-GSD/transformer/model-best"
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "ko"
+pipeline = ["experimental_char_ner_tokenizer","transformer","senter","tagger","morphologizer","parser","experimental_edit_tree_lemmatizer"]
+batch_size = 64
+disabled = ["senter"]
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy-experimental.char_pretokenizer.v1"}
+
+[components]
+
+[components.experimental_char_ner_tokenizer]
+factory = "experimental_char_ner_tokenizer"
+scorer = {"@scorers":"spacy-experimental.tokenizer_scorer.v1"}
+
+[components.experimental_char_ner_tokenizer.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.experimental_char_ner_tokenizer.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 128
+attrs = ["ORTH","LOWER","IS_DIGIT","IS_ALPHA","IS_SPACE","IS_PUNCT"]
+rows = [1000,500,50,50,50,50]
+include_static_vectors = false
+
+[components.experimental_char_ner_tokenizer.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 128
+depth = 4
+window_size = 4
+maxout_pieces = 2
+
+[components.experimental_edit_tree_lemmatizer]
+factory = "experimental_edit_tree_lemmatizer"
+backoff = "orth"
+min_tree_freq = 1
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+top_k = 1
+
+[components.experimental_edit_tree_lemmatizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.experimental_edit_tree_lemmatizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = false
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 5
+moves = null
+scorer = {"@scorers":"spacy.parser_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.parser.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "parser"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 3
+use_upper = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.senter]
+factory = "senter"
+overwrite = false
+scorer = {"@scorers":"spacy.senter_scorer.v1"}
+
+[components.senter.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.senter.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+upstream = "transformer"
+pooling = {"@layers":"reduce_mean.v1"}
+
+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
+
+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "xlm-roberta-base"
+mixed_precision = true
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
+window = 128
+stride = 96
+
+[components.transformer.model.grad_scaler_config]
+
+[components.transformer.model.tokenizer_config]
+use_fast = true
+
+[components.transformer.model.transformer_config]
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 3
+patience = 5000
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_padded.v1"
+discard_oversize = true
+get_length = null
+size = 2000
+buffer = 256
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = true
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
+warmup_steps = 250
+total_steps = 20000
+initial_rate = 0.00005
+
+[training.score_weights]
+token_f = 0.0
+token_p = null
+token_r = null
+token_acc = null
+sents_f = 0.05
+sents_p = 0.0
+sents_r = 0.0
+tag_acc = 0.11
+pos_acc = 0.05
+morph_acc = 0.05
+morph_per_feat = null
+dep_uas = 0.11
+dep_las = 0.11
+dep_las_per_type = null
+lemma_acc = 0.52
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

experimental_char_ner_tokenizer/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":1,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

experimental_char_ner_tokenizer/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a0a1e3677793b82087da17ec486b07b77224a801ece1c1f9014733f19cff5340
+size 6922248

experimental_char_ner_tokenizer/moves

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+��moves�l{"0":{},"1":{"TOKEN":160990},"2":{"TOKEN":160990},"3":{"TOKEN":160990},"4":{"TOKEN":160990,"":1},"5":{"":1}}�cfg��neg_key�

experimental_edit_tree_lemmatizer/cfg

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ko_udv25_koreangsd_trf-any-py3-none-any.whl

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meta.json

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+{
+  "lang":"ko",
+  "name":"udv25_koreangsd_trf",
+  "version":"0.0.1",
+  "description":"UD v2.5 benchmarking pipeline for UD_Korean-GSD",
+  "author":"Explosion",
+  "email":"[email protected]",
+  "url":"https://explosion.ai",
+  "license":"CC BY-SA 4.0",
+  "spacy_version":">=3.2.1,<3.3.0",
+  "spacy_git_version":"800737b41",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "experimental_char_ner_tokenizer":[
+      "TOKEN"
+    ],
+    "transformer":[
+
+    ],
+    "senter":[
+      "I",
+      "S"
+    ],
+    "tagger":[
+      "+SW",
+      "??",
+      "EC",
+      "EC+JX",
+      "ETM",
+      "IC",
+      "IC+VCP+ETM",
+      "IC+VV+EC",
+      "JC",
+      "JC+SN",
+      "JKB",
+      "JKB+JKG",
+      "JKB+JX",
+      "JKC",
+      "JKG",
+      "JKO",
+      "JKQ",
+      "JKQ+JX",
+      "JKS",
+      "JX",
+      "JX+JKO",
+      "JX+JX",
+      "JX+SN+NNB",
+      "MAG",
+      "MAG+JKB",
+      "MAG+JKB+JX",
+      "MAG+JKS",
+      "MAG+JX",
+      "MAG+JX+JX",
+      "MAG+MM",
+      "MAG+NNG",
+      "MAG+NNG+JKB",
+      "MAG+VA+EF",
+      "MAG+VCP+EC",
+      "MAG+VCP+EF",
+      "MAG+VCP+EP+EC",
+      "MAG+VCP+ETM",
+      "MAG+VCP+ETN",
+      "MAG+VV+EC",
+      "MAG+VV+EC+NNP+NNP",
+      "MAG+VV+EC+VX+EP+EC",
+      "MAG+VV+EF",
+      "MAG+VV+EP+EC",
+      "MAG+VV+EP+EF",
+      "MAG+VV+EP+ETM",
+      "MAG+VV+ETM",
+      "MAG+VV+ETN",
+      "MAG+XSA+EC",
+      "MAG+XSA+ETM",
+      "MAG+XSN",
+      "MAG+XSV+EC",
+      "MAG+XSV+EC+JKS",
+      "MAG+XSV+EC+JX",
+      "MAG+XSV+EC+VX+EC",
+      "MAG+XSV+EC+VX+EP+EC",
+      "MAG+XSV+EC+VX+EP+EF",
+      "MAG+XSV+EC+VX+EP+EP+EC",
+      "MAG+XSV+EF",
+      "MAG+XSV+EP+EC",
+      "MAG+XSV+EP+EF",
+      "MAG+XSV+EP+ETM",
+      "MAG+XSV+ETM",
+      "MAJ",
+      "MM",
+      "MM+NNB",
+      "MM+NNB+JKB",
+      "MM+NNB+JKG",
+      "MM+NNB+JX",
+      "MM+NNB+NNB+JKG",
+      "MM+NNB+VCP+EC",
+      "MM+NNB+VCP+ETM",
+      "MM+NNB+XSN",
+      "MM+NNB+XSN+JKB",
+      "MM+NNG",
+      "MM+NNG+JC",
+      "MM+NNG+JKB",
+      "MM+NNG+JKG",
+      "MM+NNG+JKO",
+      "MM+NNG+JKS",
+      "MM+NNG+JX",
+      "MM+NNG+NNG+JKG",
+      "MM+NNG+VCP+ETM",
+      "MM+NNG+XSN+VCP+ETM",
+      "MM+NNP",
+      "MM+NNP+JKS",
+      "MM+NNP+JX+JX",
+      "MM+SN+NR+NNB+XSN",
+      "NA",
+      "NNB",
+      "NNB+JC",
+      "NNB+JKB",
+      "NNB+JKB+JX",
+      "NNB+JKC",
+      "NNB+JKG",
+      "NNB+JKO",
+      "NNB+JKS",
+      "NNB+JX",
+      "NNB+JX+JKB",
+      "NNB+JX+JKO",
+      "NNB+JX+JKS",
+      "NNB+JX+VV+EF",
+      "NNB+NNB",
+      "NNB+NNB+JKG",
+      "NNB+NNB+JX",
+      "NNB+NNB+NNG+JKG",
+      "NNB+NNG",
+      "NNB+NNG+JKB",
+      "NNB+NNG+JKO",
+      "NNB+NNG+JX",
+      "NNB+NNG+XSN",
+      "NNB+NNP+JKB+JX",
+      "NNB+NNP+JKB+VCP+EF",
+      "NNB+NNP+JKG",
+      "NNB+VCP+EC",
+      "NNB+VCP+EC+JX",
+      "NNB+VCP+EF",
+      "NNB+VCP+EP+EF",
+      "NNB+VCP+EP+ETM",
+      "NNB+VCP+EP+ETN",
+      "NNB+VCP+ETM",
+      "NNB+VCP+ETM+NNG",
+      "NNB+VCP+ETM+NNG+JKB",
+      "NNB+VCP+ETN",
+      "NNB+XSA+EC",
+      "NNB+XSA+EP+EC",
+      "NNB+XSA+EP+EF",
+      "NNB+XSA+ETM",
+      "NNB+XSA+ETN",
+      "NNB+XSN",
+      "NNB+XSN+JC",
+      "NNB+XSN+JKB",
+      "NNB+XSN+JKG",
+      "NNB+XSN+JKS",
+      "NNB+XSN+JX",
+      "NNB+XSN+VCP+EF",
+      "NNG",
+      "NNG+EC",
+      "NNG+EC+EF",
+      "NNG+EF",
+      "NNG+JC",
+      "NNG+JKB",
+      "NNG+JKB+JC",
+      "NNG+JKB+JKB",
+      "NNG+JKB+JKG",
+      "NNG+JKB+JX",
+      "NNG+JKB+NNG+NNG+NNG+XSN+SL",
+      "NNG+JKB+VCP+EC",
+      "NNG+JKB+VCP+ETM",
+      "NNG+JKC",
+      "NNG+JKG",
+      "NNG+JKO",
+      "NNG+JKO+VV+EC",
+      "NNG+JKS",
+      "NNG+JKS+JX",
+      "NNG+JKS+VA+EC",
+      "NNG+JX",
+      "NNG+JX+JKB",
+      "NNG+JX+JKG",
+      "NNG+JX+JKO",
+      "NNG+JX+JKS",
+      "NNG+JX+JX",
+      "NNG+JX+VCP+EC",
+      "NNG+JX+VCP+EP+EF",
+      "NNG+JX+VV+EC",
+      "NNG+JX+VV+ETM",
+      "NNG+MAG",
+      "NNG+NA",
+      "NNG+NNB",
+      "NNG+NNB+JKB",
+      "NNG+NNB+JKB+JX",
+      "NNG+NNB+JKG",
+      "NNG+NNB+JKO",
+      "NNG+NNB+JKS",
+      "NNG+NNB+JX",
+      "NNG+NNB+NNG",
+      "NNG+NNB+NNP+JKB",
+      "NNG+NNB+VCP+EC",
+      "NNG+NNB+VCP+EF",
+      "NNG+NNB+VCP+ETM",
+      "NNG+NNB+VCP+ETM+NNG+JKG",
+      "NNG+NNG",
+      "NNG+NNG+ETN+JKB+JX",
+      "NNG+NNG+JC",
+      "NNG+NNG+JKB",
+      "NNG+NNG+JKB+JKG",
+      "NNG+NNG+JKB+JX",
+      "NNG+NNG+JKC",
+      "NNG+NNG+JKG",
+      "NNG+NNG+JKO",
+      "NNG+NNG+JKS",
+      "NNG+NNG+JX",
+      "NNG+NNG+JX+JKS",
+      "NNG+NNG+JX+JX",
+      "NNG+NNG+JX+JX+VV+EC",
+      "NNG+NNG+JX+NNG",
+      "NNG+NNG+MAG",
+      "NNG+NNG+NNB",
+      "NNG+NNG+NNB+JKB",
+      "NNG+NNG+NNB+JKO",
+      "NNG+NNG+NNB+JKS",
+      "NNG+NNG+NNB+JX",
+      "NNG+NNG+NNB+VCP+EC",
+      "NNG+NNG+NNB+VCP+ETM",
+      "NNG+NNG+NNG",
+      "NNG+NNG+NNG+JC",
+      "NNG+NNG+NNG+JKB",
+      "NNG+NNG+NNG+JKB+JKG",
+      "NNG+NNG+NNG+JKB+JX",
+      "NNG+NNG+NNG+JKG",
+      "NNG+NNG+NNG+JKO",
+      "NNG+NNG+NNG+JKS",
+      "NNG+NNG+NNG+JX",
+      "NNG+NNG+NNG+NNG",
+      "NNG+NNG+NNG+NNG+JC",
+      "NNG+NNG+NNG+NNG+JKB",
+      "NNG+NNG+NNG+NNG+JKO",
+      "NNG+NNG+NNG+NNG+JKS",
+      "NNG+NNG+NNG+NNG+JX",
+      "NNG+NNG+NNG+NNG+NNG",
+      "NNG+NNG+NNG+NNG+NNG+JKO",
+      "NNG+NNG+NNG+NNG+NNG+JKS",
+      "NNG+NNG+NNG+NNG+NNG+JX",
+      "NNG+NNG+NNG+NNG+VCP+EF",
+      "NNG+NNG+NNG+NNG+VCP+ETM",
+      "NNG+NNG+NNG+VCP+EC",
+      "NNG+NNG+NNG+VCP+EF",
+      "NNG+NNG+NNG+VCP+ETM",
+      "NNG+NNG+NNG+XSN",
+      "NNG+NNG+NNG+XSN+JKB",
+      "NNG+NNG+NNG+XSN+NNG+VCP+EC",
+      "NNG+NNG+NNP",
+      "NNG+NNG+SN+NNB+JX",
+      "NNG+NNG+SN+NNG",
+      "NNG+NNG+VCP+EC",
+      "NNG+NNG+VCP+EC+JX",
+      "NNG+NNG+VCP+EF",
+      "NNG+NNG+VCP+EP+EF",
+      "NNG+NNG+VCP+EP+ETM",
+      "NNG+NNG+VCP+ETM",
+      "NNG+NNG+VCP+ETN",
+      "NNG+NNG+VCP+ETN+JKB",
+      "NNG+NNG+VCP+ETN+JX",
+      "NNG+NNG+VV+ETN",
+      "NNG+NNG+XSN",
+      "NNG+NNG+XSN+JC",
+      "NNG+NNG+XSN+JKB",
+      "NNG+NNG+XSN+JKB+JX",
+      "NNG+NNG+XSN+JKG",
+      "NNG+NNG+XSN+JKO",
+      "NNG+NNG+XSN+JKS",
+      "NNG+NNG+XSN+JX",
+      "NNG+NNG+XSN+NNG+JX",
+      "NNG+NNG+XSN+VCP+EF",
+      "NNG+NNG+XSV+EC",
+      "NNG+NNG+XSV+EF",
+      "NNG+NNG+XSV+EP+EC",
+      "NNG+NNG+XSV+EP+EF",
+      "NNG+NNG+XSV+ETM",
+      "NNG+NNG+XSV+ETN",
+      "NNG+NNG+XSV+ETN+JKO",
+      "NNG+NNP",
+      "NNG+NNP+JKB",
+      "NNG+NNP+JKS",
+      "NNG+NNP+JX",
+      "NNG+NNP+JX+JKG",
+      "NNG+NNP+NNG",
+      "NNG+NNP+NNG+JKB",
+      "NNG+NNP+NNG+NNG",
+      "NNG+NNP+NNG+NNG+NNG+JKB+JX",
+      "NNG+NNP+NNP",
+      "NNG+SL",
+      "NNG+SL+JKS",
+      "NNG+SL+JX",
+      "NNG+SN",
+      "NNG+SN+JKB+JX",
+      "NNG+SN+JKG",
+      "NNG+SN+JKO",
+      "NNG+SN+NNB",
+      "NNG+SN+NNB+JKB",
+      "NNG+SN+NNG",
+      "NNG+SN+NNG+JX",
+      "NNG+SN+NNG+NNG+JKG",
+      "NNG+SN+SL+JX",
+      "NNG+VA+EC",
+      "NNG+VA+EF",
+      "NNG+VA+ETM",
+      "NNG+VA+ETN",
+      "NNG+VCN+EP+EC",
+      "NNG+VCP+EC",
+      "NNG+VCP+EC+JKO",
+      "NNG+VCP+EC+JKS",
+      "NNG+VCP+EC+JX",
+      "NNG+VCP+EF",
+      "NNG+VCP+EP+EC",
+      "NNG+VCP+EP+EC+JX",
+      "NNG+VCP+EP+EF",
+      "NNG+VCP+EP+ETM",
+      "NNG+VCP+EP+ETN",
+      "NNG+VCP+ETM",
+      "NNG+VCP+ETM+NNB",
+      "NNG+VCP+ETN",
+      "NNG+VCP+ETN+JKB",
+      "NNG+VCP+ETN+JKB+JX",
+      "NNG+VCP+ETN+JKO",
+      "NNG+VCP+ETN+JKS",
+      "NNG+VCP+ETN+JX",
+      "NNG+VV",
+      "NNG+VV+EC",
+      "NNG+VV+EC+VCP+EC",
+      "NNG+VV+EC+VX+EC",
+      "NNG+VV+EC+VX+ETM",
+      "NNG+VV+EF",
+      "NNG+VV+EP+EC",
+      "NNG+VV+EP+EF",
+      "NNG+VV+EP+ETM",
+      "NNG+VV+ETM",
+      "NNG+VV+ETN",
+      "NNG+VV+ETN+JKS",
+      "NNG+VV+ETN+NNG",
+      "NNG+XPN+NNG",
+      "NNG+XPN+NNG+JKO",
+      "NNG+XPN+NNP+JKG",
+      "NNG+XSA+EC",
+      "NNG+XSA+EC+VX+EC",
+      "NNG+XSA+EF",
+      "NNG+XSA+EP+EF",
+      "NNG+XSA+ETM",
+      "NNG+XSA+ETN",
+      "NNG+XSA+ETN+JC",
+      "NNG+XSA+ETN+JKO",
+      "NNG+XSA+ETN+JKS",
+      "NNG+XSN",
+      "NNG+XSN+JC",
+      "NNG+XSN+JKB",
+      "NNG+XSN+JKB+JKB",
+      "NNG+XSN+JKB+JKG",
+      "NNG+XSN+JKB+JX",
+      "NNG+XSN+JKG",
+      "NNG+XSN+JKO",
+      "NNG+XSN+JKS",
+      "NNG+XSN+JKS+JX",
+      "NNG+XSN+JX",
+      "NNG+XSN+JX+JKO",
+      "NNG+XSN+MAG",
+      "NNG+XSN+NNG",
+      "NNG+XSN+NNG+JKG",
+      "NNG+XSN+NNG+JKO",
+      "NNG+XSN+NNG+JX",
+      "NNG+XSN+NNG+NNG+JC",
+      "NNG+XSN+VCP+EC",
+      "NNG+XSN+VCP+EF",
+      "NNG+XSN+VCP+EP+EC",
+      "NNG+XSN+VCP+EP+ETM",
+      "NNG+XSN+VCP+EP+ETN",
+      "NNG+XSN+VCP+ETM",
+      "NNG+XSN+XSN",
+      "NNG+XSN+XSN+JC",
+      "NNG+XSN+XSN+JKB",
+      "NNG+XSN+XSN+JKG",
+      "NNG+XSN+XSN+JKO",
+      "NNG+XSN+XSN+JKS",
+      "NNG+XSN+XSN+JX",
+      "NNG+XSN+XSN+VCP+EC",
+      "NNG+XSN+XSV+EC",
+      "NNG+XSN+XSV+EF",
+      "NNG+XSN+XSV+EP+EC",
+      "NNG+XSN+XSV+EP+EF",
+      "NNG+XSN+XSV+ETM",
+      "NNG+XSN+XSV+ETN",
+      "NNG+XSV+EC",
+      "NNG+XSV+EC+JKO",
+      "NNG+XSV+EC+JX",
+      "NNG+XSV+EC+NP+JKB",
+      "NNG+XSV+EC+VX+EC",
+      "NNG+XSV+EC+VX+EF",
+      "NNG+XSV+EC+VX+EP+EC",
+      "NNG+XSV+EC+VX+EP+EF",
+      "NNG+XSV+EC+VX+EP+ETM",
+      "NNG+XSV+EC+VX+ETM",
+      "NNG+XSV+EC+VX+ETN",
+      "NNG+XSV+EC+VX+ETN+JKO",
+      "NNG+XSV+EF",
+      "NNG+XSV+EP+EC",
+      "NNG+XSV+EP+EC+JKB",
+      "NNG+XSV+EP+EC+JX",
+      "NNG+XSV+EP+EF",
+      "NNG+XSV+EP+EP+EC",
+      "NNG+XSV+EP+EP+ETM",
+      "NNG+XSV+EP+ETM",
+      "NNG+XSV+EP+ETN",
+      "NNG+XSV+EP+ETN+JKO",
+      "NNG+XSV+ETM",
+      "NNG+XSV+ETM+NNB",
+      "NNG+XSV+ETM+NNB+XSA+ETM",
+      "NNG+XSV+ETM+NNG",
+      "NNG+XSV+ETM+NNG+JX",
+      "NNG+XSV+ETN",
+      "NNG+XSV+ETN+JC",
+      "NNG+XSV+ETN+JKB",
+      "NNG+XSV+ETN+JKB+JX",
+      "NNG+XSV+ETN+JKO",
+      "NNG+XSV+ETN+JKS",
+      "NNG+XSV+ETN+JX",
+      "NNP",
+      "NNP+JC",
+      "NNP+JKB",
+      "NNP+JKB+JKG",
+      "NNP+JKB+JKO",
+      "NNP+JKB+JX",
+      "NNP+JKC",
+      "NNP+JKG",
+      "NNP+JKG+NNG",
+      "NNP+JKO",
+      "NNP+JKS",
+      "NNP+JX",
+      "NNP+JX+JKG",
+      "NNP+NNB",
+      "NNP+NNB+JC",
+      "NNP+NNB+JKB",
+      "NNP+NNB+JKB+JX",
+      "NNP+NNB+JKG",
+      "NNP+NNB+JKO",
+      "NNP+NNB+JKS",
+      "NNP+NNB+JX",
+      "NNP+NNB+NNG+NNG+JKB+JX",
+      "NNP+NNB+XSN",
+      "NNP+NNB+XSN+JKO",
+      "NNP+NNG",
+      "NNP+NNG+JC",
+      "NNP+NNG+JKB",
+      "NNP+NNG+JKB+JKG",
+      "NNP+NNG+JKB+JX",
+      "NNP+NNG+JKG",
+      "NNP+NNG+JKO",
+      "NNP+NNG+JKS",
+      "NNP+NNG+JX",
+      "NNP+NNG+JX+JKB",
+      "NNP+NNG+JX+JX",
+      "NNP+NNG+NNB",
+      "NNP+NNG+NNB+JKS",
+      "NNP+NNG+NNB+NNP+NNG+JKB",
+      "NNP+NNG+NNG",
+      "NNP+NNG+NNG+JC",
+      "NNP+NNG+NNG+JKB",
+      "NNP+NNG+NNG+JKB+JKG",
+      "NNP+NNG+NNG+JKB+JX",
+      "NNP+NNG+NNG+JKG",
+      "NNP+NNG+NNG+JKO",
+      "NNP+NNG+NNG+JKS",
+      "NNP+NNG+NNG+JX",
+      "NNP+NNG+NNG+MM",
+      "NNP+NNG+NNG+NNG",
+      "NNP+NNG+NNG+NNG+JC",
+      "NNP+NNG+NNG+NNG+JKG",
+      "NNP+NNG+NNG+NNG+JKO",
+      "NNP+NNG+NNG+NNG+JKS",
+      "NNP+NNG+NNG+NNG+NNG",
+      "NNP+NNG+NNG+NNP",
+      "NNP+NNG+VCP+EF",
+      "NNP+NNG+VCP+ETM",
+      "NNP+NNG+VV+ETN",
+      "NNP+NNG+XSN",
+      "NNP+NNG+XSN+JKB",
+      "NNP+NNG+XSN+JKG",
+      "NNP+NNG+XSN+JKO",
+      "NNP+NNG+XSN+JKS",
+      "NNP+NNG+XSV+ETN+JKS",
+      "NNP+NNP",
+      "NNP+NNP+JKB",
+      "NNP+NNP+JKG",
+      "NNP+NNP+JKS",
+      "NNP+NNP+NNB",
+      "NNP+NNP+NNG",
+      "NNP+NNP+NNG+NNG+NNG",
+      "NNP+NNP+NNG+NNP+NNB+JKO",
+      "NNP+NP",
+      "NNP+NP+JC",
+      "NNP+NP+NNB+JKS",
+      "NNP+SL",
+      "NNP+SL+JKB",
+      "NNP+SL+JKO",
+      "NNP+SL+JKS",
+      "NNP+SL+JX",
+      "NNP+SL+NNG+JKB",
+      "NNP+SN",
+      "NNP+SN+NNG",
+      "NNP+VA+ETM",
+      "NNP+VCP+EC",
+      "NNP+VCP+EF",
+      "NNP+VCP+EP+EC",
+      "NNP+VCP+ETM",
+      "NNP+VV+ETM",
+      "NNP+VV+NNP+NNG+NNG+JKG",
+      "NNP+XSN",
+      "NNP+XSN+JKB",
+      "NNP+XSN+JKB+JX",
+      "NNP+XSN+JKG",
+      "NNP+XSN+JKO",
+      "NNP+XSN+JKS",
+      "NNP+XSN+VCP+EC",
+      "NNP+XSN+VCP+EF",
+      "NNP+XSN+XSN+JX",
+      "NP",
+      "NP+EF",
+      "NP+JKB",
+      "NP+JKB+JX",
+      "NP+JKB+VCP+EC",
+      "NP+JKG",
+      "NP+JKO",
+      "NP+JKS",
+      "NP+JX",
+      "NP+JX+JKG",
+      "NP+JX+JX",
+      "NP+JX+VV+ETM",
+      "NP+NNB",
+      "NP+NNB+JKG",
+      "NP+NNB+JKO",
+      "NP+NNG",
+      "NP+NNG+JKB",
+      "NP+NNG+JKG",
+      "NP+NNG+XSN+JKG",
+      "NP+NP",
+      "NP+VA+EC+JX",
+      "NP+VA+ETM",
+      "NP+VCP+EC",
+      "NP+VCP+EC+JKB",
+      "NP+VCP+EF",
+      "NP+VCP+EP+EC",
+      "NP+VCP+ETN",
+      "NP+VV+EC",
+      "NP+XSN",
+      "NP+XSN+JKB",
+      "NP+XSN+JKC",
+      "NP+XSN+JKG",
+      "NP+XSN+JKO",
+      "NP+XSN+JKS",
+      "NP+XSN+JX",
+      "NP+XSN+XSN",
+      "NP+XSV+EC",
+      "NR",
+      "NR+JC",
+      "NR+JKB",
+      "NR+JKG",
+      "NR+JKO",
+      "NR+JKS",
+      "NR+JX",
+      "NR+JX+JKO",
+      "NR+NNB",
+      "NR+NNB+JKB",
+      "NR+NNB+JKB+JX",
+      "NR+NNB+JKG",
+      "NR+NNB+JKO",
+      "NR+NNB+JKS",
+      "NR+NNB+JX",
+      "NR+NNB+VCP+EP+EC",
+      "NR+NNG",
+      "NR+NNG+JKB",
+      "NR+NNG+JKB+JX",
+      "NR+NNG+JKG",
+      "NR+NR+JC",
+      "NR+NR+NNG+JKO",
+      "NR+SN+NNB",
+      "NR+SN+NNB+VCP+EP+EF",
+      "NR+VCP+EC",
+      "NR+VCP+EF",
+      "NR+VCP+EP+EC",
+      "NR+VCP+EP+EF",
+      "NR+VCP+ETM",
+      "NR+XSN",
+      "NR+XSN+JX",
+      "SE",
+      "SF",
+      "SH",
+      "SH+SL+SH",
+      "SL",
+      "SL+JC",
+      "SL+JKB",
+      "SL+JKB+JKG",
+      "SL+JKB+JX",
+      "SL+JKG",
+      "SL+JKO",
+      "SL+JKS",
+      "SL+JKS+JX",
+      "SL+JX",
+      "SL+MM+NNB",
+      "SL+NNB",
+      "SL+NNB+JKB",
+      "SL+NNB+JKG",
+      "SL+NNB+JKS",
+      "SL+NNB+JX",
+      "SL+NNG",
+      "SL+NNG+JC",
+      "SL+NNG+JKB",
+      "SL+NNG+JKG",
+      "SL+NNG+JKO",
+      "SL+NNG+JKS",
+      "SL+NNG+JX",
+      "SL+NNG+NNB+JKB",
+      "SL+NNG+NNG",
+      "SL+NNG+NNG+JKB",
+      "SL+NNG+VCP+EF",
+      "SL+NNG+XSN+JKS",
+      "SL+NNP",
+      "SL+NNP+NNG",
+      "SL+NNP+NNG+JKG",
+      "SL+NNP+NNP+JKB",
+      "SL+SF+SL+JKB",
+      "SL+SL",
+      "SL+SL+JC",
+      "SL+SL+JKG",
+      "SL+SL+SL",
+      "SL+SL+SL+JKG",
+      "SL+SL+VCP+ETM",
+      "SL+SN",
+      "SL+SN+JC",
+      "SL+SN+JKB",
+      "SL+SN+JKO",
+      "SL+SN+JX",
+      "SL+SN+NNG",
+      "SL+SN+SL",
+      "SL+SN+SN+SL",
+      "SL+SN+VCP+EC",
+      "SL+VCP+ETM",
+      "SL+VV+ETM",
+      "SL+XSA+EC",
+      "SL+XSN",
+      "SL+XSN+JKG",
+      "SN",
+      "SN+JC",
+      "SN+JKB",
+      "SN+JKG",
+      "SN+JKO",
+      "SN+JKS",
+      "SN+JX",
+      "SN+NNB",
+      "SN+NNB+JC",
+      "SN+NNB+JKB",
+      "SN+NNB+JKB+JX",
+      "SN+NNB+JKG",
+      "SN+NNB+JKO",
+      "SN+NNB+JKS",
+      "SN+NNB+JX",
+      "SN+NNB+JX+JKB",
+      "SN+NNB+JX+JKO",
+      "SN+NNB+JX+JX",
+      "SN+NNB+NNB",
+      "SN+NNB+NNB+JKB",
+      "SN+NNB+NNB+JKG",
+      "SN+NNB+NNG",
+      "SN+NNB+NNG+JC",
+      "SN+NNB+NNG+JKB",
+      "SN+NNB+NNG+JKO",
+      "SN+NNB+NNG+JKS",
+      "SN+NNB+NNG+JX",
+      "SN+NNB+NNG+VCP+EF",
+      "SN+NNB+SN+JKB",
+      "SN+NNB+SN+NNB",
+      "SN+NNB+SN+NNB+JKB",
+      "SN+NNB+SN+NNB+JKO",
+      "SN+NNB+SN+NNB+JX",
+      "SN+NNB+SN+NNB+SN+NNB+SN+NNB",
+      "SN+NNB+SN+NNB+VCP+EF",
+      "SN+NNB+SN+NNG+SN+NNG+JKG",
+      "SN+NNB+SN+NR",
+      "SN+NNB+VCP+EC",
+      "SN+NNB+VCP+EF",
+      "SN+NNB+VCP+EP+EC",
+      "SN+NNB+VCP+EP+EF",
+      "SN+NNB+VCP+EP+ETM",
+      "SN+NNB+VCP+ETM",
+      "SN+NNB+VCP+ETN+JKB",
+      "SN+NNB+XSN",
+      "SN+NNB+XSN+JKB",
+      "SN+NNB+XSN+JKO",
+      "SN+NNB+XSN+JKS",
+      "SN+NNB+XSN+JX+JX",
+      "SN+NNB+XSN+VCP+EF",
+      "SN+NNG",
+      "SN+NNG+JC",
+      "SN+NNG+JKB",
+      "SN+NNG+JKB+JX",
+      "SN+NNG+JKG",
+      "SN+NNG+JKO",
+      "SN+NNG+JKS",
+      "SN+NNG+JX",
+      "SN+NNG+NNG",
+      "SN+NNG+NNG+JKB",
+      "SN+NNG+NNG+JKO",
+      "SN+NNG+NNG+VCP+ETM",
+      "SN+NNG+SN+NNG",
+      "SN+NNG+SN+NNG+JKB",
+      "SN+NNG+SN+NNG+JKG",
+      "SN+NNG+VCP+EC",
+      "SN+NNG+VCP+EF",
+      "SN+NNG+VCP+ETM",
+      "SN+NNG+XSN",
+      "SN+NNG+XSN+JKB",
+      "SN+NNP+NNB+SN+NNB",
+      "SN+NR",
+      "SN+NR+JKB",
+      "SN+NR+JKS",
+      "SN+NR+JX",
+      "SN+NR+NNB",
+      "SN+NR+NNB+JKB",
+      "SN+NR+NNB+JKG",
+      "SN+NR+NNB+JKO",
+      "SN+NR+NNB+JKS",
+      "SN+NR+NNB+JX",
+      "SN+NR+NNB+SN+NR+NNB",
+      "SN+NR+NNB+VCP+EC",
+      "SN+NR+NNB+VCP+EF",
+      "SN+NR+NNB+XSN",
+      "SN+NR+NNG+JKG",
+      "SN+NR+NNG+SN+NNB",
+      "SN+NR+NNG+SN+NNG+VCP+ETM",
+      "SN+NR+NNG+SN+NR+SN+NNB",
+      "SN+NR+SN",
+      "SN+NR+SN+NNB",
+      "SN+NR+SN+NNB+JKB",
+      "SN+NR+SN+NNB+JKS",
+      "SN+NR+SN+NNB+XSA+EC+VV",
+      "SN+NR+SN+NNG",
+      "SN+NR+SN+NNG+JKG",
+      "SN+NR+SN+NNP",
+      "SN+NR+SN+NR",
+      "SN+NR+SN+NR+NNB",
+      "SN+NR+SN+NR+NNB+JKO",
+      "SN+NR+SN+NR+NNB+JX",
+      "SN+NR+SN+NR+NNB+VCP+EF",
+      "SN+NR+SN+NR+SN+NNB+JKB",
+      "SN+NR+SN+NR+SN+NNB+JKG",
+      "SN+NR+SN+NR+SN+NNB+JKO",
+      "SN+NR+SN+NR+SN+NR",
+      "SN+NR+SN+NR+SN+NR+NNB",
+      "SN+NR+SN+NR+SN+NR+SN+NNB+JKB",
+      "SN+NR+SN+NR+SN+NR+SN+NR",
+      "SN+NR+SN+NR+VCP+EF",
+      "SN+NR+SN+NR+XSN",
+      "SN+NR+SN+SL+NNG",
+      "SN+NR+XSN",
+      "SN+NR+XSN+NNB+JKO",
+      "SN+NR+XSN+NNB+JKS",
+      "SN+SL",
+      "SN+SL+JKB",
+      "SN+SL+JKG",
+      "SN+SL+JKO",
+      "SN+SL+JKS",
+      "SN+SL+NNG",
+      "SN+SL+NNG+JKO",
+      "SN+SL+NNG+JX",
+      "SN+SL+SN+JKS",
+      "SN+SL+VCP+EC",
+      "SN+SN",
+      "SN+SN+JKB",
+      "SN+SN+NNB",
+      "SN+SN+NNB+JKG",
+      "SN+SN+NNG",
+      "SN+SN+NNG+JX",
+      "SN+SN+SL",
+      "SN+SN+SL+JKB",
+      "SN+SN+SN",
+      "SN+SN+SN+SN",
+      "SN+VCP+ETM",
+      "SN+XSN",
+      "SN+XSN+JKB+JX",
+      "SN+XSN+JKG",
+      "SN+XSN+JKO",
+      "SN+XSN+NNB",
+      "SN+XSN+NNB+JKB",
+      "SN+XSN+NNB+JKG",
+      "SN+XSN+NNB+JKS",
+      "SN+XSN+NNB+NNB",
+      "SN+XSN+SL+JKG",
+      "SN+XSN+XSN+JX",
+      "SO",
+      "SP",
+      "SS",
+      "SW",
+      "VA",
+      "VA+EC",
+      "VA+EC+EC",
+      "VA+EC+JKO",
+      "VA+EC+JKS",
+      "VA+EC+JX",
+      "VA+EC+JX+JX",
+      "VA+EC+VCP+EC",
+      "VA+EC+VCP+EF",
+      "VA+EC+VV+ETM",
+      "VA+EC+VX+EC",
+      "VA+EC+VX+EF",
+      "VA+EC+VX+EP+EC",
+      "VA+EC+VX+EP+EF",
+      "VA+EC+VX+EP+ETM",
+      "VA+EC+VX+ETM",
+      "VA+EC+VX+ETN",
+      "VA+EF",
+      "VA+EF+ETM+NNG",
+      "VA+EP+EC",
+      "VA+EP+EF",
+      "VA+EP+ETM",
+      "VA+EP+ETN",
+      "VA+ETM",
+      "VA+ETM+EC",
+      "VA+ETM+NNB",
+      "VA+ETM+NNB+JKG",
+      "VA+ETM+NNB+XSA+ETM",
+      "VA+ETM+NNG",
+      "VA+ETM+NNG+JKG",
+      "VA+ETN",
+      "VA+ETN+JKB",
+      "VA+ETN+JKB+JX",
+      "VA+ETN+JKG",
+      "VA+ETN+JX",
+      "VCN+EC",
+      "VCN+EC+JX",
+      "VCN+EF",
+      "VCN+EP+EC",
+      "VCN+EP+ETM",
+      "VCN+ETM",
+      "VCN+ETN",
+      "VCP+EC",
+      "VCP+EC+SN",
+      "VCP+EC+VX+EC",
+      "VCP+EF",
+      "VCP+EP+EC",
+      "VCP+EP+EF",
+      "VCP+EP+ETM",
+      "VCP+ETM",
+      "VV",
+      "VV+EC",
+      "VV+EC+EC",
+      "VV+EC+EP+EC",
+      "VV+EC+EP+EF",
+      "VV+EC+ETN",
+      "VV+EC+JKB",
+      "VV+EC+JKG",
+      "VV+EC+JKG+NNG+JKO",
+      "VV+EC+JKO",
+      "VV+EC+JKS",
+      "VV+EC+JX",
+      "VV+EC+JX+JKG",
+      "VV+EC+JX+MM",
+      "VV+EC+JX+NNB+JKB",
+      "VV+EC+SH+JKB",
+      "VV+EC+VCP+EC",
+      "VV+EC+VCP+EF",
+      "VV+EC+VCP+EP",
+      "VV+EC+VCP+EP+EF",
+      "VV+EC+VCP+ETM",
+      "VV+EC+VV+EC",
+      "VV+EC+VV+EF",
+      "VV+EC+VV+EP+EC",
+      "VV+EC+VV+EP+EF",
+      "VV+EC+VV+ETM",
+      "VV+EC+VV+ETN",
+      "VV+EC+VV+ETN+NNB+JKB",
+      "VV+EC+VX+EC",
+      "VV+EC+VX+EC+JKG",
+      "VV+EC+VX+EC+VX+EF",
+      "VV+EC+VX+EF",
+      "VV+EC+VX+EP+EC",
+      "VV+EC+VX+EP+EF",
+      "VV+EC+VX+EP+EP+EC",
+      "VV+EC+VX+EP+EP+EF",
+      "VV+EC+VX+EP+ETM",
+      "VV+EC+VX+EP+ETN",
+      "VV+EC+VX+ETM",
+      "VV+EC+VX+ETM+NNB",
+      "VV+EC+VX+ETM+NNB+XSA+EC",
+      "VV+EC+VX+ETN",
+      "VV+EC+VX+ETN+EC",
+      "VV+EC+VX+ETN+JKB",
+      "VV+EC+VX+ETN+JKG",
+      "VV+EC+VX+ETN+JX",
+      "VV+EC+XSN",
+      "VV+EC+XSN+JKS",
+      "VV+EC+XSN+XSN+JKB",
+      "VV+EF",
+      "VV+EP+EC",
+      "VV+EP+EC+JX",
+      "VV+EP+EC+VCP+EC",
+      "VV+EP+EC+VX+EC",
+      "VV+EP+EC+VX+EP+EF",
+      "VV+EP+EF",
+      "VV+EP+EF+EC",
+      "VV+EP+EP+EC",
+      "VV+EP+EP+EF",
+      "VV+EP+EP+EP+EC",
+      "VV+EP+EP+ETN",
+      "VV+EP+ETM",
+      "VV+EP+ETN",
+      "VV+EP+ETN+JKO",
+      "VV+ETM",
+      "VV+ETM+NNB",
+      "VV+ETM+NNB+JKB",
+      "VV+ETM+NNB+JKG",
+      "VV+ETM+NNB+JKS",
+      "VV+ETM+NNB+JX",
+      "VV+ETM+NNB+NNG+JKB",
+      "VV+ETM+NNB+VCP+EC",
+      "VV+ETM+NNB+XSA+EC",
+      "VV+ETM+NNB+XSA+EP+EC",
+      "VV+ETM+NNB+XSA+ETM",
+      "VV+ETM+NNB+XSN+JKG",
+      "VV+ETM+NNG",
+      "VV+ETM+NNG+NNG+NNG",
+      "VV+ETM+NNG+NNG+NNG+NNG+NNG+NNG",
+      "VV+ETM+NNP",
+      "VV+ETM+NNP+JX+JKG",
+      "VV+ETM+VV+EC",
+      "VV+ETN",
+      "VV+ETN+JKB",
+      "VV+ETN+JKB+JX",
+      "VV+ETN+JKO",
+      "VV+ETN+JKS",
+      "VV+ETN+JX",
+      "VV+ETN+JX+JX",
+      "VV+ETN+MAG",
+      "VV+ETN+VA+ETM",
+      "VV+ETN+VCP+EF",
+      "VV+ETN+VCP+EP+EF",
+      "VV+NNG+JKG",
+      "VV+NNG+JKO",
+      "VV+NNP",
+      "VV+VV+EP+EC",
+      "VX+EC",
+      "VX+EC+JKB",
+      "VX+EC+JKO",
+      "VX+EC+JX",
+      "VX+EC+VX+EC",
+      "VX+EC+VX+EF",
+      "VX+EC+VX+EP+EC",
+      "VX+EC+VX+ETM",
+      "VX+EF",
+      "VX+EP+EC",
+      "VX+EP+EF",
+      "VX+EP+EF+ETM+NNG",
+      "VX+EP+EP+EC",
+      "VX+EP+ETM",
+      "VX+EP+ETN",
+      "VX+EP+ETN+JKO",
+      "VX+EP+ETN+NNB+JKB",
+      "VX+ETM",
+      "VX+ETN",
+      "VX+ETN+JKO",
+      "VX+ETN+JKS",
+      "VX+ETN+JX",
+      "XPN",
+      "XPN+NNC",
+      "XPN+NNG",
+      "XPN+NNG+JC",
+      "XPN+NNG+JKB",
+      "XPN+NNG+JKB+JX",
+      "XPN+NNG+JKG",
+      "XPN+NNG+JKO",
+      "XPN+NNG+JKS",
+      "XPN+NNG+JX",
+      "XPN+NNG+NNB+JX",
+      "XPN+NNG+NNG",
+      "XPN+NNG+NNG+JKB",
+      "XPN+NNG+NNG+JKG",
+      "XPN+NNG+NNG+JKO",
+      "XPN+NNG+NNG+JKS",
+      "XPN+NNG+NNG+JX",
+      "XPN+NNG+NNG+NNG",
+      "XPN+NNG+NNG+NNG+JX",
+      "XPN+NNG+VCP+EC",
+      "XPN+NNG+VCP+EF",
+      "XPN+NNG+VCP+EP+EF",
+      "XPN+NNG+VCP+ETM",
+      "XPN+NNG+XSA+EC",
+      "XPN+NNG+XSA+ETM",
+      "XPN+NNG+XSN",
+      "XPN+NNG+XSN+JKB",
+      "XPN+NNG+XSN+JKB+JX",
+      "XPN+NNG+XSN+JKG",
+      "XPN+NNG+XSN+JKO",
+      "XPN+NNG+XSN+VCP+ETM",
+      "XPN+NNG+XSN+XSN+VCP+ETM",
+      "XPN+NNG+XSV+EC",
+      "XPN+NNG+XSV+EC+JX",
+      "XPN+NNG+XSV+EF",
+      "XPN+NNG+XSV+EP+EC",
+      "XPN+NNG+XSV+EP+EF",
+      "XPN+NNG+XSV+ETM",
+      "XPN+NNG+XSV+ETN+JX+JKG",
+      "XPN+NNP",
+      "XPN+NNP+JC",
+      "XPN+NNP+JKG",
+      "XPN+NNP+JX",
+      "XPN+NNP+NNG+JKS",
+      "XPN+NNP+VCP+EC",
+      "XPN+NNP+XSN",
+      "XPN+NNP+XSN+JKB",
+      "XPN+SN",
+      "XPN+SN+JKG",
+      "XPN+SN+NNB",
+      "XPN+SN+NNB+JKO",
+      "XPN+SN+NNB+VCP+ETM",
+      "XPN+SN+NNG",
+      "XPN+SN+NNG+JC",
+      "XPN+SN+NNG+JKB",
+      "XPN+SN+NNG+JKB+JKG",
+      "XPN+SN+NNG+JKG",
+      "XPN+SN+NNG+JKO",
+      "XPN+SN+NNG+JKS",
+      "XPN+SN+NNG+JX",
+      "XPN+SN+NNG+NNG",
+      "XPN+SN+NNG+NNG+JKB+JKG",
+      "XPN+SN+NNG+NNG+JKO",
+      "XPN+SN+NNP+JX",
+      "XPN+VV+EP+EP+EC",
+      "XPN+XR+JX",
+      "XPN+XR+XSA+EC",
+      "XPN+XR+XSA+EF",
+      "XPN+XR+XSA+ETM",
+      "XPN+XR+XSN+JKO",
+      "XR",
+      "XR+JKB",
+      "XR+JKB+JKB",
+      "XR+JKB+JKO",
+      "XR+NNG",
+      "XR+NNG+JKB",
+      "XR+NNG+JKS",
+      "XR+NNG+JX",
+      "XR+NNG+NNG",
+      "XR+NNG+NNG+JX",
+      "XR+NNG+NNG+NNG",
+      "XR+NNG+NNG+NNG+JX",
+      "XR+NNG+VCP+ETM",
+      "XR+XSA+EC",
+      "XR+XSA+EC+JX",
+      "XR+XSA+EC+NNB+JX",
+      "XR+XSA+EC+VX+EC",
+      "XR+XSA+EC+VX+EF",
+      "XR+XSA+EC+VX+EP+EF",
+      "XR+XSA+EC+VX+ETM",
+      "XR+XSA+EF",
+      "XR+XSA+EP+EC",
+      "XR+XSA+EP+EC+JX",
+      "XR+XSA+EP+EF",
+      "XR+XSA+EP+ETM",
+      "XR+XSA+ETM",
+      "XR+XSA+ETN",
+      "XR+XSA+ETN+JC",
+      "XR+XSA+ETN+JKB",
+      "XR+XSA+ETN+JKO",
+      "XR+XSA+ETN+JKS",
+      "XR+XSA+ETN+JX",
+      "XR+XSN",
+      "XR+XSN+JC",
+      "XR+XSN+JKB",
+      "XR+XSN+JKO",
+      "XR+XSN+JKS",
+      "XR+XSN+JX",
+      "XR+XSN+VCP+EC",
+      "XR+XSN+VCP+ETM",
+      "XR+XSV+EC",
+      "XR+XSV+ETM",
+      "XSA+ETM",
+      "XSN",
+      "XSN+JKB",
+      "XSN+JKS",
+      "XSN+JX",
+      "XSN+NNB+JKS",
+      "XSV+EC",
+      "XSV+ETM"
+    ],
+    "morphologizer":[
+      "POS=NOUN",
+      "POS=ADV",
+      "POS=VERB",
+      "POS=PUNCT",
+      "POS=ADP",
+      "NumType=Card|POS=NUM",
+      "POS=PRON",
+      "POS=DET",
+      "POS=ADJ",
+      "POS=NUM",
+      "POS=PROPN",
+      "POS=CCONJ",
+      "POS=X",
+      "POS=SYM",
+      "POS=AUX",
+      "POS=PART",
+      "POS=INTJ",
+      "NumType=Card|POS=PUNCT",
+      "NumType=Card|POS=DET"
+    ],
+    "parser":[
+      "ROOT",
+      "acl:relcl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "case",
+      "cc",
+      "ccomp",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "det:poss",
+      "fixed",
+      "flat",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nsubj:pass",
+      "nummod",
+      "obj",
+      "obl",
+      "punct"
+    ],
+    "experimental_edit_tree_lemmatizer":[
+      2,
+      3,
+      5,
+      6,
+      8,
+      11,
+      15,
+      17,
+      19,
+      20,
+      23,
+      24,
+      27,
+      29,
+      31,
+      33,
+      34,
+      36,
+      39,
+      42,
+      45,
+      47,
+      49,
+      50,
+      52,
+      53,
+      55,
+      57,
+      59,
+      61,
+      64,
+      66,
+      69,
+      71,
+      74,
+      77,
+      79,
+      80,
+      81,
+      83,
+      85,
+      88,
+      90,
+      91,
+      94,
+      96,
+      98,
+      100,
+      104,
+      105,
+      108,
+      111,
+      113,
+      116,
+      118,
+      119,
+      120,
+      122,
+      124,
+      127,
+      131,
+      132,
+      134,
+      136,
+      138,
+      139,
+      142,
+      145,
+      147,
+      149,
+      151,
+      155,
+      157,
+      163,
+      166,
+      169,
+      171,
+      174,
+      177,
+      180,
+      183,
+      68,
+      184,
+      185,
+      187,
+      188,
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+  },
+  "pipeline":[
+    "experimental_char_ner_tokenizer",
+    "transformer",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "components":[
+    "experimental_char_ner_tokenizer",
+    "transformer",
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+      "url":"https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105",
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+    "NNG+XSA+EC",
+    "NNG+XSA+EC+VX+EC",
+    "NNG+XSA+EF",
+    "NNG+XSA+EP+EF",
+    "NNG+XSA+ETM",
+    "NNG+XSA+ETN",
+    "NNG+XSA+ETN+JC",
+    "NNG+XSA+ETN+JKO",
+    "NNG+XSA+ETN+JKS",
+    "NNG+XSN",
+    "NNG+XSN+JC",
+    "NNG+XSN+JKB",
+    "NNG+XSN+JKB+JKB",
+    "NNG+XSN+JKB+JKG",
+    "NNG+XSN+JKB+JX",
+    "NNG+XSN+JKG",
+    "NNG+XSN+JKO",
+    "NNG+XSN+JKS",
+    "NNG+XSN+JKS+JX",
+    "NNG+XSN+JX",
+    "NNG+XSN+JX+JKO",
+    "NNG+XSN+MAG",
+    "NNG+XSN+NNG",
+    "NNG+XSN+NNG+JKG",
+    "NNG+XSN+NNG+JKO",
+    "NNG+XSN+NNG+JX",
+    "NNG+XSN+NNG+NNG+JC",
+    "NNG+XSN+VCP+EC",
+    "NNG+XSN+VCP+EF",
+    "NNG+XSN+VCP+EP+EC",
+    "NNG+XSN+VCP+EP+ETM",
+    "NNG+XSN+VCP+EP+ETN",
+    "NNG+XSN+VCP+ETM",
+    "NNG+XSN+XSN",
+    "NNG+XSN+XSN+JC",
+    "NNG+XSN+XSN+JKB",
+    "NNG+XSN+XSN+JKG",
+    "NNG+XSN+XSN+JKO",
+    "NNG+XSN+XSN+JKS",
+    "NNG+XSN+XSN+JX",
+    "NNG+XSN+XSN+VCP+EC",
+    "NNG+XSN+XSV+EC",
+    "NNG+XSN+XSV+EF",
+    "NNG+XSN+XSV+EP+EC",
+    "NNG+XSN+XSV+EP+EF",
+    "NNG+XSN+XSV+ETM",
+    "NNG+XSN+XSV+ETN",
+    "NNG+XSV+EC",
+    "NNG+XSV+EC+JKO",
+    "NNG+XSV+EC+JX",
+    "NNG+XSV+EC+NP+JKB",
+    "NNG+XSV+EC+VX+EC",
+    "NNG+XSV+EC+VX+EF",
+    "NNG+XSV+EC+VX+EP+EC",
+    "NNG+XSV+EC+VX+EP+EF",
+    "NNG+XSV+EC+VX+EP+ETM",
+    "NNG+XSV+EC+VX+ETM",
+    "NNG+XSV+EC+VX+ETN",
+    "NNG+XSV+EC+VX+ETN+JKO",
+    "NNG+XSV+EF",
+    "NNG+XSV+EP+EC",
+    "NNG+XSV+EP+EC+JKB",
+    "NNG+XSV+EP+EC+JX",
+    "NNG+XSV+EP+EF",
+    "NNG+XSV+EP+EP+EC",
+    "NNG+XSV+EP+EP+ETM",
+    "NNG+XSV+EP+ETM",
+    "NNG+XSV+EP+ETN",
+    "NNG+XSV+EP+ETN+JKO",
+    "NNG+XSV+ETM",
+    "NNG+XSV+ETM+NNB",
+    "NNG+XSV+ETM+NNB+XSA+ETM",
+    "NNG+XSV+ETM+NNG",
+    "NNG+XSV+ETM+NNG+JX",
+    "NNG+XSV+ETN",
+    "NNG+XSV+ETN+JC",
+    "NNG+XSV+ETN+JKB",
+    "NNG+XSV+ETN+JKB+JX",
+    "NNG+XSV+ETN+JKO",
+    "NNG+XSV+ETN+JKS",
+    "NNG+XSV+ETN+JX",
+    "NNP",
+    "NNP+JC",
+    "NNP+JKB",
+    "NNP+JKB+JKG",
+    "NNP+JKB+JKO",
+    "NNP+JKB+JX",
+    "NNP+JKC",
+    "NNP+JKG",
+    "NNP+JKG+NNG",
+    "NNP+JKO",
+    "NNP+JKS",
+    "NNP+JX",
+    "NNP+JX+JKG",
+    "NNP+NNB",
+    "NNP+NNB+JC",
+    "NNP+NNB+JKB",
+    "NNP+NNB+JKB+JX",
+    "NNP+NNB+JKG",
+    "NNP+NNB+JKO",
+    "NNP+NNB+JKS",
+    "NNP+NNB+JX",
+    "NNP+NNB+NNG+NNG+JKB+JX",
+    "NNP+NNB+XSN",
+    "NNP+NNB+XSN+JKO",
+    "NNP+NNG",
+    "NNP+NNG+JC",
+    "NNP+NNG+JKB",
+    "NNP+NNG+JKB+JKG",
+    "NNP+NNG+JKB+JX",
+    "NNP+NNG+JKG",
+    "NNP+NNG+JKO",
+    "NNP+NNG+JKS",
+    "NNP+NNG+JX",
+    "NNP+NNG+JX+JKB",
+    "NNP+NNG+JX+JX",
+    "NNP+NNG+NNB",
+    "NNP+NNG+NNB+JKS",
+    "NNP+NNG+NNB+NNP+NNG+JKB",
+    "NNP+NNG+NNG",
+    "NNP+NNG+NNG+JC",
+    "NNP+NNG+NNG+JKB",
+    "NNP+NNG+NNG+JKB+JKG",
+    "NNP+NNG+NNG+JKB+JX",
+    "NNP+NNG+NNG+JKG",
+    "NNP+NNG+NNG+JKO",
+    "NNP+NNG+NNG+JKS",
+    "NNP+NNG+NNG+JX",
+    "NNP+NNG+NNG+MM",
+    "NNP+NNG+NNG+NNG",
+    "NNP+NNG+NNG+NNG+JC",
+    "NNP+NNG+NNG+NNG+JKG",
+    "NNP+NNG+NNG+NNG+JKO",
+    "NNP+NNG+NNG+NNG+JKS",
+    "NNP+NNG+NNG+NNG+NNG",
+    "NNP+NNG+NNG+NNP",
+    "NNP+NNG+VCP+EF",
+    "NNP+NNG+VCP+ETM",
+    "NNP+NNG+VV+ETN",
+    "NNP+NNG+XSN",
+    "NNP+NNG+XSN+JKB",
+    "NNP+NNG+XSN+JKG",
+    "NNP+NNG+XSN+JKO",
+    "NNP+NNG+XSN+JKS",
+    "NNP+NNG+XSV+ETN+JKS",
+    "NNP+NNP",
+    "NNP+NNP+JKB",
+    "NNP+NNP+JKG",
+    "NNP+NNP+JKS",
+    "NNP+NNP+NNB",
+    "NNP+NNP+NNG",
+    "NNP+NNP+NNG+NNG+NNG",
+    "NNP+NNP+NNG+NNP+NNB+JKO",
+    "NNP+NP",
+    "NNP+NP+JC",
+    "NNP+NP+NNB+JKS",
+    "NNP+SL",
+    "NNP+SL+JKB",
+    "NNP+SL+JKO",
+    "NNP+SL+JKS",
+    "NNP+SL+JX",
+    "NNP+SL+NNG+JKB",
+    "NNP+SN",
+    "NNP+SN+NNG",
+    "NNP+VA+ETM",
+    "NNP+VCP+EC",
+    "NNP+VCP+EF",
+    "NNP+VCP+EP+EC",
+    "NNP+VCP+ETM",
+    "NNP+VV+ETM",
+    "NNP+VV+NNP+NNG+NNG+JKG",
+    "NNP+XSN",
+    "NNP+XSN+JKB",
+    "NNP+XSN+JKB+JX",
+    "NNP+XSN+JKG",
+    "NNP+XSN+JKO",
+    "NNP+XSN+JKS",
+    "NNP+XSN+VCP+EC",
+    "NNP+XSN+VCP+EF",
+    "NNP+XSN+XSN+JX",
+    "NP",
+    "NP+EF",
+    "NP+JKB",
+    "NP+JKB+JX",
+    "NP+JKB+VCP+EC",
+    "NP+JKG",
+    "NP+JKO",
+    "NP+JKS",
+    "NP+JX",
+    "NP+JX+JKG",
+    "NP+JX+JX",
+    "NP+JX+VV+ETM",
+    "NP+NNB",
+    "NP+NNB+JKG",
+    "NP+NNB+JKO",
+    "NP+NNG",
+    "NP+NNG+JKB",
+    "NP+NNG+JKG",
+    "NP+NNG+XSN+JKG",
+    "NP+NP",
+    "NP+VA+EC+JX",
+    "NP+VA+ETM",
+    "NP+VCP+EC",
+    "NP+VCP+EC+JKB",
+    "NP+VCP+EF",
+    "NP+VCP+EP+EC",
+    "NP+VCP+ETN",
+    "NP+VV+EC",
+    "NP+XSN",
+    "NP+XSN+JKB",
+    "NP+XSN+JKC",
+    "NP+XSN+JKG",
+    "NP+XSN+JKO",
+    "NP+XSN+JKS",
+    "NP+XSN+JX",
+    "NP+XSN+XSN",
+    "NP+XSV+EC",
+    "NR",
+    "NR+JC",
+    "NR+JKB",
+    "NR+JKG",
+    "NR+JKO",
+    "NR+JKS",
+    "NR+JX",
+    "NR+JX+JKO",
+    "NR+NNB",
+    "NR+NNB+JKB",
+    "NR+NNB+JKB+JX",
+    "NR+NNB+JKG",
+    "NR+NNB+JKO",
+    "NR+NNB+JKS",
+    "NR+NNB+JX",
+    "NR+NNB+VCP+EP+EC",
+    "NR+NNG",
+    "NR+NNG+JKB",
+    "NR+NNG+JKB+JX",
+    "NR+NNG+JKG",
+    "NR+NR+JC",
+    "NR+NR+NNG+JKO",
+    "NR+SN+NNB",
+    "NR+SN+NNB+VCP+EP+EF",
+    "NR+VCP+EC",
+    "NR+VCP+EF",
+    "NR+VCP+EP+EC",
+    "NR+VCP+EP+EF",
+    "NR+VCP+ETM",
+    "NR+XSN",
+    "NR+XSN+JX",
+    "SE",
+    "SF",
+    "SH",
+    "SH+SL+SH",
+    "SL",
+    "SL+JC",
+    "SL+JKB",
+    "SL+JKB+JKG",
+    "SL+JKB+JX",
+    "SL+JKG",
+    "SL+JKO",
+    "SL+JKS",
+    "SL+JKS+JX",
+    "SL+JX",
+    "SL+MM+NNB",
+    "SL+NNB",
+    "SL+NNB+JKB",
+    "SL+NNB+JKG",
+    "SL+NNB+JKS",
+    "SL+NNB+JX",
+    "SL+NNG",
+    "SL+NNG+JC",
+    "SL+NNG+JKB",
+    "SL+NNG+JKG",
+    "SL+NNG+JKO",
+    "SL+NNG+JKS",
+    "SL+NNG+JX",
+    "SL+NNG+NNB+JKB",
+    "SL+NNG+NNG",
+    "SL+NNG+NNG+JKB",
+    "SL+NNG+VCP+EF",
+    "SL+NNG+XSN+JKS",
+    "SL+NNP",
+    "SL+NNP+NNG",
+    "SL+NNP+NNG+JKG",
+    "SL+NNP+NNP+JKB",
+    "SL+SF+SL+JKB",
+    "SL+SL",
+    "SL+SL+JC",
+    "SL+SL+JKG",
+    "SL+SL+SL",
+    "SL+SL+SL+JKG",
+    "SL+SL+VCP+ETM",
+    "SL+SN",
+    "SL+SN+JC",
+    "SL+SN+JKB",
+    "SL+SN+JKO",
+    "SL+SN+JX",
+    "SL+SN+NNG",
+    "SL+SN+SL",
+    "SL+SN+SN+SL",
+    "SL+SN+VCP+EC",
+    "SL+VCP+ETM",
+    "SL+VV+ETM",
+    "SL+XSA+EC",
+    "SL+XSN",
+    "SL+XSN+JKG",
+    "SN",
+    "SN+JC",
+    "SN+JKB",
+    "SN+JKG",
+    "SN+JKO",
+    "SN+JKS",
+    "SN+JX",
+    "SN+NNB",
+    "SN+NNB+JC",
+    "SN+NNB+JKB",
+    "SN+NNB+JKB+JX",
+    "SN+NNB+JKG",
+    "SN+NNB+JKO",
+    "SN+NNB+JKS",
+    "SN+NNB+JX",
+    "SN+NNB+JX+JKB",
+    "SN+NNB+JX+JKO",
+    "SN+NNB+JX+JX",
+    "SN+NNB+NNB",
+    "SN+NNB+NNB+JKB",
+    "SN+NNB+NNB+JKG",
+    "SN+NNB+NNG",
+    "SN+NNB+NNG+JC",
+    "SN+NNB+NNG+JKB",
+    "SN+NNB+NNG+JKO",
+    "SN+NNB+NNG+JKS",
+    "SN+NNB+NNG+JX",
+    "SN+NNB+NNG+VCP+EF",
+    "SN+NNB+SN+JKB",
+    "SN+NNB+SN+NNB",
+    "SN+NNB+SN+NNB+JKB",
+    "SN+NNB+SN+NNB+JKO",
+    "SN+NNB+SN+NNB+JX",
+    "SN+NNB+SN+NNB+SN+NNB+SN+NNB",
+    "SN+NNB+SN+NNB+VCP+EF",
+    "SN+NNB+SN+NNG+SN+NNG+JKG",
+    "SN+NNB+SN+NR",
+    "SN+NNB+VCP+EC",
+    "SN+NNB+VCP+EF",
+    "SN+NNB+VCP+EP+EC",
+    "SN+NNB+VCP+EP+EF",
+    "SN+NNB+VCP+EP+ETM",
+    "SN+NNB+VCP+ETM",
+    "SN+NNB+VCP+ETN+JKB",
+    "SN+NNB+XSN",
+    "SN+NNB+XSN+JKB",
+    "SN+NNB+XSN+JKO",
+    "SN+NNB+XSN+JKS",
+    "SN+NNB+XSN+JX+JX",
+    "SN+NNB+XSN+VCP+EF",
+    "SN+NNG",
+    "SN+NNG+JC",
+    "SN+NNG+JKB",
+    "SN+NNG+JKB+JX",
+    "SN+NNG+JKG",
+    "SN+NNG+JKO",
+    "SN+NNG+JKS",
+    "SN+NNG+JX",
+    "SN+NNG+NNG",
+    "SN+NNG+NNG+JKB",
+    "SN+NNG+NNG+JKO",
+    "SN+NNG+NNG+VCP+ETM",
+    "SN+NNG+SN+NNG",
+    "SN+NNG+SN+NNG+JKB",
+    "SN+NNG+SN+NNG+JKG",
+    "SN+NNG+VCP+EC",
+    "SN+NNG+VCP+EF",
+    "SN+NNG+VCP+ETM",
+    "SN+NNG+XSN",
+    "SN+NNG+XSN+JKB",
+    "SN+NNP+NNB+SN+NNB",
+    "SN+NR",
+    "SN+NR+JKB",
+    "SN+NR+JKS",
+    "SN+NR+JX",
+    "SN+NR+NNB",
+    "SN+NR+NNB+JKB",
+    "SN+NR+NNB+JKG",
+    "SN+NR+NNB+JKO",
+    "SN+NR+NNB+JKS",
+    "SN+NR+NNB+JX",
+    "SN+NR+NNB+SN+NR+NNB",
+    "SN+NR+NNB+VCP+EC",
+    "SN+NR+NNB+VCP+EF",
+    "SN+NR+NNB+XSN",
+    "SN+NR+NNG+JKG",
+    "SN+NR+NNG+SN+NNB",
+    "SN+NR+NNG+SN+NNG+VCP+ETM",
+    "SN+NR+NNG+SN+NR+SN+NNB",
+    "SN+NR+SN",
+    "SN+NR+SN+NNB",
+    "SN+NR+SN+NNB+JKB",
+    "SN+NR+SN+NNB+JKS",
+    "SN+NR+SN+NNB+XSA+EC+VV",
+    "SN+NR+SN+NNG",
+    "SN+NR+SN+NNG+JKG",
+    "SN+NR+SN+NNP",
+    "SN+NR+SN+NR",
+    "SN+NR+SN+NR+NNB",
+    "SN+NR+SN+NR+NNB+JKO",
+    "SN+NR+SN+NR+NNB+JX",
+    "SN+NR+SN+NR+NNB+VCP+EF",
+    "SN+NR+SN+NR+SN+NNB+JKB",
+    "SN+NR+SN+NR+SN+NNB+JKG",
+    "SN+NR+SN+NR+SN+NNB+JKO",
+    "SN+NR+SN+NR+SN+NR",
+    "SN+NR+SN+NR+SN+NR+NNB",
+    "SN+NR+SN+NR+SN+NR+SN+NNB+JKB",
+    "SN+NR+SN+NR+SN+NR+SN+NR",
+    "SN+NR+SN+NR+VCP+EF",
+    "SN+NR+SN+NR+XSN",
+    "SN+NR+SN+SL+NNG",
+    "SN+NR+XSN",
+    "SN+NR+XSN+NNB+JKO",
+    "SN+NR+XSN+NNB+JKS",
+    "SN+SL",
+    "SN+SL+JKB",
+    "SN+SL+JKG",
+    "SN+SL+JKO",
+    "SN+SL+JKS",
+    "SN+SL+NNG",
+    "SN+SL+NNG+JKO",
+    "SN+SL+NNG+JX",
+    "SN+SL+SN+JKS",
+    "SN+SL+VCP+EC",
+    "SN+SN",
+    "SN+SN+JKB",
+    "SN+SN+NNB",
+    "SN+SN+NNB+JKG",
+    "SN+SN+NNG",
+    "SN+SN+NNG+JX",
+    "SN+SN+SL",
+    "SN+SN+SL+JKB",
+    "SN+SN+SN",
+    "SN+SN+SN+SN",
+    "SN+VCP+ETM",
+    "SN+XSN",
+    "SN+XSN+JKB+JX",
+    "SN+XSN+JKG",
+    "SN+XSN+JKO",
+    "SN+XSN+NNB",
+    "SN+XSN+NNB+JKB",
+    "SN+XSN+NNB+JKG",
+    "SN+XSN+NNB+JKS",
+    "SN+XSN+NNB+NNB",
+    "SN+XSN+SL+JKG",
+    "SN+XSN+XSN+JX",
+    "SO",
+    "SP",
+    "SS",
+    "SW",
+    "VA",
+    "VA+EC",
+    "VA+EC+EC",
+    "VA+EC+JKO",
+    "VA+EC+JKS",
+    "VA+EC+JX",
+    "VA+EC+JX+JX",
+    "VA+EC+VCP+EC",
+    "VA+EC+VCP+EF",
+    "VA+EC+VV+ETM",
+    "VA+EC+VX+EC",
+    "VA+EC+VX+EF",
+    "VA+EC+VX+EP+EC",
+    "VA+EC+VX+EP+EF",
+    "VA+EC+VX+EP+ETM",
+    "VA+EC+VX+ETM",
+    "VA+EC+VX+ETN",
+    "VA+EF",
+    "VA+EF+ETM+NNG",
+    "VA+EP+EC",
+    "VA+EP+EF",
+    "VA+EP+ETM",
+    "VA+EP+ETN",
+    "VA+ETM",
+    "VA+ETM+EC",
+    "VA+ETM+NNB",
+    "VA+ETM+NNB+JKG",
+    "VA+ETM+NNB+XSA+ETM",
+    "VA+ETM+NNG",
+    "VA+ETM+NNG+JKG",
+    "VA+ETN",
+    "VA+ETN+JKB",
+    "VA+ETN+JKB+JX",
+    "VA+ETN+JKG",
+    "VA+ETN+JX",
+    "VCN+EC",
+    "VCN+EC+JX",
+    "VCN+EF",
+    "VCN+EP+EC",
+    "VCN+EP+ETM",
+    "VCN+ETM",
+    "VCN+ETN",
+    "VCP+EC",
+    "VCP+EC+SN",
+    "VCP+EC+VX+EC",
+    "VCP+EF",
+    "VCP+EP+EC",
+    "VCP+EP+EF",
+    "VCP+EP+ETM",
+    "VCP+ETM",
+    "VV",
+    "VV+EC",
+    "VV+EC+EC",
+    "VV+EC+EP+EC",
+    "VV+EC+EP+EF",
+    "VV+EC+ETN",
+    "VV+EC+JKB",
+    "VV+EC+JKG",
+    "VV+EC+JKG+NNG+JKO",
+    "VV+EC+JKO",
+    "VV+EC+JKS",
+    "VV+EC+JX",
+    "VV+EC+JX+JKG",
+    "VV+EC+JX+MM",
+    "VV+EC+JX+NNB+JKB",
+    "VV+EC+SH+JKB",
+    "VV+EC+VCP+EC",
+    "VV+EC+VCP+EF",
+    "VV+EC+VCP+EP",
+    "VV+EC+VCP+EP+EF",
+    "VV+EC+VCP+ETM",
+    "VV+EC+VV+EC",
+    "VV+EC+VV+EF",
+    "VV+EC+VV+EP+EC",
+    "VV+EC+VV+EP+EF",
+    "VV+EC+VV+ETM",
+    "VV+EC+VV+ETN",
+    "VV+EC+VV+ETN+NNB+JKB",
+    "VV+EC+VX+EC",
+    "VV+EC+VX+EC+JKG",
+    "VV+EC+VX+EC+VX+EF",
+    "VV+EC+VX+EF",
+    "VV+EC+VX+EP+EC",
+    "VV+EC+VX+EP+EF",
+    "VV+EC+VX+EP+EP+EC",
+    "VV+EC+VX+EP+EP+EF",
+    "VV+EC+VX+EP+ETM",
+    "VV+EC+VX+EP+ETN",
+    "VV+EC+VX+ETM",
+    "VV+EC+VX+ETM+NNB",
+    "VV+EC+VX+ETM+NNB+XSA+EC",
+    "VV+EC+VX+ETN",
+    "VV+EC+VX+ETN+EC",
+    "VV+EC+VX+ETN+JKB",
+    "VV+EC+VX+ETN+JKG",
+    "VV+EC+VX+ETN+JX",
+    "VV+EC+XSN",
+    "VV+EC+XSN+JKS",
+    "VV+EC+XSN+XSN+JKB",
+    "VV+EF",
+    "VV+EP+EC",
+    "VV+EP+EC+JX",
+    "VV+EP+EC+VCP+EC",
+    "VV+EP+EC+VX+EC",
+    "VV+EP+EC+VX+EP+EF",
+    "VV+EP+EF",
+    "VV+EP+EF+EC",
+    "VV+EP+EP+EC",
+    "VV+EP+EP+EF",
+    "VV+EP+EP+EP+EC",
+    "VV+EP+EP+ETN",
+    "VV+EP+ETM",
+    "VV+EP+ETN",
+    "VV+EP+ETN+JKO",
+    "VV+ETM",
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