Add ga_udv25_irishidt_trf-0.0.1

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
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+*.whl filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*strings.json filter=lfs diff=lfs merge=lfs -text
+vectors filter=lfs diff=lfs merge=lfs -text
+model filter=lfs diff=lfs merge=lfs -text

LICENSE.txt

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+CC BY-SA 3.0

README.md

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+---
+tags:
+- spacy
+- token-classification
+language:
+- ga
+license: cc-by-sa-4.0
+model-index:
+- name: ga_udv25_irishidt_trf
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.933360016
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9216991044
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.689782848
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.8981490745
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.8361372813
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.7464812426
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9756637168
+---
+UD v2.5 benchmarking pipeline for UD_Irish-IDT
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `ga_udv25_irishidt_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 (1662 labels for 6 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`experimental_char_ner_tokenizer`** | `TOKEN` |
+| **`senter`** | `I`, `S` |
+| **`tagger`** | `!`, `.`, `...`, `?`, `Abr`, `Ad`, `Adj`, `Art`, `CM`, `CU`, `Cmp`, `Cmpd`, `CmpdNoGen`, `Comp`, `Cond`, `Coord`, `Cop`, `Cp`, `Deg`, `Dem`, `Det`, `Dir`, `Foreign`, `FutInd`, `Gn`, `Idf`, `Imper`, `Inf`, `Item`, `Itj`, `Its`, `Loc`, `Nm`, `Noun`, `Num`, `PastImp`, `PastInd`, `Pat`, `Pers`, `Poss`, `Prep`, `PresImp`, `PresInd`, `PresSubj`, `Pron`, `Punct`, `Q`, `Ref`, `Rel`, `Simp`, `Subord`, `Subst`, `Sup`, `Temp`, `Unknown`, `VD`, `VI`, `VT`, `VTI`, `Vb`, `Voc`, `Web`, `cionn` |
+| **`morphologizer`** | `POS=ADP`, `Case=NomAcc\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=AUX\|Tense=Pres\|VerbForm=Cop`, `Number=Sing\|POS=PRON\|Person=3`, `Mood=Ind\|POS=VERB\|Tense=Fut`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Case=NomAcc\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=SCONJ`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3`, `POS=PART\|PartType=Inf`, `POS=NOUN\|VerbForm=Inf`, `Number=Sing\|POS=ADP\|PronType=Art`, `POS=ADV`, `POS=PUNCT`, `POS=PART\|PartType=Vb\|Polarity=Neg`, `Form=Len\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Fut`, `Number=Sing\|POS=NOUN`, `POS=CCONJ`, `Case=NomAcc\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=NomAcc\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Int\|POS=AUX\|Polarity=Neg\|Tense=Pres\|VerbForm=Cop`, `Degree=Pos\|POS=ADJ`, `POS=PART\|PartType=Vb\|PronType=Rel`, `Form=Len\|Mood=Cnd\|POS=VERB`, `Case=NomAcc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Number=Sing\|POS=ADP\|Person=1`, `Case=NomAcc\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Form=Emp\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|PronType=Rel\|Tense=Pres`, `Case=NomAcc\|Form=Ecl\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Definite=Def\|Number=Plur\|POS=DET\|PronType=Art`, `Case=NomAcc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=DET\|Person=1\|Poss=Yes`, `POS=PART\|PartType=Cmpl`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Tense=Past`, `POS=PRON\|PronType=Dem`, `POS=PART\|PartType=Vb`, `Form=Len\|Mood=Ind\|POS=VERB\|Tense=Past`, `Number=Sing\|POS=PRON\|Person=2`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=PART\|PartType=Comp`, `Degree=Cmp,Sup\|POS=ADJ`, `Case=NomAcc\|Form=Len\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Tense=Pres`, `NumType=Card\|POS=NUM`, `POS=ADJ\|VerbForm=Part`, `Number=Plur\|POS=ADP\|Person=1`, `Form=Len\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Pres`, `POS=PRON\|PronType=Int`, `Mood=Ind\|POS=VERB\|PronType=Rel\|Tense=Pres`, `Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Pres`, `Dialect=Munster\|POS=X`, `POS=ADP\|PrepForm=Cmpd`, `Case=NomAcc\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=NomAcc\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Form=Ecl\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `POS=NOUN\|VerbForm=Vnoun`, `Gender=Masc\|Number=Sing\|POS=ADP\|Person=3`, `Gender=Masc\|Number=Sing\|POS=ADP\|Person=3\|Poss=Yes`, `Case=Gen\|Gender=Masc\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Gen\|Form=Len\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Form=Len\|Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past`, `Number=Plur\|POS=DET\|Person=3\|Poss=Yes`, `Case=NomAcc\|Form=Ecl\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=VERB\|Tense=Past\|Voice=Auto`, `Number=Plur\|POS=PRON\|Person=3`, `Case=Gen\|Definite=Def\|Gender=Masc\|NounType=Weak\|Number=Plur\|POS=NOUN`, `Form=Len\|POS=NOUN\|VerbForm=Inf`, `POS=PART\|PartType=Ad`, `POS=PART\|PartType=Pat`, `POS=NUM`, `Mood=Ind\|POS=VERB\|Tense=Pres`, `Case=NomAcc\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Form=Len\|POS=VERB`, `POS=PRON\|Reflex=Yes`, `POS=VERB`, `Case=NomAcc\|Form=Len\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=NomAcc\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=SCONJ\|VerbForm=Cop`, `Form=Len\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Past`, `Gender=Masc\|Number=Sing\|POS=ADP\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=NomAcc\|Form=HPref\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=DET\|PronType=Dem`, `Form=Len\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past`, `Case=NomAcc\|Form=HPref\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Gen\|Definite=Def\|Gender=Masc\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Case=Gen\|Definite=Def\|Gender=Fem\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Case=Dat\|Form=Ecl\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=ADP\|Person=3`, `POS=PART\|PartType=Comp`, `POS=PART`, `Case=NomAcc\|Form=Ecl\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=NomAcc\|Form=Len\|Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=DET\|PronType=Ind`, `Form=Len\|Mood=Ind\|POS=VERB\|Tense=Fut\|Voice=Auto`, `Case=Gen\|Gender=Fem\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Form=Len\|Mood=Ind\|POS=VERB\|Tense=Pres\|Voice=Auto`, `POS=X`, `POS=PART\|PronType=Rel`, `Form=VF\|POS=AUX\|Tense=Pres\|VerbForm=Cop`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes`, `POS=AUX\|Polarity=Neg\|PronType=Rel\|Tense=Pres\|VerbForm=Cop`, `Form=Len\|Mood=Ind\|POS=VERB\|Tense=Pres`, `Case=Gen\|Form=Ecl\|Gender=Fem\|NounType=Strong\|Number=Plur\|POS=NOUN`, `POS=PART\|PartType=Vb\|Polarity=Neg\|PronType=Rel`, `Number=Sing\|POS=PRON\|PronType=Int`, `Abbr=Yes\|POS=X`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=AUX\|Tense=Past\|VerbForm=Cop`, `Number=Sing\|POS=PRON\|Person=1`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Tense=Pres\|Voice=Auto`, `Case=NomAcc\|Form=HPref\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Form=Len\|Mood=Ind\|POS=VERB\|Tense=Fut`, `Case=Gen\|POS=NOUN\|VerbForm=Inf`, `Form=HPref\|POS=DET\|PronType=Ind`, `Case=NomAcc\|Form=Len\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Number=Plur\|POS=PRON\|Person=1`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=NomAcc\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Gen\|Gender=Fem\|NounType=Weak\|Number=Plur\|POS=NOUN`, `Case=Gen\|NounType=Strong\|Number=Plur\|POS=ADJ`, `Foreign=Yes\|POS=X`, `Mood=Ind\|POS=VERB\|Tense=Fut\|Voice=Auto`, `Number=Plur\|POS=ADP\|Person=3\|PronType=Emp`, `Mood=Ind\|POS=VERB\|Tense=Past`, `POS=PART\|PartType=Cmpl\|Polarity=Neg\|Tense=Past`, `Number=Plur\|POS=ADP\|Person=3\|Poss=Yes`, `Form=Ecl\|POS=NOUN\|VerbForm=Inf`, `Case=Gen\|Form=Len\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=Len\|NumType=Card\|POS=NUM`, `Abbr=Yes\|POS=NUM`, `Case=NomAcc\|NounType=NotSlender\|Number=Plur\|POS=ADJ`, `Case=NomAcc\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Gen\|Definite=Def\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Dat\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Gen\|Gender=Masc\|NounType=Weak\|Number=Plur\|POS=PROPN`, `Mood=Ind\|POS=VERB\|Tense=Pres\|Voice=Auto`, `POS=AUX\|Polarity=Neg\|Tense=Past\|VerbForm=Cop`, `Degree=Pos\|Form=Len\|POS=ADJ`, `Form=Len\|NumType=Ord\|POS=NUM`, `Number=Plur\|POS=ADP\|PronType=Art`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2`, `Form=Len\|Number=Plur\|POS=ADP\|Person=1`, `Case=NomAcc\|Form=Len\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=NomAcc\|Form=Len\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Degree=Pos\|Form=Ecl\|POS=ADJ`, `Mood=Imp\|POS=PART\|PartType=Vb`, `Mood=Cnd\|POS=VERB`, `Number=Sing\|POS=ADP\|Person=1\|Poss=Yes`, `Form=Ecl\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1`, `Form=Len\|Mood=Imp\|POS=VERB\|Tense=Past\|Voice=Auto`, `Case=Gen\|Gender=Masc\|NounType=Weak\|Number=Plur\|POS=NOUN`, `POS=PART\|PartType=Num`, `Form=HPref\|NumType=Card\|POS=NUM`, `Form=Len\|Mood=Sub\|POS=VERB\|Polarity=Neg\|Tense=Pres`, `Case=Gen\|Form=Len\|Gender=Masc\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=ADP\|Person=3`, `Number=Sing\|POS=PRON\|Person=2\|PronType=Emp`, `POS=PART\|PartType=Vb\|Tense=Past`, `Case=NomAcc\|Form=Ecl\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Definite=Def\|Dialect=Ulster\|POS=X`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Tense=Fut`, `POS=PART\|PartType=Vb\|Polarity=Neg\|Tense=Past`, `POS=PART\|PartType=Cmpl\|Polarity=Neg`, `Case=NomAcc\|Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=NOUN`, `POS=ADP\|Poss=Yes`, `Case=Gen\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Case=Gen\|Form=Len\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Form=Len\|Mood=Imp\|POS=VERB\|Voice=Auto`, `Definite=Def\|POS=DET`, `POS=AUX\|PronType=Rel\|Tense=Pres\|VerbForm=Cop`, `Case=NomAcc\|NounType=Slender\|Number=Plur\|POS=ADJ`, `POS=AUX\|Polarity=Neg\|PronType=Rel\|Tense=Past\|VerbForm=Cop`, `Form=Ecl\|Mood=Cnd\|POS=VERB`, `Case=Gen\|Form=Ecl\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Dat\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=AUX\|Polarity=Neg\|Tense=Pres\|VerbForm=Cop`, `Form=Len\|Mood=Imp\|POS=VERB\|Tense=Past`, `Case=Gen\|Form=Ecl\|Gender=Masc\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADP\|Person=2`, `Degree=Pos\|Form=HPref\|POS=ADJ`, `Dialect=Munster\|POS=DET\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=ADP\|Person=3\|Poss=Yes`, `Case=NomAcc\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Number=Plur\|POS=ADP\|Person=1\|PronType=Emp`, `POS=PART\|PartType=Vb\|Polarity=Neg\|PronType=Rel\|Tense=Past`, `POS=PRON\|PronType=Ind`, `Number=Plur\|POS=ADP\|Person=1\|Poss=Yes`, `Gender=Fem\|Number=Sing\|POS=ADP\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Gen\|NounType=Weak\|Number=Plur\|POS=ADJ`, `Form=Emp\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres`, `Case=NomAcc\|Form=Len\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=VF\|POS=AUX\|Polarity=Neg\|Tense=Past\|VerbForm=Cop`, `Case=NomAcc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Case=Gen\|Gender=Fem\|POS=PROPN`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3`, `Form=VF\|POS=AUX\|Polarity=Neg\|PronType=Rel\|Tense=Past\|VerbForm=Cop`, `Case=NomAcc\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Case=Gen\|Form=Ecl\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=NomAcc\|Form=Emp\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Gen\|Form=Ecl\|Gender=Masc\|Number=Plur\|POS=PROPN`, `POS=PROPN`, `Mood=Imp\|POS=PART\|PartType=Vb\|Polarity=Neg`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes`, `Form=Ecl\|NumType=Card\|POS=NUM`, `Case=Gen\|Form=Len\|Gender=Masc\|NounType=Weak\|Number=Plur\|POS=NOUN`, `Dialect=Munster\|Mood=Ind\|POS=X\|Tense=Past\|Voice=Auto`, `Number=Sing\|POS=DET\|Person=2\|Poss=Yes`, `Case=Gen\|Number=Sing\|POS=NOUN`, `Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Past\|Voice=Auto`, `Definite=Def\|NumType=Card\|POS=NUM`, `Form=Len\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1`, `Case=NomAcc\|Definite=Ind\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Form=Len\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Pres`, `Form=Len\|Mood=Cnd\|POS=VERB\|Voice=Auto`, `Mood=Imp\|POS=VERB\|Tense=Past`, `Case=Gen\|Form=Ecl\|Gender=Masc\|NounType=Weak\|Number=Plur\|POS=NOUN`, `Number=Plur\|POS=ADP\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=Len\|Mood=Ind\|POS=VERB\|Tense=Past\|Voice=Auto`, `Definite=Def\|Form=Ecl\|POS=DET`, `Number=Plur\|POS=ADJ`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Fut\|Voice=Auto`, `Form=VF\|POS=AUX\|Tense=Past\|VerbForm=Cop`, `Form=Len\|Number=Sing\|POS=NOUN`, `POS=AUX`, `Gender=Masc\|POS=PRON\|Person=3`, `Case=NomAcc\|Form=Len\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Case=Gen\|Form=Len\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Int\|POS=PART\|PartType=Vb\|Polarity=Neg`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Pres`, `Form=Ecl\|Mood=Imp\|POS=VERB\|Tense=Past`, `Number=Sing\|POS=PRON\|Person=1\|PronType=Emp`, `Case=NomAcc\|Foreign=Yes\|Gender=Fem\|Number=Sing\|POS=X`, `Dialect=Munster\|Form=Len\|Mood=Ind\|Number=Sing\|POS=X\|Person=1\|Tense=Past`, `POS=PART\|PartType=Vb\|PronType=Rel\|Tense=Past`, `Form=Len\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2`, `POS=PART\|PartType=Voc`, `Form=HPref\|POS=NOUN\|VerbForm=Inf`, `Case=Gen\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Degree=Cmp,Sup\|Form=Len\|POS=ADJ`, `POS=NOUN`, `Form=Ecl\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres`, `Case=NomAcc\|Form=Ecl\|Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Emp`, `Number=Plur\|POS=ADP\|Person=2`, `POS=SCONJ\|Tense=Past\|VerbForm=Cop`, `NumType=Ord\|POS=NUM`, `Mood=Int\|POS=AUX\|Polarity=Neg\|Tense=Past\|VerbForm=Cop`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=3\|PronType=Emp`, `Dialect=Ulster\|POS=X\|VerbForm=Cop`, `Mood=Int\|Number=Sing\|POS=AUX\|PronType=Art\|VerbForm=Cop`, `Case=NomAcc\|Definite=Def\|Gender=Fem\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Form=Ecl\|POS=NOUN\|VerbForm=Vnoun`, `Case=NomAcc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=Ecl\|Mood=Sub\|POS=VERB\|Tense=Pres`, `Case=Voc\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Case=Voc\|Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Plur\|POS=ADJ\|PartType=Voc`, `Form=Len\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Polarity=Neg\|Tense=Past`, `Number=Sing\|POS=DET\|PronType=Int`, `Form=Len\|Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3`, `Dialect=Munster\|Form=Len\|Mood=Ind\|POS=VERB\|Tense=Past`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|Polarity=Neg`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres`, `Case=NomAcc\|Gender=Masc\|POS=PROPN`, `Case=Gen\|Form=Len\|Gender=Masc\|POS=PROPN`, `Form=Ecl\|POS=VERB`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres`, `Form=Ecl\|Number=Sing\|POS=NOUN`, `Form=Len\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Fut\|Voice=Auto`, `POS=AUX\|PronType=Dem\|VerbForm=Cop`, `POS=AUX\|PronType=Rel\|Tense=Past\|VerbForm=Cop`, `Case=NomAcc\|Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Tense=Pres`, `Form=Ecl\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `Form=Len\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past`, `Abbr=Yes\|POS=SYM`, `Case=Gen\|Form=Len\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Form=Len\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Pres\|Voice=Auto`, `POS=PART\|PartType=Cop\|PronType=Rel`, `Form=VF\|POS=AUX\|PronType=Rel\|Tense=Past\|VerbForm=Cop`, `Case=Dat\|Definite=Ind\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `Form=Len\|Number=Sing\|POS=PRON\|Person=2`, `Case=Voc\|Form=Len\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Masc\|Number=Sing\|POS=ADJ\|PartType=Voc`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Case=Voc\|Form=Len\|Gender=Fem\|POS=PROPN`, `Case=Gen\|Form=HPref\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Dialect=Ulster\|Gender=Masc\|Number=Sing\|POS=X\|Person=3`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Fut`, `Form=Len\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut`, `Case=NomAcc\|Form=HPref\|Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=ADV\|PronType=Int`, `Form=Ecl\|Mood=Cnd\|POS=VERB\|Voice=Auto`, `POS=ADP\|PronType=Art`, `Mood=Int\|POS=AUX\|Tense=Pres\|VerbForm=Cop`, `POS=PART\|PartType=Deg`, `Number=Sing\|POS=ADP\|Person=1\|PronType=Emp`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Emp`, `Gender=Masc\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Cop`, `Foreign=Yes\|POS=ADJ`, `Foreign=Yes\|POS=NOUN`, `Foreign=Yes\|POS=VERB`, `Foreign=Yes\|POS=ADP`, `Abbr=Yes\|POS=PROPN`, `Form=Len\|Mood=Cnd\|Number=Sing\|POS=VERB\|Person=2`, `Case=Voc\|Form=Len\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Form=Len\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Past\|Voice=Auto`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past`, `Case=NomAcc\|Form=Ecl\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=Len\|POS=ADV`, `Case=Voc\|Form=Len\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Number=Plur\|POS=PRON\|Person=2`, `POS=DET`, `Number=Sing\|POS=ADP\|Person=3`, `Mood=Cnd\|POS=VERB\|Voice=Auto`, `Form=Len\|Number=Sing\|POS=ADP\|Person=1`, `Dialect=Munster\|Mood=Imp\|Number=Sing\|POS=X\|Person=2\|Polarity=Neg`, `Dialect=Munster\|POS=X\|PronType=Dem`, `Form=Len\|POS=VERB\|Polarity=Neg`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Polarity=Neg\|Tense=Past`, `Case=Gen\|Gender=Masc\|POS=PROPN`, `Form=Ecl\|NumType=Ord\|POS=NUM`, `Mood=Ind\|POS=VERB\|PronType=Rel\|Tense=Fut`, `Form=Len\|Number=Plur\|POS=ADP\|Person=3`, `Case=NomAcc\|Form=HPref\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Form=Ecl\|Mood=Ind\|POS=VERB\|Tense=Fut\|Voice=Auto`, `Form=Len\|POS=ADJ\|VerbForm=Part`, `Case=Gen\|Form=Len\|Gender=Fem\|POS=PROPN`, `Form=Ecl\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres`, `Case=Voc\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Gen\|Form=Len\|POS=NOUN\|VerbForm=Inf`, `Degree=Pos\|POS=NOUN`, `POS=AUX\|PartType=Comp\|Tense=Past\|VerbForm=Cop`, `Number=Plur\|POS=DET\|Person=1\|Poss=Yes`, `Case=Dat\|Form=Len\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Gen\|Form=HPref\|Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=ADP\|Person=3\|Poss=Yes`, `POS=NOUN\|Reflex=Yes`, `Dialect=Ulster\|POS=X\|PartType=Vb\|Polarity=Neg`, `Form=Emp\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres`, `Gender=Masc\|Number=Sing\|POS=ADP\|Person=3\|PronType=Emp`, `Form=Ecl\|POS=PART\|PartType=Vb\|PronType=Rel`, `Form=Ecl\|Mood=Cnd\|POS=VERB\|Polarity=Neg`, `Case=Gen\|Form=Ecl\|Gender=Fem\|Number=Plur\|POS=PROPN`, `Form=Len\|Mood=Cnd\|POS=VERB\|Polarity=Neg`, `Form=Len\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Form=Len\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Gender=Masc\|Number=Plur\|POS=PROPN`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Form=Ecl\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Form=Len\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Gen\|Form=HPref\|Gender=Fem\|POS=PROPN`, `Form=Len\|Gender=Masc\|Number=Sing\|POS=NOUN`, `Form=Len\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Form=Len\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=HPref\|Gender=Fem\|Number=Sing\|POS=NOUN`, `NounType=Slender\|Number=Plur\|POS=ADJ`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Form=Ecl\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Form=Ecl\|Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=PRON`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Number=Sing\|POS=NOUN\|PartType=Comp`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Form=Ecl\|Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=PART\|PartType=Cmpl\|Tense=Past`, `Form=Ecl\|Mood=Int\|POS=VERB\|Polarity=Neg`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=NOUN`, `Case=Gen\|Number=Plur\|POS=DET\|PronType=Art`, `NounType=NotSlender\|Number=Plur\|POS=ADJ`, `Mood=Cnd\|POS=AUX\|VerbForm=Cop`, `Case=Gen\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Form=Len\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres`, `Gender=Masc\|Number=Sing\|POS=INTJ`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Emp`, `Gender=Fem\|Number=Sing\|POS=SCONJ`, `POS=PART\|Tense=Pres\|VerbForm=Cop`, `Case=Gen\|Definite=Def\|Gender=Fem\|NounType=Weak\|Number=Plur\|POS=NOUN`, `Degree=Pos\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=ADJ`, `Form=Ecl\|Gender=Fem\|Number=Sing\|POS=PROPN`, `POS=DET\|PronType=Art`, `Form=Ecl,Emp\|Mood=Imp\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `Form=Ecl\|Mood=Cnd,Int\|POS=VERB`, `Definite=Def\|Dialect=Munster\|Gender=Fem\|Number=Sing\|POS=X`, `POS=AUX\|PronType=Dem`, `POS=AUX\|PartType=Cmpl\|Tense=Pres\|VerbForm=Cop`, `Form=Len\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past`, `POS=PART\|PartType=Inf\|PronType=Rel`, `Form=Ecl\|Number=Plur\|POS=NOUN`, `Form=Len\|Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres`, `POS=SCONJ\|Tense=Past`, `Form=HPref\|Gender=Masc\|Number=Sing\|POS=ADP\|Person=3`, `Form=Ecl\|Gender=Masc\|Number=Sing\|POS=PROPN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=PROPN`, `Form=HPref\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3`, `POS=INTJ`, `Form=HPref\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Gen\|Form=Len\|Gender=Fem\|NounType=Strong\|Number=Plur\|POS=NOUN`, `Form=Ecl\|Mood=Sub\|POS=VERB\|Tense=Pres\|Voice=Auto`, `Number=Sing\|POS=VERB\|Person=1`, `Gender=Masc\|POS=PROPN`, `POS=ADP\|PronType=Rel`, `Mood=Ind\|POS=NOUN\|PronType=Rel\|Tense=Pres`, `Form=Ecl\|Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Form=Ecl\|Mood=Cnd,Int\|POS=VERB\|Voice=Auto`, `Form=Len\|Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|POS=PROPN`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=2`, `Form=HPref\|Gender=Masc\|Number=Plur\|POS=NOUN`, `Case=Gen\|Gender=Masc\|Number=Plur\|POS=PROPN`, `Dialect=Ulster\|Gender=Masc\|Number=Plur\|POS=X`, `Case=Gen\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PROPN` |
+| **`parser`** | `ROOT`, `acl:relcl`, `advcl`, `advmod`, `amod`, `appos`, `case`, `case:voc`, `cc`, `ccomp`, `compound`, `compound:prt`, `conj`, `cop`, `csubj:cleft`, `csubj:cop`, `dep`, `det`, `fixed`, `flat`, `flat:foreign`, `flat:name`, `list`, `mark`, `mark:prt`, `nmod`, `nmod:poss`, `nsubj`, `nummod`, `obj`, `obl`, `obl:prep`, `obl:tmod`, `parataxis`, `punct`, `vocative`, `xcomp`, `xcomp:pred` |
+| **`experimental_edit_tree_lemmatizer`** | `1`, `2`, `4`, `7`, `10`, `11`, `13`, `15`, `16`, `17`, `19`, `21`, `25`, `27`, `28`, `30`, `32`, `34`, `36`, `37`, `40`, `42`, `44`, `46`, `51`, `54`, `56`, `59`, `62`, `64`, `66`, `68`, `70`, `72`, `73`, `74`, `77`, `81`, `83`, `85`, `88`, `89`, `91`, `93`, `96`, `99`, `100`, `102`, `104`, `108`, `114`, `116`, `119`, `120`, `121`, `123`, `126`, `127`, `128`, `131`, `133`, `135`, `137`, `138`, `139`, `142`, `144`, `145`, `147`, `149`, `151`, `153`, `157`, `159`, `161`, `164`, `165`, `169`, `171`, `173`, `176`, `181`, `183`, `185`, `186`, `188`, `189`, `191`, `193`, `194`, `195`, `197`, `199`, `201`, `202`, `205`, `207`, `209`, `210`, `213`, `216`, `217`, `220`, `221`, `223`, `225`, `227`, `228`, `230`, `232`, `233`, `236`, `238`, `240`, `241`, `242`, `244`, `246`, `247`, `249`, `251`, `252`, `254`, `256`, `257`, `259`, `264`, `267`, `268`, `271`, `273`, `275`, `276`, `278`, `279`, `280`, `282`, `283`, `285`, `286`, `289`, `291`, `293`, `295`, `296`, `299`, `301`, `302`, `303`, `304`, `305`, `306`, `308`, `310`, `311`, `312`, `315`, `318`, `319`, `320`, `321`, `323`, `325`, `327`, `328`, `332`, `334`, `336`, `339`, `341`, `343`, `346`, `348`, `350`, `353`, `355`, `358`, `359`, `361`, `363`, `365`, `366`, `367`, `368`, `370`, `371`, `373`, `376`, `378`, `380`, `381`, `384`, `385`, `386`, `389`, `390`, `392`, `396`, `398`, `400`, `401`, `402`, `405`, `407`, `409`, `410`, `411`, `413`, `415`, `416`, `419`, `421`, `422`, `423`, `426`, `427`, `428`, `429`, `430`, `431`, `432`, `433`, `434`, `437`, `438`, `439`, `440`, `441`, `442`, `443`, `446`, `449`, `453`, `455`, `457`, `458`, `459`, `461`, `462`, `464`, `466`, `469`, `471`, `473`, `475`, `478`, `479`, `480`, `482`, `483`, `485`, `487`, `490`, `491`, `492`, `495`, `496`, `497`, `500`, `502`, `505`, `507`, `509`, `512`, `513`, `515`, `516`, `518`, `520`, `522`, `523`, `525`, `527`, `530`, `531`, `532`, `534`, `536`, `537`, `538`, `540`, `541`, `542`, `545`, `546`, `548`, `549`, `551`, `554`, `557`, `560`, `562`, `564`, `565`, `567`, `570`, `571`, `573`, `574`, `578`, `579`, `581`, `585`, `587`, `590`, `591`, `592`, `596`, `597`, `598`, `599`, `600`, `602`, `604`, `605`, `606`, `608`, `609`, `611`, `613`, `614`, `616`, `618`, `619`, `621`, `623`, `624`, `627`, `628`, `629`, `630`, `632`, `633`, `635`, `636`, `637`, `640`, `642`, `644`, `646`, `648`, `649`, `651`, `653`, `655`, `656`, `657`, `659`, `660`, `663`, `665`, `667`, `669`, `673`, `675`, `676`, `678`, `682`, `683`, `686`, `688`, `690`, `691`, `693`, `696`, `698`, `702`, `705`, `708`, `710`, `711`, `712`, `714`, `715`, `717`, `719`, `721`, `722`, `724`, `725`, `727`, `729`, `734`, `736`, `738`, `739`, `742`, `743`, `744`, `746`, `750`, `751`, `753`, `755`, `756`, `758`, `759`, `760`, `761`, `762`, `764`, `766`, `767`, `769`, `770`, `771`, `772`, `773`, `774`, `777`, `778`, `780`, `781`, `783`, `784`, `785`, `787`, `789`, `790`, `793`, `794`, `796`, `798`, `800`, `802`, `803`, `805`, `808`, `809`, `810`, `811`, `813`, `815`, `816`, `817`, `820`, `822`, `827`, `828`, `830`, `833`, `836`, `837`, `838`, `841`, `842`, `843`, `845`, `847`, `849`, `850`, `852`, `24`, `854`, `856`, `859`, `860`, `861`, `862`, `863`, `864`, `866`, `868`, `869`, `870`, `873`, `874`, `877`, `878`, `879`, `881`, `884`, `886`, `888`, `889`, `890`, `893`, `894`, `897`, `898`, `900`, `902`, `905`, `908`, `909`, `910`, `911`, `912`, `913`, `915`, `916`, `917`, `919`, `921`, `924`, `926`, `927`, `928`, `929`, `930`, `932`, `935`, `937`, `941`, `943`, `945`, `946`, `948`, `950`, `951`, `953`, `954`, `955`, `958`, `960`, `963`, `965`, `966`, `967`, `968`, `969`, `971`, `974`, `976`, `978`, `979`, `981`, `982`, `983`, `984`, `985`, `986`, `988`, `990`, `992`, `994`, `997`, `998`, `999`, `1001`, `1003`, `1004`, `1006`, `1008`, `1010`, `1011`, `1012`, `1015`, `1017`, `1019`, `1020`, `1021`, `1022`, `1025`, `1028`, `1030`, `1032`, `1033`, `1035`, `1036`, `1039`, `1040`, `1041`, `1042`, `1044`, `1045`, `1046`, `1047`, `1048`, `1049`, `1051`, `1053`, `1055`, `1056`, `1057`, `1058`, `1061`, `1062`, `1064`, `1065`, `1068`, `1070`, `1071`, `1073`, `1074`, `1076`, `1078`, `1080`, `1082`, `1084`, `1086`, `1087`, `1088`, `1089`, `1090`, `1091`, `1092`, `1093`, `1095`, `1097`, `1100`, `1101`, `1103`, `1105`, `1106`, `1108`, `1110`, `1113`, `1114`, `1115`, `1117`, `1118`, `1120`, `1123`, `1127`, `1128`, `1129`, `1131`, `1135`, `1137`, `1138`, `1140`, `1141`, `1143`, `1144`, `1145`, `818`, `1146`, `1148`, `1149`, `1150`, `1152`, `1154`, `1157`, `1159`, `1160`, `1163`, `1166`, `1168`, `1170`, `1171`, `1173`, `1174`, `1176`, `1179`, `1180`, `1182`, `1183`, `1184`, `1186`, `1187`, `1188`, `1189`, `1191`, `1192`, `1195`, `1198`, `1199`, `1200`, `1201`, `1202`, `1205`, `1206`, `1208`, `1210`, `1212`, `1214`, `1215`, `1217`, `1218`, `1219`, `1220`, `1223`, `1227`, `1228`, `1230`, `1231`, `1233`, `1235`, `1236`, `1240`, `1242`, `1244`, `1245`, `1247`, `1248`, `1249`, `1251`, `1252`, `1253`, `1254`, `1255`, `1256`, `1259`, `1260`, `1263`, `1264`, `1267`, `1270`, `1272`, `1273`, `1275`, `1277`, `1279`, `1281`, `1282`, `1283`, `1285`, `1286`, `1288`, `1290`, `1292`, `1295`, `1297`, `1298`, `1299`, `1301`, `1302`, `1305`, `1306`, `1308`, `1309`, `1310`, `1311`, `1313`, `1315`, `1317`, `1318`, `1319`, `1321`, `1323`, `1325`, `1326`, `1327`, `1330`, `1333`, `1336`, `1338`, `1339`, `1340`, `1341`, `1343`, `0`, `1345`, `1347`, `1350`, `1352`, `1356`, `1359`, `1360`, `1361`, `1362`, `1365`, `1367`, `1368`, `1369`, `1371`, `1373`, `1375`, `1378`, `1379`, `1382`, `1384`, `1387`, `1390`, `1392`, `1395`, `1396`, `1397`, `1400`, `1403`, `1406`, `1407`, `1410`, `1411`, `1412`, `1414`, `1416`, `1418`, `1421`, `1422`, `1423`, `1424`, `1426`, `1429`, `1431`, `1433`, `1436`, `1437`, `1442`, `1443`, `1445`, `1446`, `1448`, `1449`, `1450`, `1451`, `1452`, `1453`, `1454`, `1457`, `1460`, `1462`, `1463`, `1466`, `1467`, `1470`, `1471`, `1473`, `1474`, `1477`, `1479`, `1480`, `1481`, `1484`, `1486`, `1489`, `1492`, `1495`, `1496`, `1497`, `1498`, `1501`, `1502`, `1505`, `1506`, `1508`, `1509`, `1510`, `1511`, `1513`, `1514`, `1516`, `1518`, `1521`, `1523`, `1527`, `1528`, `1531`, `1532`, `1534`, `1537`, `1540`, `1541`, `1544`, `1545`, `1547`, `1548`, `1549`, `1550`, `1551`, `1552`, `1553`, `1554`, `1555`, `1557`, `1558`, `1559`, `1560`, `1561`, `1563`, `1565`, `1566`, `1567`, `1569`, `1571`, `1573`, `1576`, `1578`, `1579`, `1580`, `1582`, `1583`, `1211`, `1585`, `1587`, `1588`, `1590`, `1593`, `1595`, `1596`, `1597`, `1598`, `1599`, `1602`, `1604`, `1606`, `1608`, `1610`, `1611`, `1612`, `1613`, `1615`, `1617`, `1618`, `1620`, `1622`, `1623`, `1624`, `1625`, `1626`, `1629`, `1630`, `1632`, `1633`, `1634`, `1637`, `1639`, `65`, `1641`, `1643`, `1644`, `1646`, `1648`, `1649`, `1650`, `1651`, `1652`, `1654`, `1655`, `1658`, `1660`, `1661`, `1662`, `1663`, `1665`, `1666`, `1668`, `1669`, `1671`, `1672`, `1675`, `1676`, `1680`, `1681`, `1682`, `1684`, `1687`, `1689`, `1690`, `1691`, `1692`, `1693`, `1695`, `1696`, `1698`, `1699`, `1700`, `1702`, `1703`, `1704`, `1706`, `1707`, `1708`, `1709`, `1712`, `1715`, `1716`, `1719`, `1722`, `1724`, `1725`, `1726`, `1727`, `1729`, `1730`, `1731`, `1733`, `1736`, `1738`, `1739`, `1742`, `1745`, `1746`, `1747`, `1749`, `1750`, `1752`, `1753`, `1754`, `1757`, `1758`, `1761`, `1764`, `1765`, `1766`, `1767`, `1768`, `1769`, `1771`, `1772`, `1774`, `1776`, `1777`, `1780`, `1783`, `1784`, `1787`, `1789`, `1791`, `1792`, `1794`, `1797`, `1798`, `1800`, `1803`, `1804`, `1807`, `1808`, `1810`, `1812`, `1814`, `1815`, `1817`, `1819`, `1820`, `1822`, `1824`, `1825`, `1826`, `1827`, `1830`, `1832`, `1833`, `1836`, `1840`, `1843`, `1844`, `1846`, `1849`, `1851`, `1853`, `1854`, `1857`, `1859`, `1860`, `1861`, `1862`, `1863`, `1864`, `1865`, `1868`, `1869`, `1872`, `1873`, `1875`, `1877`, `1878`, `1879`, `1882`, `1884`, `1886`, `1888`, `1889`, `1892`, `1895`, `1898`, `1899`, `1901`, `1903`, `1904`, `1905`, `1907`, `1910`, `1912`, `1913`, `1914`, `1917`, `1919`, `1921`, `1924`, `1925`, `1926`, `1928`, `1931`, `1934`, `1936`, `1938`, `1939`, `1636`, `1942`, `1945`, `1947`, `1948`, `1949`, `1950`, `1952`, `1954`, `1956`, `1957`, `1959`, `1961`, `1963`, `1964`, `1965`, `1968`, `1969`, `1970`, `1971`, `1973`, `1974`, `1978`, `1980`, `1981`, `1983`, `1984`, `1987`, `1990`, `1991`, `1994`, `1995`, `1996`, `1997`, `1998`, `1999`, `2001`, `2003`, `2004`, `2006`, `2008`, `2010` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TOKEN_F` | 99.74 |
+| `TOKEN_P` | 99.73 |
+| `TOKEN_R` | 99.74 |
+| `TOKEN_ACC` | 99.95 |
+| `SENTS_F` | 97.57 |
+| `SENTS_P` | 97.35 |
+| `SENTS_R` | 97.78 |
+| `TAG_ACC` | 93.34 |
+| `POS_ACC` | 92.17 |
+| `MORPH_ACC` | 68.98 |
+| `DEP_UAS` | 83.61 |
+| `DEP_LAS` | 74.65 |
+| `LEMMA_ACC` | 89.81 |

config.cfg

@@ -0,0 +1,254 @@
+[paths]
+train = "corpus/UD_Irish-IDT/train.spacy"
+dev = "corpus/UD_Irish-IDT/dev.spacy"
+vectors = null
+init_tok2vec = null
+tokenizer_source = "training/UD_Irish-IDT/tokenizer/model-best"
+transformer_source = "training/UD_Irish-IDT/transformer/model-best"
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "ga"
+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]
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+L2_is_weight_decay = true
+L2 = 0.01
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+use_averages = true
+eps = 0.00000001
+
+[training.optimizer.learn_rate]
+@schedules = "warmup_linear.v1"
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+total_steps = 20000
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+[training.score_weights]
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+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

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+{
+  "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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+oid sha256:76a1ec441512c097afa2662d3bad458afccba57945f5b37fa33faee76684aa79
+size 6922248

experimental_char_ner_tokenizer/moves

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+  "lang":"ga",
+  "name":"udv25_irishidt_trf",
+  "version":"0.0.1",
+  "description":"UD v2.5 benchmarking pipeline for UD_Irish-IDT",
+  "author":"Explosion",
+  "email":"contact@explosion.ai",
+  "url":"https://explosion.ai",
+  "license":"CC BY-SA 4.0",
+  "spacy_version":">=3.2.1,<3.3.0",
+  "spacy_git_version":"800737b41",
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+
+    ],
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+      "S"
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+      "POS=PART|PartType=Voc",
+      "Form=HPref|POS=NOUN|VerbForm=Inf",
+      "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
+      "Degree=Cmp,Sup|Form=Len|POS=ADJ",
+      "POS=NOUN",
+      "Form=Ecl|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres",
+      "Case=NomAcc|Form=Ecl|Gender=Fem|Number=Sing|POS=PROPN",
+      "POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Emp",
+      "Number=Plur|POS=ADP|Person=2",
+      "POS=SCONJ|Tense=Past|VerbForm=Cop",
+      "NumType=Ord|POS=NUM",
+      "Mood=Int|POS=AUX|Polarity=Neg|Tense=Past|VerbForm=Cop",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Plur|POS=PRON|Person=3|PronType=Emp",
+      "Dialect=Ulster|POS=X|VerbForm=Cop",
+      "Mood=Int|Number=Sing|POS=AUX|PronType=Art|VerbForm=Cop",
+      "Case=NomAcc|Definite=Def|Gender=Fem|POS=NOUN",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Form=Ecl|POS=NOUN|VerbForm=Vnoun",
+      "Case=NomAcc|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN",
+      "Form=Ecl|Mood=Sub|POS=VERB|Tense=Pres",
+      "Case=Voc|Gender=Masc|Number=Sing|POS=NOUN",
+      "Case=Voc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
+      "Number=Plur|POS=ADJ|PartType=Voc",
+      "Form=Len|Mood=Ind|Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Past",
+      "Number=Sing|POS=DET|PronType=Int",
+      "Form=Len|Mood=Cnd|Number=Plur|POS=VERB|Person=3",
+      "Dialect=Munster|Form=Len|Mood=Ind|POS=VERB|Tense=Past",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|Polarity=Neg",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres",
+      "Case=NomAcc|Gender=Masc|POS=PROPN",
+      "Case=Gen|Form=Len|Gender=Masc|POS=PROPN",
+      "Form=Ecl|POS=VERB",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres",
+      "Form=Ecl|Number=Sing|POS=NOUN",
+      "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Fut|Voice=Auto",
+      "POS=AUX|PronType=Dem|VerbForm=Cop",
+      "POS=AUX|PronType=Rel|Tense=Past|VerbForm=Cop",
+      "Case=NomAcc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Pres",
+      "Form=Ecl|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past",
+      "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past",
+      "Abbr=Yes|POS=SYM",
+      "Case=Gen|Form=Len|Gender=Masc|Number=Sing|POS=ADJ",
+      "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Pres|Voice=Auto",
+      "POS=PART|PartType=Cop|PronType=Rel",
+      "Form=VF|POS=AUX|PronType=Rel|Tense=Past|VerbForm=Cop",
+      "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past",
+      "Form=Len|Number=Sing|POS=PRON|Person=2",
+      "Case=Voc|Form=Len|Gender=Masc|Number=Sing|POS=NOUN",
+      "Gender=Masc|Number=Sing|POS=ADJ|PartType=Voc",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=NOUN",
+      "Case=Voc|Form=Len|Gender=Fem|POS=PROPN",
+      "Case=Gen|Form=HPref|Gender=Fem|Number=Sing|POS=NOUN",
+      "Dialect=Ulster|Gender=Masc|Number=Sing|POS=X|Person=3",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1",
+      "Form=Ecl|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Fut",
+      "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut",
+      "Case=NomAcc|Form=HPref|Gender=Masc|Number=Sing|POS=PROPN",
+      "POS=ADV|PronType=Int",
+      "Form=Ecl|Mood=Cnd|POS=VERB|Voice=Auto",
+      "POS=ADP|PronType=Art",
+      "Mood=Int|POS=AUX|Tense=Pres|VerbForm=Cop",
+      "POS=PART|PartType=Deg",
+      "Number=Sing|POS=ADP|Person=1|PronType=Emp",
+      "Number=Plur|POS=PRON|Person=1|PronType=Emp",
+      "Gender=Masc|Number=Sing|POS=AUX|Person=3|VerbForm=Cop",
+      "Foreign=Yes|POS=ADJ",
+      "Foreign=Yes|POS=NOUN",
+      "Foreign=Yes|POS=VERB",
+      "Foreign=Yes|POS=ADP",
+      "Abbr=Yes|POS=PROPN",
+      "Form=Len|Mood=Cnd|Number=Sing|POS=VERB|Person=2",
+      "Case=Voc|Form=Len|Gender=Masc|Number=Plur|POS=NOUN",
+      "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Past|Voice=Auto",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past",
+      "Case=NomAcc|Form=Ecl|Gender=Masc|Number=Sing|POS=PROPN",
+      "Form=Len|POS=ADV",
+      "Case=Voc|Form=Len|Gender=Fem|Number=Sing|POS=NOUN",
+      "Number=Plur|POS=PRON|Person=2",
+      "POS=DET",
+      "Number=Sing|POS=ADP|Person=3",
+      "Mood=Cnd|POS=VERB|Voice=Auto",
+      "Form=Len|Number=Sing|POS=ADP|Person=1",
+      "Dialect=Munster|Mood=Imp|Number=Sing|POS=X|Person=2|Polarity=Neg",
+      "Dialect=Munster|POS=X|PronType=Dem",
+      "Form=Len|POS=VERB|Polarity=Neg",
+      "Form=Ecl|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Past",
+      "Case=Gen|Gender=Masc|POS=PROPN",
+      "Form=Ecl|NumType=Ord|POS=NUM",
+      "Mood=Ind|POS=VERB|PronType=Rel|Tense=Fut",
+      "Form=Len|Number=Plur|POS=ADP|Person=3",
+      "Case=NomAcc|Form=HPref|Gender=Fem|Number=Plur|POS=NOUN",
+      "Form=Ecl|Mood=Ind|POS=VERB|Tense=Fut|Voice=Auto",
+      "Form=Len|POS=ADJ|VerbForm=Part",
+      "Case=Gen|Form=Len|Gender=Fem|POS=PROPN",
+      "Form=Ecl|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres",
+      "Case=Voc|Gender=Masc|Number=Sing|POS=PROPN",
+      "Case=Gen|Form=Len|POS=NOUN|VerbForm=Inf",
+      "Degree=Pos|POS=NOUN",
+      "POS=AUX|PartType=Comp|Tense=Past|VerbForm=Cop",
+      "Number=Plur|POS=DET|Person=1|Poss=Yes",
+      "Case=Dat|Form=Len|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Gen|Form=HPref|Gender=Fem|Number=Sing|POS=PROPN",
+      "POS=ADP|Person=3|Poss=Yes",
+      "POS=NOUN|Reflex=Yes",
+      "Dialect=Ulster|POS=X|PartType=Vb|Polarity=Neg",
+      "Form=Emp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres",
+      "Gender=Masc|Number=Sing|POS=ADP|Person=3|PronType=Emp",
+      "Form=Ecl|POS=PART|PartType=Vb|PronType=Rel",
+      "Form=Ecl|Mood=Cnd|POS=VERB|Polarity=Neg",
+      "Case=Gen|Form=Ecl|Gender=Fem|Number=Plur|POS=PROPN",
+      "Form=Len|Mood=Cnd|POS=VERB|Polarity=Neg",
+      "Form=Len|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Form=Len|Gender=Fem|Number=Sing|POS=PROPN",
+      "Gender=Masc|Number=Plur|POS=PROPN",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Form=Ecl|Gender=Masc|Number=Sing|POS=NOUN",
+      "Form=Len|Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Gen|Form=HPref|Gender=Fem|POS=PROPN",
+      "Form=Len|Gender=Masc|Number=Sing|POS=NOUN",
+      "Form=Len|Gender=Fem|Number=Sing|POS=NOUN",
+      "Form=Len|Gender=Masc|Number=Sing|POS=PROPN",
+      "Form=HPref|Gender=Fem|Number=Sing|POS=NOUN",
+      "NounType=Slender|Number=Plur|POS=ADJ",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN",
+      "Form=Ecl|Gender=Masc|Number=Plur|POS=NOUN",
+      "Form=Ecl|Gender=Fem|Number=Plur|POS=NOUN",
+      "POS=PRON",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Number=Sing|POS=NOUN|PartType=Comp",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=PROPN",
+      "Form=Ecl|Gender=Fem|Number=Sing|POS=NOUN",
+      "POS=PART|PartType=Cmpl|Tense=Past",
+      "Form=Ecl|Mood=Int|POS=VERB|Polarity=Neg",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN",
+      "Case=Gen|Number=Plur|POS=DET|PronType=Art",
+      "NounType=NotSlender|Number=Plur|POS=ADJ",
+      "Mood=Cnd|POS=AUX|VerbForm=Cop",
+      "Case=Gen|Gender=Fem|Number=Plur|POS=ADJ",
+      "Form=Len|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres",
+      "Gender=Masc|Number=Sing|POS=INTJ",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Emp",
+      "Gender=Fem|Number=Sing|POS=SCONJ",
+      "POS=PART|Tense=Pres|VerbForm=Cop",
+      "Case=Gen|Definite=Def|Gender=Fem|NounType=Weak|Number=Plur|POS=NOUN",
+      "Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ",
+      "Number=Sing|POS=ADJ",
+      "Form=Ecl|Gender=Fem|Number=Sing|POS=PROPN",
+      "POS=DET|PronType=Art",
+      "Form=Ecl,Emp|Mood=Imp|Number=Sing|POS=VERB|Person=1|Tense=Past",
+      "Form=Ecl|Mood=Cnd,Int|POS=VERB",
+      "Definite=Def|Dialect=Munster|Gender=Fem|Number=Sing|POS=X",
+      "POS=AUX|PronType=Dem",
+      "POS=AUX|PartType=Cmpl|Tense=Pres|VerbForm=Cop",
+      "Form=Len|Gender=Masc|Number=Plur|POS=ADJ",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=1|Tense=Past",
+      "POS=PART|PartType=Inf|PronType=Rel",
+      "Form=Ecl|Number=Plur|POS=NOUN",
+      "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres",
+      "POS=SCONJ|Tense=Past",
+      "Form=HPref|Gender=Masc|Number=Sing|POS=ADP|Person=3",
+      "Form=Ecl|Gender=Masc|Number=Sing|POS=PROPN",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=PROPN",
+      "Form=HPref|Gender=Masc|Number=Sing|POS=PRON|Person=3",
+      "POS=INTJ",
+      "Form=HPref|Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Gen|Form=Len|Gender=Fem|NounType=Strong|Number=Plur|POS=NOUN",
+      "Form=Ecl|Mood=Sub|POS=VERB|Tense=Pres|Voice=Auto",
+      "Number=Sing|POS=VERB|Person=1",
+      "Gender=Masc|POS=PROPN",
+      "POS=ADP|PronType=Rel",
+      "Mood=Ind|POS=NOUN|PronType=Rel|Tense=Pres",
+      "Form=Ecl|Mood=Cnd|Number=Plur|POS=VERB|Person=3",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "Form=Ecl|Mood=Cnd,Int|POS=VERB|Voice=Auto",
+      "Form=Len|Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|POS=PROPN",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=2",
+      "Form=HPref|Gender=Masc|Number=Plur|POS=NOUN",
+      "Case=Gen|Gender=Masc|Number=Plur|POS=PROPN",
+      "Dialect=Ulster|Gender=Masc|Number=Plur|POS=X",
+      "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN"
+    ],
+    "parser":[
+      "ROOT",
+      "acl:relcl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "case",
+      "case:voc",
+      "cc",
+      "ccomp",
+      "compound",
+      "compound:prt",
+      "conj",
+      "cop",
+      "csubj:cleft",
+      "csubj:cop",
+      "dep",
+      "det",
+      "fixed",
+      "flat",
+      "flat:foreign",
+      "flat:name",
+      "list",
+      "mark",
+      "mark:prt",
+      "nmod",
+      "nmod:poss",
+      "nsubj",
+      "nummod",
+      "obj",
+      "obl",
+      "obl:prep",
+      "obl:tmod",
+      "parataxis",
+      "punct",
+      "vocative",
+      "xcomp",
+      "xcomp:pred"
+    ],
+    "experimental_edit_tree_lemmatizer":[
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+  "pipeline":[
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+    "transformer",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "components":[
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+    "transformer",
+    "senter",
+    "tagger",
+    "morphologizer",
+    "parser",
+    "experimental_edit_tree_lemmatizer"
+  ],
+  "disabled":[
+    "senter"
+  ],
+  "sources":[
+    {
+      "name":"Universal Dependencies v2.5",
+      "url":"https://lindat.mff.cuni.cz/repository/xmlui/handle/11234/1-3105",
+      "author":"Zeman, Daniel; et al."
+    }
+  ],
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+  "requirements":[
+    "spacy-transformers>=1.1.3,<1.2.0",
+    "spacy-experimental>=0.2.0,<0.3.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,882 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "POS=ADP":"",
+    "Case=NomAcc|Gender=Masc|Number=Sing|POS=NOUN":"Case=NomAcc|Gender=Masc|Number=Sing",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing",
+    "POS=AUX|Tense=Pres|VerbForm=Cop":"Tense=Pres|VerbForm=Cop",
+    "Number=Sing|POS=PRON|Person=3":"Number=Sing|Person=3",
+    "Mood=Ind|POS=VERB|Tense=Fut":"Mood=Ind|Tense=Fut",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "Case=NomAcc|Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Case=NomAcc|Definite=Def|Gender=Fem|Number=Sing",
+    "POS=SCONJ":"",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3":"Gender=Fem|Number=Sing|Person=3",
+    "POS=PART|PartType=Inf":"PartType=Inf",
+    "POS=NOUN|VerbForm=Inf":"VerbForm=Inf",
+    "Number=Sing|POS=ADP|PronType=Art":"Number=Sing|PronType=Art",
+    "POS=ADV":"",
+    "POS=PUNCT":"",
+    "POS=PART|PartType=Vb|Polarity=Neg":"PartType=Vb|Polarity=Neg",
+    "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Fut":"Form=Len|Mood=Ind|Polarity=Neg|Tense=Fut",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "POS=CCONJ":"",
+    "Case=NomAcc|Gender=Fem|Number=Sing|POS=NOUN":"Case=NomAcc|Gender=Fem|Number=Sing",
+    "Case=NomAcc|Gender=Fem|Number=Sing|POS=ADJ":"Case=NomAcc|Gender=Fem|Number=Sing",
+    "Mood=Int|POS=AUX|Polarity=Neg|Tense=Pres|VerbForm=Cop":"Mood=Int|Polarity=Neg|Tense=Pres|VerbForm=Cop",
+    "Degree=Pos|POS=ADJ":"Degree=Pos",
+    "POS=PART|PartType=Vb|PronType=Rel":"PartType=Vb|PronType=Rel",
+    "Form=Len|Mood=Cnd|POS=VERB":"Form=Len|Mood=Cnd",
+    "Case=NomAcc|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=NomAcc|Definite=Def|Gender=Masc|Number=Sing",
+    "Number=Sing|POS=ADP|Person=1":"Number=Sing|Person=1",
+    "Case=NomAcc|Gender=Masc|Number=Sing|POS=PROPN":"Case=NomAcc|Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3":"Gender=Masc|Number=Sing|Person=3",
+    "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing",
+    "Form=Emp|Mood=Ind|Number=Sing|POS=VERB|Person=1|PronType=Rel|Tense=Pres":"Form=Emp|Mood=Ind|Number=Sing|Person=1|PronType=Rel|Tense=Pres",
+    "Case=NomAcc|Form=Ecl|Gender=Fem|Number=Sing|POS=NOUN":"Case=NomAcc|Form=Ecl|Gender=Fem|Number=Sing",
+    "Definite=Def|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Number=Plur|PronType=Art",
+    "Case=NomAcc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=NomAcc|Definite=Def|Gender=Masc|Number=Plur",
+    "Number=Sing|POS=DET|Person=1|Poss=Yes":"Number=Sing|Person=1|Poss=Yes",
+    "POS=PART|PartType=Cmpl":"PartType=Cmpl",
+    "Form=Ecl|Mood=Ind|POS=VERB|Tense=Past":"Form=Ecl|Mood=Ind|Tense=Past",
+    "POS=PRON|PronType=Dem":"PronType=Dem",
+    "POS=PART|PartType=Vb":"PartType=Vb",
+    "Form=Len|Mood=Ind|POS=VERB|Tense=Past":"Form=Len|Mood=Ind|Tense=Past",
+    "Number=Sing|POS=PRON|Person=2":"Number=Sing|Person=2",
+    "Case=Gen|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Gender=Masc|Number=Sing",
+    "Case=Gen|Gender=Fem|Number=Sing|POS=PROPN":"Case=Gen|Gender=Fem|Number=Sing",
+    "Number=Sing|POS=PART|PartType=Comp":"Number=Sing|PartType=Comp",
+    "Degree=Cmp,Sup|POS=ADJ":"Degree=Cmp,Sup",
+    "Case=NomAcc|Form=Len|Gender=Masc|Number=Sing|POS=NOUN":"Case=NomAcc|Form=Len|Gender=Masc|Number=Sing",
+    "Form=Ecl|Mood=Ind|POS=VERB|Tense=Pres":"Form=Ecl|Mood=Ind|Tense=Pres",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "POS=ADJ|VerbForm=Part":"VerbForm=Part",
+    "Number=Plur|POS=ADP|Person=1":"Number=Plur|Person=1",
+    "Form=Len|Mood=Ind|Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Pres":"Form=Len|Mood=Ind|Number=Sing|Person=1|Polarity=Neg|Tense=Pres",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Mood=Ind|POS=VERB|PronType=Rel|Tense=Pres":"Mood=Ind|PronType=Rel|Tense=Pres",
+    "Mood=Ind|POS=VERB|Polarity=Neg|Tense=Pres":"Mood=Ind|Polarity=Neg|Tense=Pres",
+    "Dialect=Munster|POS=X":"Dialect=Munster",
+    "POS=ADP|PrepForm=Cmpd":"PrepForm=Cmpd",
+    "Case=NomAcc|Gender=Fem|Number=Plur|POS=NOUN":"Case=NomAcc|Gender=Fem|Number=Plur",
+    "Case=NomAcc|Gender=Masc|Number=Sing|POS=ADJ":"Case=NomAcc|Gender=Masc|Number=Sing",
+    "Form=Ecl|Mood=Imp|Number=Sing|POS=VERB|Person=1|Tense=Past":"Form=Ecl|Mood=Imp|Number=Sing|Person=1|Tense=Past",
+    "POS=NOUN|VerbForm=Vnoun":"VerbForm=Vnoun",
+    "Gender=Masc|Number=Sing|POS=ADP|Person=3":"Gender=Masc|Number=Sing|Person=3",
+    "Gender=Masc|Number=Sing|POS=ADP|Person=3|Poss=Yes":"Gender=Masc|Number=Sing|Person=3|Poss=Yes",
+    "Case=Gen|Gender=Masc|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Gender=Masc|NounType=Strong|Number=Plur",
+    "Case=Gen|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Gender=Fem|Number=Sing",
+    "Case=Gen|Form=Len|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Form=Len|Gender=Fem|Number=Sing",
+    "Form=Len|Mood=Imp|Number=Plur|POS=VERB|Person=3|Tense=Past":"Form=Len|Mood=Imp|Number=Plur|Person=3|Tense=Past",
+    "Number=Plur|POS=DET|Person=3|Poss=Yes":"Number=Plur|Person=3|Poss=Yes",
+    "Case=NomAcc|Form=Ecl|Gender=Masc|Number=Sing|POS=NOUN":"Case=NomAcc|Form=Ecl|Gender=Masc|Number=Sing",
+    "Mood=Ind|POS=VERB|Tense=Past|Voice=Auto":"Mood=Ind|Tense=Past|Voice=Auto",
+    "Number=Plur|POS=PRON|Person=3":"Number=Plur|Person=3",
+    "Case=Gen|Definite=Def|Gender=Masc|NounType=Weak|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|NounType=Weak|Number=Plur",
+    "Form=Len|POS=NOUN|VerbForm=Inf":"Form=Len|VerbForm=Inf",
+    "POS=PART|PartType=Ad":"PartType=Ad",
+    "POS=PART|PartType=Pat":"PartType=Pat",
+    "POS=NUM":"",
+    "Mood=Ind|POS=VERB|Tense=Pres":"Mood=Ind|Tense=Pres",
+    "Case=NomAcc|Definite=Def|Gender=Fem|Number=Sing|POS=PROPN":"Case=NomAcc|Definite=Def|Gender=Fem|Number=Sing",
+    "Form=Len|POS=VERB":"Form=Len",
+    "POS=PRON|Reflex=Yes":"Reflex=Yes",
+    "POS=VERB":"",
+    "Case=NomAcc|Form=Len|Gender=Fem|Number=Sing|POS=NOUN":"Case=NomAcc|Form=Len|Gender=Fem|Number=Sing",
+    "Case=NomAcc|Gender=Masc|Number=Plur|POS=NOUN":"Case=NomAcc|Gender=Masc|Number=Plur",
+    "POS=SCONJ|VerbForm=Cop":"VerbForm=Cop",
+    "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Past":"Form=Len|Mood=Ind|Polarity=Neg|Tense=Past",
+    "Gender=Masc|Number=Sing|POS=ADP|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=NomAcc|Form=HPref|Gender=Fem|Number=Sing|POS=NOUN":"Case=NomAcc|Form=HPref|Gender=Fem|Number=Sing",
+    "POS=DET|PronType=Dem":"PronType=Dem",
+    "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past":"Form=Len|Mood=Ind|Number=Plur|Person=3|Tense=Past",
+    "Case=NomAcc|Form=HPref|Gender=Masc|Number=Plur|POS=NOUN":"Case=NomAcc|Form=HPref|Gender=Masc|Number=Plur",
+    "Case=Gen|Definite=Def|Gender=Masc|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Masc|NounType=Strong|Number=Plur",
+    "Case=Gen|Definite=Def|Gender=Fem|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|NounType=Strong|Number=Plur",
+    "Case=Dat|Form=Ecl|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Form=Ecl|Gender=Fem|Number=Sing",
+    "Number=Plur|POS=ADP|Person=3":"Number=Plur|Person=3",
+    "POS=PART|PartType=Comp":"PartType=Comp",
+    "POS=PART":"",
+    "Case=NomAcc|Form=Ecl|Gender=Masc|Number=Plur|POS=NOUN":"Case=NomAcc|Form=Ecl|Gender=Masc|Number=Plur",
+    "Case=NomAcc|Form=Len|Gender=Fem|Number=Plur|POS=NOUN":"Case=NomAcc|Form=Len|Gender=Fem|Number=Plur",
+    "POS=DET|PronType=Ind":"PronType=Ind",
+    "Form=Len|Mood=Ind|POS=VERB|Tense=Fut|Voice=Auto":"Form=Len|Mood=Ind|Tense=Fut|Voice=Auto",
+    "Case=Gen|Gender=Fem|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Gender=Fem|NounType=Strong|Number=Plur",
+    "Form=Len|Mood=Ind|POS=VERB|Tense=Pres|Voice=Auto":"Form=Len|Mood=Ind|Tense=Pres|Voice=Auto",
+    "POS=X":"",
+    "POS=PART|PronType=Rel":"PronType=Rel",
+    "Form=VF|POS=AUX|Tense=Pres|VerbForm=Cop":"Form=VF|Tense=Pres|VerbForm=Cop",
+    "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes":"Gender=Masc|Number=Sing|Person=3|Poss=Yes",
+    "POS=AUX|Polarity=Neg|PronType=Rel|Tense=Pres|VerbForm=Cop":"Polarity=Neg|PronType=Rel|Tense=Pres|VerbForm=Cop",
+    "Form=Len|Mood=Ind|POS=VERB|Tense=Pres":"Form=Len|Mood=Ind|Tense=Pres",
+    "Case=Gen|Form=Ecl|Gender=Fem|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Form=Ecl|Gender=Fem|NounType=Strong|Number=Plur",
+    "POS=PART|PartType=Vb|Polarity=Neg|PronType=Rel":"PartType=Vb|Polarity=Neg|PronType=Rel",
+    "Number=Sing|POS=PRON|PronType=Int":"Number=Sing|PronType=Int",
+    "Abbr=Yes|POS=X":"Abbr=Yes",
+    "Case=Dat|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Gender=Fem|Number=Sing",
+    "POS=AUX|Tense=Past|VerbForm=Cop":"Tense=Past|VerbForm=Cop",
+    "Number=Sing|POS=PRON|Person=1":"Number=Sing|Person=1",
+    "Form=Ecl|Mood=Ind|POS=VERB|Tense=Pres|Voice=Auto":"Form=Ecl|Mood=Ind|Tense=Pres|Voice=Auto",
+    "Case=NomAcc|Form=HPref|Gender=Masc|Number=Sing|POS=NOUN":"Case=NomAcc|Form=HPref|Gender=Masc|Number=Sing",
+    "Form=Len|Mood=Ind|POS=VERB|Tense=Fut":"Form=Len|Mood=Ind|Tense=Fut",
+    "Case=Gen|POS=NOUN|VerbForm=Inf":"Case=Gen|VerbForm=Inf",
+    "Form=HPref|POS=DET|PronType=Ind":"Form=HPref|PronType=Ind",
+    "Case=NomAcc|Form=Len|Gender=Masc|Number=Sing|POS=ADJ":"Case=NomAcc|Form=Len|Gender=Masc|Number=Sing",
+    "Number=Plur|POS=PRON|Person=1":"Number=Plur|Person=1",
+    "Case=Gen|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Gender=Masc|Number=Sing",
+    "Case=NomAcc|Gender=Fem|Number=Sing|POS=PROPN":"Case=NomAcc|Gender=Fem|Number=Sing",
+    "Case=Gen|Gender=Fem|NounType=Weak|Number=Plur|POS=NOUN":"Case=Gen|Gender=Fem|NounType=Weak|Number=Plur",
+    "Case=Gen|NounType=Strong|Number=Plur|POS=ADJ":"Case=Gen|NounType=Strong|Number=Plur",
+    "Foreign=Yes|POS=X":"Foreign=Yes",
+    "Mood=Ind|POS=VERB|Tense=Fut|Voice=Auto":"Mood=Ind|Tense=Fut|Voice=Auto",
+    "Number=Plur|POS=ADP|Person=3|PronType=Emp":"Number=Plur|Person=3|PronType=Emp",
+    "Mood=Ind|POS=VERB|Tense=Past":"Mood=Ind|Tense=Past",
+    "POS=PART|PartType=Cmpl|Polarity=Neg|Tense=Past":"PartType=Cmpl|Polarity=Neg|Tense=Past",
+    "Number=Plur|POS=ADP|Person=3|Poss=Yes":"Number=Plur|Person=3|Poss=Yes",
+    "Form=Ecl|POS=NOUN|VerbForm=Inf":"Form=Ecl|VerbForm=Inf",
+    "Case=Gen|Form=Len|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Form=Len|Gender=Masc|Number=Sing",
+    "Form=Len|NumType=Card|POS=NUM":"Form=Len|NumType=Card",
+    "Abbr=Yes|POS=NUM":"Abbr=Yes",
+    "Case=NomAcc|NounType=NotSlender|Number=Plur|POS=ADJ":"Case=NomAcc|NounType=NotSlender|Number=Plur",
+    "Case=NomAcc|Gender=Fem|Number=Plur|POS=ADJ":"Case=NomAcc|Gender=Fem|Number=Plur",
+    "Case=Gen|Definite=Def|Gender=Fem|Number=Sing|POS=PROPN":"Case=Gen|Definite=Def|Gender=Fem|Number=Sing",
+    "Case=Dat|Gender=Fem|Number=Sing|POS=PROPN":"Case=Dat|Gender=Fem|Number=Sing",
+    "Case=Gen|Gender=Masc|NounType=Weak|Number=Plur|POS=PROPN":"Case=Gen|Gender=Masc|NounType=Weak|Number=Plur",
+    "Mood=Ind|POS=VERB|Tense=Pres|Voice=Auto":"Mood=Ind|Tense=Pres|Voice=Auto",
+    "POS=AUX|Polarity=Neg|Tense=Past|VerbForm=Cop":"Polarity=Neg|Tense=Past|VerbForm=Cop",
+    "Degree=Pos|Form=Len|POS=ADJ":"Degree=Pos|Form=Len",
+    "Form=Len|NumType=Ord|POS=NUM":"Form=Len|NumType=Ord",
+    "Number=Plur|POS=ADP|PronType=Art":"Number=Plur|PronType=Art",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2":"Mood=Imp|Number=Sing|Person=2",
+    "Form=Len|Number=Plur|POS=ADP|Person=1":"Form=Len|Number=Plur|Person=1",
+    "Case=NomAcc|Form=Len|Gender=Masc|Number=Plur|POS=NOUN":"Case=NomAcc|Form=Len|Gender=Masc|Number=Plur",
+    "Case=NomAcc|Form=Len|Gender=Fem|Number=Sing|POS=ADJ":"Case=NomAcc|Form=Len|Gender=Fem|Number=Sing",
+    "Degree=Pos|Form=Ecl|POS=ADJ":"Degree=Pos|Form=Ecl",
+    "Mood=Imp|POS=PART|PartType=Vb":"Mood=Imp|PartType=Vb",
+    "Mood=Cnd|POS=VERB":"Mood=Cnd",
+    "Number=Sing|POS=ADP|Person=1|Poss=Yes":"Number=Sing|Person=1|Poss=Yes",
+    "Form=Ecl|Mood=Cnd|Number=Sing|POS=VERB|Person=1":"Form=Ecl|Mood=Cnd|Number=Sing|Person=1",
+    "Form=Len|Mood=Imp|POS=VERB|Tense=Past|Voice=Auto":"Form=Len|Mood=Imp|Tense=Past|Voice=Auto",
+    "Case=Gen|Gender=Masc|NounType=Weak|Number=Plur|POS=NOUN":"Case=Gen|Gender=Masc|NounType=Weak|Number=Plur",
+    "POS=PART|PartType=Num":"PartType=Num",
+    "Form=HPref|NumType=Card|POS=NUM":"Form=HPref|NumType=Card",
+    "Form=Len|Mood=Sub|POS=VERB|Polarity=Neg|Tense=Pres":"Form=Len|Mood=Sub|Polarity=Neg|Tense=Pres",
+    "Case=Gen|Form=Len|Gender=Masc|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Form=Len|Gender=Masc|NounType=Strong|Number=Plur",
+    "Gender=Fem|Number=Sing|POS=ADP|Person=3":"Gender=Fem|Number=Sing|Person=3",
+    "Number=Sing|POS=PRON|Person=2|PronType=Emp":"Number=Sing|Person=2|PronType=Emp",
+    "POS=PART|PartType=Vb|Tense=Past":"PartType=Vb|Tense=Past",
+    "Case=NomAcc|Form=Ecl|Gender=Fem|Number=Plur|POS=NOUN":"Case=NomAcc|Form=Ecl|Gender=Fem|Number=Plur",
+    "Definite=Def|Dialect=Ulster|POS=X":"Definite=Def|Dialect=Ulster",
+    "Form=Ecl|Mood=Ind|POS=VERB|Tense=Fut":"Form=Ecl|Mood=Ind|Tense=Fut",
+    "POS=PART|PartType=Vb|Polarity=Neg|Tense=Past":"PartType=Vb|Polarity=Neg|Tense=Past",
+    "POS=PART|PartType=Cmpl|Polarity=Neg":"PartType=Cmpl|Polarity=Neg",
+    "Case=NomAcc|Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Case=NomAcc|Definite=Def|Gender=Fem|Number=Plur",
+    "Case=Gen|Gender=Masc|Number=Plur|POS=NOUN":"Case=Gen|Gender=Masc|Number=Plur",
+    "POS=ADP|Poss=Yes":"Poss=Yes",
+    "Case=Gen|Gender=Masc|Number=Sing|POS=ADJ":"Case=Gen|Gender=Masc|Number=Sing",
+    "Case=Gen|Form=Len|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Form=Len|Gender=Masc|Number=Sing",
+    "Case=Gen|Gender=Fem|Number=Sing|POS=ADJ":"Case=Gen|Gender=Fem|Number=Sing",
+    "Form=Len|Mood=Imp|POS=VERB|Voice=Auto":"Form=Len|Mood=Imp|Voice=Auto",
+    "Definite=Def|POS=DET":"Definite=Def",
+    "POS=AUX|PronType=Rel|Tense=Pres|VerbForm=Cop":"PronType=Rel|Tense=Pres|VerbForm=Cop",
+    "Case=NomAcc|NounType=Slender|Number=Plur|POS=ADJ":"Case=NomAcc|NounType=Slender|Number=Plur",
+    "POS=AUX|Polarity=Neg|PronType=Rel|Tense=Past|VerbForm=Cop":"Polarity=Neg|PronType=Rel|Tense=Past|VerbForm=Cop",
+    "Form=Ecl|Mood=Cnd|POS=VERB":"Form=Ecl|Mood=Cnd",
+    "Case=Gen|Form=Ecl|Gender=Masc|Number=Sing|POS=NOUN":"Case=Gen|Form=Ecl|Gender=Masc|Number=Sing",
+    "Case=Dat|Gender=Masc|Number=Sing|POS=NOUN":"Case=Dat|Gender=Masc|Number=Sing",
+    "POS=AUX|Polarity=Neg|Tense=Pres|VerbForm=Cop":"Polarity=Neg|Tense=Pres|VerbForm=Cop",
+    "Form=Len|Mood=Imp|POS=VERB|Tense=Past":"Form=Len|Mood=Imp|Tense=Past",
+    "Case=Gen|Form=Ecl|Gender=Masc|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Form=Ecl|Gender=Masc|NounType=Strong|Number=Plur",
+    "Number=Sing|POS=ADP|Person=2":"Number=Sing|Person=2",
+    "Degree=Pos|Form=HPref|POS=ADJ":"Degree=Pos|Form=HPref",
+    "Dialect=Munster|POS=DET|PronType=Dem":"Dialect=Munster|PronType=Dem",
+    "Gender=Fem|Number=Sing|POS=ADP|Person=3|Poss=Yes":"Gender=Fem|Number=Sing|Person=3|Poss=Yes",
+    "Case=NomAcc|Gender=Masc|Number=Plur|POS=PROPN":"Case=NomAcc|Gender=Masc|Number=Plur",
+    "Number=Plur|POS=ADP|Person=1|PronType=Emp":"Number=Plur|Person=1|PronType=Emp",
+    "POS=PART|PartType=Vb|Polarity=Neg|PronType=Rel|Tense=Past":"PartType=Vb|Polarity=Neg|PronType=Rel|Tense=Past",
+    "POS=PRON|PronType=Ind":"PronType=Ind",
+    "Number=Plur|POS=ADP|Person=1|Poss=Yes":"Number=Plur|Person=1|Poss=Yes",
+    "Gender=Fem|Number=Sing|POS=ADP|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Gen|NounType=Weak|Number=Plur|POS=ADJ":"Case=Gen|NounType=Weak|Number=Plur",
+    "Form=Emp|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres":"Form=Emp|Mood=Ind|Number=Plur|Person=1|Tense=Pres",
+    "Case=NomAcc|Form=Len|Gender=Masc|Number=Sing|POS=PROPN":"Case=NomAcc|Form=Len|Gender=Masc|Number=Sing",
+    "Form=VF|POS=AUX|Polarity=Neg|Tense=Past|VerbForm=Cop":"Form=VF|Polarity=Neg|Tense=Past|VerbForm=Cop",
+    "Case=NomAcc|Definite=Def|Gender=Masc|Number=Plur|POS=PROPN":"Case=NomAcc|Definite=Def|Gender=Masc|Number=Plur",
+    "Case=Gen|Gender=Fem|POS=PROPN":"Case=Gen|Gender=Fem",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3":"Mood=Cnd|Number=Plur|Person=3",
+    "Form=VF|POS=AUX|Polarity=Neg|PronType=Rel|Tense=Past|VerbForm=Cop":"Form=VF|Polarity=Neg|PronType=Rel|Tense=Past|VerbForm=Cop",
+    "Case=NomAcc|Gender=Masc|Number=Plur|POS=ADJ":"Case=NomAcc|Gender=Masc|Number=Plur",
+    "Case=Gen|Form=Ecl|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Form=Ecl|Gender=Fem|Number=Sing",
+    "Case=NomAcc|Form=Emp|Gender=Masc|Number=Sing|POS=NOUN":"Case=NomAcc|Form=Emp|Gender=Masc|Number=Sing",
+    "Case=Gen|Form=Ecl|Gender=Masc|Number=Plur|POS=PROPN":"Case=Gen|Form=Ecl|Gender=Masc|Number=Plur",
+    "POS=PROPN":"",
+    "Mood=Imp|POS=PART|PartType=Vb|Polarity=Neg":"Mood=Imp|PartType=Vb|Polarity=Neg",
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes":"Gender=Fem|Number=Sing|Person=3|Poss=Yes",
+    "Form=Ecl|NumType=Card|POS=NUM":"Form=Ecl|NumType=Card",
+    "Case=Gen|Form=Len|Gender=Masc|NounType=Weak|Number=Plur|POS=NOUN":"Case=Gen|Form=Len|Gender=Masc|NounType=Weak|Number=Plur",
+    "Dialect=Munster|Mood=Ind|POS=X|Tense=Past|Voice=Auto":"Dialect=Munster|Mood=Ind|Tense=Past|Voice=Auto",
+    "Number=Sing|POS=DET|Person=2|Poss=Yes":"Number=Sing|Person=2|Poss=Yes",
+    "Case=Gen|Number=Sing|POS=NOUN":"Case=Gen|Number=Sing",
+    "Mood=Ind|POS=VERB|Polarity=Neg|Tense=Past|Voice=Auto":"Mood=Ind|Polarity=Neg|Tense=Past|Voice=Auto",
+    "Definite=Def|NumType=Card|POS=NUM":"Definite=Def|NumType=Card",
+    "Form=Len|Mood=Cnd|Number=Sing|POS=VERB|Person=1":"Form=Len|Mood=Cnd|Number=Sing|Person=1",
+    "Case=NomAcc|Definite=Ind|Gender=Masc|Number=Plur|POS=NOUN":"Case=NomAcc|Definite=Ind|Gender=Masc|Number=Plur",
+    "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Pres":"Form=Len|Mood=Ind|Polarity=Neg|Tense=Pres",
+    "Form=Len|Mood=Cnd|POS=VERB|Voice=Auto":"Form=Len|Mood=Cnd|Voice=Auto",
+    "Mood=Imp|POS=VERB|Tense=Past":"Mood=Imp|Tense=Past",
+    "Case=Gen|Form=Ecl|Gender=Masc|NounType=Weak|Number=Plur|POS=NOUN":"Case=Gen|Form=Ecl|Gender=Masc|NounType=Weak|Number=Plur",
+    "Number=Plur|POS=ADP|Person=3|Poss=Yes|PronType=Prs":"Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "Form=Len|Mood=Ind|POS=VERB|Tense=Past|Voice=Auto":"Form=Len|Mood=Ind|Tense=Past|Voice=Auto",
+    "Definite=Def|Form=Ecl|POS=DET":"Definite=Def|Form=Ecl",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "Form=Ecl|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Fut|Voice=Auto":"Form=Ecl|Mood=Ind|Polarity=Neg|Tense=Fut|Voice=Auto",
+    "Form=VF|POS=AUX|Tense=Past|VerbForm=Cop":"Form=VF|Tense=Past|VerbForm=Cop",
+    "Form=Len|Number=Sing|POS=NOUN":"Form=Len|Number=Sing",
+    "POS=AUX":"",
+    "Gender=Masc|POS=PRON|Person=3":"Gender=Masc|Person=3",
+    "Case=NomAcc|Form=Len|Gender=Fem|Number=Sing|POS=PROPN":"Case=NomAcc|Form=Len|Gender=Fem|Number=Sing",
+    "Case=Gen|Form=Len|Gender=Fem|Number=Sing|POS=PROPN":"Case=Gen|Form=Len|Gender=Fem|Number=Sing",
+    "Mood=Int|POS=PART|PartType=Vb|Polarity=Neg":"Mood=Int|PartType=Vb|Polarity=Neg",
+    "Form=Ecl|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Pres":"Form=Ecl|Mood=Ind|Polarity=Neg|Tense=Pres",
+    "Form=Ecl|Mood=Imp|POS=VERB|Tense=Past":"Form=Ecl|Mood=Imp|Tense=Past",
+    "Number=Sing|POS=PRON|Person=1|PronType=Emp":"Number=Sing|Person=1|PronType=Emp",
+    "Case=NomAcc|Foreign=Yes|Gender=Fem|Number=Sing|POS=X":"Case=NomAcc|Foreign=Yes|Gender=Fem|Number=Sing",
+    "Dialect=Munster|Form=Len|Mood=Ind|Number=Sing|POS=X|Person=1|Tense=Past":"Dialect=Munster|Form=Len|Mood=Ind|Number=Sing|Person=1|Tense=Past",
+    "POS=PART|PartType=Vb|PronType=Rel|Tense=Past":"PartType=Vb|PronType=Rel|Tense=Past",
+    "Form=Len|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past":"Form=Len|Mood=Ind|Number=Sing|Person=1|Tense=Past",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1":"Mood=Cnd|Number=Sing|Person=1",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2":"Mood=Imp|Number=Plur|Person=2",
+    "POS=PART|PartType=Voc":"PartType=Voc",
+    "Form=HPref|POS=NOUN|VerbForm=Inf":"Form=HPref|VerbForm=Inf",
+    "Case=Gen|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Definite=Ind|Gender=Fem|Number=Sing",
+    "Degree=Cmp,Sup|Form=Len|POS=ADJ":"Degree=Cmp,Sup|Form=Len",
+    "POS=NOUN":"",
+    "Form=Ecl|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres":"Form=Ecl|Mood=Ind|Number=Sing|Person=1|Tense=Pres",
+    "Case=NomAcc|Form=Ecl|Gender=Fem|Number=Sing|POS=PROPN":"Case=NomAcc|Form=Ecl|Gender=Fem|Number=Sing",
+    "POS=ADJ":"",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Emp":"Gender=Masc|Number=Sing|Person=3|PronType=Emp",
+    "Number=Plur|POS=ADP|Person=2":"Number=Plur|Person=2",
+    "POS=SCONJ|Tense=Past|VerbForm=Cop":"Tense=Past|VerbForm=Cop",
+    "NumType=Ord|POS=NUM":"NumType=Ord",
+    "Mood=Int|POS=AUX|Polarity=Neg|Tense=Past|VerbForm=Cop":"Mood=Int|Polarity=Neg|Tense=Past|VerbForm=Cop",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Number=Plur|POS=PRON|Person=3|PronType=Emp":"Number=Plur|Person=3|PronType=Emp",
+    "Dialect=Ulster|POS=X|VerbForm=Cop":"Dialect=Ulster|VerbForm=Cop",
+    "Mood=Int|Number=Sing|POS=AUX|PronType=Art|VerbForm=Cop":"Mood=Int|Number=Sing|PronType=Art|VerbForm=Cop",
+    "Case=NomAcc|Definite=Def|Gender=Fem|POS=NOUN":"Case=NomAcc|Definite=Def|Gender=Fem",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Form=Ecl|POS=NOUN|VerbForm=Vnoun":"Form=Ecl|VerbForm=Vnoun",
+    "Case=NomAcc|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Case=NomAcc|Definite=Def|Gender=Masc|Number=Sing",
+    "Form=Ecl|Mood=Sub|POS=VERB|Tense=Pres":"Form=Ecl|Mood=Sub|Tense=Pres",
+    "Case=Voc|Gender=Masc|Number=Sing|POS=NOUN":"Case=Voc|Gender=Masc|Number=Sing",
+    "Case=Voc|Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Case=Voc|Definite=Def|Gender=Masc|Number=Plur",
+    "Number=Plur|POS=ADJ|PartType=Voc":"Number=Plur|PartType=Voc",
+    "Form=Len|Mood=Ind|Number=Sing|POS=VERB|Person=1|Polarity=Neg|Tense=Past":"Form=Len|Mood=Ind|Number=Sing|Person=1|Polarity=Neg|Tense=Past",
+    "Number=Sing|POS=DET|PronType=Int":"Number=Sing|PronType=Int",
+    "Form=Len|Mood=Cnd|Number=Plur|POS=VERB|Person=3":"Form=Len|Mood=Cnd|Number=Plur|Person=3",
+    "Dialect=Munster|Form=Len|Mood=Ind|POS=VERB|Tense=Past":"Dialect=Munster|Form=Len|Mood=Ind|Tense=Past",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|Polarity=Neg":"Mood=Imp|Number=Plur|Person=1|Polarity=Neg",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres":"Mood=Ind|Number=Sing|Person=1|Tense=Pres",
+    "Case=NomAcc|Gender=Masc|POS=PROPN":"Case=NomAcc|Gender=Masc",
+    "Case=Gen|Form=Len|Gender=Masc|POS=PROPN":"Case=Gen|Form=Len|Gender=Masc",
+    "Form=Ecl|POS=VERB":"Form=Ecl",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres":"Mood=Ind|Number=Plur|Person=1|Tense=Pres",
+    "Form=Ecl|Number=Sing|POS=NOUN":"Form=Ecl|Number=Sing",
+    "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Fut|Voice=Auto":"Form=Len|Mood=Ind|Polarity=Neg|Tense=Fut|Voice=Auto",
+    "POS=AUX|PronType=Dem|VerbForm=Cop":"PronType=Dem|VerbForm=Cop",
+    "POS=AUX|PronType=Rel|Tense=Past|VerbForm=Cop":"PronType=Rel|Tense=Past|VerbForm=Cop",
+    "Case=NomAcc|Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Tense=Pres":"Case=NomAcc|Gender=Masc|Mood=Ind|Number=Sing|Tense=Pres",
+    "Form=Ecl|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past":"Form=Ecl|Mood=Ind|Number=Sing|Person=1|Tense=Past",
+    "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past":"Form=Len|Mood=Ind|Number=Plur|Person=1|Tense=Past",
+    "Abbr=Yes|POS=SYM":"Abbr=Yes",
+    "Case=Gen|Form=Len|Gender=Masc|Number=Sing|POS=ADJ":"Case=Gen|Form=Len|Gender=Masc|Number=Sing",
+    "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Pres|Voice=Auto":"Form=Len|Mood=Ind|Polarity=Neg|Tense=Pres|Voice=Auto",
+    "POS=PART|PartType=Cop|PronType=Rel":"PartType=Cop|PronType=Rel",
+    "Form=VF|POS=AUX|PronType=Rel|Tense=Past|VerbForm=Cop":"Form=VF|PronType=Rel|Tense=Past|VerbForm=Cop",
+    "Case=Dat|Definite=Ind|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Definite=Ind|Gender=Fem|Number=Sing",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past":"Mood=Ind|Number=Sing|Person=1|Tense=Past",
+    "Form=Len|Number=Sing|POS=PRON|Person=2":"Form=Len|Number=Sing|Person=2",
+    "Case=Voc|Form=Len|Gender=Masc|Number=Sing|POS=NOUN":"Case=Voc|Form=Len|Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=ADJ|PartType=Voc":"Gender=Masc|Number=Sing|PartType=Voc",
+    "Case=Gen|Gender=Fem|Number=Plur|POS=NOUN":"Case=Gen|Gender=Fem|Number=Plur",
+    "Case=Voc|Form=Len|Gender=Fem|POS=PROPN":"Case=Voc|Form=Len|Gender=Fem",
+    "Case=Gen|Form=HPref|Gender=Fem|Number=Sing|POS=NOUN":"Case=Gen|Form=HPref|Gender=Fem|Number=Sing",
+    "Dialect=Ulster|Gender=Masc|Number=Sing|POS=X|Person=3":"Dialect=Ulster|Gender=Masc|Number=Sing|Person=3",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1":"Mood=Imp|Number=Plur|Person=1",
+    "Form=Ecl|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Fut":"Form=Ecl|Mood=Ind|Polarity=Neg|Tense=Fut",
+    "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut":"Form=Len|Mood=Ind|Number=Plur|Person=1|Tense=Fut",
+    "Case=NomAcc|Form=HPref|Gender=Masc|Number=Sing|POS=PROPN":"Case=NomAcc|Form=HPref|Gender=Masc|Number=Sing",
+    "POS=ADV|PronType=Int":"PronType=Int",
+    "Form=Ecl|Mood=Cnd|POS=VERB|Voice=Auto":"Form=Ecl|Mood=Cnd|Voice=Auto",
+    "POS=ADP|PronType=Art":"PronType=Art",
+    "Mood=Int|POS=AUX|Tense=Pres|VerbForm=Cop":"Mood=Int|Tense=Pres|VerbForm=Cop",
+    "POS=PART|PartType=Deg":"PartType=Deg",
+    "Number=Sing|POS=ADP|Person=1|PronType=Emp":"Number=Sing|Person=1|PronType=Emp",
+    "Number=Plur|POS=PRON|Person=1|PronType=Emp":"Number=Plur|Person=1|PronType=Emp",
+    "Gender=Masc|Number=Sing|POS=AUX|Person=3|VerbForm=Cop":"Gender=Masc|Number=Sing|Person=3|VerbForm=Cop",
+    "Foreign=Yes|POS=ADJ":"Foreign=Yes",
+    "Foreign=Yes|POS=NOUN":"Foreign=Yes",
+    "Foreign=Yes|POS=VERB":"Foreign=Yes",
+    "Foreign=Yes|POS=ADP":"Foreign=Yes",
+    "Abbr=Yes|POS=PROPN":"Abbr=Yes",
+    "Form=Len|Mood=Cnd|Number=Sing|POS=VERB|Person=2":"Form=Len|Mood=Cnd|Number=Sing|Person=2",
+    "Case=Voc|Form=Len|Gender=Masc|Number=Plur|POS=NOUN":"Case=Voc|Form=Len|Gender=Masc|Number=Plur",
+    "Form=Len|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Past|Voice=Auto":"Form=Len|Mood=Ind|Polarity=Neg|Tense=Past|Voice=Auto",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past":"Mood=Ind|Number=Plur|Person=1|Tense=Past",
+    "Case=NomAcc|Form=Ecl|Gender=Masc|Number=Sing|POS=PROPN":"Case=NomAcc|Form=Ecl|Gender=Masc|Number=Sing",
+    "Form=Len|POS=ADV":"Form=Len",
+    "Case=Voc|Form=Len|Gender=Fem|Number=Sing|POS=NOUN":"Case=Voc|Form=Len|Gender=Fem|Number=Sing",
+    "Number=Plur|POS=PRON|Person=2":"Number=Plur|Person=2",
+    "POS=DET":"",
+    "Number=Sing|POS=ADP|Person=3":"Number=Sing|Person=3",
+    "Mood=Cnd|POS=VERB|Voice=Auto":"Mood=Cnd|Voice=Auto",
+    "Form=Len|Number=Sing|POS=ADP|Person=1":"Form=Len|Number=Sing|Person=1",
+    "Dialect=Munster|Mood=Imp|Number=Sing|POS=X|Person=2|Polarity=Neg":"Dialect=Munster|Mood=Imp|Number=Sing|Person=2|Polarity=Neg",
+    "Dialect=Munster|POS=X|PronType=Dem":"Dialect=Munster|PronType=Dem",
+    "Form=Len|POS=VERB|Polarity=Neg":"Form=Len|Polarity=Neg",
+    "Form=Ecl|Mood=Ind|POS=VERB|Polarity=Neg|Tense=Past":"Form=Ecl|Mood=Ind|Polarity=Neg|Tense=Past",
+    "Case=Gen|Gender=Masc|POS=PROPN":"Case=Gen|Gender=Masc",
+    "Form=Ecl|NumType=Ord|POS=NUM":"Form=Ecl|NumType=Ord",
+    "Mood=Ind|POS=VERB|PronType=Rel|Tense=Fut":"Mood=Ind|PronType=Rel|Tense=Fut",
+    "Form=Len|Number=Plur|POS=ADP|Person=3":"Form=Len|Number=Plur|Person=3",
+    "Case=NomAcc|Form=HPref|Gender=Fem|Number=Plur|POS=NOUN":"Case=NomAcc|Form=HPref|Gender=Fem|Number=Plur",
+    "Form=Ecl|Mood=Ind|POS=VERB|Tense=Fut|Voice=Auto":"Form=Ecl|Mood=Ind|Tense=Fut|Voice=Auto",
+    "Form=Len|POS=ADJ|VerbForm=Part":"Form=Len|VerbForm=Part",
+    "Case=Gen|Form=Len|Gender=Fem|POS=PROPN":"Case=Gen|Form=Len|Gender=Fem",
+    "Form=Ecl|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres":"Form=Ecl|Mood=Ind|Number=Plur|Person=1|Tense=Pres",
+    "Case=Voc|Gender=Masc|Number=Sing|POS=PROPN":"Case=Voc|Gender=Masc|Number=Sing",
+    "Case=Gen|Form=Len|POS=NOUN|VerbForm=Inf":"Case=Gen|Form=Len|VerbForm=Inf",
+    "Degree=Pos|POS=NOUN":"Degree=Pos",
+    "POS=AUX|PartType=Comp|Tense=Past|VerbForm=Cop":"PartType=Comp|Tense=Past|VerbForm=Cop",
+    "Number=Plur|POS=DET|Person=1|Poss=Yes":"Number=Plur|Person=1|Poss=Yes",
+    "Case=Dat|Form=Len|Gender=Fem|Number=Sing|POS=NOUN":"Case=Dat|Form=Len|Gender=Fem|Number=Sing",
+    "Case=Gen|Form=HPref|Gender=Fem|Number=Sing|POS=PROPN":"Case=Gen|Form=HPref|Gender=Fem|Number=Sing",
+    "POS=ADP|Person=3|Poss=Yes":"Person=3|Poss=Yes",
+    "POS=NOUN|Reflex=Yes":"Reflex=Yes",
+    "Dialect=Ulster|POS=X|PartType=Vb|Polarity=Neg":"Dialect=Ulster|PartType=Vb|Polarity=Neg",
+    "Form=Emp|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres":"Form=Emp|Mood=Ind|Number=Sing|Person=1|Tense=Pres",
+    "Gender=Masc|Number=Sing|POS=ADP|Person=3|PronType=Emp":"Gender=Masc|Number=Sing|Person=3|PronType=Emp",
+    "Form=Ecl|POS=PART|PartType=Vb|PronType=Rel":"Form=Ecl|PartType=Vb|PronType=Rel",
+    "Form=Ecl|Mood=Cnd|POS=VERB|Polarity=Neg":"Form=Ecl|Mood=Cnd|Polarity=Neg",
+    "Case=Gen|Form=Ecl|Gender=Fem|Number=Plur|POS=PROPN":"Case=Gen|Form=Ecl|Gender=Fem|Number=Plur",
+    "Form=Len|Mood=Cnd|POS=VERB|Polarity=Neg":"Form=Len|Mood=Cnd|Polarity=Neg",
+    "Form=Len|POS=PRON|PronType=Ind":"Form=Len|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Form=Len|Gender=Fem|Number=Sing|POS=PROPN":"Form=Len|Gender=Fem|Number=Sing",
+    "Gender=Masc|Number=Plur|POS=PROPN":"Gender=Masc|Number=Plur",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=NOUN":"Definite=Def|Gender=Masc|Number=Sing",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Form=Ecl|Gender=Masc|Number=Sing|POS=NOUN":"Form=Ecl|Gender=Masc|Number=Sing",
+    "Form=Len|Gender=Masc|Number=Plur|POS=NOUN":"Form=Len|Gender=Masc|Number=Plur",
+    "Case=Gen|Form=HPref|Gender=Fem|POS=PROPN":"Case=Gen|Form=HPref|Gender=Fem",
+    "Form=Len|Gender=Masc|Number=Sing|POS=NOUN":"Form=Len|Gender=Masc|Number=Sing",
+    "Form=Len|Gender=Fem|Number=Sing|POS=NOUN":"Form=Len|Gender=Fem|Number=Sing",
+    "Form=Len|Gender=Masc|Number=Sing|POS=PROPN":"Form=Len|Gender=Masc|Number=Sing",
+    "Form=HPref|Gender=Fem|Number=Sing|POS=NOUN":"Form=HPref|Gender=Fem|Number=Sing",
+    "NounType=Slender|Number=Plur|POS=ADJ":"NounType=Slender|Number=Plur",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=NOUN":"Definite=Def|Gender=Masc|Number=Plur",
+    "Form=Ecl|Gender=Masc|Number=Plur|POS=NOUN":"Form=Ecl|Gender=Masc|Number=Plur",
+    "Form=Ecl|Gender=Fem|Number=Plur|POS=NOUN":"Form=Ecl|Gender=Fem|Number=Plur",
+    "POS=PRON":"",
+    "Definite=Def|Gender=Fem|Number=Plur|POS=NOUN":"Definite=Def|Gender=Fem|Number=Plur",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Number=Sing|POS=NOUN|PartType=Comp":"Number=Sing|PartType=Comp",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Definite=Def|Gender=Masc|Number=Sing",
+    "Form=Ecl|Gender=Fem|Number=Sing|POS=NOUN":"Form=Ecl|Gender=Fem|Number=Sing",
+    "POS=PART|PartType=Cmpl|Tense=Past":"PartType=Cmpl|Tense=Past",
+    "Form=Ecl|Mood=Int|POS=VERB|Polarity=Neg":"Form=Ecl|Mood=Int|Polarity=Neg",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=NOUN":"Definite=Def|Gender=Fem|Number=Sing",
+    "Case=Gen|Number=Plur|POS=DET|PronType=Art":"Case=Gen|Number=Plur|PronType=Art",
+    "NounType=NotSlender|Number=Plur|POS=ADJ":"NounType=NotSlender|Number=Plur",
+    "Mood=Cnd|POS=AUX|VerbForm=Cop":"Mood=Cnd|VerbForm=Cop",
+    "Case=Gen|Gender=Fem|Number=Plur|POS=ADJ":"Case=Gen|Gender=Fem|Number=Plur",
+    "Form=Len|Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres":"Form=Len|Mood=Ind|Number=Sing|Person=1|Tense=Pres",
+    "Gender=Masc|Number=Sing|POS=INTJ":"Gender=Masc|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Emp":"Gender=Fem|Number=Sing|Person=3|PronType=Emp",
+    "Gender=Fem|Number=Sing|POS=SCONJ":"Gender=Fem|Number=Sing",
+    "POS=PART|Tense=Pres|VerbForm=Cop":"Tense=Pres|VerbForm=Cop",
+    "Case=Gen|Definite=Def|Gender=Fem|NounType=Weak|Number=Plur|POS=NOUN":"Case=Gen|Definite=Def|Gender=Fem|NounType=Weak|Number=Plur",
+    "Degree=Pos|Gender=Fem|Number=Sing|POS=ADJ":"Degree=Pos|Gender=Fem|Number=Sing",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "Form=Ecl|Gender=Fem|Number=Sing|POS=PROPN":"Form=Ecl|Gender=Fem|Number=Sing",
+    "POS=DET|PronType=Art":"PronType=Art",
+    "Form=Ecl,Emp|Mood=Imp|Number=Sing|POS=VERB|Person=1|Tense=Past":"Form=Ecl,Emp|Mood=Imp|Number=Sing|Person=1|Tense=Past",
+    "Form=Ecl|Mood=Cnd,Int|POS=VERB":"Form=Ecl|Mood=Cnd,Int",
+    "Definite=Def|Dialect=Munster|Gender=Fem|Number=Sing|POS=X":"Definite=Def|Dialect=Munster|Gender=Fem|Number=Sing",
+    "POS=AUX|PronType=Dem":"PronType=Dem",
+    "POS=AUX|PartType=Cmpl|Tense=Pres|VerbForm=Cop":"PartType=Cmpl|Tense=Pres|VerbForm=Cop",
+    "Form=Len|Gender=Masc|Number=Plur|POS=ADJ":"Form=Len|Gender=Masc|Number=Plur",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=1|Tense=Past":"Mood=Imp|Number=Sing|Person=1|Tense=Past",
+    "POS=PART|PartType=Inf|PronType=Rel":"PartType=Inf|PronType=Rel",
+    "Form=Ecl|Number=Plur|POS=NOUN":"Form=Ecl|Number=Plur",
+    "Form=Len|Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres":"Form=Len|Mood=Ind|Number=Plur|Person=1|Tense=Pres",
+    "POS=SCONJ|Tense=Past":"Tense=Past",
+    "Form=HPref|Gender=Masc|Number=Sing|POS=ADP|Person=3":"Form=HPref|Gender=Masc|Number=Sing|Person=3",
+    "Form=Ecl|Gender=Masc|Number=Sing|POS=PROPN":"Form=Ecl|Gender=Masc|Number=Sing",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=PROPN":"Definite=Def|Gender=Fem|Number=Sing",
+    "Form=HPref|Gender=Masc|Number=Sing|POS=PRON|Person=3":"Form=HPref|Gender=Masc|Number=Sing|Person=3",
+    "POS=INTJ":"",
+    "Form=HPref|Gender=Fem|Number=Plur|POS=NOUN":"Form=HPref|Gender=Fem|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "Case=Gen|Form=Len|Gender=Fem|NounType=Strong|Number=Plur|POS=NOUN":"Case=Gen|Form=Len|Gender=Fem|NounType=Strong|Number=Plur",
+    "Form=Ecl|Mood=Sub|POS=VERB|Tense=Pres|Voice=Auto":"Form=Ecl|Mood=Sub|Tense=Pres|Voice=Auto",
+    "Number=Sing|POS=VERB|Person=1":"Number=Sing|Person=1",
+    "Gender=Masc|POS=PROPN":"Gender=Masc",
+    "POS=ADP|PronType=Rel":"PronType=Rel",
+    "Mood=Ind|POS=NOUN|PronType=Rel|Tense=Pres":"Mood=Ind|PronType=Rel|Tense=Pres",
+    "Form=Ecl|Mood=Cnd|Number=Plur|POS=VERB|Person=3":"Form=Ecl|Mood=Cnd|Number=Plur|Person=3",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "Form=Ecl|Mood=Cnd,Int|POS=VERB|Voice=Auto":"Form=Ecl|Mood=Cnd,Int|Voice=Auto",
+    "Form=Len|Gender=Fem|Number=Plur|POS=NOUN":"Form=Len|Gender=Fem|Number=Plur",
+    "Gender=Fem|POS=PROPN":"Gender=Fem",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=2":"Mood=Cnd|Number=Sing|Person=2",
+    "Form=HPref|Gender=Masc|Number=Plur|POS=NOUN":"Form=HPref|Gender=Masc|Number=Plur",
+    "Case=Gen|Gender=Masc|Number=Plur|POS=PROPN":"Case=Gen|Gender=Masc|Number=Plur",
+    "Dialect=Ulster|Gender=Masc|Number=Plur|POS=X":"Dialect=Ulster|Gender=Masc|Number=Plur",
+    "Case=Gen|Definite=Def|Gender=Masc|Number=Sing|POS=PROPN":"Case=Gen|Definite=Def|Gender=Masc|Number=Sing"
+  },
+  "labels_pos":{
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