initial upload for better distribution and instalation

.gitattributes

@@ -32,3 +32,10 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+es_anonimization_core_lg-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+parser/model filter=lfs diff=lfs merge=lfs -text
+vocab/vectors filter=lfs diff=lfs merge=lfs -text
+vocab/key2row filter=lfs diff=lfs merge=lfs -text
+ner/model filter=lfs diff=lfs merge=lfs -text
+tok2vec/model filter=lfs diff=lfs merge=lfs -text
+morphologizer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,113 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- es
+license: mit
+model-index:
+- name: es_anonimization_core_lg
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.746031746
+    - name: NER Recall
+      type: recall
+      value: 0.6438356164
+    - name: NER F Score
+      type: f_score
+      value: 0.6911764706
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.0
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.0
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.0
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.0
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.0
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.0
+---
+This is a Spacy multilingual anonimization model, for use with BSC's AnonymizationPipeline at https://github.com/TeMU-BSC/AnonymizationPipeline. The anonymization pipeline is a library for performing sensitive data identification and posterior anonymization of the detected data in Spanish and Catalan user generated plain text.
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `es_anonimization_core_lg` |
+| **Version** | `1.0.0` |
+| **spaCy** | `>=3.2.3,<4.0.0` |
+| **Default Pipeline** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Components** | `tok2vec`, `morphologizer`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
+| **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
+| **Sources** | n/a |
+| **License** | `MIT` |
+| **Author** | [Joaquin Silveira](https://github.com/TeMU-BSC/AnonymizationPipeline) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (322 labels for 3 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`morphologizer`** | `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Brck`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Brck`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=ADP`, `NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `NumForm=Digit\|NumType=Card\|POS=NUM`, `NumForm=Digit\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Comm`, `POS=AUX\|VerbForm=Inf`, `Case=Acc,Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=VERB\|VerbForm=Inf`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Peri`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `POS=SCONJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=VERB\|VerbForm=Ger`, `POS=NOUN`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `POS=SYM`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|Polarity=Neg`, `POS=ADV`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Case=Loc\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Degree=Cmp\|POS=ADV`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=PUNCT`, `Number=Sing\|POS=DET\|PronType=Rel`, `Case=Gen\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Ind`, `POS=AUX`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Number=Sing\|POS=VERB`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AdvType=Tim\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `POS=PUNCT\|PunctType=Semi`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `NumForm=Digit\|POS=SYM`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=PART`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Dash`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=PUNCT\|PunctType=Colo`, `Gender=Masc\|NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Int`, `POS=PUNCT\|PunctType=Quot`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=AUX\|VerbForm=Ger`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `NumForm=Digit\|NumType=Frac\|POS=NUM`, `POS=VERB`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PronType=Prs`, `POS=X`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Dem`, `POS=DET`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `POS=PRON\|PronType=Ind`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Pre\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Qest`, `NumForm=Digit\|NumType=Ord\|POS=ADJ`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Pre\|PronType=Prs\|Reflex=Yes`, `NumForm=Digit\|NumType=Frac\|POS=SYM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Qest`, `NumType=Card\|Number=Sing\|POS=NUM`, `Foreign=Yes\|POS=PRON\|PronType=Int`, `Foreign=Yes\|Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Foreign=Yes\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Excl`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Excl`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Mood=Sub\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Comm`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Comm`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `AdvType=Tim\|Degree=Cmp\|POS=ADV`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PrepCase=Pre\|PronType=Prs`, `POS=DET\|PronType=Rel`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `POS=INTJ`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Foreign=Yes\|POS=NOUN`, `Foreign=Yes\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Foreign=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Foreign=Yes\|POS=SCONJ`, `Foreign=Yes\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|POS=SYM`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Definite=Def\|Foreign=Yes\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Foreign=Yes\|POS=VERB`, `Foreign=Yes\|POS=ADJ`, `Foreign=Yes\|POS=DET`, `Foreign=Yes\|POS=ADV`, `POS=PUNCT\|PunctSide=Fin\|Punta d'aignctType=Brck`, `Degree=Cmp\|POS=ADJ`, `AdvType=Tim\|POS=SYM`, `Number=Plur\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin` |
+| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:pass`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
+| **`ner`** | `EMAIL`, `FINANCIAL`, `ID`, `LOC`, `MISC`, `ORG`, `PER`, `TELEPHONE`, `VEHICLE`, `ZIP` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `POS_ACC` | 0.00 |
+| `MORPH_ACC` | 0.00 |
+| `MORPH_PER_FEAT` | 0.00 |
+| `DEP_UAS` | 0.00 |
+| `DEP_LAS` | 0.00 |
+| `DEP_LAS_PER_TYPE` | 0.00 |
+| `SENTS_P` | 0.00 |
+| `SENTS_R` | 0.00 |
+| `SENTS_F` | 0.00 |
+| `LEMMA_ACC` | 0.00 |
+| `ENTS_F` | 69.12 |
+| `ENTS_P` | 74.60 |
+| `ENTS_R` | 64.38 |
+| `TOK2VEC_LOSS` | 0.00 |
+| `NER_LOSS` | 26573.78 |

config.cfg

@@ -0,0 +1,239 @@
+[paths]
+train = null
+dev = null
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "ca"
+pipeline = ["tok2vec","morphologizer","parser","attribute_ruler","lemmatizer","ner"]
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+batch_size = 256
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.attribute_ruler]
+factory = "attribute_ruler"
+scorer = {"@scorers":"spacy.attribute_ruler_scorer.v1"}
+validate = false
+
+[components.lemmatizer]
+factory = "lemmatizer"
+mode = "rule"
+model = null
+overwrite = false
+scorer = {"@scorers":"spacy.lemmatizer_scorer.v1"}
+
+[components.morphologizer]
+factory = "morphologizer"
+extend = false
+overwrite = true
+scorer = {"@scorers":"spacy.morphologizer_scorer.v1"}
+
+[components.morphologizer.model]
+@architectures = "spacy.Tagger.v1"
+nO = null
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.morphologizer.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 96
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
+include_static_vectors = true
+
+[components.morphologizer.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.ner.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 96
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
+include_static_vectors = true
+
+[components.ner.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[components.parser]
+factory = "parser"
+learn_tokens = false
+min_action_freq = 30
+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 = 2
+use_upper = true
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.parser.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 96
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
+include_static_vectors = true
+
+[components.parser.model.tok2vec.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = 96
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE","SPACY"]
+rows = [5000,2500,2500,2500,100]
+include_static_vectors = true
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[corpora]
+@readers = "prodigy.MergedCorpus.v1"
+eval_split = 0.2
+sample_size = 1.0
+textcat = null
+textcat_multilabel = null
+parser = null
+tagger = null
+senter = null
+spancat = null
+
+[corpora.ner]
+@readers = "prodigy.NERCorpus.v1"
+datasets = ["iris_LOC"]
+eval_datasets = []
+default_fill = "outside"
+incorrect_key = "incorrect_spans"
+
+[training]
+train_corpus = "corpora.train"
+dev_corpus = "corpora.dev"
+seed = ${system:seed}
+gpu_allocator = ${system:gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 5000
+max_epochs = 0
+max_steps = 0
+eval_frequency = 1000
+frozen_components = ["morphologizer","parser","attribute_ruler","lemmatizer"]
+before_to_disk = null
+annotating_components = []
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[training.logger]
+@loggers = "prodigy.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
+learn_rate = 0.001
+
+[training.score_weights]
+pos_acc = null
+morph_acc = null
+morph_per_feat = null
+dep_uas = null
+dep_las = null
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = null
+lemma_acc = null
+ents_f = 1.0
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+speed = 0.0
+
+[pretraining]
+
+[initialize]
+vectors = "ca_core_news_lg"
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

es_anonimization_core_lg-any-py3-none-any.whl

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lemmatizer/lookups/lookups.bin

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+size 14901088

meta.json

@@ -0,0 +1,434 @@
+{
+  "lang":"es",
+  "name":"anonimization_core_lg",
+  "version":"1.0.0",
+  "description":"This is a Spacy multilingual anonimization model, for use with BSC's AnonymizationPipeline at https://github.com/TeMU-BSC/AnonymizationPipeline. The anonymization pipeline is a library for performing sensitive data identification and posterior anonymization of the detected data in Spanish and Catalan user generated plain text.",
+  "author":"Joaquin Silveira",
+  "email":"[email protected]",
+  "url":"https://github.com/TeMU-BSC/AnonymizationPipeline",
+  "license":"MIT",
+  "spacy_version":">=3.2.3,<4.0.0",
+  "spacy_git_version":"99425de36",
+  "vectors":{
+    "width":300,
+    "vectors":500000,
+    "keys":500000,
+    "name":"ca_vectors"
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "morphologizer":[
+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "POS=PROPN",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Brck",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Brck",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "POS=ADP",
+      "NumType=Card|Number=Plur|POS=NUM",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Number=Sing|POS=ADJ",
+      "POS=CCONJ",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "NumForm=Digit|NumType=Card|POS=NUM",
+      "NumForm=Digit|POS=NOUN",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Comm",
+      "POS=AUX|VerbForm=Inf",
+      "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "POS=PRON|PronType=Rel",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "POS=VERB|VerbForm=Inf",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Peri",
+      "Number=Sing|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
+      "POS=SCONJ",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "POS=VERB|VerbForm=Ger",
+      "POS=NOUN",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
+      "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
+      "POS=SYM",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "POS=ADV|Polarity=Neg",
+      "POS=ADV",
+      "Number=Sing|POS=PRON|PronType=Dem",
+      "Number=Sing|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=NOUN",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
+      "Case=Loc|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
+      "Degree=Cmp|POS=ADV",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "NumType=Card|POS=NUM",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=DET|PronType=Ind",
+      "POS=PUNCT",
+      "Number=Sing|POS=DET|PronType=Rel",
+      "Case=Gen|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=DET|PronType=Ind",
+      "POS=AUX",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Degree=Cmp|Number=Sing|POS=ADJ",
+      "Number=Sing|POS=VERB",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "AdvType=Tim|POS=NOUN",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
+      "POS=PUNCT|PunctType=Semi",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "NumForm=Digit|POS=SYM",
+      "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Int",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "POS=PRON|PronType=Int",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "POS=PART",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "POS=ADJ",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Degree=Cmp|Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Dash",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|POS=NOUN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Int",
+      "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "POS=PUNCT|PunctType=Colo",
+      "Gender=Masc|NumType=Card|POS=NUM",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|PronType=Int",
+      "POS=PUNCT|PunctType=Quot",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "POS=AUX|VerbForm=Ger",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "NumForm=Digit|NumType=Frac|POS=NUM",
+      "POS=VERB",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Gender=Fem|POS=NOUN",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs",
+      "POS=X",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
+      "Number=Sing|POS=DET|PronType=Dem",
+      "POS=DET",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "NumType=Ord|Number=Sing|POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part",
+      "Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part",
+      "Number=Plur|POS=PRON|PronType=Dem",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
+      "POS=PRON|PronType=Ind",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Qest",
+      "NumForm=Digit|NumType=Ord|POS=ADJ",
+      "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+      "NumForm=Digit|NumType=Frac|POS=SYM",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Qest",
+      "NumType=Card|Number=Sing|POS=NUM",
+      "Foreign=Yes|POS=PRON|PronType=Int",
+      "Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin",
+      "Foreign=Yes|POS=ADP",
+      "Gender=Masc|Number=Sing|POS=PROPN",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Excl",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Excl",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Comm",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Comm",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=VERB|Tense=Past|VerbForm=Part",
+      "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "Case=Nom|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel",
+      "Definite=Ind|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "POS=AUX|Tense=Past|VerbForm=Part",
+      "Gender=Fem|NumType=Card|POS=NUM",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "AdvType=Tim|Degree=Cmp|POS=ADV",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs",
+      "POS=DET|PronType=Rel",
+      "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "POS=INTJ",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=VERB|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Foreign=Yes|POS=NOUN",
+      "Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Foreign=Yes|POS=SCONJ",
+      "Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|POS=SYM",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Foreign=Yes|POS=VERB",
+      "Foreign=Yes|POS=ADJ",
+      "Foreign=Yes|POS=DET",
+      "Foreign=Yes|POS=ADV",
+      "POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck",
+      "Degree=Cmp|POS=ADJ",
+      "AdvType=Tim|POS=SYM",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin"
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "expl:pass",
+      "fixed",
+      "flat",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nummod",
+      "obj",
+      "obl",
+      "parataxis",
+      "punct",
+      "xcomp"
+    ],
+    "attribute_ruler":[
+
+    ],
+    "lemmatizer":[
+
+    ],
+    "ner":[
+      "EMAIL",
+      "FINANCIAL",
+      "ID",
+      "LOC",
+      "MISC",
+      "ORG",
+      "PER",
+      "TELEPHONE",
+      "VEHICLE",
+      "ZIP"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "morphologizer",
+    "parser",
+    "attribute_ruler",
+    "lemmatizer",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "morphologizer",
+    "parser",
+    "attribute_ruler",
+    "lemmatizer",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "pos_acc":0.0,
+    "morph_acc":0.0,
+    "morph_per_feat":0.0,
+    "dep_uas":0.0,
+    "dep_las":0.0,
+    "dep_las_per_type":0.0,
+    "sents_p":0.0,
+    "sents_r":0.0,
+    "sents_f":0.0,
+    "lemma_acc":0.0,
+    "ents_f":0.6911764706,
+    "ents_p":0.746031746,
+    "ents_r":0.6438356164,
+    "ents_per_type":{
+      "LOC":{
+        "p":0.652892562,
+        "r":0.5895522388,
+        "f":0.6196078431
+      },
+      "ID":{
+        "p":0.8,
+        "r":0.5714285714,
+        "f":0.6666666667
+      },
+      "PER":{
+        "p":0.8695652174,
+        "r":0.625,
+        "f":0.7272727273
+      },
+      "EMAIL":{
+        "p":0.8571428571,
+        "r":1.0,
+        "f":0.9230769231
+      },
+      "ZIP":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "TELEPHONE":{
+        "p":1.0,
+        "r":0.8888888889,
+        "f":0.9411764706
+      },
+      "VEHICLE":{
+        "p":1.0,
+        "r":0.7894736842,
+        "f":0.8823529412
+      }
+    },
+    "speed":7904.1995709831,
+    "tok2vec_loss":0.0,
+    "ner_loss":265.7377590023
+  },
+  "requirements":[
+
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,574 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "POS=PROPN":"",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":"PunctSide=Ini|PunctType=Brck",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":"PunctSide=Fin|PunctType=Brck",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "POS=ADP":"",
+    "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "POS=CCONJ":"",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "NumForm=Digit|NumType=Card|POS=NUM":"NumForm=Digit|NumType=Card",
+    "NumForm=Digit|POS=NOUN":"NumForm=Digit",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Plur|PronType=Art",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
+    "Number=Sing|POS=PRON|PronType=Rel":"Number=Sing|PronType=Rel",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Plur|VerbForm=Part",
+    "POS=SCONJ":"",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Plur|VerbForm=Part",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
+    "POS=NOUN":"",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Sing|VerbForm=Part",
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
+    "POS=SYM":"",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Sing|VerbForm=Part",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "POS=ADV":"",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Case=Loc|POS=PRON|Person=3|PronType=Prs":"Case=Loc|Person=3|PronType=Prs",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=PRON|PronType=Ind":"Number=Sing|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
+    "POS=PUNCT":"",
+    "Number=Sing|POS=DET|PronType=Rel":"Number=Sing|PronType=Rel",
+    "Case=Gen|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Person=3|PronType=Prs",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=DET|PronType=Ind":"PronType=Ind",
+    "POS=AUX":"",
+    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=1|PronType=Prs",
+    "Degree=Cmp|Number=Sing|POS=ADJ":"Degree=Cmp|Number=Sing",
+    "Number=Sing|POS=VERB":"Number=Sing",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Gender=Masc|Number=Plur|PronType=Art",
+    "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|PronType=Rel":"Number=Plur|PronType=Rel",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Int":"Gender=Masc|Number=Plur|PronType=Int",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "AdvType=Tim|POS=NOUN":"AdvType=Tim",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Sing|POS=DET|PronType=Art":"Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "POS=PUNCT|PunctType=Semi":"PunctType=Semi",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
+    "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "NumForm=Digit|POS=SYM":"NumForm=Digit",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
+    "POS=PART":"",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "POS=ADJ":"",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
+    "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "POS=PUNCT|PunctType=Colo":"PunctType=Colo",
+    "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|PronType=Int":"Number=Sing|PronType=Int",
+    "POS=PUNCT|PunctType=Quot":"PunctType=Quot",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
+    "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Int":"Gender=Masc|Number=Plur|PronType=Int",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "NumForm=Digit|NumType=Frac|POS=NUM":"NumForm=Digit|NumType=Frac",
+    "POS=VERB":"",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs":"Case=Nom|Number=Sing|Person=2|Polite=Infm|PronType=Prs",
+    "POS=X":"",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
+    "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
+    "POS=DET":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=DET|PronType=Art":"PronType=Art",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
+    "POS=PRON|PronType=Ind":"PronType=Ind",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
+    "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Qest":"PunctSide=Fin|PunctType=Qest",
+    "NumForm=Digit|NumType=Ord|POS=ADJ":"NumForm=Digit|NumType=Ord",
+    "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+    "NumForm=Digit|NumType=Frac|POS=SYM":"NumForm=Digit|NumType=Frac",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Qest":"PunctSide=Ini|PunctType=Qest",
+    "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "Foreign=Yes|POS=PRON|PronType=Int":"Foreign=Yes|PronType=Int",
+    "Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin":"Foreign=Yes|Mood=Ind|VerbForm=Fin",
+    "Foreign=Yes|POS=ADP":"Foreign=Yes",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Excl":"PunctSide=Ini|PunctType=Excl",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Excl":"PunctSide=Fin|PunctType=Excl",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Plur|Person=2|Polite=Form|PronType=Prs",
+    "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Comm":"PunctSide=Ini|PunctType=Comm",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Comm":"PunctSide=Fin|PunctType=Comm",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=2|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Sing|Person=2|Polite=Form|PronType=Prs",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
+    "Case=Nom|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Person=3|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel",
+    "Definite=Ind|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "Gender=Fem|NumType=Card|POS=NUM":"Gender=Fem|NumType=Card",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "AdvType=Tim|Degree=Cmp|POS=ADV":"AdvType=Tim|Degree=Cmp",
+    "Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs",
+    "POS=DET|PronType=Rel":"PronType=Rel",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "POS=INTJ":"",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|VerbForm=Fin":"VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PronType=Prs|Reflex=Yes",
+    "Foreign=Yes|POS=NOUN":"Foreign=Yes",
+    "Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Foreign=Yes|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Foreign=Yes|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Foreign=Yes|POS=SCONJ":"Foreign=Yes",
+    "Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Foreign=Yes|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Masc|POS=SYM":"Gender=Masc",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|PronType=Art",
+    "Foreign=Yes|POS=VERB":"Foreign=Yes",
+    "Foreign=Yes|POS=ADJ":"Foreign=Yes",
+    "Foreign=Yes|POS=DET":"Foreign=Yes",
+    "Foreign=Yes|POS=ADV":"Foreign=Yes",
+    "POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck":"PunctSide=Fin|Punta d'aignctType=Brck",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "AdvType=Tim|POS=SYM":"AdvType=Tim",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin"
+  },
+  "labels_pos":{
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
+    "POS=PROPN":96,
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":97,
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":97,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=NOUN":92,
+    "POS=ADP":85,
+    "NumType=Card|Number=Plur|POS=NUM":93,
+    "Gender=Masc|Number=Plur|POS=NOUN":92,
+    "Number=Sing|POS=ADJ":84,
+    "POS=CCONJ":89,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":90,
+    "NumForm=Digit|NumType=Card|POS=NUM":93,
+    "NumForm=Digit|POS=NOUN":92,
+    "Gender=Masc|Number=Plur|POS=ADJ":84,
+    "POS=PUNCT|PunctType=Comm":97,
+    "POS=AUX|VerbForm=Inf":87,
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
+    "POS=PRON|PronType=Rel":95,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Plur|POS=NOUN":92,
+    "Gender=Fem|Number=Plur|POS=ADJ":84,
+    "POS=VERB|VerbForm=Inf":100,
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "Number=Plur|POS=ADJ":84,
+    "POS=PUNCT|PunctType=Peri":97,
+    "Number=Sing|POS=PRON|PronType=Rel":95,
+    "Gender=Masc|Number=Sing|POS=NOUN":92,
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":84,
+    "POS=SCONJ":98,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":90,
+    "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":84,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
+    "POS=VERB|VerbForm=Ger":100,
+    "POS=NOUN":92,
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":93,
+    "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":84,
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