Update spaCy pipeline

.gitattributes

@@ -32,3 +32,8 @@ 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_bsc_demo_md-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
+tok2vec/model filter=lfs diff=lfs merge=lfs -text
+textcat/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,115 @@
+---
+tags:
+- spacy
+- token-classification
+- text-classification
+language:
+- es
+license: mit
+model-index:
+- name: es_bsc_demo_md
+  results:
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9538757026
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9860176075
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9810269013
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9797689766
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9125813681
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.880866503
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9595898673
+---
+Spanish light weight pipeline by BSC. Components: floret static vecors, morphologizer, parser,  attribute_ruler, lemmatizer, text classification.
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `es_bsc_demo_md` |
+| **Version** | `3.4.1` |
+| **spaCy** | `>=3.4.1,<3.5.0` |
+| **Default Pipeline** | `tok2vec`, `tagger`, `morphologizer`, `lemmatizer`, `parser`, `textcat` |
+| **Components** | `tok2vec`, `tagger`, `morphologizer`, `lemmatizer`, `parser`, `textcat` |
+| **Vectors** | -1 keys, 50000 unique vectors (300 dimensions) |
+| **Sources** | n/a |
+| **License** | `mit` |
+| **Author** | [ext Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)](https://huggingface.co/PlanTL-GOB-ES/es_bsc_demo_md) |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (734 labels for 4 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`tagger`** | `ADJ`, `ADP`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `SYM`, `VERB`, `X`, `ao0fp0`, `ao0fs0`, `ao0mp0`, `ao0ms0`, `aq0000`, `aq00p0`, `aq00s0`, `aq0cc0`, `aq0cn0`, `aq0cp0`, `aq0cs0`, `aq0fp0`, `aq0fpp`, `aq0fs0`, `aq0fsp`, `aq0fsp-B2`, `aq0mn0`, `aq0mp0`, `aq0mpp`, `aq0ms0`, `aq0msp`, `cc`, `cs`, `da0fp0`, `da0fs0`, `da0m00`, `da0mp0`, `da0ms0`, `da0ns0`, `dd0cp0`, `dd0cs0`, `dd0fp0`, `dd0fs0`, `dd0mp0`, `dd0ms0`, `de0cn0`, `di00p0`, `di0cp0`, `di0cs0`, `di0fp0`, `di0fs0`, `di0mp0`, `di0ms0`, `dn00p0`, `dn0cp0`, `dn0cs0`, `dn0fp0`, `dn0fs0`, `dn0mp0`, `dn0ms0`, `dp1cps`, `dp1css`, `dp1fpp`, `dp1fsp`, `dp1mpp`, `dp1msp`, `dp1mss`, `dp2cps`, `dp2css`, `dp2fpp`, `dp2fsp`, `dp3cp0`, `dp3cs0`, `dp3fs0`, `dp3mp0`, `dp3ms0`, `dt0cn0`, `dt0fs0`, `dt0ms0`, `faa`, `fat`, `fc`, `fd`, `fe`, `fg`, `fh`, `fia`, `fit`, `fp`, `fpa`, `fpt`, `fs`, `fx`, `fz`, `i`, `nc00000`, `nccn000`, `nccp000`, `nccs000`, `ncf0000`, `ncfn000`, `ncfp000`, `ncfs000`, `ncfs00a`, `ncmn000`, `ncmp000`, `ncms00`, `ncms000`, `np00000`, `np0000a`, `np0000l`, `np0000o`, `np0000p`, `p0000000`, `p010p000`, `p010s000`, `p020s000`, `p0300000`, `pd0cp000`, `pd0cs000`, `pd0fp000`, `pd0fs000`, `pd0mp000`, `pd0ms000`, `pd0ns000`, `pe000000`, `pi000000`, `pi00s000`, `pi0cp000`, `pi0cs000`, `pi0fp000`, `pi0fs000`, `pi0mp0`, `pi0mp000`, `pi0ms0`, `pi0ms000`, `pn0cp000`, `pn0cs000`, `pn0fp000`, `pn0fs000`, `pn0mp000`, `pn0ms000`, `pp1cn000`, `pp1cp000`, `pp1cs000`, `pp1csn00`, `pp1cso00`, `pp1fs000`, `pp1mp000`, `pp2cp000`, `pp2cp00p`, `pp2cs000`, `pp2cs00p`, `pp2csn00`, `pp2cso00`, `pp300000`, `pp30p000`, `pp30sa00`, `pp3cn000`, `pp3cna00`, `pp3cno00`, `pp3cpa00`, `pp3cpd00`, `pp3csa00`, `pp3csd00`, `pp3fp000`, `pp3fpa00`, `pp3fs000`, `pp3fsa00`, `pp3mp000`, `pp3mpa00`, `pp3ms000`, `pp3msa00`, `pp3ns000`, `pr00000`, `pr000000`, `pr0cn000`, `pr0cp000`, `pr0cs000`, `pr0fp000`, `pr0fs000`, `pr0mp000`, `pr0ms000`, `pt000000`, `pt0cp000`, `pt0cs000`, `pt0fp000`, `pt0mp000`, `pt0ms000`, `px1fp0p0`, `px1fs0p0`, `px1fs0s0`, `px1mp0p0`, `px1ms0p0`, `px1ms0s0`, `px2fs0s0`, `px2mp000`, `px2ms0s0`, `px3fp000`, `px3fs000`, `px3mp000`, `px3ms000`, `px3ns000`, `rg`, `rn`, `spcms`, `sps00`, `vag0000`, `vaic1p0`, `vaic3p0`, `vaic3s0`, `vaif1p0`, `vaif1s0`, `vaif2s0`, `vaif3p0`, `vaif3s0`, `vaii1p0`, `vaii1s0`, `vaii2s0`, `vaii3p0`, `vaii3s0`, `vaip1p0`, `vaip1s0`, `vaip2s0`, `vaip3p0`, `vaip3s0`, `vais3p0`, `vais3s0`, `vam02s0`, `vam03s0`, `van0000`, `vap00sm`, `vasi1p0`, `vasi1s0`, `vasi3p0`, `vasi3s0`, `vasp1p0`, `vasp1s0`, `vasp3p0`, `vasp3s0`, `vmg0000`, `vmic1p0`, `vmic1s0`, `vmic2s0`, `vmic3p0`, `vmic3s0`, `vmif1p0`, `vmif1s0`, `vmif2s0`, `vmif3p0`, `vmif3s0`, `vmii1p0`, `vmii1s0`, `vmii2s0`, `vmii3p0`, `vmii3s0`, `vmip1p0`, `vmip1s0`, `vmip2p0`, `vmip2s0`, `vmip3p0`, `vmip3s0`, `vmip3sm`, `vmis1p0`, `vmis1s0`, `vmis2s0`, `vmis3p0`, `vmis3s0`, `vmm01p0`, `vmm02p0`, `vmm02s0`, `vmm03p0`, `vmm03s0`, `vmn0000`, `vmp00fs`, `vmp00ms`, `vmp00pf`, `vmp00pm`, `vmp00sf`, `vmp00sm`, `vmsi1p0`, `vmsi1s0`, `vmsi3p0`, `vmsi3s0`, `vmsp1p0`, `vmsp1s0`, `vmsp2p0`, `vmsp2s0`, `vmsp3p0`, `vmsp3s0`, `vsg0000`, `vsic1s0`, `vsic2s0`, `vsic3p0`, `vsic3s0`, `vsif1s0`, `vsif3p0`, `vsif3s0`, `vsii1p0`, `vsii1s0`, `vsii3p0`, `vsii3s0`, `vsip1p0`, `vsip1s0`, `vsip2s0`, `vsip3p0`, `vsip3s0`, `vsis1s0`, `vsis3p0`, `vsis3s0`, `vsm02s0`, `vsm03s0`, `vsn0000`, `vsp00sm`, `vssi3p0`, `vssi3s0`, `vssp1p0`, `vssp1s0`, `vssp2s0`, `vssp3p0`, `vssp3s0`, `w`, `z`, `zm`, `zp`, `zu` |
+| **`morphologizer`** | `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `POS=ADP`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=CCONJ`, `POS=PROPN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `NumForm=Digit\|NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `NumForm=Digit\|POS=NOUN`, `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctType=Comm`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `POS=ADV`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PUNCT\|PunctType=Peri`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=ADJ`, `Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=ADJ`, `POS=PRON\|PronType=Int,Rel`, `Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `POS=SCONJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `POS=AUX\|VerbForm=Inf`, `POS=VERB\|VerbForm=Inf`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=PUNCT\|PunctType=Quot`, `POS=ADV\|Polarity=Neg`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Tot`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `Case=Acc,Nom\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Case=Acc,Nom\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Definite=Def\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `POS=VERB\|VerbForm=Ger`, `Degree=Cmp\|POS=ADV`, `Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `AdvType=Tim\|POS=NOUN`, `Number=Sing\|POS=NOUN`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Int,Rel`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `POS=PART`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `NumForm=Digit\|POS=SYM`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `AdvType=Tim\|POS=ADJ`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Brck`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Brck`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `NumForm=Digit\|NumType=Frac\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Int,Rel`, `POS=PUNCT`, `POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Tot`, `POS=PRON\|PronType=Ind`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=DET\|PronType=Ind`, `Number=Plur\|POS=DET\|PronType=Dem`, `Degree=Sup\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Tot`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Case=Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `POS=AUX\|VerbForm=Ger`, `Gender=Fem\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|Poss=Yes\|PronType=Int,Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Definite=Ind\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `POS=PUNCT\|PunctType=Colo`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Neg`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Number=Sing\|POS=PRON\|PronType=Neg`, `POS=PUNCT\|PunctType=Semi`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Case=Acc,Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `POS=INTJ`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=PRON\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Degree=Sup\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=PUNCT\|PunctType=Dash`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Neg`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|POS=NOUN`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `POS=NOUN\|VerbForm=Inf`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Int,Rel`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Neg`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Past\|VerbForm=Fin`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=ADJ`, `Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Case=Acc,Nom\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Tot`, `POS=DET\|PronType=Ind`, `POS=DET\|PronType=Int,Rel`, `AdvType=Tim\|POS=ADV`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Qest`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Qest`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Ind`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `Degree=Abs\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Excl`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Excl`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Tot`, `Gender=Masc\|Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `Degree=Abs\|Gender=Masc\|NumType=Card\|Number=Plur\|POS=DET\|PronType=Ind`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Pre\|PronType=Prs`, `Definite=Ind\|Gender=Fem\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=SCONJ\|PronType=Int,Rel`, `Case=Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Pre\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `NumType=Card\|Number=Sing\|POS=DET\|PronType=Ind`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Case=Acc,Nom\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Neg`, `Degree=Sup\|Gender=Fem\|Number=Sing\|POS=ADJ`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|PronType=Prs`, `Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Ind`, `Case=Acc,Nom\|Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=PRON\|PronType=Int,Rel`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=PRON\|PronType=Ind`, `Case=Acc,Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `NumType=Card\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Dem`, `Degree=Abs\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|Poss=Yes\|PronType=Int,Rel`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Case=Acc,Nom\|Number=Plur\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=2\|Poss=Yes\|PronType=Ind`, `NumType=Card\|Number=Sing\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Past\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Com\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Pre\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Imp\|VerbForm=Fin`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Pre\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=2\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Number=Sing\|POS=NOUN\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Int,Rel`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Tot`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=DET\|PronType=Int,Rel`, `POS=SYM`, `Number=Sing\|POS=VERB\|VerbForm=Fin`, `POS=VERB\|VerbForm=Fin`, `Degree=Abs\|Gender=Masc\|Number=Plur\|POS=ADJ`, `Degree=Abs\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=DET\|PronType=Dem`, `Definite=Ind\|Gender=Masc\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Art`, `Degree=Sup\|Gender=Fem\|Number=Plur\|POS=ADJ`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Case=Acc,Dat\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=AUX\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Past\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=DET\|PronType=Int,Rel`, `Gender=Masc\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=PRON\|PronType=Int,Rel`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=PRON\|PronType=Ind`, `Definite=Def\|Foreign=Yes\|POS=DET\|PronType=Art`, `Case=Com\|POS=PRON\|Person=3\|PrepCase=Pre\|PronType=Prs\|Reflex=Yes`, `Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `NumForm=Digit\|NumType=Frac\|POS=SYM`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Masc\|Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `NumType=Card\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|Typo=Yes\|VerbForm=Fin`, `Gender=Masc\|Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Tot`, `AdvType=Tim\|Gender=Masc\|Number=Sing\|POS=NOUN`, `POS=AUX\|VerbForm=Fin`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=PRON\|PronType=Int,Rel`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Ind`, `Case=Dat\|Number=Plur\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Number=Plur\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Foreign=Yes\|POS=X`, `Degree=Abs\|Gender=Masc\|NumType=Card\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Ind`, `Definite=Def\|Foreign=Yes\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Foreign=Yes\|POS=NOUN`, `Foreign=Yes\|POS=ADP`, `Foreign=Yes\|POS=CCONJ`, `Foreign=Yes\|POS=PROPN`, `Case=Com\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Pre\|PronType=Prs`, `Gender=Fem\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=NOUN\|VerbForm=Part`, `Case=Com\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Ind`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=2\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=2\|Poss=Yes\|PronType=Ind`, `Number=Sing\|POS=DET\|PronType=Int,Rel`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|POS=ADJ`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=X`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=2\|Poss=Yes\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Degree=Cmp\|POS=ADJ`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Ind`, `POS=NOUN\|PunctType=Comm`, `POS=PRON\|PronType=Neg`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs` |
+| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:impers`, `expl:pass`, `expl:pv`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
+| **`textcat`** | `Economía`, `Entretenimiento`, `Historia`, `Humanidades`, `Derecho`, `Matemáticas`, `Música`, `Filosofía`, `Política`, `Religión`, `Deporte`, `Ciencia_y_Tecnología` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TAG_ACC` | 95.39 |
+| `POS_ACC` | 98.60 |
+| `MORPH_ACC` | 98.10 |
+| `LEMMA_ACC` | 97.98 |
+| `DEP_UAS` | 91.26 |
+| `DEP_LAS` | 88.09 |
+| `SENTS_P` | 95.38 |
+| `SENTS_R` | 96.54 |
+| `SENTS_F` | 95.96 |
+| `TOK2VEC_LOSS` | 7166396.29 |
+| `TAGGER_LOSS` | 1262344.25 |
+| `MORPHOLOGIZER_LOSS` | 311469.37 |
+| `PARSER_LOSS` | 4991259.73 |
+| `CATS_SCORE` | 99.14 |
+| `CATS_MICRO_P` | 97.52 |
+| `CATS_MICRO_R` | 96.19 |
+| `CATS_MICRO_F` | 96.85 |
+| `CATS_MACRO_P` | 97.25 |
+| `CATS_MACRO_R` | 95.42 |
+| `CATS_MACRO_F` | 96.31 |
+| `CATS_MACRO_AUC` | 99.14 |

config.cfg

@@ -0,0 +1,228 @@
+[paths]
+train = "corpus/ANCORA_es/train.spacy"
+dev = "corpus/ANCORA_es/dev.spacy"
+vectors = "./vectors/florets"
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "es"
+pipeline = ["tok2vec","tagger","morphologizer","lemmatizer","parser","textcat"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[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.v2"
+nO = null
+normalize = false
+
+[components.morphologizer.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[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 = 128
+maxout_pieces = 3
+use_upper = true
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tagger]
+factory = "tagger"
+neg_prefix = "!"
+overwrite = false
+scorer = {"@scorers":"spacy.tagger_scorer.v1"}
+
+[components.tagger.model]
+@architectures = "spacy.Tagger.v2"
+nO = null
+normalize = false
+
+[components.tagger.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.textcat]
+factory = "textcat_multilabel"
+scorer = {"@scorers":"spacy.textcat_multilabel_scorer.v1"}
+threshold = 0.5
+
+[components.textcat.model]
+@architectures = "spacy.TextCatCNN.v1"
+exclusive_classes = false
+nO = null
+
+[components.textcat.model.tok2vec]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.textcat.model.tok2vec.embed]
+@architectures = "spacy.MultiHashEmbed.v1"
+width = 96
+rows = [10000,5000,5000,5000]
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+include_static_vectors = false
+
+[components.textcat.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 = ${components.tok2vec.model.encode.width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,1000,2500,2500]
+include_static_vectors = true
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 256
+depth = 16
+window_size = 1
+maxout_pieces = 3
+
+[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]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 500
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+
+[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 = "spacy.ConsoleLogger.v1"
+progress_bar = "False"
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+learn_rate = 0.001
+
+[training.score_weights]
+tag_acc = 0.13
+pos_acc = 0.06
+morph_acc = 0.06
+morph_per_feat = null
+lemma_acc = 0.13
+dep_uas = 0.06
+dep_las = 0.06
+dep_las_per_type = null
+sents_p = null
+sents_r = null
+sents_f = 0.0
+cats_score = 0.5
+cats_score_desc = null
+cats_micro_p = null
+cats_micro_r = null
+cats_micro_f = null
+cats_macro_p = null
+cats_macro_r = null
+cats_macro_f = null
+cats_macro_auc = null
+cats_f_per_type = null
+cats_macro_auc_per_type = null
+
+[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]

es_bsc_demo_md-any-py3-none-any.whl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea92b2bfdb4fd4836edbde89838bba9ae9199544c78be2721d8248e6449dae1d
+size 116902902

lemmatizer/lookups/lookups.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be833a634de5b55fa529aceee97fcc09a193e2017b5e4b34bafe103ad97600aa
+size 165037

meta.json

@@ -0,0 +1,1093 @@
+{
+  "lang":"es",
+  "name":"bsc_demo_md",
+  "version":"3.4.1",
+  "description":"Spanish light weight pipeline by BSC. Components: floret static vecors, morphologizer, parser,  attribute_ruler, lemmatizer, text classification.",
+  "author":"ext Mining Unit (TeMU) at the Barcelona Supercomputing Center (bsc-temu@bsc.es)",
+  "email":"For further information, send an email to plantl-gob-es@bsc.es",
+  "url":"https://huggingface.co/PlanTL-GOB-ES/es_bsc_demo_md",
+  "license":"mit",
+  "spacy_version":">=3.4.1,<3.5.0",
+  "spacy_git_version":"Unknown",
+  "vectors":{
+    "width":300,
+    "vectors":50000,
+    "keys":-1,
+    "name":"floret_embeddings_bne_es"
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "tagger":[
+      "ADJ",
+      "ADP",
+      "ADV",
+      "AUX",
+      "CCONJ",
+      "DET",
+      "INTJ",
+      "NOUN",
+      "NUM",
+      "PART",
+      "PRON",
+      "PROPN",
+      "PUNCT",
+      "SCONJ",
+      "SYM",
+      "VERB",
+      "X",
+      "ao0fp0",
+      "ao0fs0",
+      "ao0mp0",
+      "ao0ms0",
+      "aq0000",
+      "aq00p0",
+      "aq00s0",
+      "aq0cc0",
+      "aq0cn0",
+      "aq0cp0",
+      "aq0cs0",
+      "aq0fp0",
+      "aq0fpp",
+      "aq0fs0",
+      "aq0fsp",
+      "aq0fsp-B2",
+      "aq0mn0",
+      "aq0mp0",
+      "aq0mpp",
+      "aq0ms0",
+      "aq0msp",
+      "cc",
+      "cs",
+      "da0fp0",
+      "da0fs0",
+      "da0m00",
+      "da0mp0",
+      "da0ms0",
+      "da0ns0",
+      "dd0cp0",
+      "dd0cs0",
+      "dd0fp0",
+      "dd0fs0",
+      "dd0mp0",
+      "dd0ms0",
+      "de0cn0",
+      "di00p0",
+      "di0cp0",
+      "di0cs0",
+      "di0fp0",
+      "di0fs0",
+      "di0mp0",
+      "di0ms0",
+      "dn00p0",
+      "dn0cp0",
+      "dn0cs0",
+      "dn0fp0",
+      "dn0fs0",
+      "dn0mp0",
+      "dn0ms0",
+      "dp1cps",
+      "dp1css",
+      "dp1fpp",
+      "dp1fsp",
+      "dp1mpp",
+      "dp1msp",
+      "dp1mss",
+      "dp2cps",
+      "dp2css",
+      "dp2fpp",
+      "dp2fsp",
+      "dp3cp0",
+      "dp3cs0",
+      "dp3fs0",
+      "dp3mp0",
+      "dp3ms0",
+      "dt0cn0",
+      "dt0fs0",
+      "dt0ms0",
+      "faa",
+      "fat",
+      "fc",
+      "fd",
+      "fe",
+      "fg",
+      "fh",
+      "fia",
+      "fit",
+      "fp",
+      "fpa",
+      "fpt",
+      "fs",
+      "fx",
+      "fz",
+      "i",
+      "nc00000",
+      "nccn000",
+      "nccp000",
+      "nccs000",
+      "ncf0000",
+      "ncfn000",
+      "ncfp000",
+      "ncfs000",
+      "ncfs00a",
+      "ncmn000",
+      "ncmp000",
+      "ncms00",
+      "ncms000",
+      "np00000",
+      "np0000a",
+      "np0000l",
+      "np0000o",
+      "np0000p",
+      "p0000000",
+      "p010p000",
+      "p010s000",
+      "p020s000",
+      "p0300000",
+      "pd0cp000",
+      "pd0cs000",
+      "pd0fp000",
+      "pd0fs000",
+      "pd0mp000",
+      "pd0ms000",
+      "pd0ns000",
+      "pe000000",
+      "pi000000",
+      "pi00s000",
+      "pi0cp000",
+      "pi0cs000",
+      "pi0fp000",
+      "pi0fs000",
+      "pi0mp0",
+      "pi0mp000",
+      "pi0ms0",
+      "pi0ms000",
+      "pn0cp000",
+      "pn0cs000",
+      "pn0fp000",
+      "pn0fs000",
+      "pn0mp000",
+      "pn0ms000",
+      "pp1cn000",
+      "pp1cp000",
+      "pp1cs000",
+      "pp1csn00",
+      "pp1cso00",
+      "pp1fs000",
+      "pp1mp000",
+      "pp2cp000",
+      "pp2cp00p",
+      "pp2cs000",
+      "pp2cs00p",
+      "pp2csn00",
+      "pp2cso00",
+      "pp300000",
+      "pp30p000",
+      "pp30sa00",
+      "pp3cn000",
+      "pp3cna00",
+      "pp3cno00",
+      "pp3cpa00",
+      "pp3cpd00",
+      "pp3csa00",
+      "pp3csd00",
+      "pp3fp000",
+      "pp3fpa00",
+      "pp3fs000",
+      "pp3fsa00",
+      "pp3mp000",
+      "pp3mpa00",
+      "pp3ms000",
+      "pp3msa00",
+      "pp3ns000",
+      "pr00000",
+      "pr000000",
+      "pr0cn000",
+      "pr0cp000",
+      "pr0cs000",
+      "pr0fp000",
+      "pr0fs000",
+      "pr0mp000",
+      "pr0ms000",
+      "pt000000",
+      "pt0cp000",
+      "pt0cs000",
+      "pt0fp000",
+      "pt0mp000",
+      "pt0ms000",
+      "px1fp0p0",
+      "px1fs0p0",
+      "px1fs0s0",
+      "px1mp0p0",
+      "px1ms0p0",
+      "px1ms0s0",
+      "px2fs0s0",
+      "px2mp000",
+      "px2ms0s0",
+      "px3fp000",
+      "px3fs000",
+      "px3mp000",
+      "px3ms000",
+      "px3ns000",
+      "rg",
+      "rn",
+      "spcms",
+      "sps00",
+      "vag0000",
+      "vaic1p0",
+      "vaic3p0",
+      "vaic3s0",
+      "vaif1p0",
+      "vaif1s0",
+      "vaif2s0",
+      "vaif3p0",
+      "vaif3s0",
+      "vaii1p0",
+      "vaii1s0",
+      "vaii2s0",
+      "vaii3p0",
+      "vaii3s0",
+      "vaip1p0",
+      "vaip1s0",
+      "vaip2s0",
+      "vaip3p0",
+      "vaip3s0",
+      "vais3p0",
+      "vais3s0",
+      "vam02s0",
+      "vam03s0",
+      "van0000",
+      "vap00sm",
+      "vasi1p0",
+      "vasi1s0",
+      "vasi3p0",
+      "vasi3s0",
+      "vasp1p0",
+      "vasp1s0",
+      "vasp3p0",
+      "vasp3s0",
+      "vmg0000",
+      "vmic1p0",
+      "vmic1s0",
+      "vmic2s0",
+      "vmic3p0",
+      "vmic3s0",
+      "vmif1p0",
+      "vmif1s0",
+      "vmif2s0",
+      "vmif3p0",
+      "vmif3s0",
+      "vmii1p0",
+      "vmii1s0",
+      "vmii2s0",
+      "vmii3p0",
+      "vmii3s0",
+      "vmip1p0",
+      "vmip1s0",
+      "vmip2p0",
+      "vmip2s0",
+      "vmip3p0",
+      "vmip3s0",
+      "vmip3sm",
+      "vmis1p0",
+      "vmis1s0",
+      "vmis2s0",
+      "vmis3p0",
+      "vmis3s0",
+      "vmm01p0",
+      "vmm02p0",
+      "vmm02s0",
+      "vmm03p0",
+      "vmm03s0",
+      "vmn0000",
+      "vmp00fs",
+      "vmp00ms",
+      "vmp00pf",
+      "vmp00pm",
+      "vmp00sf",
+      "vmp00sm",
+      "vmsi1p0",
+      "vmsi1s0",
+      "vmsi3p0",
+      "vmsi3s0",
+      "vmsp1p0",
+      "vmsp1s0",
+      "vmsp2p0",
+      "vmsp2s0",
+      "vmsp3p0",
+      "vmsp3s0",
+      "vsg0000",
+      "vsic1s0",
+      "vsic2s0",
+      "vsic3p0",
+      "vsic3s0",
+      "vsif1s0",
+      "vsif3p0",
+      "vsif3s0",
+      "vsii1p0",
+      "vsii1s0",
+      "vsii3p0",
+      "vsii3s0",
+      "vsip1p0",
+      "vsip1s0",
+      "vsip2s0",
+      "vsip3p0",
+      "vsip3s0",
+      "vsis1s0",
+      "vsis3p0",
+      "vsis3s0",
+      "vsm02s0",
+      "vsm03s0",
+      "vsn0000",
+      "vsp00sm",
+      "vssi3p0",
+      "vssi3s0",
+      "vssp1p0",
+      "vssp1s0",
+      "vssp2s0",
+      "vssp3p0",
+      "vssp3s0",
+      "w",
+      "z",
+      "zm",
+      "zp",
+      "zu"
+    ],
+    "morphologizer":[
+      "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "POS=ADP",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=CCONJ",
+      "POS=PROPN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "NumForm=Digit|NumType=Card|POS=NUM",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "NumForm=Digit|POS=NOUN",
+      "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "POS=PUNCT|PunctType=Comm",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "POS=ADV",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "POS=PUNCT|PunctType=Peri",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=ADJ",
+      "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Sing|POS=ADJ",
+      "POS=PRON|PronType=Int,Rel",
+      "Number=Sing|POS=DET|PronType=Tot",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "POS=SCONJ",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=NOUN",
+      "POS=AUX|VerbForm=Inf",
+      "POS=VERB|VerbForm=Inf",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=PUNCT|PunctType=Quot",
+      "POS=ADV|Polarity=Neg",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "NumType=Card|Number=Plur|POS=NUM",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Number=Sing|POS=PRON|PronType=Int,Rel",
+      "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Tot",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "POS=VERB|VerbForm=Ger",
+      "Degree=Cmp|POS=ADV",
+      "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "AdvType=Tim|POS=NOUN",
+      "Number=Sing|POS=NOUN",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
+      "NumType=Card|POS=NUM",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
+      "Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Number=Plur|POS=PRON|PronType=Int,Rel",
+      "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "POS=PART",
+      "Degree=Cmp|Number=Sing|POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "NumForm=Digit|POS=SYM",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "AdvType=Tim|POS=ADJ",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Brck",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Brck",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "NumForm=Digit|NumType=Frac|POS=NUM",
+      "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel",
+      "POS=PUNCT",
+      "POS=ADJ",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot",
+      "POS=PRON|PronType=Ind",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Tot",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ",
+      "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Degree=Cmp|Number=Plur|POS=ADJ",
+      "POS=AUX|VerbForm=Ger",
+      "Gender=Fem|POS=NOUN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "POS=PUNCT|PunctType=Colo",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Neg",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Number=Sing|POS=PRON|PronType=Neg",
+      "POS=PUNCT|PunctType=Semi",
+      "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "POS=INTJ",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "POS=PUNCT|PunctType=Dash",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Neg",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
+      "Gender=Masc|POS=NOUN",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "POS=NOUN|VerbForm=Inf",
+      "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin",
+      "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ",
+      "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Tot",
+      "POS=DET|PronType=Ind",
+      "POS=DET|PronType=Int,Rel",
+      "AdvType=Tim|POS=ADV",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Qest",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Qest",
+      "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Excl",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Excl",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot",
+      "Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
+      "Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
+      "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "POS=SCONJ|PronType=Int,Rel",
+      "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "NumType=Card|Number=Sing|POS=DET|PronType=Ind",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
+      "Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Neg",
+      "Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ",
+      "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs",
+      "Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind",
+      "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
+      "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
+      "NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem",
+      "Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
+      "NumType=Card|Number=Sing|POS=NUM",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Number=Sing|POS=NOUN|VerbForm=Fin",
+      "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Tot",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel",
+      "POS=SYM",
+      "Number=Sing|POS=VERB|VerbForm=Fin",
+      "POS=VERB|VerbForm=Fin",
+      "Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ",
+      "Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ",
+      "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem",
+      "Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art",
+      "Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ",
+      "Number=Plur|POS=PRON|PronType=Dem",
+      "Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel",
+      "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind",
+      "Definite=Def|Foreign=Yes|POS=DET|PronType=Art",
+      "Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+      "Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "NumForm=Digit|NumType=Frac|POS=SYM",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem",
+      "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "NumType=Card|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
+      "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Number=Sing|POS=PRON|PronType=Tot",
+      "AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN",
+      "POS=AUX|VerbForm=Fin",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind",
+      "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Foreign=Yes|POS=X",
+      "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind",
+      "Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Foreign=Yes|POS=NOUN",
+      "Foreign=Yes|POS=ADP",
+      "Foreign=Yes|POS=CCONJ",
+      "Foreign=Yes|POS=PROPN",
+      "Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
+      "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part",
+      "Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
+      "Number=Sing|POS=DET|PronType=Int,Rel",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem",
+      "Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Masc|POS=ADJ",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "POS=X",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Degree=Cmp|POS=ADJ",
+      "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind",
+      "POS=NOUN|PunctType=Comm",
+      "POS=PRON|PronType=Neg",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs"
+    ],
+    "lemmatizer":[
+
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "expl:impers",
+      "expl:pass",
+      "expl:pv",
+      "fixed",
+      "flat",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nummod",
+      "obj",
+      "obl",
+      "parataxis",
+      "punct",
+      "xcomp"
+    ],
+    "textcat":[
+      "Econom\u00eda",
+      "Entretenimiento",
+      "Historia",
+      "Humanidades",
+      "Derecho",
+      "Matem\u00e1ticas",
+      "M\u00fasica",
+      "Filosof\u00eda",
+      "Pol\u00edtica",
+      "Religi\u00f3n",
+      "Deporte",
+      "Ciencia_y_Tecnolog\u00eda"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "tagger",
+    "morphologizer",
+    "lemmatizer",
+    "parser",
+    "textcat"
+  ],
+  "components":[
+    "tok2vec",
+    "tagger",
+    "morphologizer",
+    "lemmatizer",
+    "parser",
+    "textcat"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "tag_acc":0.9538757026,
+    "pos_acc":0.9860176075,
+    "morph_acc":0.9810269013,
+    "morph_per_feat":{
+      "Definite":{
+        "p":0.9974197248,
+        "r":0.998564868,
+        "f":0.9979919679
+      },
+      "Gender":{
+        "p":0.9937007874,
+        "r":0.9890282132,
+        "f":0.9913589945
+      },
+      "Number":{
+        "p":0.997588487,
+        "r":0.9916486236,
+        "f":0.9946096871
+      },
+      "PronType":{
+        "p":0.9972970364,
+        "r":0.9918394777,
+        "f":0.9945607702
+      },
+      "PunctType":{
+        "p":0.9990378448,
+        "r":0.9996790757,
+        "f":0.9993583574
+      },
+      "VerbForm":{
+        "p":0.9911852668,
+        "r":0.9879196737,
+        "f":0.9895497761
+      },
+      "Mood":{
+        "p":0.9877038896,
+        "r":0.9815461347,
+        "f":0.9846153846
+      },
+      "Person":{
+        "p":0.9906984907,
+        "r":0.9853377553,
+        "f":0.9880108515
+      },
+      "Tense":{
+        "p":0.9857732905,
+        "r":0.9823919506,
+        "f":0.984079716
+      },
+      "NumForm":{
+        "p":0.9802306425,
+        "r":0.9786184211,
+        "f":0.9794238683
+      },
+      "NumType":{
+        "p":0.9809193408,
+        "r":0.9601018676,
+        "f":0.9703989704
+      },
+      "Poss":{
+        "p":1.0,
+        "r":0.9981718464,
+        "f":0.9990850869
+      },
+      "PunctSide":{
+        "p":0.9979035639,
+        "r":1.0,
+        "f":0.9989506821
+      },
+      "Case":{
+        "p":0.9398430689,
+        "r":0.9357638889,
+        "f":0.9377990431
+      },
+      "PrepCase":{
+        "p":0.9968717414,
+        "r":0.9917012448,
+        "f":0.9942797712
+      },
+      "Reflex":{
+        "p":0.9761904762,
+        "r":0.9951456311,
+        "f":0.9855769231
+      },
+      "Degree":{
+        "p":0.9854014599,
+        "r":0.9608540925,
+        "f":0.972972973
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.986970684,
+        "f":0.993442623
+      },
+      "AdvType":{
+        "p":0.9715909091,
+        "r":0.9144385027,
+        "f":0.9421487603
+      },
+      "Number[psor]":{
+        "p":0.9714285714,
+        "r":0.9714285714,
+        "f":0.9714285714
+      },
+      "Foreign":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      }
+    },
+    "lemma_acc":0.9797689766,
+    "dep_uas":0.9125813681,
+    "dep_las":0.880866503,
+    "dep_las_per_type":{
+      "det":{
+        "p":0.9770716511,
+        "r":0.9735535138,
+        "f":0.9753094098
+      },
+      "nsubj":{
+        "p":0.8962333826,
+        "r":0.8906422018,
+        "f":0.8934290447
+      },
+      "case":{
+        "p":0.9669702324,
+        "r":0.9647409818,
+        "f":0.9658543208
+      },
+      "amod":{
+        "p":0.923539823,
+        "r":0.9131956598,
+        "f":0.9183386132
+      },
+      "nmod":{
+        "p":0.841149363,
+        "r":0.8279082177,
+        "f":0.8344762673
+      },
+      "mark":{
+        "p":0.9125560538,
+        "r":0.9064587973,
+        "f":0.9094972067
+      },
+      "acl":{
+        "p":0.7564612326,
+        "r":0.7282296651,
+        "f":0.7420770356
+      },
+      "advcl":{
+        "p":0.607184241,
+        "r":0.6493184634,
+        "f":0.6275449102
+      },
+      "nummod":{
+        "p":0.9239332096,
+        "r":0.8924731183,
+        "f":0.9079307201
+      },
+      "obj":{
+        "p":0.8363333333,
+        "r":0.8172638436,
+        "f":0.8266886326
+      },
+      "obl":{
+        "p":0.6855690262,
+        "r":0.7588744589,
+        "f":0.7203616191
+      },
+      "fixed":{
+        "p":0.7862857143,
+        "r":0.8664987406,
+        "f":0.8244457759
+      },
+      "cc":{
+        "p":0.9317073171,
+        "r":0.9291174427,
+        "f":0.9304105776
+      },
+      "conj":{
+        "p":0.7186666667,
+        "r":0.6941403735,
+        "f":0.7061906322
+      },
+      "root":{
+        "p":0.9052757794,
+        "r":0.9162621359,
+        "f":0.9107358263
+      },
+      "flat":{
+        "p":0.9297052154,
+        "r":0.9367859863,
+        "f":0.93323217
+      },
+      "xcomp":{
+        "p":0.8670076726,
+        "r":0.768707483,
+        "f":0.8149038462
+      },
+      "advmod":{
+        "p":0.8293918919,
+        "r":0.832673827,
+        "f":0.8310296192
+      },
+      "compound":{
+        "p":0.8926829268,
+        "r":0.743902439,
+        "f":0.8115299335
+      },
+      "expl:pv":{
+        "p":0.8138801262,
+        "r":0.7818181818,
+        "f":0.7975270479
+      },
+      "cop":{
+        "p":0.8682008368,
+        "r":0.8943965517,
+        "f":0.881104034
+      },
+      "ccomp":{
+        "p":0.8385899814,
+        "r":0.8448598131,
+        "f":0.8417132216
+      },
+      "iobj":{
+        "p":0.7857142857,
+        "r":0.5213270142,
+        "f":0.6267806268
+      },
+      "appos":{
+        "p":0.6910994764,
+        "r":0.7542857143,
+        "f":0.7213114754
+      },
+      "expl:pass":{
+        "p":0.7323943662,
+        "r":0.8041237113,
+        "f":0.7665847666
+      },
+      "csubj":{
+        "p":0.625,
+        "r":0.7446808511,
+        "f":0.6796116505
+      },
+      "aux":{
+        "p":0.9648854962,
+        "r":0.9532428356,
+        "f":0.9590288316
+      },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "parataxis":{
+        "p":0.6,
+        "r":0.3928571429,
+        "f":0.4748201439
+      },
+      "expl:impers":{
+        "p":0.875,
+        "r":0.7777777778,
+        "f":0.8235294118
+      },
+      "acl:relcl":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "nsubj:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "aux:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "expl":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":0.9538369305,
+    "sents_r":0.9654126214,
+    "sents_f":0.9595898673,
+    "tok2vec_loss":71663.9628968762,
+    "tagger_loss":12623.442491889,
+    "morphologizer_loss":3114.6936840415,
+    "parser_loss":49912.5972550252,
+    "cats_score":0.9913894487,
+    "cats_score_desc":"macro AUC",
+    "cats_micro_p":0.9752415459,
+    "cats_micro_r":0.9618820727,
+    "cats_micro_f":0.9685157421,
+    "cats_macro_p":0.9724787679,
+    "cats_macro_r":0.954214933,
+    "cats_macro_f":0.9631278152,
+    "cats_macro_auc":0.9913894487
+  },
+  "requirements":[
+
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,724 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "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",
+    "POS=ADP":"",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "POS=CCONJ":"",
+    "POS=PROPN":"",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "NumForm=Digit|NumType=Card|POS=NUM":"NumForm=Digit|NumType=Card",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "NumForm=Digit|POS=NOUN":"NumForm=Digit",
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "POS=NOUN":"",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "POS=ADV":"",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Plur|PronType=Art",
+    "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "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=ADJ":"Number=Plur",
+    "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "POS=PRON|PronType=Int,Rel":"PronType=Int,Rel",
+    "Number=Sing|POS=DET|PronType=Tot":"Number=Sing|PronType=Tot",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "POS=SCONJ":"",
+    "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=NOUN":"Number=Plur",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Sing|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=PUNCT|PunctType=Quot":"PunctType=Quot",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
+    "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=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|PronType=Int,Rel":"Number=Sing|PronType=Int,Rel",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Tot":"Gender=Fem|Number=Plur|PronType=Tot",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
+    "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Definite=Def|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
+    "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Plur|VerbForm=Part",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "AdvType=Tim|POS=NOUN":"AdvType=Tim",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Sing|VerbForm=Part",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Plur|VerbForm=Part",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Plur|POS=PRON|PronType=Int,Rel":"Number=Plur|PronType=Int,Rel",
+    "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "POS=PART":"",
+    "Degree=Cmp|Number=Sing|POS=ADJ":"Degree=Cmp|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
+    "NumForm=Digit|POS=SYM":"NumForm=Digit",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "AdvType=Tim|POS=ADJ":"AdvType=Tim",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":"PunctSide=Ini|PunctType=Brck",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":"PunctSide=Fin|PunctType=Brck",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "NumForm=Digit|NumType=Frac|POS=NUM":"NumForm=Digit|NumType=Frac",
+    "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Fem|Number=Sing|Poss=Yes|PronType=Int,Rel",
+    "POS=PUNCT":"",
+    "POS=ADJ":"",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|NumType=Card|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot":"Gender=Masc|Number=Plur|PronType=Tot",
+    "POS=PRON|PronType=Ind":"PronType=Ind",
+    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PrepCase=Npr|PronType=Prs",
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":"Degree=Sup|Gender=Masc|Number=Plur",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Tot":"Gender=Masc|Number=Plur|PronType=Tot",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
+    "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Masc|Number=Sing|Poss=Yes|PronType=Int,Rel",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|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",
+    "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs",
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Plur|PronType=Art",
+    "POS=PUNCT|PunctType=Colo":"PunctType=Colo",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Neg":"Gender=Fem|Number=Sing|PronType=Neg",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Masc|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs",
+    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PrepCase=Npr|PronType=Prs",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "Number=Sing|POS=PRON|PronType=Neg":"Number=Sing|PronType=Neg",
+    "POS=PUNCT|PunctType=Semi":"PunctType=Semi",
+    "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Plur|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|PronType=Ind":"Number=Sing|PronType=Ind",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "POS=INTJ":"",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|NumType=Card|Number=Sing|PronType=Dem",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":"Degree=Sup|Gender=Masc|Number=Sing",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
+    "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Neg":"Gender=Masc|Number=Sing|PronType=Neg",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|NumType=Card|Number=Sing|PronType=Ind",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|NumType=Card|Number=Plur|PronType=Ind",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "POS=NOUN|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "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",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Masc|Number=Plur|Poss=Yes|PronType=Int,Rel",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|NumType=Card|Number=Sing|PronType=Dem",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg":"Gender=Masc|Number=Sing|PronType=Neg",
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
+    "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
+    "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ":"Degree=Abs|Gender=Masc|Number=Sing",
+    "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc,Nom|Gender=Masc|Number=Plur|Person=1|PronType=Prs",
+    "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
+    "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
+    "POS=DET|PronType=Ind":"PronType=Ind",
+    "POS=DET|PronType=Int,Rel":"PronType=Int,Rel",
+    "AdvType=Tim|POS=ADV":"AdvType=Tim",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Qest":"PunctSide=Ini|PunctType=Qest",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Qest":"PunctSide=Fin|PunctType=Qest",
+    "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|NumType=Card|Number=Sing|PronType=Ind",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
+    "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ":"Degree=Abs|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",
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "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=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot":"Gender=Fem|Number=Sing|PronType=Tot",
+    "Gender=Masc|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|NumType=Card|Number=Sing|PronType=Ind",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":"Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
+    "Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|PronType=Art",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
+    "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "POS=SCONJ|PronType=Int,Rel":"PronType=Int,Rel",
+    "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Dat|Person=3|PrepCase=Npr|PronType=Prs",
+    "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "NumType=Card|Number=Sing|POS=DET|PronType=Ind":"NumType=Card|Number=Sing|PronType=Ind",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
+    "Case=Acc,Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Nom|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Neg":"Gender=Fem|Number=Sing|PronType=Neg",
+    "Degree=Sup|Gender=Fem|Number=Sing|POS=ADJ":"Degree=Sup|Gender=Fem|Number=Sing",
+    "Case=Nom|Number=Sing|POS=PRON|Person=2|PronType=Prs":"Case=Nom|Number=Sing|Person=2|PronType=Prs",
+    "Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number=Sing|Number[psor]=Sing|Person=2|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",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
+    "Case=Acc,Nom|Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc,Nom|Number=Sing|Person=2|Polite=Form|PronType=Prs",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Sing|PronType=Int,Rel",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|NumType=Card|Number=Plur|PronType=Ind",
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=2|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
+    "NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"NumType=Card|Number=Plur|PronType=Ind",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|NumType=Card|Number=Sing|PronType=Dem",
+    "Degree=Abs|Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Degree=Abs|Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel":"Gender=Fem|Number=Plur|Poss=Yes|PronType=Int,Rel",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Past|VerbForm=Fin",
+    "Case=Acc,Nom|Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Case=Acc,Nom|Number=Plur|Person=2|Polite=Form|PronType=Prs",
+    "Mood=Imp|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Ind",
+    "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Past|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Com|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs":"Case=Com|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Imp|VerbForm=Fin",
+    "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Case=Acc|Number=Sing|POS=PRON|Person=2|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=2|PrepCase=Pre|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=2|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=2|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Number=Sing|POS=NOUN|VerbForm=Fin":"Number=Sing|VerbForm=Fin",
+    "Case=Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel":"Gender=Fem|NumType=Card|Number=Sing|PronType=Int,Rel",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Fut|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Tot":"Gender=Fem|Number=Plur|PronType=Tot",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Plur|PronType=Int,Rel",
+    "POS=SYM":"",
+    "Number=Sing|POS=VERB|VerbForm=Fin":"Number=Sing|VerbForm=Fin",
+    "POS=VERB|VerbForm=Fin":"VerbForm=Fin",
+    "Degree=Abs|Gender=Masc|Number=Plur|POS=ADJ":"Degree=Abs|Gender=Masc|Number=Plur",
+    "Degree=Abs|Gender=Fem|Number=Plur|POS=ADJ":"Degree=Abs|Gender=Fem|Number=Plur",
+    "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",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|NumType=Card|Number=Plur|PronType=Dem",
+    "Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|NumType=Card|Number=Sing|PronType=Art",
+    "Degree=Sup|Gender=Fem|Number=Plur|POS=ADJ":"Degree=Sup|Gender=Fem|Number=Plur",
+    "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Case=Acc,Dat|Gender=Masc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Gender=Masc|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=AUX|VerbForm=Fin":"Gender=Masc|Number=Sing|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Past|VerbForm=Fin",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Sing|PronType=Int,Rel",
+    "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel":"Gender=Masc|NumType=Card|Number=Plur|PronType=Int,Rel",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Mood=Ind|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Person=3|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|NumType=Card|Number=Sing|PronType=Ind",
+    "Definite=Def|Foreign=Yes|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|PronType=Art",
+    "Case=Com|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes":"Case=Com|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+    "Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Number=Sing|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "NumForm=Digit|NumType=Frac|POS=SYM":"NumForm=Digit|NumType=Frac",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|NumType=Card|Number=Plur|PronType=Dem",
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc|Gender=Masc|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "NumType=Card|Number=Plur|POS=DET|PronType=Ind":"NumType=Card|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|Typo=Yes|VerbForm=Fin",
+    "Gender=Masc|Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Gender=Masc|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Number=Sing|POS=PRON|PronType=Tot":"Number=Sing|PronType=Tot",
+    "AdvType=Tim|Gender=Masc|Number=Sing|POS=NOUN":"AdvType=Tim|Gender=Masc|Number=Sing",
+    "POS=AUX|VerbForm=Fin":"VerbForm=Fin",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=PRON|PronType=Int,Rel":"Gender=Fem|NumType=Card|Number=Plur|PronType=Int,Rel",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
+    "Case=Dat|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Dat|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs",
+    "Case=Acc|Number=Plur|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc|Number=Plur|Person=2|PrepCase=Npr|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "POS=PRON|PronType=Dem":"PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Gender=Masc|Number=Plur|PronType=Art",
+    "Foreign=Yes|POS=X":"Foreign=Yes",
+    "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=PRON|PronType=Ind":"Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
+    "Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|Gender=Fem|Number=Sing|PronType=Art",
+    "Foreign=Yes|POS=NOUN":"Foreign=Yes",
+    "Foreign=Yes|POS=ADP":"Foreign=Yes",
+    "Foreign=Yes|POS=CCONJ":"Foreign=Yes",
+    "Foreign=Yes|POS=PROPN":"Foreign=Yes",
+    "Case=Com|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Com|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
+    "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=NOUN|VerbForm=Part":"Gender=Masc|Number=Sing|VerbForm=Part",
+    "Case=Com|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Com|Person=3|PronType=Prs|Reflex=Yes",
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Ind",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=2|PrepCase=Npr|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=2|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Plur|Person=2|Poss=Yes|PronType=Ind",
+    "Number=Sing|POS=DET|PronType=Int,Rel":"Number=Sing|PronType=Int,Rel",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|NumType=Card|Number=Sing|PronType=Dem",
+    "Number=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Gender=Masc|POS=ADJ":"Gender=Masc",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=2|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Number[psor]=Plur|Person=2|Poss=Yes|PronType=Prs",
+    "POS=X":"",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=PRON|Person=2|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":"Case=Acc|Person=3|PrepCase=Npr|PronType=Prs",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Ind":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Ind",
+    "POS=NOUN|PunctType=Comm":"PunctType=Comm",
+    "POS=PRON|PronType=Neg":"PronType=Neg",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=1|PrepCase=Npr|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=1|Poss=Yes|PronType=Prs"
+  },
+  "labels_pos":{
+    "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Plur|POS=NOUN":92,
+    "POS=ADP":85,
+    "Gender=Masc|Number=Sing|POS=NOUN":92,
+    "POS=CCONJ":89,
+    "POS=PROPN":96,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "NumForm=Digit|NumType=Card|POS=NUM":93,
+    "Gender=Masc|Number=Plur|POS=NOUN":92,
+    "NumForm=Digit|POS=NOUN":92,
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
+    "POS=NOUN":92,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "POS=PUNCT|PunctType=Comm":97,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":100,
+    "POS=ADV":86,
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
+    "POS=PUNCT|PunctType=Peri":97,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
+    "Case=Acc|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "Number=Plur|POS=ADJ":84,
+    "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "Number=Sing|POS=ADJ":84,
+    "POS=PRON|PronType=Int,Rel":95,
+    "Number=Sing|POS=DET|PronType=Tot":90,
+    "Gender=Fem|Number=Sing|POS=NOUN":92,
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Masc|Number=Sing|POS=ADJ":84,
+    "POS=SCONJ":98,
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "Number=Plur|POS=NOUN":92,
+    "POS=AUX|VerbForm=Inf":87,
+    "POS=VERB|VerbForm=Inf":100,
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":95,
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":90,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":84,
+    "Gender=Fem|Number=Sing|POS=ADJ":84,
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "POS=PUNCT|PunctType=Quot":97,
+    "POS=ADV|Polarity=Neg":86,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "NumType=Card|Number=Plur|POS=NUM":93,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Number=Sing|POS=PRON|PronType=Int,Rel":95,
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Tot":90,
+    "Gender=Fem|Number=Plur|POS=ADJ":84,
+    "Case=Acc,Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
+    "Case=Acc,Nom|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
+    "Case=Acc|Definite=Def|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "POS=VERB|VerbForm=Ger":100,
+    "Degree=Cmp|POS=ADV":86,
+    "Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":84,
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":90,
+    "Gender=Masc|Number=Plur|POS=ADJ":84,
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":84,
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":95,
+    "AdvType=Tim|POS=NOUN":92,
+    "Number=Sing|POS=NOUN":92,
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":95,
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":84,
+    "NumType=Card|POS=NUM":93,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":90,
+    "Number=Plur|POS=PRON|PronType=Ind":95,
+    "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":84,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":90,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
+    "Number=Plur|POS=PRON|PronType=Int,Rel":95,
+    "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":95,
+    "POS=PART":94,
+    "Degree=Cmp|Number=Sing|POS=ADJ":84,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":90,
+    "Number=Sing|POS=DET|PronType=Ind":90,
+    "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":90,
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":87,
+    "NumForm=Digit|POS=SYM":99,
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":95,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
+    "AdvType=Tim|POS=ADJ":84,
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":87,
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":97,
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":97,
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":90,
+    "NumForm=Digit|NumType=Frac|POS=NUM":93,
+    "Gender=Fem|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":95,
+    "POS=PUNCT":97,
+    "POS=ADJ":84,
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":90,
+    "Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Dem":90,
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Tot":95,
+    "POS=PRON|PronType=Ind":95,
+    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":84,
+    "Number=Plur|POS=DET|PronType=Ind":90,
+    "Number=Plur|POS=DET|PronType=Dem":90,
+    "Degree=Sup|Gender=Masc|Number=Plur|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":95,
+    "Number=Sing|POS=PRON|PronType=Dem":95,
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":95,
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Tot":90,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":87,
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":84,
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":87,
+    "Case=Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
+    "Degree=Cmp|Number=Plur|POS=ADJ":84,
+    "POS=AUX|VerbForm=Ger":87,
+    "Gender=Fem|POS=NOUN":92,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=PRON|Poss=Yes|PronType=Int,Rel":95,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
+    "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
+    "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
+    "Definite=Ind|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
+    "POS=PUNCT|PunctType=Colo":97,
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Neg":90,
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":95,
+    "Case=Acc|Gender=Masc|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
+    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs":95,
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Number=Sing|POS=PRON|PronType=Neg":95,
+    "POS=PUNCT|PunctType=Semi":97,
+    "Case=Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "Number=Sing|POS=PRON|PronType=Ind":95,
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "POS=INTJ":91,
+    "Gender=Masc|NumType=Card|Number=Sing|POS=PRON|PronType=Dem":95,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":87,
+    "Degree=Sup|Gender=Masc|Number=Sing|POS=ADJ":84,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":87,
+    "Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":95,
+    "POS=PUNCT|PunctType=Dash":97,
+    "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Neg":90,
+    "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":93,
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":95,
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":93,
+    "Gender=Masc|POS=NOUN":92,
+    "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Ind":90,
+    "Gender=Fem|NumType=Card|Number=Plur|POS=DET|PronType=Ind":90,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
+    "POS=NOUN|VerbForm=Inf":92,
+    "Case=Dat|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":93,
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":87,
+    "Gender=Masc|Number=Plur|POS=PRON|Poss=Yes|PronType=Int,Rel":95,
+    "Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Dem":90,
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
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+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Neg":95,
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
+    "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":95,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Past|VerbForm=Fin":100,
+    "Degree=Abs|Gender=Masc|Number=Sing|POS=ADJ":84,
+    "Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
+    "Case=Acc,Nom|Gender=Masc|Number=Plur|POS=PRON|Person=1|PronType=Prs":95,
+    "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
+    "Case=Acc|Number=Plur|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Tot":90,
+    "POS=DET|PronType=Ind":90,
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+    "AdvType=Tim|POS=ADV":86,
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":87,
+    "POS=PUNCT|PunctSide=Ini|PunctType=Qest":97,
+    "POS=PUNCT|PunctSide=Fin|PunctType=Qest":97,
+    "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":95,
+    "Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
+    "Gender=Masc|NumType=Card|Number=Sing|POS=DET|PronType=Ind":90,
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Degree=Abs|Gender=Fem|Number=Sing|POS=ADJ":84,
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":100,
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "POS=PUNCT|PunctSide=Ini|PunctType=Excl":97,
+    "POS=PUNCT|PunctSide=Fin|PunctType=Excl":97,
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":100,
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Tot":95,
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+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":95,
+    "Degree=Abs|Gender=Masc|NumType=Card|Number=Plur|POS=DET|PronType=Ind":90,
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":95,
+    "Definite=Ind|Gender=Fem|NumType=Card|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":93,
+    "Case=Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":87,
+    "Gender=Fem|Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":90,
+    "POS=SCONJ|PronType=Int,Rel":98,
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+  },
+  "overwrite":true
+}

parser/cfg

@@ -0,0 +1,13 @@
+{
+  "moves":null,
+  "update_with_oracle_cut_size":100,
+  "multitasks":[
+
+  ],
+  "min_action_freq":30,
+  "learn_tokens":false,
+  "beam_width":1,
+  "beam_density":0.0,
+  "beam_update_prob":0.0,
+  "incorrect_spans_key":null
+}

parser/model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:315b2f49832a7162db61b9dcbbf8ba0acfebff6b22ab965e1ec76e5954e490b2
+size 1754661

parser/moves

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tagger/cfg

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+{
+  "labels":[
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+    "ADP",
+    "ADV",
+    "AUX",
+    "CCONJ",
+    "DET",
+    "INTJ",
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+    "vsif3p0",
+    "vsif3s0",
+    "vsii1p0",
+    "vsii1s0",
+    "vsii3p0",
+    "vsii3s0",
+    "vsip1p0",
+    "vsip1s0",
+    "vsip2s0",
+    "vsip3p0",
+    "vsip3s0",
+    "vsis1s0",
+    "vsis3p0",
+    "vsis3s0",
+    "vsm02s0",
+    "vsm03s0",
+    "vsn0000",
+    "vsp00sm",
+    "vssi3p0",
+    "vssi3s0",
+    "vssp1p0",
+    "vssp1s0",
+    "vssp2s0",
+    "vssp3p0",
+    "vssp3s0",
+    "w",
+    "z",
+    "zm",
+    "zp",
+    "zu"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

textcat/cfg

@@ -0,0 +1,17 @@
+{
+  "labels":[
+    "Econom\u00eda",
+    "Entretenimiento",
+    "Historia",
+    "Humanidades",
+    "Derecho",
+    "Matem\u00e1ticas",
+    "M\u00fasica",
+    "Filosof\u00eda",
+    "Pol\u00edtica",
+    "Religi\u00f3n",
+    "Deporte",
+    "Ciencia_y_Tecnolog\u00eda"
+  ],
+  "threshold":0.5
+}

textcat/model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a8b42424b20767779004125eaf067dfbe1c89abe38c058b6531c827ec6ba45d
+size 11391950

tok2vec/cfg

@@ -0,0 +1,3 @@
+{
+
+}

tok2vec/model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7b92822658761470e8c55927e34a385db225f89a3b65b331a63ddb61e576e04b
+size 53356366

tokenizer

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