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
+ca_bsc_ud11_trf-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
+transformer/model filter=lfs diff=lfs merge=lfs -text
+parser/model filter=lfs diff=lfs merge=lfs -text
+tagger/model filter=lfs diff=lfs merge=lfs -text
+morphologizer/model filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,120 @@
+---
+tags:
+- spacy
+- token-classification
+language:
+- ca
+model-index:
+- name: ca_bsc_ud11_trf
+  results:
+  - task:
+      name: NER
+      type: token-classification
+    metrics:
+    - name: NER Precision
+      type: precision
+      value: 0.9021669853
+    - name: NER Recall
+      type: recall
+      value: 0.8953194181
+    - name: NER F Score
+      type: f_score
+      value: 0.8987301587
+  - task:
+      name: TAG
+      type: token-classification
+    metrics:
+    - name: TAG (XPOS) Accuracy
+      type: accuracy
+      value: 0.9759922789
+  - task:
+      name: POS
+      type: token-classification
+    metrics:
+    - name: POS (UPOS) Accuracy
+      type: accuracy
+      value: 0.9920799759
+  - task:
+      name: MORPH
+      type: token-classification
+    metrics:
+    - name: Morph (UFeats) Accuracy
+      type: accuracy
+      value: 0.9892617681
+  - task:
+      name: LEMMA
+      type: token-classification
+    metrics:
+    - name: Lemma Accuracy
+      type: accuracy
+      value: 0.9632267319
+  - task:
+      name: UNLABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Unlabeled Attachment Score (UAS)
+      type: f_score
+      value: 0.9524239398
+  - task:
+      name: LABELED_DEPENDENCIES
+      type: token-classification
+    metrics:
+    - name: Labeled Attachment Score (LAS)
+      type: f_score
+      value: 0.9346149783
+  - task:
+      name: SENTS
+      type: token-classification
+    metrics:
+    - name: Sentences F-Score
+      type: f_score
+      value: 0.9947337624
+---
+| Feature | Description |
+| --- | --- |
+| **Name** | `ca_bsc_ud11_trf` |
+| **Version** | `3.4.4` |
+| **spaCy** | `>=3.4.1,<3.5.0` |
+| **Default Pipeline** | `transformer`, `tagger`, `morphologizer`, `lemmatizer`, `parser`, `ner` |
+| **Components** | `transformer`, `tagger`, `morphologizer`, `lemmatizer`, `parser`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (600 labels for 4 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`tagger`** | `ADJ`, `ADP`, `ADV`, `AUX`, `CCONJ`, `DET`, `INTJ`, `NOUN`, `NUM`, `PART`, `PRON`, `PROPN`, `PUNCT`, `SCONJ`, `SYM`, `VERB`, `ao0cs0`, `ao0fp0`, `ao0fs0`, `ao0mp0`, `ao0ms0`, `aq0cn0`, `aq0cp0`, `aq0cp00`, `aq0cs0`, `aq0fp0`, `aq0fpp`, `aq0fs0`, `aq0fsp`, `aq0mp0`, `aq0mpp`, `aq0ms0`, `aq0msp`, `cc`, `cs`, `da0cs0`, `da0fp0`, `da0fs0`, `da0mp0`, `da0ms0`, `dd0cp0`, `dd0cs0`, `dd0fp0`, `dd0fs0`, `dd0mp0`, `dd0ms0`, `de0cn0`, `di0cn0`, `di0cp0`, `di0cs0`, `di0fp0`, `di0fs0`, `di0mp0`, `di0ms0`, `dn0cp0`, `dn0cs0`, `dn0fp0`, `dn0fs0`, `dn0mp0`, `dn0ms0`, `dp1cpp`, `dp1fpp`, `dp1fps`, `dp1fsp`, `dp1fss`, `dp1mpp`, `dp1mps`, `dp1msp`, `dp1mss`, `dp2fss`, `dp2mps`, `dp2mss`, `dp3fp0`, `dp3fs0`, `dp3mp0`, `dp3ms0`, `dr0cs0`, `dt0fp0`, `dt0fs0`, `dt0mp0`, `dt0ms0`, `faa`, `fat`, `fc`, `fca`, `fct`, `fd`, `fe`, `fg`, `fh`, `fia`, `fit`, `fp`, `fpa`, `fpt`, `fs`, `fx`, `fz`, `nc00000`, `nccn000`, `nccp000`, `nccs000`, `ncfn000`, `ncfp000`, `ncfs000`, `ncmn000`, `ncmp000`, `ncms000`, `np00000`, `np0000a`, `np0000d`, `np0000l`, `np0000o`, `np0000p`, `p0000000`, `p010p000`, `p010s000`, `p020p000`, `p020s000`, `p0300000`, `pd0cp000`, `pd0cs000`, `pd0fp000`, `pd0fs000`, `pd0mp000`, `pd0ms000`, `pd0ns000`, `pi0cn000`, `pi0cp000`, `pi0cs000`, `pi0fp000`, `pi0fs000`, `pi0mp0`, `pi0mp000`, `pi0ms000`, `pn0cp000`, `pn0cs000`, `pn0fp000`, `pn0fs000`, `pn0mp000`, `pn0ms000`, `pp1cp000`, `pp1cs000`, `pp1csn00`, `pp1cso00`, `pp2cp000`, `pp2cp00p`, `pp2cs000`, `pp2cs00p`, `pp3cn000`, `pp3cno00`, `pp3cp000`, `pp3csa00`, `pp3csd00`, `pp3fp000`, `pp3fpa00`, `pp3fs000`, `pp3fsa00`, `pp3mp000`, `pp3mpa00`, `pp3ms000`, `pp3msa00`, `pp3nn000`, `pr000000`, `pr0cn000`, `pr0cp000`, `pr0cs0`, `pr0cs000`, `pr0ms000`, `pt000000`, `pt0cs000`, `pt0fp000`, `pt0fs000`, `pt0mp000`, `pt0ms000`, `px1fp0p0`, `px1fs0p0`, `px1ms0p0`, `px3cp0p0`, `px3cs0p0`, `px3fp0s0`, `px3fs000`, `px3fs0s0`, `px3mp000`, `px3ms000`, `rg`, `rn`, `spcmp`, `spcms`, `sps00`, `vag0000`, `vaic1p0`, `vaic3p0`, `vaic3s0`, `vaif1p0`, `vaif1s0`, `vaif2p0`, `vaif3p0`, `vaif3s0`, `vaii1p0`, `vaii1s0`, `vaii3p0`, `vaii3s0`, `vaip1p0`, `vaip1s0`, `vaip2p0`, `vaip2s0`, `vaip3p0`, `vaip3s0`, `van0000`, `vap00sm`, `vasi100`, `vasi1p0`, `vasi3p0`, `vasi3s0`, `vasp1p0`, `vasp3p0`, `vasp3s0`, `vm00000`, `vmg0000`, `vmic1p0`, `vmic1s0`, `vmic3p0`, `vmic3s0`, `vmif1p0`, `vmif1s0`, `vmif2p0`, `vmif3p0`, `vmif3s0`, `vmii1p0`, `vmii1s0`, `vmii3p0`, `vmii3s0`, `vmip1p0`, `vmip1s0`, `vmip2p0`, `vmip2s0`, `vmip3p0`, `vmip3s0`, `vmis3p0`, `vmis3s0`, `vmm01p0`, `vmm02s0`, `vmm03p0`, `vmm03s0`, `vmn0000`, `vmp0000`, `vmp00fs`, `vmp00mp`, `vmp00ms`, `vmp00pf`, `vmp00pm`, `vmp00sf`, `vmp00sm`, `vmsi1p0`, `vmsi1s0`, `vmsi3p0`, `vmsi3s0`, `vmsp1p0`, `vmsp1s0`, `vmsp2p0`, `vmsp2s0`, `vmsp3p0`, `vmsp3s0`, `vsg0000`, `vsic3p0`, `vsic3s0`, `vsif3p0`, `vsif3s0`, `vsii1p0`, `vsii1s0`, `vsii3p0`, `vsii3s0`, `vsip1p0`, `vsip1s0`, `vsip2s0`, `vsip3p0`, `vsip3s0`, `vsis3p0`, `vsis3s0`, `vsm03p0`, `vsm03s0`, `vsn0000`, `vsp00sm`, `vssi3p0`, `vssi3s0`, `vssp1p0`, `vssp3p0`, `vssp3s0`, `zm`, `zp` |
+| **`morphologizer`** | `Definite=Def\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `POS=PROPN`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Brck`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Brck`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=NOUN`, `POS=ADP`, `NumType=Card\|Number=Plur\|POS=NUM`, `Gender=Masc\|Number=Plur\|POS=NOUN`, `Number=Sing\|POS=ADJ`, `POS=CCONJ`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Ind`, `NumForm=Digit\|NumType=Card\|POS=NUM`, `NumForm=Digit\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Comm`, `POS=AUX\|VerbForm=Inf`, `Case=Acc,Dat\|POS=PRON\|Person=3\|PrepCase=Npr\|PronType=Prs\|Reflex=Yes`, `Definite=Def\|Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `POS=PRON\|PronType=Rel`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Def\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=NOUN`, `Gender=Fem\|Number=Plur\|POS=ADJ`, `POS=VERB\|VerbForm=Inf`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Peri`, `Number=Sing\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Sing\|POS=NOUN`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=2\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `POS=SCONJ`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Definite=Def\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=ADJ\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=VERB\|VerbForm=Ger`, `POS=NOUN`, `Gender=Fem\|NumType=Card\|Number=Sing\|POS=NUM`, `Gender=Fem\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Gender=Fem\|NumType=Ord\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Quot`, `Gender=Masc\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Sing\|POS=ADJ\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Dem`, `POS=ADV\|Polarity=Neg`, `POS=ADV`, `Number=Sing\|POS=PRON\|PronType=Dem`, `Number=Sing\|POS=NOUN`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=NOUN`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=ADJ`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Tot`, `Case=Loc\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Degree=Cmp\|POS=ADV`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Ord\|Number=Sing\|POS=ADJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Plur\|POS=DET\|PronType=Ind`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Fut\|VerbForm=Fin`, `Gender=Masc\|NumType=Card\|Number=Sing\|POS=NUM`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=DET\|PronType=Ind`, `POS=PUNCT`, `Number=Sing\|POS=DET\|PronType=Rel`, `Case=Gen\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Ind`, `Case=Acc\|Gender=Neut\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Degree=Cmp\|Number=Sing\|POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Plur\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Fem,Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Rel`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `AdvType=Tim\|POS=NOUN`, `Gender=Masc\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Case=Acc\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Int`, `POS=PUNCT\|PunctType=Semi`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Dat\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|NumType=Card\|Number=Plur\|POS=NUM`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Ind`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `NumForm=Digit\|POS=SYM`, `Gender=Masc\|Number=Sing\|POS=AUX\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Sing\|POS=DET\|PronType=Int`, `POS=PRON\|PronType=Int`, `Gender=Fem\|Number=Plur\|POS=DET\|PronType=Int`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=PART`, `Gender=Fem\|Number=Sing\|POS=PRON\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=DET\|PronType=Tot`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Dem`, `POS=ADJ`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Degree=Cmp\|Number=Plur\|POS=ADJ`, `POS=PUNCT\|PunctType=Dash`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=VERB\|Tense=Past\|VerbForm=Part`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Gender=Masc\|POS=NOUN`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Int`, `Gender=Masc\|NumType=Ord\|Number=Plur\|POS=ADJ`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `POS=PUNCT\|PunctType=Colo`, `Gender=Masc\|NumType=Card\|POS=NUM`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Number=Sing\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Imp\|Number=Sing\|POS=VERB\|Person=3\|VerbForm=Fin`, `Gender=Fem\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `POS=AUX\|VerbForm=Ger`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Imp\|Number=Sing\|POS=AUX\|Person=3\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|PronType=Ind`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Dem`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PrepCase=Npr\|PronType=Prs`, `Gender=Masc\|Number=Plur\|POS=PRON\|PronType=Int`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `NumForm=Digit\|NumType=Frac\|POS=NUM`, `Gender=Fem\|Number=Plur\|POS=PRON\|PronType=Dem`, `Gender=Fem\|POS=NOUN`, `Case=Acc,Dat\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Npr\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=3\|Tense=Imp\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=1\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PronType=Prs`, `POS=X`, `Mood=Cnd\|Number=Plur\|POS=AUX\|Person=1\|VerbForm=Fin`, `Number=Sing\|POS=DET\|PronType=Dem`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `POS=DET\|PronType=Art`, `Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `NumType=Ord\|Number=Sing\|POS=ADJ`, `Number=Plur\|Number[psor]=Plur\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|POS=PRON\|PronType=Dem`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `POS=PRON\|PronType=Ind`, `POS=SYM`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Mood=Imp\|Number=Plur\|POS=VERB\|Person=3\|VerbForm=Fin`, `POS=VERB\|VerbForm=Fin`, `Case=Nom\|Number=Sing\|POS=PRON\|Person=1\|PronType=Prs`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=1\|PrepCase=Pre\|PronType=Prs`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `NumForm=Digit\|NumType=Frac\|POS=SYM`, `NumType=Card\|Number=Sing\|POS=NUM`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Qest`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Qest`, `NumForm=Digit\|NumType=Ord\|POS=ADJ`, `Foreign=Yes\|POS=PRON\|PronType=Int`, `Foreign=Yes\|Mood=Ind\|POS=VERB\|VerbForm=Fin`, `Foreign=Yes\|POS=ADP`, `Gender=Masc\|Number=Sing\|POS=PROPN`, `Case=Acc\|POS=PRON\|Person=3\|PrepCase=Pre\|PronType=Prs\|Reflex=Yes`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Excl`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Excl`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Ind\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `POS=NUM`, `Mood=Imp\|Number=Plur\|POS=AUX\|Person=3\|VerbForm=Fin`, `Case=Nom\|POS=PRON\|Person=3\|PronType=Prs`, `Mood=Cnd\|Number=Sing\|POS=AUX\|Person=1\|VerbForm=Fin`, `Number=Plur\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Mood=Sub\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=PUNCT\|PunctSide=Ini\|PunctType=Comm`, `POS=PUNCT\|PunctSide=Fin\|PunctType=Comm`, `Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc,Dat\|Number=Plur\|POS=PRON\|Person=2\|PronType=Prs`, `Mood=Cnd\|Number=Plur\|POS=VERB\|Person=1\|VerbForm=Fin`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Definite=Ind\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Number=Sing\|POS=PRON\|Person=2\|Polite=Form\|PronType=Prs`, `Gender=Masc\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `POS=VERB\|Tense=Past\|VerbForm=Part`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Foreign=Yes\|POS=NOUN`, `Definite=Def\|Foreign=Yes\|Gender=Masc\|Number=Sing\|POS=DET\|PronType=Art`, `Foreign=Yes\|POS=VERB`, `Foreign=Yes\|POS=ADJ`, `Foreign=Yes\|POS=DET`, `Foreign=Yes\|POS=ADV`, `Definite=Ind\|Gender=Fem\|Number=Plur\|POS=DET\|PronType=Art`, `POS=INTJ`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=2\|Tense=Pres\|VerbForm=Fin`, `Case=Acc\|POS=PRON\|Person=3\|PronType=Prs\|Reflex=Yes`, `AdvType=Tim\|POS=SYM`, `Gender=Fem\|Number=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `AdvType=Tim\|Degree=Cmp\|POS=ADV`, `Case=Acc\|Number=Sing\|POS=PRON\|Person=2\|Polite=Infm\|PrepCase=Pre\|PronType=Prs`, `Mood=Sub\|Number=Plur\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `Degree=Cmp\|POS=ADJ`, `POS=DET`, `Gender=Masc\|Number=Sing\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Number=Plur\|Number[psor]=Plur\|POS=PRON\|Person=1\|Poss=Yes\|PronType=Prs`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=2\|Tense=Fut\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=AUX\|Person=1\|Tense=Pres\|VerbForm=Fin`, `Gender=Masc\|POS=SYM`, `Mood=Ind\|Number=Plur\|POS=VERB\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Sing\|POS=VERB\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=DET\|PronType=Rel`, `Gender=Fem\|NumType=Card\|POS=NUM`, `Mood=Ind\|Number=Plur\|POS=AUX\|Person=3\|Tense=Past\|VerbForm=Fin`, `Mood=Sub\|Number=Plur\|POS=AUX\|Person=1\|Tense=Imp\|VerbForm=Fin`, `POS=AUX\|Tense=Past\|VerbForm=Part`, `Foreign=Yes\|Mood=Ind\|Number=Sing\|POS=AUX\|Person=3\|Tense=Pres\|VerbForm=Fin`, `Foreign=Yes\|Gender=Masc\|Number=Sing\|POS=PRON\|Person=3\|PronType=Prs`, `Foreign=Yes\|POS=SCONJ`, `Foreign=Yes\|Gender=Fem\|Number=Sing\|POS=DET\|PronType=Art`, `Mood=Ind\|Number=Sing\|POS=AUX\|Person=1\|Tense=Fut\|VerbForm=Fin`, `Number=Sing\|POS=DET\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|Number[psor]=Sing\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Masc\|Number=Plur\|Number[psor]=Sing\|POS=DET\|Person=2\|Poss=Yes\|PronType=Prs`, `Definite=Ind\|Number=Sing\|POS=DET\|PronType=Art`, `Gender=Fem\|Number=Plur\|POS=PRON\|Person=3\|Poss=Yes\|PronType=Prs`, `Gender=Fem\|Number=Sing\|POS=PROPN`, `Number=Plur\|POS=DET\|PronType=Dem`, `Gender=Masc\|Number=Sing\|POS=PRON\|PronType=Rel` |
+| **`parser`** | `ROOT`, `acl`, `advcl`, `advmod`, `amod`, `appos`, `aux`, `case`, `cc`, `ccomp`, `compound`, `conj`, `cop`, `csubj`, `dep`, `det`, `expl:pass`, `fixed`, `flat`, `iobj`, `mark`, `nmod`, `nsubj`, `nummod`, `obj`, `obl`, `parataxis`, `punct`, `xcomp` |
+| **`ner`** | `LOC`, `MISC`, `ORG`, `PER` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `TAG_ACC` | 97.60 |
+| `POS_ACC` | 99.21 |
+| `MORPH_ACC` | 98.93 |
+| `LEMMA_ACC` | 96.32 |
+| `DEP_UAS` | 95.24 |
+| `DEP_LAS` | 93.46 |
+| `SENTS_P` | 99.47 |
+| `SENTS_R` | 99.47 |
+| `SENTS_F` | 99.47 |
+| `ENTS_F` | 89.87 |
+| `ENTS_P` | 90.22 |
+| `ENTS_R` | 89.53 |
+| `TRANSFORMER_LOSS` | 9797954.44 |
+| `TAGGER_LOSS` | 445221.52 |
+| `MORPHOLOGIZER_LOSS` | 250027.62 |
+| `PARSER_LOSS` | 2268999.48 |
+| `NER_LOSS` | 65976.59 |

ca_bsc_ud11_trf-any-py3-none-any.whl

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+size 1312630111

config.cfg

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+[paths]
+train = "corpus/ANCORA_ca_UD11/train.spacy"
+dev = "corpus/ANCORA_ca_UD11/dev.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = "pytorch"
+seed = 0
+
+[nlp]
+lang = "ca"
+pipeline = ["transformer","tagger","morphologizer","lemmatizer","parser","ner"]
+batch_size = 16
+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-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+upstream = "*"
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = false
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+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 = false
+nO = null
+
+[components.parser.model.tok2vec]
+@architectures = "spacy-transformers.TransformerListener.v1"
+grad_factor = 1.0
+pooling = {"@layers":"reduce_mean.v1"}
+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]
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+grad_factor = 1.0
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+upstream = "*"
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+[components.transformer]
+factory = "transformer"
+max_batch_items = 4096
+set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
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+[components.transformer.model]
+@architectures = "spacy-transformers.TransformerModel.v3"
+name = "projecte-aina/roberta-large-ca-v2"
+mixed_precision = false
+
+[components.transformer.model.get_spans]
+@span_getters = "spacy-transformers.strided_spans.v1"
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+[components.transformer.model.grad_scaler_config]
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+[components.transformer.model.tokenizer_config]
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+[components.transformer.model.transformer_config]
+
+[corpora]
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+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
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+augmenter = null
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+[training]
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+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+patience = 1600
+max_epochs = 0
+max_steps = 25000
+eval_frequency = 500
+frozen_components = []
+annotating_components = []
+before_to_disk = null
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+[training.batcher]
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+discard_oversize = true
+size = 1000
+buffer = 512
+get_length = null
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+[training.logger]
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+sents_f = 0.0
+ents_f = 0.2
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+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.components.lemmatizer]
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+[initialize.components.lemmatizer.lookups]
+@misc = "spacy.LookupsDataLoader.v1"
+lang = ${nlp.lang}
+tables = ["lemma_exc","lemma_index","lemma_lookup","lemma_rules"]
+
+[initialize.tokenizer]

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+  "lang":"ca",
+  "name":"bsc_ud11_trf",
+  "version":"3.4.4",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
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+      "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=NOUN",
+      "POS=ADP",
+      "NumType=Card|Number=Plur|POS=NUM",
+      "Gender=Masc|Number=Plur|POS=NOUN",
+      "Number=Sing|POS=ADJ",
+      "POS=CCONJ",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Ind",
+      "NumForm=Digit|NumType=Card|POS=NUM",
+      "NumForm=Digit|POS=NOUN",
+      "Gender=Masc|Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Comm",
+      "POS=AUX|VerbForm=Inf",
+      "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+      "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "POS=PRON|PronType=Rel",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=NOUN",
+      "Gender=Fem|Number=Plur|POS=ADJ",
+      "POS=VERB|VerbForm=Inf",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Peri",
+      "Number=Sing|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Sing|POS=NOUN",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part",
+      "POS=SCONJ",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Definite=Def|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Dem",
+      "POS=VERB|VerbForm=Ger",
+      "POS=NOUN",
+      "Gender=Fem|NumType=Card|Number=Sing|POS=NUM",
+      "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Quot",
+      "Gender=Masc|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Dem",
+      "POS=ADV|Polarity=Neg",
+      "POS=ADV",
+      "Number=Sing|POS=PRON|PronType=Dem",
+      "Number=Sing|POS=NOUN",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=NOUN",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=ADJ",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot",
+      "Case=Loc|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ",
+      "Degree=Cmp|POS=ADV",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "NumType=Card|POS=NUM",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Number=Plur|POS=DET|PronType=Ind",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin",
+      "Gender=Masc|NumType=Card|Number=Sing|POS=NUM",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=DET|PronType=Ind",
+      "POS=PUNCT",
+      "Number=Sing|POS=DET|PronType=Rel",
+      "Case=Gen|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|NumType=Card|Number=Plur|POS=NUM",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=DET|PronType=Ind",
+      "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Degree=Cmp|Number=Sing|POS=ADJ",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin",
+      "Number=Plur|POS=PRON|PronType=Rel",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "AdvType=Tim|POS=NOUN",
+      "Gender=Masc|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Int",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Sing|POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Int",
+      "POS=PUNCT|PunctType=Semi",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|NumType=Card|Number=Plur|POS=NUM",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "NumForm=Digit|POS=SYM",
+      "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Int",
+      "Gender=Fem|Number=Sing|POS=DET|PronType=Int",
+      "POS=PRON|PronType=Int",
+      "Gender=Fem|Number=Plur|POS=DET|PronType=Int",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "POS=PART",
+      "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=DET|PronType=Tot",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem",
+      "POS=ADJ",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Degree=Cmp|Number=Plur|POS=ADJ",
+      "POS=PUNCT|PunctType=Dash",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Gender=Masc|POS=NOUN",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Int",
+      "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "POS=PUNCT|PunctType=Colo",
+      "Gender=Masc|NumType=Card|POS=NUM",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Number=Sing|POS=PRON|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin",
+      "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "POS=AUX|VerbForm=Ger",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin",
+      "Number=Plur|POS=PRON|PronType=Ind",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs",
+      "Gender=Masc|Number=Plur|POS=PRON|PronType=Int",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "NumForm=Digit|NumType=Frac|POS=NUM",
+      "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem",
+      "Gender=Fem|POS=NOUN",
+      "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=1|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs",
+      "POS=X",
+      "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin",
+      "Number=Sing|POS=DET|PronType=Dem",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "POS=DET|PronType=Art",
+      "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "NumType=Ord|Number=Sing|POS=ADJ",
+      "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Number=Plur|POS=PRON|PronType=Dem",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
+      "POS=PRON|PronType=Ind",
+      "POS=SYM",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin",
+      "POS=VERB|VerbForm=Fin",
+      "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs",
+      "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "NumForm=Digit|NumType=Frac|POS=SYM",
+      "NumType=Card|Number=Sing|POS=NUM",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Qest",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Qest",
+      "NumForm=Digit|NumType=Ord|POS=ADJ",
+      "Foreign=Yes|POS=PRON|PronType=Int",
+      "Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin",
+      "Foreign=Yes|POS=ADP",
+      "Gender=Masc|Number=Sing|POS=PROPN",
+      "Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Excl",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Excl",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin",
+      "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "POS=NUM",
+      "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin",
+      "Case=Nom|POS=PRON|Person=3|PronType=Prs",
+      "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin",
+      "Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=PUNCT|PunctSide=Ini|PunctType=Comm",
+      "POS=PUNCT|PunctSide=Fin|PunctType=Comm",
+      "Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs",
+      "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin",
+      "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs",
+      "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "POS=VERB|Tense=Past|VerbForm=Part",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Foreign=Yes|POS=NOUN",
+      "Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art",
+      "Foreign=Yes|POS=VERB",
+      "Foreign=Yes|POS=ADJ",
+      "Foreign=Yes|POS=DET",
+      "Foreign=Yes|POS=ADV",
+      "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art",
+      "POS=INTJ",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin",
+      "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes",
+      "AdvType=Tim|POS=SYM",
+      "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "AdvType=Tim|Degree=Cmp|POS=ADV",
+      "Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs",
+      "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "Degree=Cmp|POS=ADJ",
+      "POS=DET",
+      "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin",
+      "Gender=Masc|POS=SYM",
+      "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin",
+      "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=DET|PronType=Rel",
+      "Gender=Fem|NumType=Card|POS=NUM",
+      "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin",
+      "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin",
+      "POS=AUX|Tense=Past|VerbForm=Part",
+      "Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin",
+      "Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs",
+      "Foreign=Yes|POS=SCONJ",
+      "Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art",
+      "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin",
+      "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs",
+      "Definite=Ind|Number=Sing|POS=DET|PronType=Art",
+      "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs",
+      "Gender=Fem|Number=Sing|POS=PROPN",
+      "Number=Plur|POS=DET|PronType=Dem",
+      "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel"
+    ],
+    "lemmatizer":[
+
+    ],
+    "parser":[
+      "ROOT",
+      "acl",
+      "advcl",
+      "advmod",
+      "amod",
+      "appos",
+      "aux",
+      "case",
+      "cc",
+      "ccomp",
+      "compound",
+      "conj",
+      "cop",
+      "csubj",
+      "dep",
+      "det",
+      "expl:pass",
+      "fixed",
+      "flat",
+      "iobj",
+      "mark",
+      "nmod",
+      "nsubj",
+      "nummod",
+      "obj",
+      "obl",
+      "parataxis",
+      "punct",
+      "xcomp"
+    ],
+    "ner":[
+      "LOC",
+      "MISC",
+      "ORG",
+      "PER"
+    ]
+  },
+  "pipeline":[
+    "transformer",
+    "tagger",
+    "morphologizer",
+    "lemmatizer",
+    "parser",
+    "ner"
+  ],
+  "components":[
+    "transformer",
+    "tagger",
+    "morphologizer",
+    "lemmatizer",
+    "parser",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "tag_acc":0.9759922789,
+    "pos_acc":0.9920799759,
+    "morph_acc":0.9892617681,
+    "morph_per_feat":{
+      "Mood":{
+        "p":0.9977843427,
+        "r":0.9972933071,
+        "f":0.9975387645
+      },
+      "Number":{
+        "p":0.9986676749,
+        "r":0.9954416568,
+        "f":0.9970520564
+      },
+      "Person":{
+        "p":0.9982297752,
+        "r":0.9976999292,
+        "f":0.9979647819
+      },
+      "Tense":{
+        "p":0.9933054393,
+        "r":0.9955965611,
+        "f":0.9944496806
+      },
+      "VerbForm":{
+        "p":0.997203356,
+        "r":0.9973361747,
+        "f":0.9972697609
+      },
+      "Gender":{
+        "p":0.9970445736,
+        "r":0.9909948955,
+        "f":0.9940105299
+      },
+      "NumType":{
+        "p":0.9678638941,
+        "r":0.9651272385,
+        "f":0.9664936291
+      },
+      "Definite":{
+        "p":0.9964659108,
+        "r":0.9969063052,
+        "f":0.9966860594
+      },
+      "PronType":{
+        "p":0.9961941813,
+        "r":0.9951001098,
+        "f":0.995646845
+      },
+      "PunctType":{
+        "p":0.9994932432,
+        "r":0.998818366,
+        "f":0.9991556906
+      },
+      "NumForm":{
+        "p":0.986013986,
+        "r":0.9901685393,
+        "f":0.9880868956
+      },
+      "Polarity":{
+        "p":1.0,
+        "r":0.9838187702,
+        "f":0.9918433931
+      },
+      "Case":{
+        "p":0.9983333333,
+        "r":0.9983333333,
+        "f":0.9983333333
+      },
+      "PrepCase":{
+        "p":0.9972413793,
+        "r":1.0,
+        "f":0.9986187845
+      },
+      "Reflex":{
+        "p":0.9986072423,
+        "r":1.0,
+        "f":0.9993031359
+      },
+      "Degree":{
+        "p":0.9964539007,
+        "r":0.9929328622,
+        "f":0.9946902655
+      },
+      "Poss":{
+        "p":0.994269341,
+        "r":0.994269341,
+        "f":0.994269341
+      },
+      "AdvType":{
+        "p":0.9846153846,
+        "r":0.9343065693,
+        "f":0.9588014981
+      },
+      "PunctSide":{
+        "p":0.9975728155,
+        "r":0.9927536232,
+        "f":0.995157385
+      },
+      "Number[psor]":{
+        "p":1.0,
+        "r":1.0,
+        "f":1.0
+      },
+      "Foreign":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "Polite":{
+        "p":0.5,
+        "r":0.3333333333,
+        "f":0.4
+      }
+    },
+    "lemma_acc":0.9632267319,
+    "dep_uas":0.9524239398,
+    "dep_las":0.9346149783,
+    "dep_las_per_type":{
+      "nsubj":{
+        "p":0.9590846047,
+        "r":0.9528074406,
+        "f":0.955935718
+      },
+      "flat":{
+        "p":0.9278741866,
+        "r":0.9370208105,
+        "f":0.9324250681
+      },
+      "case":{
+        "p":0.9776264591,
+        "r":0.9751364463,
+        "f":0.9763798652
+      },
+      "aux":{
+        "p":0.9702702703,
+        "r":0.9771366358,
+        "f":0.973691348
+      },
+      "root":{
+        "p":0.9695728496,
+        "r":0.9695728496,
+        "f":0.9695728496
+      },
+      "nummod":{
+        "p":0.9153439153,
+        "r":0.9185840708,
+        "f":0.9169611307
+      },
+      "obj":{
+        "p":0.9268955298,
+        "r":0.9303420922,
+        "f":0.928615613
+      },
+      "det":{
+        "p":0.9874584629,
+        "r":0.9893674149,
+        "f":0.9884120172
+      },
+      "nmod":{
+        "p":0.8901693321,
+        "r":0.8918473139,
+        "f":0.891007533
+      },
+      "amod":{
+        "p":0.9669829222,
+        "r":0.9604221636,
+        "f":0.9636913767
+      },
+      "obl":{
+        "p":0.8246097337,
+        "r":0.8167348795,
+        "f":0.8206534156
+      },
+      "fixed":{
+        "p":0.9305555556,
+        "r":0.9314179796,
+        "f":0.9309865679
+      },
+      "conj":{
+        "p":0.8373151308,
+        "r":0.8425872925,
+        "f":0.8399429387
+      },
+      "advmod":{
+        "p":0.8877314815,
+        "r":0.8918604651,
+        "f":0.8897911833
+      },
+      "advcl":{
+        "p":0.7744845361,
+        "r":0.7531328321,
+        "f":0.7636594663
+      },
+      "compound":{
+        "p":0.8686131387,
+        "r":0.8686131387,
+        "f":0.8686131387
+      },
+      "mark":{
+        "p":0.9417927823,
+        "r":0.9461988304,
+        "f":0.9439906651
+      },
+      "cop":{
+        "p":0.8956158664,
+        "r":0.9285714286,
+        "f":0.9117959617
+      },
+      "ccomp":{
+        "p":0.8739130435,
+        "r":0.8913525499,
+        "f":0.882546652
+      },
+      "acl":{
+        "p":0.8621013133,
+        "r":0.8853564547,
+        "f":0.8735741445
+      },
+      "cc":{
+        "p":0.9553459119,
+        "r":0.9583596215,
+        "f":0.9568503937
+      },
+      "expl:pass":{
+        "p":0.8684210526,
+        "r":0.7173913043,
+        "f":0.7857142857
+      },
+      "appos":{
+        "p":0.8415584416,
+        "r":0.8275862069,
+        "f":0.8345138442
+      },
+      "xcomp":{
+        "p":0.874715262,
+        "r":0.8366013072,
+        "f":0.855233853
+      },
+      "iobj":{
+        "p":0.8043478261,
+        "r":0.7914438503,
+        "f":0.7978436658
+      },
+      "dep":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "csubj":{
+        "p":0.8148148148,
+        "r":0.8301886792,
+        "f":0.8224299065
+      },
+      "parataxis":{
+        "p":0.6875,
+        "r":0.6376811594,
+        "f":0.6616541353
+      },
+      "nsubj:pass":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      },
+      "acl:relcl":{
+        "p":0.0,
+        "r":0.0,
+        "f":0.0
+      }
+    },
+    "sents_p":0.9947337624,
+    "sents_r":0.9947337624,
+    "sents_f":0.9947337624,
+    "ents_f":0.8987301587,
+    "ents_p":0.9021669853,
+    "ents_r":0.8953194181,
+    "ents_per_type":{
+      "ORG":{
+        "p":0.896069869,
+        "r":0.8799313894,
+        "f":0.8879273042
+      },
+      "LOC":{
+        "p":0.9155844156,
+        "r":0.9038461538,
+        "f":0.9096774194
+      },
+      "PER":{
+        "p":0.9469026549,
+        "r":0.956780924,
+        "f":0.9518161601
+      },
+      "MISC":{
+        "p":0.810741688,
+        "r":0.8149100257,
+        "f":0.8128205128
+      }
+    },
+    "transformer_loss":97979.5443909061,
+    "tagger_loss":4452.2152180597,
+    "morphologizer_loss":2500.2761908546,
+    "parser_loss":22689.9948248229,
+    "ner_loss":659.7658980642
+  },
+  "requirements":[
+    "spacy-transformers>=1.1.8,<1.2.0"
+  ]
+}

morphologizer/cfg

@@ -0,0 +1,560 @@
+{
+  "extend":false,
+  "labels_morph":{
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Sing|PronType=Art",
+    "POS=PROPN":"",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":"PunctSide=Ini|PunctType=Brck",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":"PunctSide=Fin|PunctType=Brck",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=NOUN":"Gender=Fem|Number=Sing",
+    "POS=ADP":"",
+    "NumType=Card|Number=Plur|POS=NUM":"NumType=Card|Number=Plur",
+    "Gender=Masc|Number=Plur|POS=NOUN":"Gender=Masc|Number=Plur",
+    "Number=Sing|POS=ADJ":"Number=Sing",
+    "POS=CCONJ":"",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "NumForm=Digit|NumType=Card|POS=NUM":"NumForm=Digit|NumType=Card",
+    "NumForm=Digit|POS=NOUN":"NumForm=Digit",
+    "Gender=Masc|Number=Plur|POS=ADJ":"Gender=Masc|Number=Plur",
+    "POS=PUNCT|PunctType=Comm":"PunctType=Comm",
+    "POS=AUX|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":"Case=Acc,Dat|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes",
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Masc|Number=Plur|PronType=Art",
+    "POS=PRON|PronType=Rel":"PronType=Rel",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Gender=Fem|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Def|Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=NOUN":"Gender=Fem|Number=Plur",
+    "Gender=Fem|Number=Plur|POS=ADJ":"Gender=Fem|Number=Plur",
+    "POS=VERB|VerbForm=Inf":"VerbForm=Inf",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=3|PronType=Prs",
+    "Number=Plur|POS=ADJ":"Number=Plur",
+    "POS=PUNCT|PunctType=Peri":"PunctType=Peri",
+    "Number=Sing|POS=PRON|PronType=Rel":"Number=Sing|PronType=Rel",
+    "Gender=Masc|Number=Sing|POS=NOUN":"Gender=Masc|Number=Sing",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=2|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Plur|VerbForm=Part",
+    "POS=SCONJ":"",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Plur|Tense=Past|VerbForm=Part",
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Plur|VerbForm=Part",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "POS=VERB|VerbForm=Ger":"VerbForm=Ger",
+    "POS=NOUN":"",
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":"Gender=Fem|NumType=Card|Number=Sing",
+    "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Fem|Number=Sing|VerbForm=Part",
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Plur",
+    "POS=PUNCT|PunctType=Quot":"PunctType=Quot",
+    "Gender=Masc|Number=Sing|POS=ADJ":"Gender=Masc|Number=Sing",
+    "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":"Gender=Masc|Number=Sing|VerbForm=Part",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "POS=ADV|Polarity=Neg":"Polarity=Neg",
+    "POS=ADV":"",
+    "Number=Sing|POS=PRON|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Number=Sing|POS=NOUN":"Number=Sing",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=NOUN":"Number=Plur",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=ADJ":"Gender=Fem|Number=Sing",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Case=Loc|POS=PRON|Person=3|PronType=Prs":"Case=Loc|Person=3|PronType=Prs",
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Fem|NumType=Ord|Number=Sing",
+    "Degree=Cmp|POS=ADV":"Degree=Cmp",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Gender=Fem|Number=Plur|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Sing",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Fut|VerbForm=Fin",
+    "NumType=Card|POS=NUM":"NumType=Card",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=PRON|PronType=Ind":"Number=Sing|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Gender=Masc|Number=Sing|PronType=Art",
+    "Number=Plur|POS=DET|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Fut|VerbForm=Fin",
+    "Gender=Masc|NumType=Card|Number=Sing|POS=NUM":"Gender=Masc|NumType=Card|Number=Sing",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=DET|PronType=Ind":"Number=Sing|PronType=Ind",
+    "POS=PUNCT":"",
+    "Number=Sing|POS=DET|PronType=Rel":"Number=Sing|PronType=Rel",
+    "Case=Gen|POS=PRON|Person=3|PronType=Prs":"Case=Gen|Person=3|PronType=Prs",
+    "Gender=Fem|NumType=Card|Number=Plur|POS=NUM":"Gender=Fem|NumType=Card|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=DET|PronType=Ind":"PronType=Ind",
+    "Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Neut|Number=Sing|Person=3|PronType=Prs",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=1|PronType=Prs",
+    "Degree=Cmp|Number=Sing|POS=ADJ":"Degree=Cmp|Number=Sing",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Art":"Gender=Masc|Number=Plur|PronType=Art",
+    "Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem,Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Ind":"Gender=Masc|Number=Sing|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Number=Plur|POS=PRON|PronType=Rel":"Number=Plur|PronType=Rel",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Int":"Gender=Masc|Number=Plur|PronType=Int",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "AdvType=Tim|POS=NOUN":"AdvType=Tim",
+    "Gender=Masc|Number=Plur|POS=DET|PronType=Ind":"Gender=Masc|Number=Plur|PronType=Ind",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Ind":"Gender=Fem|Number=Plur|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Sing|POS=DET|PronType=Art":"Number=Sing|PronType=Art",
+    "Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Int":"Gender=Masc|Number=Sing|PronType=Int",
+    "POS=PUNCT|PunctType=Semi":"PunctType=Semi",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
+    "Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Case=Dat|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|NumType=Card|Number=Plur|POS=NUM":"Gender=Masc|NumType=Card|Number=Plur",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Ind":"Gender=Fem|Number=Sing|PronType=Ind",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "NumForm=Digit|POS=SYM":"NumForm=Digit",
+    "Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part":"Gender=Masc|Number=Sing|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Int":"Gender=Fem|Number=Sing|PronType=Int",
+    "POS=PRON|PronType=Int":"PronType=Int",
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=3|VerbForm=Fin",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=3|VerbForm=Fin",
+    "POS=PART":"",
+    "Gender=Fem|Number=Sing|POS=PRON|PronType=Dem":"Gender=Fem|Number=Sing|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Tot":"Gender=Masc|Number=Sing|PronType=Tot",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Dem":"Gender=Masc|Number=Plur|PronType=Dem",
+    "POS=ADJ":"",
+    "Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|PronType=Prs",
+    "Degree=Cmp|Number=Plur|POS=ADJ":"Degree=Cmp|Number=Plur",
+    "POS=PUNCT|PunctType=Dash":"PunctType=Dash",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Case=Acc|Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=3|Tense=Imp|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":"Gender=Fem|Number=Plur|Tense=Past|VerbForm=Part",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|PronType=Prs",
+    "Gender=Masc|POS=NOUN":"Gender=Masc",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Int":"Gender=Fem|Number=Plur|PronType=Int",
+    "Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ":"Gender=Masc|NumType=Ord|Number=Plur",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "POS=PUNCT|PunctType=Colo":"PunctType=Colo",
+    "Gender=Masc|NumType=Card|POS=NUM":"Gender=Masc|NumType=Card",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Number=Sing|POS=PRON|PronType=Int":"Number=Sing|PronType=Int",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
+    "Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "POS=AUX|VerbForm=Ger":"VerbForm=Ger",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|PronType=Prs",
+    "Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Sing|Person=3|VerbForm=Fin",
+    "Number=Plur|POS=PRON|PronType=Ind":"Number=Plur|PronType=Ind",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Dem":"Gender=Masc|Number=Sing|PronType=Dem",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs",
+    "Gender=Masc|Number=Plur|POS=PRON|PronType=Int":"Gender=Masc|Number=Plur|PronType=Int",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "NumForm=Digit|NumType=Frac|POS=NUM":"NumForm=Digit|NumType=Frac",
+    "Gender=Fem|Number=Plur|POS=PRON|PronType=Dem":"Gender=Fem|Number=Plur|PronType=Dem",
+    "Gender=Fem|POS=NOUN":"Gender=Fem",
+    "Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs":"Case=Acc,Dat|Number=Sing|Person=1|PrepCase=Npr|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=3|Tense=Imp|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=1|PronType=Prs":"Number=Plur|Person=1|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs":"Case=Nom|Number=Sing|Person=2|Polite=Infm|PronType=Prs",
+    "POS=X":"",
+    "Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
+    "Number=Sing|POS=DET|PronType=Dem":"Number=Sing|PronType=Dem",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "POS=DET|PronType=Art":"PronType=Art",
+    "Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "NumType=Ord|Number=Sing|POS=ADJ":"NumType=Ord|Number=Sing",
+    "Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Number=Plur|POS=PRON|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=1|VerbForm=Fin",
+    "POS=PRON|PronType=Ind":"PronType=Ind",
+    "POS=SYM":"",
+    "Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
+    "POS=VERB|VerbForm=Fin":"VerbForm=Fin",
+    "Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs":"Case=Nom|Number=Sing|Person=1|PronType=Prs",
+    "Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=1|PrepCase=Pre|PronType=Prs",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "NumForm=Digit|NumType=Frac|POS=SYM":"NumForm=Digit|NumType=Frac",
+    "NumType=Card|Number=Sing|POS=NUM":"NumType=Card|Number=Sing",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Qest":"PunctSide=Ini|PunctType=Qest",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Qest":"PunctSide=Fin|PunctType=Qest",
+    "NumForm=Digit|NumType=Ord|POS=ADJ":"NumForm=Digit|NumType=Ord",
+    "Foreign=Yes|POS=PRON|PronType=Int":"Foreign=Yes|PronType=Int",
+    "Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin":"Foreign=Yes|Mood=Ind|VerbForm=Fin",
+    "Foreign=Yes|POS=ADP":"Foreign=Yes",
+    "Gender=Masc|Number=Sing|POS=PROPN":"Gender=Masc|Number=Sing",
+    "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=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Excl":"PunctSide=Ini|PunctType=Excl",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Excl":"PunctSide=Fin|PunctType=Excl",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "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=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "POS=NUM":"",
+    "Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin":"Mood=Imp|Number=Plur|Person=3|VerbForm=Fin",
+    "Case=Nom|POS=PRON|Person=3|PronType=Prs":"Case=Nom|Person=3|PronType=Prs",
+    "Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Sing|Person=1|VerbForm=Fin",
+    "Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Plur|Person=2|Polite=Form|PronType=Prs",
+    "Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=PUNCT|PunctSide=Ini|PunctType=Comm":"PunctSide=Ini|PunctType=Comm",
+    "POS=PUNCT|PunctSide=Fin|PunctType=Comm":"PunctSide=Fin|PunctType=Comm",
+    "Number=Plur|POS=PRON|Person=2|PronType=Prs":"Number=Plur|Person=2|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs":"Case=Acc,Dat|Number=Plur|Person=2|PronType=Prs",
+    "Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin":"Mood=Cnd|Number=Plur|Person=1|VerbForm=Fin",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Pres|VerbForm=Fin",
+    "Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Masc|Number=Sing|PronType=Art",
+    "Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs":"Number=Sing|Person=2|Polite=Form|PronType=Prs",
+    "Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "POS=VERB|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=3|Tense=Past|VerbForm=Fin",
+    "Foreign=Yes|POS=NOUN":"Foreign=Yes",
+    "Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art":"Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|PronType=Art",
+    "Foreign=Yes|POS=VERB":"Foreign=Yes",
+    "Foreign=Yes|POS=ADJ":"Foreign=Yes",
+    "Foreign=Yes|POS=DET":"Foreign=Yes",
+    "Foreign=Yes|POS=ADV":"Foreign=Yes",
+    "Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Plur|PronType=Art",
+    "POS=INTJ":"",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=2|Tense=Pres|VerbForm=Fin",
+    "Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes":"Case=Acc|Person=3|PronType=Prs|Reflex=Yes",
+    "AdvType=Tim|POS=SYM":"AdvType=Tim",
+    "Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Gender=Fem|Number=Sing|PronType=Art",
+    "AdvType=Tim|Degree=Cmp|POS=ADV":"AdvType=Tim|Degree=Cmp",
+    "Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs":"Case=Acc|Number=Sing|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs",
+    "Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "Degree=Cmp|POS=ADJ":"Degree=Cmp",
+    "POS=DET":"",
+    "Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Sing|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs":"Number=Plur|Number[psor]=Plur|Person=1|Poss=Yes|PronType=Prs",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=2|Tense=Fut|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Pres|VerbForm=Fin",
+    "Gender=Masc|POS=SYM":"Gender=Masc",
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Sing|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=DET|PronType=Rel":"PronType=Rel",
+    "Gender=Fem|NumType=Card|POS=NUM":"Gender=Fem|NumType=Card",
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin":"Mood=Ind|Number=Plur|Person=3|Tense=Past|VerbForm=Fin",
+    "Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin":"Mood=Sub|Number=Plur|Person=1|Tense=Imp|VerbForm=Fin",
+    "POS=AUX|Tense=Past|VerbForm=Part":"Tense=Past|VerbForm=Part",
+    "Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":"Foreign=Yes|Mood=Ind|Number=Sing|Person=3|Tense=Pres|VerbForm=Fin",
+    "Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs":"Foreign=Yes|Gender=Masc|Number=Sing|Person=3|PronType=Prs",
+    "Foreign=Yes|POS=SCONJ":"Foreign=Yes",
+    "Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art":"Foreign=Yes|Gender=Fem|Number=Sing|PronType=Art",
+    "Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin":"Mood=Ind|Number=Sing|Person=1|Tense=Fut|VerbForm=Fin",
+    "Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":"Number=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Sing|Number[psor]=Sing|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs":"Gender=Masc|Number=Plur|Number[psor]=Sing|Person=2|Poss=Yes|PronType=Prs",
+    "Definite=Ind|Number=Sing|POS=DET|PronType=Art":"Definite=Ind|Number=Sing|PronType=Art",
+    "Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs":"Gender=Fem|Number=Plur|Person=3|Poss=Yes|PronType=Prs",
+    "Gender=Fem|Number=Sing|POS=PROPN":"Gender=Fem|Number=Sing",
+    "Number=Plur|POS=DET|PronType=Dem":"Number=Plur|PronType=Dem",
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Rel":"Gender=Masc|Number=Sing|PronType=Rel"
+  },
+  "labels_pos":{
+    "Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art":90,
+    "POS=PROPN":96,
+    "POS=PUNCT|PunctSide=Ini|PunctType=Brck":97,
+    "POS=PUNCT|PunctSide=Fin|PunctType=Brck":97,
+    "Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=NOUN":92,
+    "POS=ADP":85,
+    "NumType=Card|Number=Plur|POS=NUM":93,
+    "Gender=Masc|Number=Plur|POS=NOUN":92,
+    "Number=Sing|POS=ADJ":84,
+    "POS=CCONJ":89,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Ind":90,
+    "NumForm=Digit|NumType=Card|POS=NUM":93,
+    "NumForm=Digit|POS=NOUN":92,
+    "Gender=Masc|Number=Plur|POS=ADJ":84,
+    "POS=PUNCT|PunctType=Comm":97,
+    "POS=AUX|VerbForm=Inf":87,
+    "Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes":95,
+    "Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art":90,
+    "POS=PRON|PronType=Rel":95,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Plur|POS=NOUN":92,
+    "Gender=Fem|Number=Plur|POS=ADJ":84,
+    "POS=VERB|VerbForm=Inf":100,
+    "Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs":95,
+    "Number=Plur|POS=ADJ":84,
+    "POS=PUNCT|PunctType=Peri":97,
+    "Number=Sing|POS=PRON|PronType=Rel":95,
+    "Gender=Masc|Number=Sing|POS=NOUN":92,
+    "Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin":100,
+    "Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part":84,
+    "POS=SCONJ":98,
+    "Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin":87,
+    "Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part":100,
+    "Definite=Def|Number=Sing|POS=DET|PronType=Art":90,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Ind":90,
+    "Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part":84,
+    "Gender=Masc|Number=Sing|POS=DET|PronType=Dem":90,
+    "POS=VERB|VerbForm=Ger":100,
+    "POS=NOUN":92,
+    "Gender=Fem|NumType=Card|Number=Sing|POS=NUM":93,
+    "Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part":84,
+    "Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ":84,
+    "POS=PUNCT|PunctType=Quot":97,
+    "Gender=Masc|Number=Sing|POS=ADJ":84,
+    "Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part":84,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "Gender=Fem|Number=Sing|POS=DET|PronType=Dem":90,
+    "POS=ADV|Polarity=Neg":86,
+    "POS=ADV":86,
+    "Number=Sing|POS=PRON|PronType=Dem":95,
+    "Number=Sing|POS=NOUN":92,
+    "Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin":100,
+    "Number=Plur|POS=NOUN":92,
+    "Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin":100,
+    "Gender=Fem|Number=Sing|POS=ADJ":84,
+    "Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin":100,
+    "Gender=Masc|Number=Sing|POS=PRON|PronType=Tot":95,
+    "Case=Loc|POS=PRON|Person=3|PronType=Prs":95,
+    "Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ":84,
+    "Degree=Cmp|POS=ADV":86,
+    "Gender=Fem|Number=Plur|POS=DET|PronType=Art":90,
+    "Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs":90,
+    "Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin":100,
+    "Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ":84,
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+    "pd0ms000",
+    "pd0ns000",
+    "pi0cn000",
+    "pi0cp000",
+    "pi0cs000",
+    "pi0fp000",
+    "pi0fs000",
+    "pi0mp0",
+    "pi0mp000",
+    "pi0ms000",
+    "pn0cp000",
+    "pn0cs000",
+    "pn0fp000",
+    "pn0fs000",
+    "pn0mp000",
+    "pn0ms000",
+    "pp1cp000",
+    "pp1cs000",
+    "pp1csn00",
+    "pp1cso00",
+    "pp2cp000",
+    "pp2cp00p",
+    "pp2cs000",
+    "pp2cs00p",
+    "pp3cn000",
+    "pp3cno00",
+    "pp3cp000",
+    "pp3csa00",
+    "pp3csd00",
+    "pp3fp000",
+    "pp3fpa00",
+    "pp3fs000",
+    "pp3fsa00",
+    "pp3mp000",
+    "pp3mpa00",
+    "pp3ms000",
+    "pp3msa00",
+    "pp3nn000",
+    "pr000000",
+    "pr0cn000",
+    "pr0cp000",
+    "pr0cs0",
+    "pr0cs000",
+    "pr0ms000",
+    "pt000000",
+    "pt0cs000",
+    "pt0fp000",
+    "pt0fs000",
+    "pt0mp000",
+    "pt0ms000",
+    "px1fp0p0",
+    "px1fs0p0",
+    "px1ms0p0",
+    "px3cp0p0",
+    "px3cs0p0",
+    "px3fp0s0",
+    "px3fs000",
+    "px3fs0s0",
+    "px3mp000",
+    "px3ms000",
+    "rg",
+    "rn",
+    "spcmp",
+    "spcms",
+    "sps00",
+    "vag0000",
+    "vaic1p0",
+    "vaic3p0",
+    "vaic3s0",
+    "vaif1p0",
+    "vaif1s0",
+    "vaif2p0",
+    "vaif3p0",
+    "vaif3s0",
+    "vaii1p0",
+    "vaii1s0",
+    "vaii3p0",
+    "vaii3s0",
+    "vaip1p0",
+    "vaip1s0",
+    "vaip2p0",
+    "vaip2s0",
+    "vaip3p0",
+    "vaip3s0",
+    "van0000",
+    "vap00sm",
+    "vasi100",
+    "vasi1p0",
+    "vasi3p0",
+    "vasi3s0",
+    "vasp1p0",
+    "vasp3p0",
+    "vasp3s0",
+    "vm00000",
+    "vmg0000",
+    "vmic1p0",
+    "vmic1s0",
+    "vmic3p0",
+    "vmic3s0",
+    "vmif1p0",
+    "vmif1s0",
+    "vmif2p0",
+    "vmif3p0",
+    "vmif3s0",
+    "vmii1p0",
+    "vmii1s0",
+    "vmii3p0",
+    "vmii3s0",
+    "vmip1p0",
+    "vmip1s0",
+    "vmip2p0",
+    "vmip2s0",
+    "vmip3p0",
+    "vmip3s0",
+    "vmis3p0",
+    "vmis3s0",
+    "vmm01p0",
+    "vmm02s0",
+    "vmm03p0",
+    "vmm03s0",
+    "vmn0000",
+    "vmp0000",
+    "vmp00fs",
+    "vmp00mp",
+    "vmp00ms",
+    "vmp00pf",
+    "vmp00pm",
+    "vmp00sf",
+    "vmp00sm",
+    "vmsi1p0",
+    "vmsi1s0",
+    "vmsi3p0",
+    "vmsi3s0",
+    "vmsp1p0",
+    "vmsp1s0",
+    "vmsp2p0",
+    "vmsp2s0",
+    "vmsp3p0",
+    "vmsp3s0",
+    "vsg0000",
+    "vsic3p0",
+    "vsic3s0",
+    "vsif3p0",
+    "vsif3s0",
+    "vsii1p0",
+    "vsii1s0",
+    "vsii3p0",
+    "vsii3s0",
+    "vsip1p0",
+    "vsip1s0",
+    "vsip2s0",
+    "vsip3p0",
+    "vsip3s0",
+    "vsis3p0",
+    "vsis3s0",
+    "vsm03p0",
+    "vsm03s0",
+    "vsn0000",
+    "vsp00sm",
+    "vssi3p0",
+    "vssi3s0",
+    "vssp1p0",
+    "vssp3p0",
+    "vssp3s0",
+    "zm",
+    "zp"
+  ],
+  "neg_prefix":"!",
+  "overwrite":false
+}

tagger/model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f28b96962e490627970af2c67decb66e20966f70fb1193c02574605a08363b0
+size 1193753

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