Adriane Boyd
commited on
Commit
•
1f12b7f
1
Parent(s):
0c4ebde
Update spaCy pipeline
Browse files- .gitattributes +1 -0
- README.md +28 -28
- accuracy.json +218 -228
- lemmatizer/cfg +406 -399
- lemmatizer/model +2 -2
- lemmatizer/trees +0 -0
- meta.json +223 -232
- ner/model +1 -1
- ner/moves +0 -0
- parser/model +1 -1
- parser/moves +1 -1
- ro_core_news_lg-any-py3-none-any.whl +2 -2
- senter/model +1 -1
- tagger/cfg +2 -1
- tagger/model +2 -2
- tok2vec/model +1 -1
- vocab/key2row +0 -0
- vocab/strings.json +2 -2
.gitattributes
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@@ -19,3 +19,4 @@
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*strings.json filter=lfs diff=lfs merge=lfs -text
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vectors filter=lfs diff=lfs merge=lfs -text
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model filter=lfs diff=lfs merge=lfs -text
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*strings.json filter=lfs diff=lfs merge=lfs -text
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vectors filter=lfs diff=lfs merge=lfs -text
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model filter=lfs diff=lfs merge=lfs -text
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+
vocab/key2row filter=lfs diff=lfs merge=lfs -text
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README.md
CHANGED
@@ -14,62 +14,62 @@ model-index:
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metrics:
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- name: NER Precision
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type: precision
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-
value: 0.
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- name: NER Recall
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type: recall
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-
value: 0.
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- name: NER F Score
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type: f_score
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-
value: 0.
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- task:
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name: TAG
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type: token-classification
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metrics:
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- name: TAG (XPOS) Accuracy
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type: accuracy
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-
value: 0.
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- task:
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name: POS
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type: token-classification
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metrics:
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- name: POS (UPOS) Accuracy
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type: accuracy
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-
value: 0.
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- task:
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name: MORPH
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type: token-classification
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metrics:
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- name: Morph (UFeats) Accuracy
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type: accuracy
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-
value: 0.
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- task:
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name: LEMMA
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type: token-classification
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metrics:
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- name: Lemma Accuracy
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type: accuracy
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-
value: 0.
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- task:
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name: UNLABELED_DEPENDENCIES
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type: token-classification
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metrics:
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- name: Unlabeled Attachment Score (UAS)
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type: f_score
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-
value: 0.
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- task:
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name: LABELED_DEPENDENCIES
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type: token-classification
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metrics:
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- name: Labeled Attachment Score (LAS)
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type: f_score
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-
value: 0.
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- task:
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name: SENTS
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type: token-classification
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metrics:
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- name: Sentences F-Score
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type: f_score
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-
value: 0.
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---
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### Details: https://spacy.io/models/ro#ro_core_news_lg
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@@ -78,8 +78,8 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmat
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| Feature | Description |
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| --- | --- |
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| **Name** | `ro_core_news_lg` |
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-
| **Version** | `3.
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| **spaCy** | `>=3.
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| **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
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| **Components** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
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| **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
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@@ -91,11 +91,11 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmat
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<details>
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-
<summary>View label scheme (
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| Component | Labels |
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| --- | --- |
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-
| **`tagger`** | `ARROW`, `Af`, `Afcfp-n`, `Afcfson`, `Afcfsrn`, `Afcmpoy`, `Afcms-n`, `Afp`, `Afp-p-n`, `Afp-poy`, `Afp-srn`, `Afpf--n`, `Afpfp-n`, `Afpfp-ny`, `Afpfpoy`, `Afpfpry`, `Afpfson`, `Afpfsoy`, `Afpfsrn`, `Afpfsry`, `Afpm--n`, `Afpmp-n`, `Afpmpoy`, `Afpmpry`, `Afpms-n`, `Afpmsoy`, `Afpmsry`, `Afsfp-n`, `Afsfsrn`, `BULLET`, `COLON`, `COMMA`, `Ccssp`, `Ccsspy`, `Crssp`, `Csssp`, `Cssspy`, `DASH`, `DBLQ`, `Dd3-po---e`, `Dd3-po---o`, `Dd3fpo`, `Dd3fpr`, `Dd3fpr---e`, `Dd3fpr---o`, `Dd3fpr--y`, `Dd3fso`, `Dd3fso---e`, `Dd3fsr`, `Dd3fsr---e`, `Dd3fsr---o`, `Dd3fsr--yo`, `Dd3mpo`, `Dd3mpr`, `Dd3mpr---e`, `Dd3mpr---o`, `Dd3mso---e`, `Dd3msr`, `Dd3msr---e`, `Dd3msr---o`, `Dh1ms`, `Dh3fp`, `Dh3fso`, `Dh3fsr`, `Dh3mp`, `Dh3ms`, `Di3`, `Di3-----y`, `Di3--r---e`, `Di3-po`, `Di3-po---e`, `Di3-sr`, `Di3-sr---e`, `Di3-sr--y`, `Di3fp`, `Di3fpr`, `Di3fpr---e`, `Di3fso`, `Di3fso---e`, `Di3fsr`, `Di3fsr---e`, `Di3mp`, `Di3mpr`, `Di3mpr---e`, `Di3ms`, `Di3ms----e`, `Di3mso---e`, `Di3msr`, `Di3msr---e`, `Ds1fp-p`, `Ds1fp-s`, `Ds1fsop`, `Ds1fsos`, `Ds1fsrp`, `Ds1fsrs`, `Ds1fsrs-y`, `Ds1mp-p`, `Ds1mp-s`, `Ds1ms-p`, `Ds1ms-s`, `Ds1msrs-y`, `Ds2---s`, `Ds2fp-p`, `Ds2fp-s`, `Ds2fsrp`, `Ds2fsrs`, `Ds2mp-p`, `Ds2mp-s`, `Ds2ms-p`, `Ds2ms-s`, `Ds3---p`, `Ds3---s`, `Ds3---sy`, `Ds3fp-s`, `Ds3fsos`, `Ds3fsrs`, `Ds3mp-s`, `Ds3ms-s`, `Dw3--r---e`, `Dw3-po---e`, `Dw3fpr`, `Dw3fso---e`, `Dw3fsr`, `Dw3mpr`, `Dw3mso---e`, `Dw3msr`, `Dz3fsr---e`, `Dz3mso---e`, `Dz3msr---e`, `EQUAL`, `EXCL`, `EXCLHELLIP`, `GE`, `GT`, `HELLIP`, `I`, `LCURL`, `LPAR`, `LSQR`, `LT`, `M`, `Mc-p-d`, `Mc-p-l`, `Mc-s-b`, `Mc-s-d`, `Mc-s-l`, `Mcfp-l`, `Mcfp-ln`, `Mcfprln`, `Mcfprly`, `Mcfsoln`, `Mcfsrl`, `Mcfsrln`, `Mcfsrly`, `Mcmp-l`, `Mcms-ln`, `Mcmsrl`, `Mcmsrln`, `Mcmsrly`, `Mffprln`, `Mffsrln`, `Mlfpo`, `Mlfpr`, `Mlmpr`, `Mo---l`, `Mo---ln`, `Mo-s-r`, `Mofp-ln`, `Mofpoly`, `Mofprly`, `Mofs-l`, `Mofsoln`, `Mofsoly`, `Mofsrln`, `Mofsrly`, `Mompoly`, `Momprly`, `Moms-l`, `Moms-ln`, `Momsoly`, `Momsrly`, `Nc`, `Nc---n`, `Ncf--n`, `Ncfp-n`, `Ncfpoy`, `Ncfpry`, `Ncfs-n`, `Ncfson`, `Ncfsoy`, `Ncfsrn`, `Ncfsry`, `Ncfsryy`, `Ncfsvy`, `Ncm--n`, `Ncmp-n`, `Ncmpoy`, `Ncmpry`, `Ncms-n`, `Ncms-ny`, `Ncms-y`, `Ncmsoy`, `Ncmsrn`, `Ncmsry`, `Ncmsryy`, `Ncmsvn`, `Ncmsvy`, `Np`, `Npfson`, `Npfsoy`, `Npfsrn`, `Npfsry`, `Npmpoy`, `Npmpry`, `Npms-n`, `Npmsoy`, `Npmsry`, `PERCENT`, `PERIOD`, `PLUS`, `PLUSMINUS`, `Pd3-po`, `Pd3fpr`, `Pd3fso`, `Pd3fsr`, `Pd3mpo`, `Pd3mpr`, `Pd3mpr--y`, `Pd3mso`, `Pd3msr`, `Pi3--r`, `Pi3-po`, `Pi3-so`, `Pi3-sr`, `Pi3fpr`, `Pi3fso`, `Pi3fsr`, `Pi3mpr`, `Pi3mso`, `Pi3msr`, `Pi3msr--y`, `Pp1-pa--------w`, `Pp1-pa--y-----w`, `Pp1-pd--------s`, `Pp1-pd--------w`, `Pp1-pd--y-----w`, `Pp1-pr--------s`, `Pp1-sa--------s`, `Pp1-sa--------w`, `Pp1-sa--y-----w`, `Pp1-sd--------s`, `Pp1-sd--------w`, `Pp1-sd--y-----w`, `Pp1-sn--------s`, `Pp2-----------s`, `Pp2-pa--------w`, `Pp2-pa--y-----w`, `Pp2-pd--------w`, `Pp2-pd--y-----w`, `Pp2-pr--------s`, `Pp2-sa--------s`, `Pp2-sa--------w`, `Pp2-sa--y-----w`, `Pp2-sd--------s`, `Pp2-sd--------w`, `Pp2-sd--y-----w`, `Pp2-sn--------s`, `Pp2-so--------s`, `Pp2-sr--------s`, `Pp3-p---------s`, `Pp3-pd--------w`, `Pp3-pd--y-----w`, `Pp3-po--------s`, `Pp3-sd--------w`, `Pp3-sd--y-----w`, `Pp3-so--------s`, `Pp3fpa--------w`, `Pp3fpa--y-----w`, `Pp3fpr--------s`, `Pp3fs---------s`, `Pp3fsa--------w`, `Pp3fsa--y-----w`, `Pp3fso--------s`, `Pp3fsr--------s`, `Pp3fsr--y-----s`, `Pp3mpa--------w`, `Pp3mpa--y-----w`, `Pp3mpr--------s`, `Pp3ms---------s`, `Pp3msa--------w`, `Pp3msa--y-----w`, `Pp3mso--------s`, `Pp3msr--------s`, `Pp3msr--y-----s`, `Ps1fp-s`, `Ps1fsrp`, `Ps1fsrs`, `Ps1mp-p`, `Ps1ms-p`, `Ps2fp-s`, `Ps2fsrp`, `Ps2fsrs`, `Ps3---p`, `Ps3---s`, `Ps3fp-s`, `Ps3fsrs`, `Ps3mp-s`, `Ps3ms-s`, `Pw3--r`, `Pw3-po`, `Pw3-so`, `Pw3fpr`, `Pw3fso`, `Pw3mpr`, `Pw3mso`, `Px3--a--------s`, `Px3--a--------w`, `Px3--a--y-----w`, `Px3--d--------w`, `Px3--d--y-----w`, `Pz3-sr`, `Pz3fsr`, `QUEST`, `QUOT`, `Qf`, `Qn`, `Qs`, `Qs-y`, `Qz`, `Qz-y`, `RCURL`, `RPAR`, `RSQR`, `Rc`, `Rgp`, `Rgpy`, `Rgs`, `Rp`, `Rw`, `Rw-y`, `Rz`, `SCOLON`, `SLASH`, `STAR`, `Sp`, `Spsa`, `Spsay`, `Spsd`, `Spsg`, `Td-po`, `Tdfpr`, `Tdfso`, `Tdfsr`, `Tdmpr`, `Tdmso`, `Tdmsr`, `Tf-so`, `Tffpoy`, `Tffpry`, `Tffs-y`, `Tfmpoy`, `Tfms-y`, `Tfmsoy`, `Tfmsry`, `Ti-po`, `Tifp-y`, `Tifso`, `Tifsr`, `Timso`, `Timsr`, `Tsfp`, `Tsfs`, `Tsmp`, `Tsms`, `UNDERSC`, `Va--1`, `Va--1-----y`, `Va--1p`, `Va--1s`, `Va--1s----y`, `Va--2p`, `Va--2p----y`, `Va--2s`, `Va--2s----y`, `Va--3`, `Va--3-----y`, `Va--3p`, `Va--3p----y`, `Va--3s`, `Va--3s----y`, `Vag`, `Vag-------y`, `Vaii1`, `Vaii2s`, `Vaii3p`, `Vaii3s`, `Vail3p`, `Vail3s`, `Vaip1p`, `Vaip1s`, `Vaip2p`, `Vaip2s`, `Vaip3p`, `Vaip3p----y`, `Vaip3s`, `Vaip3s----y`, `Vais3p`, `Vais3s`, `Vam-2s`, `Vanp`, `Vap--sm`, `Vasp1p`, `Vasp1s`, `Vasp2p`, `Vasp2s`, `Vasp3`, `Vmg`, `Vmg-------y`, `Vmii1`, `Vmii1-----y`, `Vmii2p`, `Vmii2s`, `Vmii3p`, `Vmii3p----y`, `Vmii3s`, `Vmii3s----y`, `Vmil1`, `Vmil1p`, `Vmil2s`, `Vmil3p`, `Vmil3p----y`, `Vmil3s`, `Vmil3s----y`, `Vmip1p`, `Vmip1p----y`, `Vmip1s`, `Vmip1s----y`, `Vmip2p`, `Vmip2s`, `Vmip2s----y`, `Vmip3`, `Vmip3-----y`, `Vmip3p`, `Vmip3s`, `Vmip3s----y`, `Vmis1p`, `Vmis1s`, `Vmis3p`, `Vmis3p----y`, `Vmis3s`, `Vmis3s----y`, `Vmm-2p`, `Vmm-2s`, `Vmnp`, `Vmnp------y`, `Vmp--pf`, `Vmp--pm`, `Vmp--sf`, `Vmp--sm`, `Vmp--sm---y`, `Vmsp1p`, `Vmsp2p`, `Vmsp2s`, `Vmsp3`, `Vmsp3-----y`, `X`, `Y`, `Ya`, `Yn`, `Ynfsoy`, `Ynfsry`, `Ynmsoy`, `Ynmsry`, `Yp`, `Yp,Yn`, `Yp-sr`, `Yr` |
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| **`parser`** | `ROOT`, `acl`, `advcl`, `advcl:tcl`, `advmod`, `advmod:tmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `cc:preconj`, `ccomp`, `ccomp:pmod`, `compound`, `conj`, `cop`, `csubj`, `csubj:pass`, `dep`, `det`, `expl`, `expl:impers`, `expl:pass`, `expl:poss`, `expl:pv`, `fixed`, `flat`, `goeswith`, `iobj`, `mark`, `nmod`, `nmod:tmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `obl:pmod`, `orphan`, `parataxis`, `punct`, `vocative`, `xcomp` |
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| **`ner`** | `DATETIME`, `EVENT`, `FACILITY`, `GPE`, `LANGUAGE`, `LOC`, `MONEY`, `NAT_REL_POL`, `NUMERIC_VALUE`, `ORDINAL`, `ORGANIZATION`, `PERIOD`, `PERSON`, `PRODUCT`, `QUANTITY`, `WORK_OF_ART` |
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@@ -109,18 +109,18 @@ Romanian pipeline optimized for CPU. Components: tok2vec, tagger, parser, lemmat
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| `TOKEN_P` | 99.67 |
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| `TOKEN_R` | 99.57 |
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| `TOKEN_F` | 99.59 |
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| `TAG_ACC` | 96.
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| `SENTS_P` | 97.
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| `SENTS_R` | 96.54 |
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| `SENTS_F` | 96.
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| `DEP_UAS` | 88.
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| `DEP_LAS` | 83.
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| `LEMMA_ACC` | 95.
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| `POS_ACC` |
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| `MORPH_ACC` | 95.
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| `MORPH_MICRO_P` |
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| `MORPH_MICRO_R` | 95.
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| `MORPH_MICRO_F` | 97.
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| `ENTS_P` | 75.
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| `ENTS_R` |
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| `ENTS_F` |
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metrics:
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- name: NER Precision
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type: precision
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+
value: 0.7507507508
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- name: NER Recall
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type: recall
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+
value: 0.7683442182
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- name: NER F Score
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type: f_score
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+
value: 0.7594456047
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- task:
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name: TAG
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type: token-classification
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metrics:
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- name: TAG (XPOS) Accuracy
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type: accuracy
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+
value: 0.9665464567
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- task:
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name: POS
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type: token-classification
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metrics:
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- name: POS (UPOS) Accuracy
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type: accuracy
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+
value: 0.9392520821
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- task:
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name: MORPH
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type: token-classification
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metrics:
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- name: Morph (UFeats) Accuracy
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type: accuracy
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+
value: 0.9511244026
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- task:
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name: LEMMA
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type: token-classification
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metrics:
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- name: Lemma Accuracy
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type: accuracy
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+
value: 0.9583369983
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- task:
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name: UNLABELED_DEPENDENCIES
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type: token-classification
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metrics:
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- name: Unlabeled Attachment Score (UAS)
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type: f_score
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+
value: 0.8896207773
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- task:
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name: LABELED_DEPENDENCIES
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type: token-classification
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metrics:
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- name: Labeled Attachment Score (LAS)
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type: f_score
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+
value: 0.8376148803
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- task:
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name: SENTS
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type: token-classification
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metrics:
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- name: Sentences F-Score
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type: f_score
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+
value: 0.9686457638
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---
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### Details: https://spacy.io/models/ro#ro_core_news_lg
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| Feature | Description |
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| --- | --- |
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| **Name** | `ro_core_news_lg` |
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+
| **Version** | `3.4.0` |
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| **spaCy** | `>=3.4.0,<3.5.0` |
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| **Default Pipeline** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `attribute_ruler`, `ner` |
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84 |
| **Components** | `tok2vec`, `tagger`, `parser`, `lemmatizer`, `senter`, `attribute_ruler`, `ner` |
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| **Vectors** | 500000 keys, 500000 unique vectors (300 dimensions) |
|
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<details>
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+
<summary>View label scheme (540 labels for 3 components)</summary>
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| Component | Labels |
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| --- | --- |
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+
| **`tagger`** | `ARROW`, `Af`, `Afcfp-n`, `Afcfson`, `Afcfsrn`, `Afcmpoy`, `Afcms-n`, `Afp`, `Afp-p-n`, `Afp-poy`, `Afp-srn`, `Afpf--n`, `Afpfp-n`, `Afpfp-ny`, `Afpfpoy`, `Afpfpry`, `Afpfson`, `Afpfsoy`, `Afpfsrn`, `Afpfsry`, `Afpm--n`, `Afpmp-n`, `Afpmpoy`, `Afpmpry`, `Afpms-n`, `Afpmsoy`, `Afpmsry`, `Afsfp-n`, `Afsfsrn`, `BULLET`, `COLON`, `COMMA`, `Ccssp`, `Ccsspy`, `Crssp`, `Csssp`, `Cssspy`, `DASH`, `DBLQ`, `Dd3-po---e`, `Dd3-po---o`, `Dd3fpo`, `Dd3fpr`, `Dd3fpr---e`, `Dd3fpr---o`, `Dd3fpr--y`, `Dd3fso`, `Dd3fso---e`, `Dd3fsr`, `Dd3fsr---e`, `Dd3fsr---o`, `Dd3fsr--yo`, `Dd3mpo`, `Dd3mpr`, `Dd3mpr---e`, `Dd3mpr---o`, `Dd3mso---e`, `Dd3msr`, `Dd3msr---e`, `Dd3msr---o`, `Dh1ms`, `Dh3fp`, `Dh3fso`, `Dh3fsr`, `Dh3mp`, `Dh3ms`, `Di3`, `Di3-----y`, `Di3--r---e`, `Di3-po`, `Di3-po---e`, `Di3-sr`, `Di3-sr---e`, `Di3-sr--y`, `Di3fp`, `Di3fpr`, `Di3fpr---e`, `Di3fso`, `Di3fso---e`, `Di3fsr`, `Di3fsr---e`, `Di3mp`, `Di3mpr`, `Di3mpr---e`, `Di3ms`, `Di3ms----e`, `Di3mso---e`, `Di3msr`, `Di3msr---e`, `Ds1fp-p`, `Ds1fp-s`, `Ds1fsop`, `Ds1fsos`, `Ds1fsrp`, `Ds1fsrs`, `Ds1fsrs-y`, `Ds1mp-p`, `Ds1mp-s`, `Ds1ms-p`, `Ds1ms-s`, `Ds1msrs-y`, `Ds2---s`, `Ds2fp-p`, `Ds2fp-s`, `Ds2fsrp`, `Ds2fsrs`, `Ds2mp-p`, `Ds2mp-s`, `Ds2ms-p`, `Ds2ms-s`, `Ds3---p`, `Ds3---s`, `Ds3---sy`, `Ds3fp-s`, `Ds3fsos`, `Ds3fsrs`, `Ds3mp-s`, `Ds3ms-s`, `Dw3--r---e`, `Dw3-po---e`, `Dw3fpr`, `Dw3fso---e`, `Dw3fsr`, `Dw3mpr`, `Dw3mso---e`, `Dw3msr`, `Dz3fsr---e`, `Dz3mso---e`, `Dz3msr---e`, `EQUAL`, `EXCL`, `EXCLHELLIP`, `GE`, `GT`, `HELLIP`, `I`, `LCURL`, `LPAR`, `LSQR`, `LT`, `M`, `Mc-p-d`, `Mc-p-l`, `Mc-s-b`, `Mc-s-d`, `Mc-s-l`, `Mcfp-l`, `Mcfp-ln`, `Mcfprln`, `Mcfprly`, `Mcfsoln`, `Mcfsrl`, `Mcfsrln`, `Mcfsrly`, `Mcmp-l`, `Mcms-ln`, `Mcmsrl`, `Mcmsrln`, `Mcmsrly`, `Mffprln`, `Mffsrln`, `Mlfpo`, `Mlfpr`, `Mlmpr`, `Mo---l`, `Mo---ln`, `Mo-s-r`, `Mofp-ln`, `Mofpoly`, `Mofprly`, `Mofs-l`, `Mofsoln`, `Mofsoly`, `Mofsrln`, `Mofsrly`, `Mompoly`, `Momprly`, `Moms-l`, `Moms-ln`, `Momsoly`, `Momsrly`, `Nc`, `Nc---n`, `Ncf--n`, `Ncfp-n`, `Ncfpoy`, `Ncfpry`, `Ncfs-n`, `Ncfson`, `Ncfsoy`, `Ncfsrn`, `Ncfsry`, `Ncfsryy`, `Ncfsvy`, `Ncm--n`, `Ncmp-n`, `Ncmpoy`, `Ncmpry`, `Ncms-n`, `Ncms-ny`, `Ncms-y`, `Ncmsoy`, `Ncmsrn`, `Ncmsry`, `Ncmsryy`, `Ncmsvn`, `Ncmsvy`, `Np`, `Npfson`, `Npfsoy`, `Npfsrn`, `Npfsry`, `Npmpoy`, `Npmpry`, `Npms-n`, `Npmsoy`, `Npmsry`, `PERCENT`, `PERIOD`, `PLUS`, `PLUSMINUS`, `Pd3-po`, `Pd3fpr`, `Pd3fso`, `Pd3fsr`, `Pd3mpo`, `Pd3mpr`, `Pd3mpr--y`, `Pd3mso`, `Pd3msr`, `Pi3--r`, `Pi3-po`, `Pi3-so`, `Pi3-sr`, `Pi3fpr`, `Pi3fso`, `Pi3fsr`, `Pi3mpr`, `Pi3mso`, `Pi3msr`, `Pi3msr--y`, `Pp1-pa--------w`, `Pp1-pa--y-----w`, `Pp1-pd--------s`, `Pp1-pd--------w`, `Pp1-pd--y-----w`, `Pp1-pr--------s`, `Pp1-sa--------s`, `Pp1-sa--------w`, `Pp1-sa--y-----w`, `Pp1-sd--------s`, `Pp1-sd--------w`, `Pp1-sd--y-----w`, `Pp1-sn--------s`, `Pp2-----------s`, `Pp2-pa--------w`, `Pp2-pa--y-----w`, `Pp2-pd--------w`, `Pp2-pd--y-----w`, `Pp2-pr--------s`, `Pp2-sa--------s`, `Pp2-sa--------w`, `Pp2-sa--y-----w`, `Pp2-sd--------s`, `Pp2-sd--------w`, `Pp2-sd--y-----w`, `Pp2-sn--------s`, `Pp2-so--------s`, `Pp2-sr--------s`, `Pp3-p---------s`, `Pp3-pd--------w`, `Pp3-pd--y-----w`, `Pp3-po--------s`, `Pp3-sd--------w`, `Pp3-sd--y-----w`, `Pp3-so--------s`, `Pp3fpa--------w`, `Pp3fpa--y-----w`, `Pp3fpr--------s`, `Pp3fs---------s`, `Pp3fsa--------w`, `Pp3fsa--y-----w`, `Pp3fso--------s`, `Pp3fsr--------s`, `Pp3fsr--y-----s`, `Pp3mpa--------w`, `Pp3mpa--y-----w`, `Pp3mpr--------s`, `Pp3ms---------s`, `Pp3msa--------w`, `Pp3msa--y-----w`, `Pp3mso--------s`, `Pp3msr--------s`, `Pp3msr--y-----s`, `Ps1fp-s`, `Ps1fsrp`, `Ps1fsrs`, `Ps1mp-p`, `Ps1ms-p`, `Ps2fp-s`, `Ps2fsrp`, `Ps2fsrs`, `Ps3---p`, `Ps3---s`, `Ps3fp-s`, `Ps3fsrs`, `Ps3mp-s`, `Ps3ms-s`, `Pw3--r`, `Pw3-po`, `Pw3-so`, `Pw3fpr`, `Pw3fso`, `Pw3mpr`, `Pw3mso`, `Px3--a--------s`, `Px3--a--------w`, `Px3--a--y-----w`, `Px3--d--------w`, `Px3--d--y-----w`, `Pz3-sr`, `Pz3fsr`, `QUEST`, `QUOT`, `Qf`, `Qn`, `Qs`, `Qs-y`, `Qz`, `Qz-y`, `RCURL`, `RPAR`, `RSQR`, `Rc`, `Rgp`, `Rgpy`, `Rgs`, `Rp`, `Rw`, `Rw-y`, `Rz`, `SCOLON`, `SLASH`, `STAR`, `Sp`, `Spsa`, `Spsay`, `Spsd`, `Spsg`, `Td-po`, `Tdfpr`, `Tdfso`, `Tdfsr`, `Tdmpr`, `Tdmso`, `Tdmsr`, `Tf-so`, `Tffpoy`, `Tffpry`, `Tffs-y`, `Tfmpoy`, `Tfms-y`, `Tfmsoy`, `Tfmsry`, `Ti-po`, `Tifp-y`, `Tifso`, `Tifsr`, `Timso`, `Timsr`, `Tsfp`, `Tsfs`, `Tsmp`, `Tsms`, `UNDERSC`, `Va--1`, `Va--1-----y`, `Va--1p`, `Va--1s`, `Va--1s----y`, `Va--2p`, `Va--2p----y`, `Va--2s`, `Va--2s----y`, `Va--3`, `Va--3-----y`, `Va--3p`, `Va--3p----y`, `Va--3s`, `Va--3s----y`, `Vag`, `Vag-------y`, `Vaii1`, `Vaii2s`, `Vaii3p`, `Vaii3s`, `Vail3p`, `Vail3s`, `Vaip1p`, `Vaip1s`, `Vaip2p`, `Vaip2s`, `Vaip3p`, `Vaip3p----y`, `Vaip3s`, `Vaip3s----y`, `Vais3p`, `Vais3s`, `Vam-2s`, `Vanp`, `Vap--sm`, `Vasp1p`, `Vasp1s`, `Vasp2p`, `Vasp2s`, `Vasp3`, `Vmg`, `Vmg-------y`, `Vmii1`, `Vmii1-----y`, `Vmii2p`, `Vmii2s`, `Vmii3p`, `Vmii3p----y`, `Vmii3s`, `Vmii3s----y`, `Vmil1`, `Vmil1p`, `Vmil2s`, `Vmil3p`, `Vmil3p----y`, `Vmil3s`, `Vmil3s----y`, `Vmip1p`, `Vmip1p----y`, `Vmip1s`, `Vmip1s----y`, `Vmip2p`, `Vmip2s`, `Vmip2s----y`, `Vmip3`, `Vmip3-----y`, `Vmip3p`, `Vmip3s`, `Vmip3s----y`, `Vmis1p`, `Vmis1s`, `Vmis3p`, `Vmis3p----y`, `Vmis3s`, `Vmis3s----y`, `Vmm-2p`, `Vmm-2s`, `Vmnp`, `Vmnp------y`, `Vmp--pf`, `Vmp--pm`, `Vmp--sf`, `Vmp--sm`, `Vmp--sm---y`, `Vmsp1p`, `Vmsp2p`, `Vmsp2s`, `Vmsp3`, `Vmsp3-----y`, `X`, `Y`, `Ya`, `Yn`, `Ynfsoy`, `Ynfsry`, `Ynmsoy`, `Ynmsry`, `Yp`, `Yp,Yn`, `Yp-sr`, `Yr`, `_SP` |
|
99 |
| **`parser`** | `ROOT`, `acl`, `advcl`, `advcl:tcl`, `advmod`, `advmod:tmod`, `amod`, `appos`, `aux`, `aux:pass`, `case`, `cc`, `cc:preconj`, `ccomp`, `ccomp:pmod`, `compound`, `conj`, `cop`, `csubj`, `csubj:pass`, `dep`, `det`, `expl`, `expl:impers`, `expl:pass`, `expl:poss`, `expl:pv`, `fixed`, `flat`, `goeswith`, `iobj`, `mark`, `nmod`, `nmod:tmod`, `nsubj`, `nsubj:pass`, `nummod`, `obj`, `obl`, `obl:agent`, `obl:pmod`, `orphan`, `parataxis`, `punct`, `vocative`, `xcomp` |
|
100 |
| **`ner`** | `DATETIME`, `EVENT`, `FACILITY`, `GPE`, `LANGUAGE`, `LOC`, `MONEY`, `NAT_REL_POL`, `NUMERIC_VALUE`, `ORDINAL`, `ORGANIZATION`, `PERIOD`, `PERSON`, `PRODUCT`, `QUANTITY`, `WORK_OF_ART` |
|
101 |
|
|
|
109 |
| `TOKEN_P` | 99.67 |
|
110 |
| `TOKEN_R` | 99.57 |
|
111 |
| `TOKEN_F` | 99.59 |
|
112 |
+
| `TAG_ACC` | 96.65 |
|
113 |
+
| `SENTS_P` | 97.19 |
|
114 |
| `SENTS_R` | 96.54 |
|
115 |
+
| `SENTS_F` | 96.86 |
|
116 |
+
| `DEP_UAS` | 88.96 |
|
117 |
+
| `DEP_LAS` | 83.76 |
|
118 |
+
| `LEMMA_ACC` | 95.83 |
|
119 |
+
| `POS_ACC` | 93.93 |
|
120 |
+
| `MORPH_ACC` | 95.11 |
|
121 |
+
| `MORPH_MICRO_P` | 99.00 |
|
122 |
+
| `MORPH_MICRO_R` | 95.81 |
|
123 |
+
| `MORPH_MICRO_F` | 97.08 |
|
124 |
+
| `ENTS_P` | 75.08 |
|
125 |
+
| `ENTS_R` | 76.83 |
|
126 |
+
| `ENTS_F` | 75.94 |
|
accuracy.json
CHANGED
@@ -3,127 +3,127 @@
|
|
3 |
"token_p": 0.9967350492,
|
4 |
"token_r": 0.9957244934,
|
5 |
"token_f": 0.9959492157,
|
6 |
-
"tag_acc": 0.
|
7 |
-
"sents_p": 0.
|
8 |
"sents_r": 0.9654255319,
|
9 |
-
"sents_f": 0.
|
10 |
-
"dep_uas": 0.
|
11 |
-
"dep_las": 0.
|
12 |
"dep_las_per_type": {
|
13 |
"root": {
|
14 |
-
"p": 0.
|
15 |
-
"r": 0.
|
16 |
-
"f": 0.
|
17 |
},
|
18 |
"mark": {
|
19 |
-
"p": 0.
|
20 |
-
"r": 0.
|
21 |
-
"f": 0.
|
22 |
},
|
23 |
"case": {
|
24 |
-
"p": 0.
|
25 |
-
"r": 0.
|
26 |
-
"f": 0.
|
27 |
},
|
28 |
"nmod:tmod": {
|
29 |
-
"p": 0.
|
30 |
-
"r": 0.
|
31 |
-
"f": 0.
|
32 |
},
|
33 |
"amod": {
|
34 |
-
"p": 0.
|
35 |
-
"r": 0.
|
36 |
-
"f": 0.
|
37 |
},
|
38 |
"nsubj": {
|
39 |
-
"p": 0.
|
40 |
-
"r": 0.
|
41 |
-
"f": 0.
|
42 |
},
|
43 |
"nmod": {
|
44 |
-
"p": 0.
|
45 |
-
"r": 0.
|
46 |
-
"f": 0.
|
47 |
},
|
48 |
"aux": {
|
49 |
-
"p": 0.
|
50 |
-
"r": 0.
|
51 |
-
"f": 0.
|
52 |
},
|
53 |
"advcl": {
|
54 |
-
"p": 0.
|
55 |
-
"r": 0.
|
56 |
-
"f": 0.
|
57 |
},
|
58 |
"obj": {
|
59 |
-
"p": 0.
|
60 |
-
"r": 0.
|
61 |
-
"f": 0.
|
62 |
},
|
63 |
"det": {
|
64 |
-
"p": 0.
|
65 |
-
"r": 0.
|
66 |
-
"f": 0.
|
67 |
},
|
68 |
"cc": {
|
69 |
-
"p": 0.
|
70 |
-
"r": 0.
|
71 |
-
"f": 0.
|
72 |
},
|
73 |
"conj": {
|
74 |
-
"p": 0.
|
75 |
-
"r": 0.
|
76 |
-
"f": 0.
|
77 |
},
|
78 |
"nummod": {
|
79 |
-
"p": 0.
|
80 |
-
"r": 0.
|
81 |
-
"f": 0.
|
82 |
},
|
83 |
"acl": {
|
84 |
-
"p": 0.
|
85 |
-
"r": 0.
|
86 |
-
"f": 0.
|
87 |
},
|
88 |
"advmod": {
|
89 |
-
"p": 0.
|
90 |
-
"r": 0.
|
91 |
-
"f": 0.
|
92 |
},
|
93 |
"obl": {
|
94 |
-
"p": 0.
|
95 |
-
"r": 0.
|
96 |
-
"f": 0.
|
97 |
},
|
98 |
"expl:pass": {
|
99 |
-
"p": 0.
|
100 |
-
"r": 0.
|
101 |
-
"f": 0.
|
102 |
},
|
103 |
"nsubj:pass": {
|
104 |
-
"p": 0.
|
105 |
-
"r": 0.
|
106 |
-
"f": 0.
|
107 |
},
|
108 |
"fixed": {
|
109 |
-
"p": 0.
|
110 |
-
"r": 0.
|
111 |
-
"f": 0.
|
112 |
},
|
113 |
"appos": {
|
114 |
-
"p": 0.
|
115 |
-
"r": 0.
|
116 |
-
"f": 0.
|
117 |
},
|
118 |
"parataxis": {
|
119 |
-
"p": 0.
|
120 |
-
"r": 0.
|
121 |
-
"f": 0.
|
122 |
},
|
123 |
"aux:pass": {
|
124 |
-
"p": 0.
|
125 |
-
"r": 0.
|
126 |
-
"f": 0.
|
127 |
},
|
128 |
"nmod:agent": {
|
129 |
"p": 0.0,
|
@@ -131,9 +131,9 @@
|
|
131 |
"f": 0.0
|
132 |
},
|
133 |
"ccomp": {
|
134 |
-
"p": 0.
|
135 |
"r": 0.8527131783,
|
136 |
-
"f": 0.
|
137 |
},
|
138 |
"nmod:pmod": {
|
139 |
"p": 0.0,
|
@@ -141,29 +141,24 @@
|
|
141 |
"f": 0.0
|
142 |
},
|
143 |
"iobj": {
|
144 |
-
"p": 0.
|
145 |
-
"r": 0.
|
146 |
-
"f": 0.
|
147 |
},
|
148 |
"flat": {
|
149 |
-
"p": 0.
|
150 |
-
"r": 0.
|
151 |
-
"f": 0.
|
152 |
},
|
153 |
"cop": {
|
154 |
-
"p": 0.
|
155 |
-
"r": 0.
|
156 |
-
"f": 0.
|
157 |
},
|
158 |
"csubj": {
|
159 |
-
"p": 0.
|
160 |
-
"r": 0.
|
161 |
-
"f": 0.
|
162 |
-
},
|
163 |
-
"dep": {
|
164 |
-
"p": 0.0,
|
165 |
-
"r": 0.0,
|
166 |
-
"f": 0.0
|
167 |
},
|
168 |
"obl:agent": {
|
169 |
"p": 0.0,
|
@@ -176,39 +171,44 @@
|
|
176 |
"f": 0.0
|
177 |
},
|
178 |
"expl:pv": {
|
179 |
-
"p": 0.
|
180 |
-
"r": 0.
|
181 |
-
"f": 0.
|
|
|
|
|
|
|
|
|
|
|
182 |
},
|
183 |
"expl": {
|
184 |
-
"p": 0.
|
185 |
"r": 0.8148148148,
|
186 |
-
"f": 0.
|
187 |
},
|
188 |
-
"
|
189 |
"p": 0.0,
|
190 |
"r": 0.0,
|
191 |
"f": 0.0
|
192 |
},
|
193 |
"expl:poss": {
|
194 |
"p": 1.0,
|
195 |
-
"r": 0.
|
196 |
-
"f": 0.
|
197 |
},
|
198 |
"goeswith": {
|
199 |
"p": 0.0,
|
200 |
"r": 0.0,
|
201 |
"f": 0.0
|
202 |
},
|
203 |
-
"compound": {
|
204 |
-
"p": 0.3,
|
205 |
-
"r": 0.4285714286,
|
206 |
-
"f": 0.3529411765
|
207 |
-
},
|
208 |
"xcomp": {
|
209 |
-
"p": 0.
|
210 |
-
"r": 0.
|
211 |
-
"f": 0.
|
|
|
|
|
|
|
|
|
|
|
212 |
},
|
213 |
"orphan": {
|
214 |
"p": 0.0,
|
@@ -216,21 +216,11 @@
|
|
216 |
"f": 0.0
|
217 |
},
|
218 |
"expl:impers": {
|
219 |
-
"p": 1.0,
|
220 |
-
"r": 0.3333333333,
|
221 |
-
"f": 0.5
|
222 |
-
},
|
223 |
-
"list": {
|
224 |
"p": 0.0,
|
225 |
"r": 0.0,
|
226 |
"f": 0.0
|
227 |
},
|
228 |
-
"
|
229 |
-
"p": 0.3333333333,
|
230 |
-
"r": 0.3333333333,
|
231 |
-
"f": 0.3333333333
|
232 |
-
},
|
233 |
-
"cc:preconj": {
|
234 |
"p": 0.0,
|
235 |
"r": 0.0,
|
236 |
"f": 0.0
|
@@ -240,88 +230,88 @@
|
|
240 |
"r": 0.0,
|
241 |
"f": 0.0
|
242 |
},
|
243 |
-
"
|
244 |
"p": 0.0,
|
245 |
"r": 0.0,
|
246 |
"f": 0.0
|
247 |
}
|
248 |
},
|
249 |
-
"lemma_acc": 0.
|
250 |
-
"pos_acc": 0.
|
251 |
-
"morph_acc": 0.
|
252 |
-
"morph_micro_p": 0.
|
253 |
-
"morph_micro_r": 0.
|
254 |
-
"morph_micro_f": 0.
|
255 |
"morph_per_feat": {
|
256 |
"Case": {
|
257 |
-
"p": 0.
|
258 |
-
"r": 0.
|
259 |
-
"f": 0.
|
260 |
},
|
261 |
"Gender": {
|
262 |
-
"p": 0.
|
263 |
-
"r": 0.
|
264 |
-
"f": 0.
|
265 |
},
|
266 |
"Number": {
|
267 |
-
"p": 0.
|
268 |
-
"r": 0.
|
269 |
-
"f": 0.
|
270 |
},
|
271 |
"Person": {
|
272 |
-
"p": 0.
|
273 |
-
"r": 0.
|
274 |
-
"f": 0.
|
275 |
},
|
276 |
"PronType": {
|
277 |
-
"p": 0.
|
278 |
-
"r": 0.
|
279 |
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|
lemmatizer/cfg
CHANGED
@@ -203,442 +203,441 @@
|
|
203 |
390,
|
204 |
391,
|
205 |
393,
|
206 |
-
394,
|
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|
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-
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-
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-
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-
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|
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-
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-
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|
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419,
|
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-
|
|
|
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424,
|
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-
426,
|
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427,
|
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-
|
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-
|
227 |
432,
|
228 |
-
|
229 |
-
|
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437,
|
231 |
438,
|
232 |
-
|
233 |
-
|
|
|
|
|
|
|
234 |
446,
|
235 |
447,
|
236 |
-
|
237 |
-
450,
|
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452,
|
239 |
-
454,
|
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455,
|
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456,
|
|
|
242 |
459,
|
243 |
461,
|
|
|
244 |
463,
|
245 |
466,
|
246 |
-
467,
|
247 |
468,
|
248 |
-
|
|
|
|
|
249 |
475,
|
250 |
-
|
251 |
-
477,
|
252 |
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478,
|
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481,
|
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482,
|
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483,
|
|
|
256 |
485,
|
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486,
|
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|
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-
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|
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490,
|
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|
|
|
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494,
|
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|
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-
|
|
|
|
|
|
|
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503,
|
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-
|
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-
508,
|
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509,
|
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|
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|
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|
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|
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|
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518,
|
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|
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-
|
|
|
277 |
524,
|
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|
279 |
-
|
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530,
|
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532,
|
282 |
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|
283 |
-
|
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538,
|
285 |
-
|
|
|
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544,
|
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|
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548,
|
|
|
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550,
|
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551,
|
|
|
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553,
|
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554,
|
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556,
|
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557,
|
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559,
|
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-
560,
|
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561,
|
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563,
|
299 |
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|
300 |
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|
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|
|
|
302 |
571,
|
303 |
572,
|
304 |
574,
|
305 |
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|
306 |
-
|
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581,
|
308 |
583,
|
309 |
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|
310 |
-
|
311 |
590,
|
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591,
|
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593,
|
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|
315 |
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600,
|
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601,
|
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603,
|
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|
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606,
|
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|
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|
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|
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|
|
325 |
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|
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|
327 |
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|
|
|
328 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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680,
|
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681,
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|
|
|
365 |
685,
|
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|
|
|
|
|
367 |
690,
|
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|
|
369 |
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|
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|
371 |
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|
372 |
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373 |
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|
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702,
|
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703,
|
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705,
|
377 |
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378 |
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|
|
|
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714,
|
381 |
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|
|
382 |
718,
|
383 |
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|
384 |
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|
385 |
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|
386 |
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|
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|
389 |
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390 |
732,
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391 |
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|
392 |
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393 |
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|
394 |
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|
|
|
395 |
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|
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|
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744,
|
398 |
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745,
|
399 |
746,
|
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|
401 |
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|
|
|
402 |
750,
|
403 |
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|
404 |
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|
405 |
756,
|
406 |
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757,
|
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|
|
|
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760,
|
|
|
409 |
762,
|
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|
|
|
|
|
|
|
411 |
768,
|
412 |
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|
413 |
-
771,
|
414 |
773,
|
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|
416 |
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|
417 |
-
|
418 |
-
|
419 |
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|
420 |
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|
421 |
786,
|
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|
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790,
|
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-
791,
|
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|
426 |
-
|
427 |
796,
|
428 |
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|
429 |
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|
430 |
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|
431 |
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803,
|
432 |
804,
|
433 |
806,
|
|
|
434 |
808,
|
435 |
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|
436 |
812,
|
437 |
814,
|
438 |
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|
439 |
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|
|
|
440 |
820,
|
441 |
-
821,
|
442 |
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|
443 |
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|
444 |
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|
445 |
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|
446 |
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|
447 |
-
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|
448 |
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|
|
|
449 |
832,
|
450 |
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|
451 |
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|
452 |
-
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|
453 |
838,
|
454 |
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|
|
455 |
842,
|
456 |
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|
457 |
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|
458 |
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459 |
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460 |
-
847,
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461 |
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462 |
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463 |
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|
|
464 |
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|
465 |
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|
466 |
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856,
|
467 |
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|
|
|
|
468 |
861,
|
469 |
862,
|
470 |
863,
|
471 |
864,
|
472 |
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473 |
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|
474 |
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|
475 |
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|
476 |
-
|
477 |
875,
|
|
|
478 |
877,
|
|
|
479 |
880,
|
480 |
882,
|
481 |
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|
482 |
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|
|
|
483 |
889,
|
484 |
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|
485 |
893,
|
486 |
895,
|
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898,
|
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899,
|
489 |
900,
|
490 |
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|
491 |
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|
492 |
906,
|
493 |
908,
|
494 |
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|
495 |
-
910,
|
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912,
|
497 |
913,
|
498 |
914,
|
499 |
-
|
500 |
918,
|
501 |
919,
|
502 |
-
|
503 |
922,
|
|
|
504 |
924,
|
505 |
925,
|
506 |
-
|
507 |
929,
|
508 |
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|
509 |
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|
|
|
510 |
935,
|
511 |
937,
|
|
|
512 |
939,
|
513 |
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514 |
-
941,
|
515 |
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|
516 |
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|
517 |
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|
518 |
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947,
|
519 |
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|
520 |
-
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|
521 |
950,
|
522 |
-
|
523 |
-
953,
|
524 |
954,
|
525 |
-
|
526 |
-
|
527 |
960,
|
|
|
528 |
962,
|
529 |
963,
|
|
|
530 |
965,
|
531 |
966,
|
532 |
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|
|
|
533 |
970,
|
534 |
971,
|
535 |
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|
536 |
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|
537 |
-
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|
538 |
-
976,
|
539 |
978,
|
540 |
980,
|
541 |
-
|
542 |
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|
543 |
-
|
|
|
544 |
987,
|
545 |
988,
|
546 |
989,
|
547 |
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|
548 |
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|
|
|
549 |
995,
|
550 |
-
996,
|
551 |
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997,
|
552 |
998,
|
553 |
999,
|
554 |
1000,
|
555 |
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|
556 |
1003,
|
557 |
-
|
558 |
1007,
|
559 |
1008,
|
560 |
1009,
|
561 |
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|
562 |
-
|
563 |
-
|
564 |
-
|
565 |
-
|
|
|
566 |
1022,
|
567 |
-
1023,
|
568 |
-
1025,
|
569 |
-
1026,
|
570 |
1028,
|
571 |
1029,
|
572 |
-
|
573 |
1032,
|
574 |
1033,
|
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-
|
576 |
1036,
|
577 |
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|
578 |
1039,
|
579 |
-
|
580 |
1042,
|
581 |
1043,
|
|
|
582 |
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|
583 |
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|
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|
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|
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597 |
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|
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|
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|
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|
619 |
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|
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|
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|
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1118,
|
629 |
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|
630 |
1120,
|
631 |
-
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|
632 |
1122,
|
633 |
-
|
|
|
634 |
1127,
|
635 |
1129,
|
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|
637 |
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|
|
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1137,
|
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|
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|
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1151,
|
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1152,
|
644 |
1153,
|
@@ -646,87 +645,89 @@
|
|
646 |
1155,
|
647 |
1156,
|
648 |
1157,
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649 |
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|
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|
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|
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|
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-
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|
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669 |
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|
670 |
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|
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-
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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1228,
|
692 |
-
|
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-
|
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1234,
|
695 |
-
|
|
|
696 |
1238,
|
697 |
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@@ -734,408 +735,414 @@
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-
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-
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-
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1841,
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-
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1071 |
1847,
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1848,
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1073 |
-
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1074 |
1852,
|
1075 |
-
1853,
|
1076 |
-
1855,
|
1077 |
1856,
|
1078 |
-
|
1079 |
-
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1080 |
1861,
|
1081 |
1862,
|
1082 |
-
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1083 |
1865,
|
1084 |
-
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1085 |
-
|
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1086 |
1872,
|
1087 |
1874,
|
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1088 |
1876,
|
1089 |
1878,
|
|
|
1090 |
1880,
|
1091 |
-
|
1092 |
1883,
|
1093 |
-
1885,
|
1094 |
1887,
|
1095 |
-
|
1096 |
-
|
1097 |
1893,
|
1098 |
-
1894,
|
1099 |
1895,
|
1100 |
-
1896,
|
1101 |
1897,
|
1102 |
1898,
|
1103 |
-
|
1104 |
-
|
1105 |
1906,
|
|
|
1106 |
1908,
|
|
|
1107 |
1910,
|
|
|
1108 |
1912,
|
1109 |
1913,
|
1110 |
1914,
|
1111 |
-
|
1112 |
1918,
|
1113 |
-
1919,
|
1114 |
1920,
|
|
|
1115 |
1922,
|
1116 |
1923,
|
|
|
1117 |
1925,
|
1118 |
-
1926,
|
1119 |
1928,
|
1120 |
1929,
|
1121 |
1930,
|
1122 |
1932,
|
1123 |
-
|
1124 |
1935,
|
1125 |
1936,
|
1126 |
-
|
1127 |
1939,
|
1128 |
1940,
|
1129 |
-
|
|
|
|
|
|
|
1130 |
1947,
|
1131 |
1948,
|
1132 |
-
|
1133 |
-
|
1134 |
-
|
1135 |
-
|
1136 |
-
|
1137 |
-
|
1138 |
-
|
1139 |
-
|
|
|
|
|
1140 |
]
|
1141 |
}
|
|
|
203 |
390,
|
204 |
391,
|
205 |
393,
|
|
|
206 |
395,
|
|
|
207 |
397,
|
208 |
399,
|
209 |
400,
|
210 |
402,
|
211 |
+
404,
|
212 |
+
408,
|
|
|
213 |
410,
|
214 |
+
411,
|
215 |
+
415,
|
|
|
216 |
419,
|
217 |
+
421,
|
218 |
+
423,
|
219 |
424,
|
|
|
220 |
427,
|
221 |
+
429,
|
222 |
+
431,
|
223 |
432,
|
224 |
+
433,
|
225 |
+
435,
|
226 |
437,
|
227 |
438,
|
228 |
+
439,
|
229 |
+
441,
|
230 |
+
442,
|
231 |
+
444,
|
232 |
+
445,
|
233 |
446,
|
234 |
447,
|
235 |
+
449,
|
|
|
236 |
452,
|
|
|
237 |
455,
|
238 |
456,
|
239 |
+
457,
|
240 |
459,
|
241 |
461,
|
242 |
+
462,
|
243 |
463,
|
244 |
466,
|
|
|
245 |
468,
|
246 |
+
470,
|
247 |
+
473,
|
248 |
+
474,
|
249 |
475,
|
250 |
+
479,
|
|
|
|
|
|
|
251 |
482,
|
252 |
483,
|
253 |
+
484,
|
254 |
485,
|
255 |
486,
|
256 |
+
489,
|
|
|
257 |
490,
|
258 |
+
491,
|
259 |
+
493,
|
260 |
494,
|
261 |
+
495,
|
262 |
+
496,
|
263 |
+
498,
|
264 |
+
499,
|
265 |
+
500,
|
266 |
503,
|
267 |
+
507,
|
|
|
268 |
509,
|
|
|
269 |
512,
|
270 |
514,
|
271 |
515,
|
272 |
+
516,
|
273 |
518,
|
274 |
+
520,
|
275 |
+
521,
|
276 |
+
523,
|
277 |
524,
|
278 |
+
525,
|
279 |
+
528,
|
280 |
530,
|
281 |
532,
|
282 |
+
535,
|
283 |
+
537,
|
284 |
538,
|
285 |
+
540,
|
286 |
+
542,
|
287 |
544,
|
288 |
+
547,
|
289 |
548,
|
290 |
+
549,
|
291 |
550,
|
292 |
551,
|
293 |
+
552,
|
294 |
553,
|
295 |
554,
|
|
|
296 |
557,
|
297 |
559,
|
|
|
298 |
561,
|
299 |
563,
|
300 |
+
564,
|
301 |
+
566,
|
302 |
+
568,
|
303 |
+
570,
|
304 |
571,
|
305 |
572,
|
306 |
574,
|
307 |
+
578,
|
308 |
+
580,
|
309 |
581,
|
310 |
583,
|
311 |
+
585,
|
312 |
+
588,
|
313 |
590,
|
314 |
591,
|
315 |
593,
|
316 |
+
596,
|
317 |
+
599,
|
318 |
600,
|
319 |
601,
|
320 |
603,
|
321 |
+
604,
|
322 |
606,
|
|
|
323 |
609,
|
|
|
324 |
612,
|
325 |
+
613,
|
326 |
615,
|
327 |
617,
|
328 |
+
618,
|
329 |
+
620,
|
330 |
621,
|
331 |
623,
|
332 |
+
624,
|
333 |
627,
|
334 |
629,
|
335 |
631,
|
336 |
633,
|
337 |
635,
|
338 |
+
637,
|
339 |
638,
|
340 |
640,
|
341 |
+
642,
|
342 |
+
644,
|
343 |
+
646,
|
344 |
648,
|
345 |
649,
|
346 |
+
652,
|
347 |
+
654,
|
|
|
348 |
657,
|
349 |
659,
|
|
|
350 |
661,
|
351 |
+
662,
|
352 |
663,
|
353 |
665,
|
354 |
667,
|
355 |
+
669,
|
|
|
356 |
671,
|
357 |
672,
|
358 |
674,
|
|
|
359 |
676,
|
|
|
360 |
678,
|
361 |
680,
|
|
|
362 |
682,
|
363 |
+
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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729,
|
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|
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|
393 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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866,
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|
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|
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|
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|
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|
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|
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|
498 |
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|
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|
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|
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|
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920,
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|
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|
510 |
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|
511 |
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|
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|
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|
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|
515 |
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|
517 |
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|
518 |
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|
519 |
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|
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|
521 |
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|
522 |
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|
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|
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|
529 |
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|
530 |
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532 |
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|
533 |
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|
534 |
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|
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969,
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536 |
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537 |
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|
538 |
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|
539 |
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|
540 |
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|
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|
542 |
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|
543 |
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|
544 |
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|
545 |
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|
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547 |
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|
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990,
|
550 |
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|
551 |
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552 |
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|
553 |
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|
554 |
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|
555 |
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|
556 |
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1002,
|
557 |
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|
558 |
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1006,
|
559 |
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|
560 |
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|
561 |
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|
562 |
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|
563 |
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|
564 |
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|
565 |
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|
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|
567 |
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|
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|
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|
569 |
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|
570 |
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|
571 |
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|
572 |
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|
573 |
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|
574 |
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1035,
|
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|
576 |
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1038,
|
577 |
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|
578 |
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|
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|
580 |
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|
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|
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|
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|
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|
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|
585 |
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|
586 |
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|
587 |
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|
588 |
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589 |
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590 |
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|
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|
591 |
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|
592 |
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|
593 |
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|
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|
595 |
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|
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|
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|
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|
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|
601 |
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|
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|
602 |
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|
603 |
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|
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|
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|
607 |
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608 |
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|
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610 |
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614 |
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|
615 |
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|
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|
617 |
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620 |
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|
621 |
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622 |
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1111,
|
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|
624 |
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625 |
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626 |
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|
627 |
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628 |
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|
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|
629 |
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|
630 |
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1123,
|
631 |
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1125,
|
632 |
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|
633 |
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634 |
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635 |
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636 |
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637 |
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638 |
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639 |
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1147,
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645 |
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|
647 |
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|
648 |
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|
649 |
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1162,
|
650 |
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|
651 |
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652 |
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653 |
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|
654 |
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1171,
|
655 |
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|
656 |
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657 |
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658 |
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|
659 |
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|
660 |
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661 |
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1182,
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662 |
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|
663 |
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|
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665 |
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|
666 |
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667 |
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668 |
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1194,
|
669 |
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|
670 |
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|
671 |
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1199,
|
672 |
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673 |
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|
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|
676 |
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678 |
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679 |
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680 |
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681 |
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|
682 |
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684 |
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685 |
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686 |
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|
687 |
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|
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1230,
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1232,
|
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1235,
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692 |
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1237,
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1245,
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698 |
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699 |
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700 |
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1251,
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701 |
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702 |
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1253,
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703 |
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704 |
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705 |
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706 |
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708 |
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709 |
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710 |
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1266,
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711 |
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712 |
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1268,
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713 |
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714 |
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715 |
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1273,
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716 |
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717 |
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718 |
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720 |
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|
721 |
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722 |
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723 |
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1286,
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725 |
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1287,
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726 |
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727 |
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728 |
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729 |
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730 |
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1293,
|
731 |
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732 |
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733 |
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735 |
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736 |
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|
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740 |
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741 |
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745 |
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746 |
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1329,
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|
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1331,
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750 |
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1333,
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751 |
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752 |
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753 |
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760 |
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761 |
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762 |
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1348,
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763 |
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765 |
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766 |
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767 |
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1354,
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768 |
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770 |
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771 |
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772 |
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774 |
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775 |
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776 |
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777 |
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779 |
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780 |
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781 |
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1375,
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782 |
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783 |
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1379,
|
784 |
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785 |
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786 |
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787 |
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788 |
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789 |
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1387,
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790 |
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802 |
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806 |
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810 |
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812 |
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813 |
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814 |
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1426,
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816 |
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1433,
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820 |
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1436,
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824 |
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825 |
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827 |
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829 |
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830 |
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1451,
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831 |
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832 |
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1453,
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833 |
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835 |
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1467,
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840 |
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841 |
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1471,
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842 |
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843 |
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846 |
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847 |
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850 |
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851 |
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852 |
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406,
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853 |
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1500,
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861 |
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862 |
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1506,
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863 |
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864 |
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1509,
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865 |
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866 |
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1512,
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867 |
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868 |
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870 |
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871 |
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1521,
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873 |
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875 |
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876 |
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880 |
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882 |
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1540,
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884 |
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885 |
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1547,
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893 |
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1557,
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894 |
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1560,
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896 |
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897 |
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1562,
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898 |
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1565,
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900 |
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901 |
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1567,
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902 |
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903 |
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904 |
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1572,
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906 |
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907 |
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909 |
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910 |
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1581,
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911 |
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912 |
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914 |
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915 |
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1600,
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919 |
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920 |
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921 |
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923 |
1610,
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924 |
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925 |
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926 |
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1615,
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927 |
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928 |
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1617,
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929 |
1618,
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930 |
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1620,
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931 |
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932 |
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933 |
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1625,
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935 |
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936 |
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1631,
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937 |
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1635,
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940 |
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1910,
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1913,
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|
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1918,
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1115 |
1920,
|
1116 |
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1921,
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1117 |
1922,
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+
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|
1120 |
1925,
|
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1121 |
1928,
|
1122 |
1929,
|
1123 |
1930,
|
1124 |
1932,
|
1125 |
+
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|
1126 |
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1127 |
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1128 |
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1129 |
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1131 |
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1132 |
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|
1134 |
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|
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|
1146 |
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lemmatizer/model
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{
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2 |
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