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spacy
/
de_dep_news_trf

Token Classification
spaCy
German
Eval Results
Model card Files Community
1
Adriane Boyd commited on
Commit
dc398d9
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1 Parent(s): dad7218

Update spaCy pipeline

Browse files
Files changed (12) hide show
  1. README.md +21 -21
  2. accuracy.json +150 -150
  3. de_dep_news_trf-any-py3-none-any.whl +2 -2
  4. lemmatizer/cfg +447 -437
  5. lemmatizer/model +2 -2
  6. lemmatizer/trees +0 -0
  7. meta.json +153 -153
  8. morphologizer/model +1 -1
  9. parser/model +1 -1
  10. tagger/model +1 -1
  11. transformer/model +2 -2
  12. vocab/strings.json +2 -2
README.md CHANGED
@@ -14,49 +14,49 @@ model-index:
14
  metrics:
15
  - name: TAG (XPOS) Accuracy
16
  type: accuracy
17
- value: 0.9902998586
18
  - task:
19
  name: POS
20
  type: token-classification
21
  metrics:
22
  - name: POS (UPOS) Accuracy
23
  type: accuracy
24
- value: 0.9913438793
25
  - task:
26
  name: MORPH
27
  type: token-classification
28
  metrics:
29
  - name: Morph (UFeats) Accuracy
30
  type: accuracy
31
- value: 0.9695311726
32
  - task:
33
  name: LEMMA
34
  type: token-classification
35
  metrics:
36
  - name: Lemma Accuracy
37
  type: accuracy
38
- value: 0.9870761424
39
  - task:
40
  name: UNLABELED_DEPENDENCIES
41
  type: token-classification
42
  metrics:
43
  - name: Unlabeled Attachment Score (UAS)
44
  type: f_score
45
- value: 0.9581561669
46
  - task:
47
  name: LABELED_DEPENDENCIES
48
  type: token-classification
49
  metrics:
50
  - name: Labeled Attachment Score (LAS)
51
  type: f_score
52
- value: 0.947052902
53
  - task:
54
  name: SENTS
55
  type: token-classification
56
  metrics:
57
  - name: Sentences F-Score
58
  type: f_score
59
- value: 0.9830788279
60
  ---
61
  ### Details: https://spacy.io/models/de#de_dep_news_trf
62
 
@@ -65,8 +65,8 @@ German transformer pipeline (bert-base-german-cased). Components: transformer, t
65
  | Feature | Description |
66
  | --- | --- |
67
  | **Name** | `de_dep_news_trf` |
68
- | **Version** | `3.3.0` |
69
- | **spaCy** | `>=3.3.0.dev0,<3.4.0` |
70
  | **Default Pipeline** | `transformer`, `tagger`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler` |
71
  | **Components** | `transformer`, `tagger`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler` |
72
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -96,15 +96,15 @@ German transformer pipeline (bert-base-german-cased). Components: transformer, t
96
  | `TOKEN_P` | 99.92 |
97
  | `TOKEN_R` | 99.90 |
98
  | `TOKEN_F` | 99.91 |
99
- | `TAG_ACC` | 99.03 |
100
- | `POS_ACC` | 99.13 |
101
- | `MORPH_ACC` | 96.95 |
102
- | `MORPH_MICRO_P` | 98.83 |
103
- | `MORPH_MICRO_R` | 98.83 |
104
- | `MORPH_MICRO_F` | 98.83 |
105
- | `SENTS_P` | 98.17 |
106
- | `SENTS_R` | 98.45 |
107
- | `SENTS_F` | 98.31 |
108
- | `DEP_UAS` | 95.82 |
109
- | `DEP_LAS` | 94.71 |
110
- | `LEMMA_ACC` | 98.71 |
 
14
  metrics:
15
  - name: TAG (XPOS) Accuracy
16
  type: accuracy
17
+ value: 0.9905311916
18
  - task:
19
  name: POS
20
  type: token-classification
21
  metrics:
22
  - name: POS (UPOS) Accuracy
23
  type: accuracy
24
+ value: 0.9913637595
25
  - task:
26
  name: MORPH
27
  type: token-classification
28
  metrics:
29
  - name: Morph (UFeats) Accuracy
30
  type: accuracy
31
+ value: 0.9697694549
32
  - task:
33
  name: LEMMA
34
  type: token-classification
35
  metrics:
36
  - name: Lemma Accuracy
37
  type: accuracy
38
+ value: 0.9869043529
39
  - task:
40
  name: UNLABELED_DEPENDENCIES
41
  type: token-classification
42
  metrics:
43
  - name: Unlabeled Attachment Score (UAS)
44
  type: f_score
45
+ value: 0.9596322281
46
  - task:
47
  name: LABELED_DEPENDENCIES
48
  type: token-classification
49
  metrics:
50
  - name: Labeled Attachment Score (LAS)
51
  type: f_score
52
+ value: 0.9482294969
53
  - task:
54
  name: SENTS
55
  type: token-classification
56
  metrics:
57
  - name: Sentences F-Score
58
  type: f_score
59
+ value: 0.9825647374
60
  ---
61
  ### Details: https://spacy.io/models/de#de_dep_news_trf
62
 
 
65
  | Feature | Description |
66
  | --- | --- |
67
  | **Name** | `de_dep_news_trf` |
68
+ | **Version** | `3.4.0` |
69
+ | **spaCy** | `>=3.4.0,<3.5.0` |
70
  | **Default Pipeline** | `transformer`, `tagger`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler` |
71
  | **Components** | `transformer`, `tagger`, `morphologizer`, `parser`, `lemmatizer`, `attribute_ruler` |
72
  | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
 
96
  | `TOKEN_P` | 99.92 |
97
  | `TOKEN_R` | 99.90 |
98
  | `TOKEN_F` | 99.91 |
99
+ | `TAG_ACC` | 99.05 |
100
+ | `POS_ACC` | 99.14 |
101
+ | `MORPH_ACC` | 96.98 |
102
+ | `MORPH_MICRO_P` | 98.84 |
103
+ | `MORPH_MICRO_R` | 98.86 |
104
+ | `MORPH_MICRO_F` | 98.85 |
105
+ | `SENTS_P` | 98.10 |
106
+ | `SENTS_R` | 98.41 |
107
+ | `SENTS_F` | 98.26 |
108
+ | `DEP_UAS` | 95.96 |
109
+ | `DEP_LAS` | 94.82 |
110
+ | `LEMMA_ACC` | 98.69 |
accuracy.json CHANGED
@@ -3,67 +3,67 @@
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  "token_p": 0.9991808044,
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  "token_r": 0.9990356034,
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  "token_f": 0.9991081986,
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  "morph_per_feat": {
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  "Poss": {
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  "p": 1.0,
@@ -71,66 +71,66 @@
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  "f": 1.0
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  },
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  "Foreign": {
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- "sents_p": 0.9816608284,
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@@ -138,84 +138,84 @@
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@@ -223,44 +223,44 @@
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@@ -288,6 +288,6 @@
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- "lemma_acc": 0.9870761424,
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- "speed": 2320.9602924401
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  "Poss": {
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767
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768
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772
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773
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774
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775
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776
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778
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779
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780
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781
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782
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783
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784
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785
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786
  1296,
787
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788
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789
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790
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791
  1304,
 
 
792
  1306,
793
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794
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796
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797
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798
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800
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801
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802
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803
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804
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805
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807
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812
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813
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814
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816
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817
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818
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820
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821
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822
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823
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825
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826
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827
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832
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833
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835
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836
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837
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@@ -840,51 +842,46 @@
840
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841
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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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853
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856
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857
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858
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859
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860
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861
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862
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863
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864
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866
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867
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869
  1406,
870
  1407,
 
 
871
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872
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873
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874
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875
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876
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877
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878
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879
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880
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882
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883
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884
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885
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886
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887
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888
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889
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890
  1429,
@@ -896,12 +893,12 @@
896
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897
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898
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900
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901
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902
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903
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904
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905
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906
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907
  1449,
@@ -919,134 +916,138 @@
919
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920
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921
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922
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923
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924
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925
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935
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936
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937
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940
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944
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950
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951
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952
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953
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954
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955
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956
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957
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958
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959
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960
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963
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964
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965
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967
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969
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970
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985
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987
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988
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989
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990
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991
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992
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993
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994
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995
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996
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997
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998
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999
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1000
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1002
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1006
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1008
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1011
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1012
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1013
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1014
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1015
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1017
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1018
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1020
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1022
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1023
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1024
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1025
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1026
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1027
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1028
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1029
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1030
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1031
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1032
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1034
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1035
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1036
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1037
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1038
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1039
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1041
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1043
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1044
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1045
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1046
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1047
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1048
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1049
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1050
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1051
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1052
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@@ -1055,176 +1056,178 @@
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1099
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1100
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1101
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1102
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1104
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1107
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1108
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1134
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1135
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1181
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1191
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1195
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1196
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1197
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1224
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1230
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@@ -1232,6 +1235,7 @@
1232
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1234
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1235
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@@ -1240,8 +1244,8 @@
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1242
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@@ -1254,27 +1258,26 @@
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1256
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1257
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1259
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1278
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@@ -1282,11 +1285,18 @@
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1284
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1285
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1286
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1288
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1291
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1292
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410
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411
+ 721,
412
+ 722,
413
  723,
414
  724,
415
  725,
 
416
  727,
417
  728,
 
418
  731,
419
  732,
420
+ 733,
421
+ 734,
422
  737,
423
+ 739,
424
+ 740,
425
  741,
426
+ 742,
427
  743,
 
428
  745,
 
429
  748,
430
+ 750,
431
+ 752,
432
  753,
433
+ 754,
434
  756,
 
435
  759,
436
+ 761,
437
+ 762,
438
  763,
439
+ 764,
440
  765,
 
 
441
  768,
442
+ 770,
443
+ 773,
 
444
  776,
445
+ 777,
446
  779,
447
+ 780,
448
+ 784,
449
  785,
450
+ 787,
451
+ 788,
452
  790,
453
+ 792,
 
 
454
  796,
455
+ 800,
456
+ 803,
457
  806,
458
+ 807,
459
  812,
460
  813,
461
+ 816,
462
+ 817,
463
  818,
464
+ 820,
465
  822,
466
  823,
 
 
467
  828,
468
+ 832,
469
  833,
470
+ 834,
471
+ 836,
472
  837,
473
+ 840,
474
+ 843,
475
+ 844,
 
476
  845,
477
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478
  849,
479
+ 851,
480
+ 852,
481
  853,
482
+ 854,
483
  856,
484
  857,
485
  858,
 
 
486
  862,
487
  863,
488
+ 864,
489
+ 865,
490
+ 866,
491
  867,
492
  868,
493
  869,
494
+ 874,
495
+ 876,
 
496
  877,
 
497
  880,
498
+ 882,
499
  885,
500
+ 886,
501
+ 887,
502
  889,
503
+ 891,
504
  892,
505
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506
  894,
507
  895,
508
  896,
 
510
  899,
511
  900,
512
  901,
 
513
  903,
 
514
  905,
 
515
  907,
516
  908,
517
+ 909,
 
518
  912,
519
+ 913,
520
  915,
521
+ 916,
522
+ 758,
523
  917,
524
  918,
 
 
525
  921,
526
+ 922,
527
+ 923,
528
  924,
529
  925,
530
+ 926,
531
  927,
532
  928,
 
533
  929,
534
  930,
535
+ 931,
536
  933,
 
537
  935,
538
+ 936,
539
  937,
540
  938,
541
+ 941,
 
542
  942,
543
  943,
544
  944,
545
  945,
 
 
546
  948,
547
  949,
548
+ 950,
549
+ 952,
550
  953,
551
  954,
 
552
  956,
553
+ 957,
554
+ 958,
555
  959,
 
 
556
  962,
557
+ 963,
558
+ 964,
559
  965,
 
560
  967,
561
  969,
562
+ 970,
563
  971,
 
564
  973,
565
  974,
566
  976,
 
567
  978,
568
+ 980,
569
  981,
570
  982,
 
571
  983,
572
  984,
573
+ 986,
574
  987,
575
  988,
576
+ 989,
577
+ 991,
578
  992,
579
+ 993,
580
  994,
 
 
581
  997,
582
  998,
583
+ 999,
584
  1000,
585
  1001,
586
+ 1004,
 
587
  1005,
 
588
  1007,
589
  1008,
590
+ 1011,
591
  1012,
592
  1014,
 
 
593
  1016,
594
+ 1017,
595
  1018,
596
  1019,
597
+ 1020,
598
  1022,
 
599
  1025,
600
  1027,
 
 
601
  1030,
602
  1031,
603
+ 1032,
604
  1033,
605
+ 1035,
606
  1036,
607
+ 1037,
608
  1038,
609
  1041,
 
610
  1043,
611
+ 1045,
612
  1046,
 
613
  1048,
614
  1049,
615
+ 1050,
616
+ 1051,
617
  1052,
618
+ 1053,
619
  1055,
620
+ 1056,
621
  1058,
622
+ 1059,
623
+ 1060,
624
  1061,
625
+ 1062,
626
  1063,
627
+ 1065,
628
  1066,
629
  1067,
630
+ 1068,
631
  1070,
632
+ 1071,
633
  1072,
 
634
  1074,
635
+ 1075,
636
  1077,
637
+ 1078,
638
  1079,
639
  1080,
 
640
  1082,
641
  1083,
642
  1084,
643
+ 1085,
644
  1086,
645
  1087,
646
+ 1090,
 
647
  1092,
648
  1093,
 
649
  1095,
650
+ 1096,
651
+ 1097,
652
  1098,
653
+ 1099,
654
  1100,
655
  1101,
656
  1102,
657
  1103,
658
  1104,
659
  1105,
 
660
  1108,
 
661
  1110,
 
662
  1112,
663
+ 1116,
664
  1117,
665
+ 1118,
666
  1119,
667
+ 1120,
668
+ 1121,
669
  1124,
670
+ 193,
671
  1125,
672
  1126,
673
  1127,
674
+ 1128,
675
+ 1129,
676
  1131,
 
677
  1133,
678
  1135,
679
  1137,
680
+ 1138,
681
  1139,
682
  1141,
683
  1142,
684
  1143,
685
+ 1144,
686
  1146,
687
+ 1147,
688
  1150,
689
  1151,
690
  1152,
 
694
  1158,
695
  1159,
696
  1160,
697
+ 71,
698
  1161,
699
  1162,
700
  1163,
701
  1164,
702
  1165,
 
703
  1168,
704
+ 1169,
705
+ 1170,
706
  1171,
 
707
  1173,
708
+ 1174,
709
  1175,
 
710
  1177,
711
+ 1178,
712
  1179,
713
  1180,
714
  1181,
 
715
  1183,
716
+ 1186,
717
+ 1187,
718
  1188,
719
  1189,
 
720
  1191,
721
+ 1192,
722
  1193,
723
  1194,
724
+ 1196,
725
+ 1198,
726
  1199,
727
+ 1203,
 
728
  1205,
729
  1206,
730
  1208,
731
  1209,
732
  1211,
 
733
  1214,
734
+ 1219,
735
+ 1220,
736
+ 1221,
737
  1222,
 
738
  1224,
739
  1225,
740
  1227,
 
741
  1230,
742
+ 1231,
743
  1232,
744
  1233,
745
+ 1234,
746
  1235,
747
+ 1236,
748
  1238,
749
  1239,
750
  1240,
751
+ 1241,
752
+ 875,
753
  1242,
754
  1243,
755
+ 1248,
756
+ 1249,
757
+ 1250,
 
758
  1251,
759
  1252,
760
  1253,
 
761
  1255,
762
+ 1256,
763
  1257,
764
  1258,
765
  1259,
766
+ 1260,
767
  1262,
768
  1264,
769
  1265,
770
  1266,
771
  1267,
772
  1268,
 
773
  1270,
774
  1271,
775
+ 1272,
776
  1273,
 
777
  1275,
778
+ 1276,
779
  1277,
780
+ 1279,
 
781
  1282,
782
+ 1284,
783
  1285,
784
+ 1286,
785
  1287,
786
+ 1289,
 
787
  1291,
788
  1292,
789
  1294,
790
+ 1295,
791
  1296,
 
792
  1298,
793
+ 1302,
 
794
  1304,
795
+ 1064,
796
+ 1305,
797
  1306,
 
798
  1307,
799
  1308,
 
 
800
  1311,
801
  1312,
802
  1313,
803
+ 447,
804
  1314,
805
  1315,
806
  1316,
807
  1318,
808
+ 1319,
809
  1320,
810
+ 1322,
811
  1323,
 
812
  1325,
813
  1326,
814
+ 1329,
815
+ 1331,
 
 
816
  1333,
817
+ 1334,
818
  1336,
819
  1338,
820
+ 1339,
821
+ 1342,
822
  1343,
823
+ 1344,
824
  1345,
825
+ 1347,
826
+ 1348,
 
827
  1351,
828
+ 1352,
829
+ 1353,
830
  1354,
831
  1355,
832
  1356,
 
 
833
  1358,
834
  1359,
835
  1360,
836
+ 1361,
837
  1362,
838
  1363,
839
  1364,
 
842
  1367,
843
  1368,
844
  1369,
845
+ 1373,
846
+ 1374,
 
847
  1376,
848
  1377,
849
+ 1378,
850
  1380,
 
851
  1382,
852
  1383,
853
+ 1385,
 
854
  1387,
855
  1388,
856
+ 1389,
857
  1392,
858
  1393,
859
+ 1247,
860
  1394,
861
+ 1396,
862
  1398,
863
  1399,
864
+ 1402,
 
 
865
  1403,
866
  1405,
867
  1406,
868
  1407,
869
+ 1408,
870
+ 1409,
871
  1410,
872
  1411,
 
873
  1413,
874
+ 265,
875
  1414,
 
876
  1416,
877
  1418,
878
  1419,
 
879
  1420,
880
  1421,
881
  1422,
882
  1423,
883
  1424,
884
  1425,
 
885
  1427,
886
  1428,
887
  1429,
 
893
  1435,
894
  1436,
895
  1437,
 
896
  1439,
897
  1441,
898
+ 1442,
899
  1443,
 
900
  1445,
901
+ 1446,
902
  1447,
903
  1448,
904
  1449,
 
916
  1461,
917
  1462,
918
  1463,
919
+ 1464,
920
  1465,
921
+ 1466,
922
  1467,
923
  1468,
 
924
  1470,
 
925
  1472,
926
  1473,
927
  1474,
 
928
  1475,
929
  1476,
930
  1477,
931
  1478,
932
+ 1479,
933
  1480,
934
+ 778,
935
  1481,
936
  1482,
937
  1483,
938
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939
  1486,
940
  1487,
941
  1489,
942
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943
  1491,
944
  1492,
945
  1493,
946
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947
  1496,
948
+ 1497,
949
  1499,
950
  1500,
951
  1501,
952
+ 38,
953
  1502,
 
954
  1503,
955
  1504,
956
  1505,
957
+ 1506,
958
+ 1134,
959
  1507,
960
  1508,
 
961
  1510,
962
  1511,
963
  1512,
964
+ 1513,
965
+ 1514,
966
  1515,
967
+ 1518,
968
+ 1519,
969
+ 1522,
970
+ 1526,
 
971
  1527,
972
+ 1528,
973
  1530,
974
  1531,
975
  1533,
976
  1534,
977
  1535,
978
  1536,
979
+ 1537,
980
  1539,
 
981
  1541,
982
  1542,
 
983
  1544,
984
  1545,
985
  1546,
986
+ 1547,
987
  1548,
988
  1549,
989
  1550,
 
990
  1552,
991
+ 1553,
992
  1554,
993
  1556,
994
  1557,
995
+ 1558,
996
  1559,
997
  1562,
998
  1563,
999
+ 1564,
1000
  1566,
1001
  1567,
1002
  1568,
1003
+ 1570,
1004
+ 1572,
1005
  1573,
1006
  1574,
1007
  1576,
1008
  1578,
1009
  1580,
1010
+ 1582,
1011
+ 1584,
1012
  1587,
1013
+ 1590,
1014
  1591,
1015
  1592,
1016
+ 1595,
 
1017
  1596,
 
 
1018
  1599,
1019
  1601,
1020
  1602,
1021
  1603,
1022
  1604,
1023
  1605,
1024
+ 1606,
1025
  1607,
1026
  1608,
1027
+ 1609,
1028
+ 1610,
1029
+ 1611,
1030
  1613,
1031
  1614,
1032
  1615,
1033
+ 1619,
 
1034
  1620,
1035
  1621,
1036
  1622,
1037
+ 1623,
1038
+ 1625,
1039
  1626,
1040
+ 1627,
1041
+ 1629,
1042
+ 1630,
1043
  1631,
1044
+ 1633,
1045
  1635,
1046
  1637,
 
 
1047
  1640,
1048
  1641,
1049
+ 1642,
1050
  1643,
 
1051
  1645,
1052
  1646,
1053
  1647,
 
1056
  1650,
1057
  1651,
1058
  1652,
1059
+ 1653,
1060
+ 1655,
1061
  1657,
1062
  1659,
1063
  1660,
1064
  1661,
1065
  1662,
1066
  1663,
1067
+ 1665,
1068
+ 1667,
1069
  1668,
1070
  1669,
1071
  1670,
1072
  1671,
1073
  1672,
 
1074
  1658,
1075
+ 1673,
1076
  1674,
1077
  1675,
1078
  1676,
1079
  1677,
1080
  1678,
1081
  1679,
 
1082
  1681,
1083
+ 1682,
1084
+ 1683,
1085
  1684,
1086
+ 1687,
 
1087
  1688,
1088
+ 1689,
1089
  1690,
 
1090
  1692,
1091
+ 1694,
 
1092
  1696,
1093
  1697,
1094
+ 1698,
1095
  1699,
1096
  1701,
1097
  1702,
1098
+ 1703,
1099
+ 1704,
1100
+ 1706,
1101
+ 1708,
1102
  1709,
1103
+ 1712,
 
1104
  1714,
1105
+ 1716,
1106
+ 1717,
1107
  1718,
1108
  1719,
1109
  1720,
1110
+ 1721,
1111
+ 1722,
1112
  1723,
1113
+ 1724,
1114
  1725,
1115
  1726,
 
1116
  1729,
1117
+ 1730,
1118
  1731,
1119
  1732,
1120
  1735,
 
1121
  1737,
1122
  1739,
1123
  1740,
 
 
1124
  1743,
1125
  1744,
1126
  1746,
 
1127
  1748,
1128
+ 1750,
1129
  1751,
1130
  1752,
1131
+ 1753,
1132
  1754,
1133
+ 1755,
1134
  1756,
 
1135
  1758,
1136
+ 1760,
1137
  1761,
1138
+ 1762,
1139
+ 1764,
1140
+ 1765,
1141
  1767,
1142
+ 1768,
1143
+ 1769,
1144
  1770,
1145
+ 1772,
1146
  1773,
1147
+ 1775,
 
 
 
 
1148
  1781,
 
1149
  1784,
 
1150
  1787,
 
1151
  1789,
1152
  1790,
1153
+ 1793,
 
 
1154
  1795,
 
1155
  1797,
 
1156
  1799,
1157
  1800,
1158
  1801,
1159
  1802,
 
1160
  1804,
1161
  1805,
1162
  1806,
 
1163
  1808,
1164
+ 1809,
1165
  1810,
1166
  1811,
1167
  1812,
1168
  1813,
1169
+ 1814,
1170
  1815,
1171
+ 1817,
1172
  1818,
1173
  1819,
1174
  1820,
 
1175
  1821,
1176
  1822,
1177
+ 1823,
1178
  1824,
1179
  1825,
1180
+ 1826,
1181
  1827,
1182
+ 1828,
1183
+ 1829,
1184
  1830,
1185
+ 1831,
1186
  1832,
 
1187
  1834,
1188
  1835,
1189
  1836,
1190
  1837,
 
1191
  1839,
1192
+ 1840,
1193
  1841,
1194
+ 1843,
1195
  1844,
1196
  1845,
1197
+ 902,
1198
  1846,
1199
+ 1847,
1200
  1848,
1201
+ 1850,
1202
  1851,
 
1203
  1854,
1204
+ 1856,
1205
+ 1857,
1206
  1858,
 
1207
  1860,
1208
  1861,
1209
  1862,
1210
  1863,
1211
+ 1865,
 
1212
  1867,
1213
  1868,
 
1214
  1870,
 
1215
  1873,
1216
  1875,
1217
+ 1876,
1218
  1877,
1219
+ 1878,
 
1220
  1881,
1221
+ 1882,
1222
  1883,
1223
  1884,
1224
+ 1885,
1225
  1887,
1226
+ 1888,
1227
  1889,
1228
  1890,
1229
  1891,
1230
+ 1892,
1231
  1894,
1232
  1896,
1233
  1897,
 
1235
  1899,
1236
  1900,
1237
  1901,
1238
+ 1902,
1239
  1903,
1240
  1905,
1241
  1906,
 
1244
  1910,
1245
  1911,
1246
  1912,
1247
+ 1913,
1248
  1914,
 
1249
  1916,
1250
  1917,
1251
  1919,
 
1258
  1927,
1259
  1928,
1260
  1929,
1261
+ 1931,
1262
  1932,
1263
+ 1933,
1264
  1934,
1265
  1936,
1266
  1937,
1267
  1938,
1268
+ 1939,
1269
  1940,
1270
  1941,
 
1271
  1943,
1272
+ 1945,
1273
+ 1947,
1274
  1949,
 
1275
  1950,
1276
  1951,
1277
  1952,
 
1278
  1954,
 
1279
  1957,
1280
+ 1565,
1281
  1958,
1282
  1959,
1283
  1960,
 
1285
  1962,
1286
  1963,
1287
  1964,
 
1288
  1966,
1289
  1967,
1290
+ 1968,
1291
+ 1969,
1292
  1970,
1293
  1971,
1294
+ 1972,
1295
+ 1973,
1296
+ 1974,
1297
+ 1975,
1298
+ 1976,
1299
+ 1977,
1300
+ 1978
1301
  ]
1302
  }
lemmatizer/model CHANGED
@@ -1,3 +1,3 @@
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