Commit
•
f96be1d
1
Parent(s):
335ad36
Update spaCy pipeline
Browse files- .gitattributes +4 -0
- LICENSE +19 -0
- LICENSES_SOURCES +98 -0
- README.md +102 -0
- accuracy.json +327 -0
- attribute_ruler/patterns +0 -0
- config.cfg +227 -0
- en_core_web_trf-any-py3-none-any.whl +3 -0
- lemmatizer/lookups/lookups.bin +3 -0
- meta.json +522 -0
- ner/cfg +13 -0
- ner/model +0 -0
- ner/moves +1 -0
- parser/cfg +13 -0
- parser/model +0 -0
- parser/moves +2 -0
- tagger/cfg +53 -0
- tagger/model +0 -0
- tokenizer +3 -0
- transformer/cfg +3 -0
- transformer/model/config.json +26 -0
- transformer/model/merges.txt +0 -0
- transformer/model/pytorch_model.bin +3 -0
- transformer/model/special_tokens_map.json +1 -0
- transformer/model/tokenizer.json +0 -0
- transformer/model/tokenizer_config.json +1 -0
- transformer/model/vocab.json +0 -0
- vocab/key2row +1 -0
- vocab/lookups.bin +3 -0
- vocab/strings.json +3 -0
- vocab/vectors +3 -0
.gitattributes
CHANGED
|
@@ -14,3 +14,7 @@
|
|
| 14 |
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 15 |
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 16 |
*.pth filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 14 |
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 15 |
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 16 |
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.whl filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*strings.json filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
vectors filter=lfs diff=lfs merge=lfs -text
|
LICENSE
ADDED
|
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Copyright 2021 ExplosionAI GmbH
|
| 2 |
+
|
| 3 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy of
|
| 4 |
+
this software and associated documentation files (the "Software"), to deal in
|
| 5 |
+
the Software without restriction, including without limitation the rights to
|
| 6 |
+
use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
|
| 7 |
+
of the Software, and to permit persons to whom the Software is furnished to do
|
| 8 |
+
so, subject to the following conditions:
|
| 9 |
+
|
| 10 |
+
The above copyright notice and this permission notice shall be included in all
|
| 11 |
+
copies or substantial portions of the Software.
|
| 12 |
+
|
| 13 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 14 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 15 |
+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 16 |
+
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 17 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 18 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 19 |
+
SOFTWARE.
|
LICENSES_SOURCES
ADDED
|
@@ -0,0 +1,98 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# OntoNotes 5
|
| 2 |
+
|
| 3 |
+
* Author: Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston
|
| 4 |
+
* URL: https://catalog.ldc.upenn.edu/LDC2013T19
|
| 5 |
+
* License: commercial (licensed by Explosion)
|
| 6 |
+
|
| 7 |
+
```
|
| 8 |
+
```
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
# ClearNLP Constituent-to-Dependency Conversion
|
| 14 |
+
|
| 15 |
+
* Author: Emory University
|
| 16 |
+
* URL: https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md
|
| 17 |
+
* License: Citation provided for reference, no code packaged with model
|
| 18 |
+
|
| 19 |
+
```
|
| 20 |
+
```
|
| 21 |
+
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
# WordNet 3.0
|
| 26 |
+
|
| 27 |
+
* Author: Princeton University
|
| 28 |
+
* URL: https://wordnet.princeton.edu/
|
| 29 |
+
* License: WordNet 3.0 License
|
| 30 |
+
|
| 31 |
+
```
|
| 32 |
+
WordNet Release 3.0
|
| 33 |
+
|
| 34 |
+
This software and database is being provided to you, the LICENSEE, by
|
| 35 |
+
Princeton University under the following license. By obtaining, using
|
| 36 |
+
and/or copying this software and database, you agree that you have
|
| 37 |
+
read, understood, and will comply with these terms and conditions.:
|
| 38 |
+
|
| 39 |
+
Permission to use, copy, modify and distribute this software and
|
| 40 |
+
database and its documentation for any purpose and without fee or
|
| 41 |
+
royalty is hereby granted, provided that you agree to comply with
|
| 42 |
+
the following copyright notice and statements, including the disclaimer,
|
| 43 |
+
and that the same appear on ALL copies of the software, database and
|
| 44 |
+
documentation, including modifications that you make for internal
|
| 45 |
+
use or for distribution.
|
| 46 |
+
|
| 47 |
+
WordNet 3.0 Copyright 2006 by Princeton University. All rights reserved.
|
| 48 |
+
|
| 49 |
+
THIS SOFTWARE AND DATABASE IS PROVIDED "AS IS" AND PRINCETON
|
| 50 |
+
UNIVERSITY MAKES NO REPRESENTATIONS OR WARRANTIES, EXPRESS OR
|
| 51 |
+
IMPLIED. BY WAY OF EXAMPLE, BUT NOT LIMITATION, PRINCETON
|
| 52 |
+
UNIVERSITY MAKES NO REPRESENTATIONS OR WARRANTIES OF MERCHANT-
|
| 53 |
+
ABILITY OR FITNESS FOR ANY PARTICULAR PURPOSE OR THAT THE USE
|
| 54 |
+
OF THE LICENSED SOFTWARE, DATABASE OR DOCUMENTATION WILL NOT
|
| 55 |
+
INFRINGE ANY THIRD PARTY PATENTS, COPYRIGHTS, TRADEMARKS OR
|
| 56 |
+
OTHER RIGHTS.
|
| 57 |
+
|
| 58 |
+
The name of Princeton University or Princeton may not be used in
|
| 59 |
+
advertising or publicity pertaining to distribution of the software
|
| 60 |
+
and/or database. Title to copyright in this software, database and
|
| 61 |
+
any associated documentation shall at all times remain with
|
| 62 |
+
Princeton University and LICENSEE agrees to preserve same.```
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
|
| 67 |
+
# roberta-base
|
| 68 |
+
|
| 69 |
+
* Author: Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov
|
| 70 |
+
* URL: https://github.com/pytorch/fairseq/tree/master/examples/roberta
|
| 71 |
+
* License: MIT
|
| 72 |
+
|
| 73 |
+
```
|
| 74 |
+
MIT License
|
| 75 |
+
|
| 76 |
+
Copyright (c) Facebook, Inc. and its affiliates.
|
| 77 |
+
|
| 78 |
+
Permission is hereby granted, free of charge, to any person obtaining a copy
|
| 79 |
+
of this software and associated documentation files (the "Software"), to deal
|
| 80 |
+
in the Software without restriction, including without limitation the rights
|
| 81 |
+
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
|
| 82 |
+
copies of the Software, and to permit persons to whom the Software is
|
| 83 |
+
furnished to do so, subject to the following conditions:
|
| 84 |
+
|
| 85 |
+
The above copyright notice and this permission notice shall be included in all
|
| 86 |
+
copies or substantial portions of the Software.
|
| 87 |
+
|
| 88 |
+
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
|
| 89 |
+
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
|
| 90 |
+
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
|
| 91 |
+
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
|
| 92 |
+
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
|
| 93 |
+
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
|
| 94 |
+
SOFTWARE.```
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
|
| 98 |
+
|
README.md
ADDED
|
@@ -0,0 +1,102 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
tags:
|
| 3 |
+
- spacy
|
| 4 |
+
- token-classification
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
license: MIT
|
| 8 |
+
model-index:
|
| 9 |
+
- name: en_core_web_trf
|
| 10 |
+
results:
|
| 11 |
+
- tasks:
|
| 12 |
+
name: NER
|
| 13 |
+
type: token-classification
|
| 14 |
+
metrics:
|
| 15 |
+
- name: Precision
|
| 16 |
+
type: precision
|
| 17 |
+
value: 0.898632744
|
| 18 |
+
- name: Recall
|
| 19 |
+
type: recall
|
| 20 |
+
value: 0.8985877404
|
| 21 |
+
- name: F Score
|
| 22 |
+
type: f_score
|
| 23 |
+
value: 0.8986102416
|
| 24 |
+
- tasks:
|
| 25 |
+
name: POS
|
| 26 |
+
type: token-classification
|
| 27 |
+
metrics:
|
| 28 |
+
- name: Accuracy
|
| 29 |
+
type: accuracy
|
| 30 |
+
value: 0.9779597496
|
| 31 |
+
- tasks:
|
| 32 |
+
name: SENTER
|
| 33 |
+
type: token-classification
|
| 34 |
+
metrics:
|
| 35 |
+
- name: Precision
|
| 36 |
+
type: precision
|
| 37 |
+
value: 0.9533882851
|
| 38 |
+
- name: Recall
|
| 39 |
+
type: recall
|
| 40 |
+
value: 0.8621940761
|
| 41 |
+
- name: F Score
|
| 42 |
+
type: f_score
|
| 43 |
+
value: 0.9055009007
|
| 44 |
+
- tasks:
|
| 45 |
+
name: UNLABELED_DEPENDENCIES
|
| 46 |
+
type: token-classification
|
| 47 |
+
metrics:
|
| 48 |
+
- name: Accuracy
|
| 49 |
+
type: accuracy
|
| 50 |
+
value: 0.9529693229
|
| 51 |
+
- tasks:
|
| 52 |
+
name: LABELED_DEPENDENCIES
|
| 53 |
+
type: token-classification
|
| 54 |
+
metrics:
|
| 55 |
+
- name: Accuracy
|
| 56 |
+
type: accuracy
|
| 57 |
+
value: 0.9529693229
|
| 58 |
+
---
|
| 59 |
+
### Details: https://spacy.io/models/en#en_core_web_trf
|
| 60 |
+
|
| 61 |
+
English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.
|
| 62 |
+
|
| 63 |
+
| Feature | Description |
|
| 64 |
+
| --- | --- |
|
| 65 |
+
| **Name** | `en_core_web_trf` |
|
| 66 |
+
| **Version** | `3.1.0` |
|
| 67 |
+
| **spaCy** | `>=3.1.0,<3.2.0` |
|
| 68 |
+
| **Default Pipeline** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
|
| 69 |
+
| **Components** | `transformer`, `tagger`, `parser`, `attribute_ruler`, `lemmatizer`, `ner` |
|
| 70 |
+
| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
|
| 71 |
+
| **Sources** | [OntoNotes 5](https://catalog.ldc.upenn.edu/LDC2013T19) (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston)<br />[ClearNLP Constituent-to-Dependency Conversion](https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md) (Emory University)<br />[WordNet 3.0](https://wordnet.princeton.edu/) (Princeton University)<br />[roberta-base](https://github.com/pytorch/fairseq/tree/master/examples/roberta) (Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov) |
|
| 72 |
+
| **License** | `MIT` |
|
| 73 |
+
| **Author** | [Explosion](https://explosion.ai) |
|
| 74 |
+
|
| 75 |
+
### Label Scheme
|
| 76 |
+
|
| 77 |
+
<details>
|
| 78 |
+
|
| 79 |
+
<summary>View label scheme (112 labels for 3 components)</summary>
|
| 80 |
+
|
| 81 |
+
| Component | Labels |
|
| 82 |
+
| --- | --- |
|
| 83 |
+
| **`tagger`** | `$`, `''`, `,`, `-LRB-`, `-RRB-`, `.`, `:`, `ADD`, `AFX`, `CC`, `CD`, `DT`, `EX`, `FW`, `HYPH`, `IN`, `JJ`, `JJR`, `JJS`, `LS`, `MD`, `NFP`, `NN`, `NNP`, `NNPS`, `NNS`, `PDT`, `POS`, `PRP`, `PRP$`, `RB`, `RBR`, `RBS`, `RP`, `SYM`, `TO`, `UH`, `VB`, `VBD`, `VBG`, `VBN`, `VBP`, `VBZ`, `WDT`, `WP`, `WP$`, `WRB`, `XX`, ```` |
|
| 84 |
+
| **`parser`** | `ROOT`, `acl`, `acomp`, `advcl`, `advmod`, `agent`, `amod`, `appos`, `attr`, `aux`, `auxpass`, `case`, `cc`, `ccomp`, `compound`, `conj`, `csubj`, `csubjpass`, `dative`, `dep`, `det`, `dobj`, `expl`, `intj`, `mark`, `meta`, `neg`, `nmod`, `npadvmod`, `nsubj`, `nsubjpass`, `nummod`, `oprd`, `parataxis`, `pcomp`, `pobj`, `poss`, `preconj`, `predet`, `prep`, `prt`, `punct`, `quantmod`, `relcl`, `xcomp` |
|
| 85 |
+
| **`ner`** | `CARDINAL`, `DATE`, `EVENT`, `FAC`, `GPE`, `LANGUAGE`, `LAW`, `LOC`, `MONEY`, `NORP`, `ORDINAL`, `ORG`, `PERCENT`, `PERSON`, `PRODUCT`, `QUANTITY`, `TIME`, `WORK_OF_ART` |
|
| 86 |
+
|
| 87 |
+
</details>
|
| 88 |
+
|
| 89 |
+
### Accuracy
|
| 90 |
+
|
| 91 |
+
| Type | Score |
|
| 92 |
+
| --- | --- |
|
| 93 |
+
| `TOKEN_ACC` | 99.93 |
|
| 94 |
+
| `TAG_ACC` | 97.80 |
|
| 95 |
+
| `DEP_UAS` | 95.30 |
|
| 96 |
+
| `DEP_LAS` | 93.94 |
|
| 97 |
+
| `ENTS_P` | 89.86 |
|
| 98 |
+
| `ENTS_R` | 89.86 |
|
| 99 |
+
| `ENTS_F` | 89.86 |
|
| 100 |
+
| `SENTS_P` | 95.34 |
|
| 101 |
+
| `SENTS_R` | 86.22 |
|
| 102 |
+
| `SENTS_F` | 90.55 |
|
accuracy.json
ADDED
|
@@ -0,0 +1,327 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"token_acc": 0.9993053983,
|
| 3 |
+
"tag_acc": 0.9779597496,
|
| 4 |
+
"dep_uas": 0.9529693229,
|
| 5 |
+
"dep_las": 0.9394097615,
|
| 6 |
+
"ents_p": 0.898632744,
|
| 7 |
+
"ents_r": 0.8985877404,
|
| 8 |
+
"ents_f": 0.8986102416,
|
| 9 |
+
"sents_p": 0.9533882851,
|
| 10 |
+
"sents_r": 0.8621940761,
|
| 11 |
+
"sents_f": 0.9055009007,
|
| 12 |
+
"speed": 5467.6411211076,
|
| 13 |
+
"dep_las_per_type": {
|
| 14 |
+
"prep": {
|
| 15 |
+
"p": 0.9227131724,
|
| 16 |
+
"r": 0.9254790362,
|
| 17 |
+
"f": 0.9240940347
|
| 18 |
+
},
|
| 19 |
+
"det": {
|
| 20 |
+
"p": 0.9901676798,
|
| 21 |
+
"r": 0.9895620974,
|
| 22 |
+
"f": 0.989864796
|
| 23 |
+
},
|
| 24 |
+
"pobj": {
|
| 25 |
+
"p": 0.9827126617,
|
| 26 |
+
"r": 0.9844492441,
|
| 27 |
+
"f": 0.9835801864
|
| 28 |
+
},
|
| 29 |
+
"nsubj": {
|
| 30 |
+
"p": 0.9797975371,
|
| 31 |
+
"r": 0.9795399781,
|
| 32 |
+
"f": 0.9796687407
|
| 33 |
+
},
|
| 34 |
+
"aux": {
|
| 35 |
+
"p": 0.9890501202,
|
| 36 |
+
"r": 0.9890501202,
|
| 37 |
+
"f": 0.9890501202
|
| 38 |
+
},
|
| 39 |
+
"advmod": {
|
| 40 |
+
"p": 0.8975934029,
|
| 41 |
+
"r": 0.8974423692,
|
| 42 |
+
"f": 0.8975178797
|
| 43 |
+
},
|
| 44 |
+
"relcl": {
|
| 45 |
+
"p": 0.873105393,
|
| 46 |
+
"r": 0.898766328,
|
| 47 |
+
"f": 0.8857500447
|
| 48 |
+
},
|
| 49 |
+
"root": {
|
| 50 |
+
"p": 0.9679445053,
|
| 51 |
+
"r": 0.8744640148,
|
| 52 |
+
"f": 0.9188327442
|
| 53 |
+
},
|
| 54 |
+
"xcomp": {
|
| 55 |
+
"p": 0.940690151,
|
| 56 |
+
"r": 0.9393395549,
|
| 57 |
+
"f": 0.9400143678
|
| 58 |
+
},
|
| 59 |
+
"amod": {
|
| 60 |
+
"p": 0.942555534,
|
| 61 |
+
"r": 0.9429219307,
|
| 62 |
+
"f": 0.9427386967
|
| 63 |
+
},
|
| 64 |
+
"compound": {
|
| 65 |
+
"p": 0.952575817,
|
| 66 |
+
"r": 0.9463689018,
|
| 67 |
+
"f": 0.9494622154
|
| 68 |
+
},
|
| 69 |
+
"poss": {
|
| 70 |
+
"p": 0.986746988,
|
| 71 |
+
"r": 0.9891304348,
|
| 72 |
+
"f": 0.9879372738
|
| 73 |
+
},
|
| 74 |
+
"ccomp": {
|
| 75 |
+
"p": 0.8579088472,
|
| 76 |
+
"r": 0.9124236253,
|
| 77 |
+
"f": 0.8843268851
|
| 78 |
+
},
|
| 79 |
+
"attr": {
|
| 80 |
+
"p": 0.9473251029,
|
| 81 |
+
"r": 0.9680403701,
|
| 82 |
+
"f": 0.9575707155
|
| 83 |
+
},
|
| 84 |
+
"case": {
|
| 85 |
+
"p": 0.9880834161,
|
| 86 |
+
"r": 0.995995996,
|
| 87 |
+
"f": 0.9920239282
|
| 88 |
+
},
|
| 89 |
+
"mark": {
|
| 90 |
+
"p": 0.9546054368,
|
| 91 |
+
"r": 0.958399576,
|
| 92 |
+
"f": 0.9564987439
|
| 93 |
+
},
|
| 94 |
+
"intj": {
|
| 95 |
+
"p": 0.6154299176,
|
| 96 |
+
"r": 0.7655677656,
|
| 97 |
+
"f": 0.6823375775
|
| 98 |
+
},
|
| 99 |
+
"advcl": {
|
| 100 |
+
"p": 0.8175954592,
|
| 101 |
+
"r": 0.7980357593,
|
| 102 |
+
"f": 0.8076972091
|
| 103 |
+
},
|
| 104 |
+
"cc": {
|
| 105 |
+
"p": 0.8981217309,
|
| 106 |
+
"r": 0.9036000478,
|
| 107 |
+
"f": 0.9008525607
|
| 108 |
+
},
|
| 109 |
+
"neg": {
|
| 110 |
+
"p": 0.957,
|
| 111 |
+
"r": 0.9603612644,
|
| 112 |
+
"f": 0.958677686
|
| 113 |
+
},
|
| 114 |
+
"conj": {
|
| 115 |
+
"p": 0.8658565642,
|
| 116 |
+
"r": 0.9149043303,
|
| 117 |
+
"f": 0.8897049822
|
| 118 |
+
},
|
| 119 |
+
"nsubjpass": {
|
| 120 |
+
"p": 0.958161157,
|
| 121 |
+
"r": 0.9512820513,
|
| 122 |
+
"f": 0.9547092126
|
| 123 |
+
},
|
| 124 |
+
"auxpass": {
|
| 125 |
+
"p": 0.9672727273,
|
| 126 |
+
"r": 0.969476082,
|
| 127 |
+
"f": 0.9683731513
|
| 128 |
+
},
|
| 129 |
+
"dobj": {
|
| 130 |
+
"p": 0.9737199457,
|
| 131 |
+
"r": 0.9713921428,
|
| 132 |
+
"f": 0.9725546513
|
| 133 |
+
},
|
| 134 |
+
"nummod": {
|
| 135 |
+
"p": 0.9584077571,
|
| 136 |
+
"r": 0.9484848485,
|
| 137 |
+
"f": 0.9534204848
|
| 138 |
+
},
|
| 139 |
+
"npadvmod": {
|
| 140 |
+
"p": 0.85505659,
|
| 141 |
+
"r": 0.8319715808,
|
| 142 |
+
"f": 0.8433561397
|
| 143 |
+
},
|
| 144 |
+
"prt": {
|
| 145 |
+
"p": 0.8902546093,
|
| 146 |
+
"r": 0.9086021505,
|
| 147 |
+
"f": 0.8993348115
|
| 148 |
+
},
|
| 149 |
+
"pcomp": {
|
| 150 |
+
"p": 0.9301833568,
|
| 151 |
+
"r": 0.9236694678,
|
| 152 |
+
"f": 0.9269149684
|
| 153 |
+
},
|
| 154 |
+
"expl": {
|
| 155 |
+
"p": 0.9935897436,
|
| 156 |
+
"r": 0.9957173448,
|
| 157 |
+
"f": 0.9946524064
|
| 158 |
+
},
|
| 159 |
+
"acl": {
|
| 160 |
+
"p": 0.8569069895,
|
| 161 |
+
"r": 0.8494271686,
|
| 162 |
+
"f": 0.8531506849
|
| 163 |
+
},
|
| 164 |
+
"agent": {
|
| 165 |
+
"p": 0.9471830986,
|
| 166 |
+
"r": 0.9641577061,
|
| 167 |
+
"f": 0.9555950266
|
| 168 |
+
},
|
| 169 |
+
"dative": {
|
| 170 |
+
"p": 0.8220720721,
|
| 171 |
+
"r": 0.8371559633,
|
| 172 |
+
"f": 0.8295454545
|
| 173 |
+
},
|
| 174 |
+
"acomp": {
|
| 175 |
+
"p": 0.9371040724,
|
| 176 |
+
"r": 0.9392290249,
|
| 177 |
+
"f": 0.9381653454
|
| 178 |
+
},
|
| 179 |
+
"dep": {
|
| 180 |
+
"p": 0.4218241042,
|
| 181 |
+
"r": 0.4204545455,
|
| 182 |
+
"f": 0.4211382114
|
| 183 |
+
},
|
| 184 |
+
"csubj": {
|
| 185 |
+
"p": 0.865497076,
|
| 186 |
+
"r": 0.875739645,
|
| 187 |
+
"f": 0.8705882353
|
| 188 |
+
},
|
| 189 |
+
"quantmod": {
|
| 190 |
+
"p": 0.8902847571,
|
| 191 |
+
"r": 0.863525589,
|
| 192 |
+
"f": 0.8767010309
|
| 193 |
+
},
|
| 194 |
+
"nmod": {
|
| 195 |
+
"p": 0.8395759717,
|
| 196 |
+
"r": 0.7239488117,
|
| 197 |
+
"f": 0.777486911
|
| 198 |
+
},
|
| 199 |
+
"appos": {
|
| 200 |
+
"p": 0.8256564787,
|
| 201 |
+
"r": 0.8321041215,
|
| 202 |
+
"f": 0.8288677615
|
| 203 |
+
},
|
| 204 |
+
"predet": {
|
| 205 |
+
"p": 0.8537549407,
|
| 206 |
+
"r": 0.9270386266,
|
| 207 |
+
"f": 0.8888888889
|
| 208 |
+
},
|
| 209 |
+
"preconj": {
|
| 210 |
+
"p": 0.6489361702,
|
| 211 |
+
"r": 0.7093023256,
|
| 212 |
+
"f": 0.6777777778
|
| 213 |
+
},
|
| 214 |
+
"oprd": {
|
| 215 |
+
"p": 0.8913738019,
|
| 216 |
+
"r": 0.8328358209,
|
| 217 |
+
"f": 0.8611111111
|
| 218 |
+
},
|
| 219 |
+
"parataxis": {
|
| 220 |
+
"p": 0.5842911877,
|
| 221 |
+
"r": 0.6616052061,
|
| 222 |
+
"f": 0.6205493388
|
| 223 |
+
},
|
| 224 |
+
"meta": {
|
| 225 |
+
"p": 0.1808510638,
|
| 226 |
+
"r": 0.6538461538,
|
| 227 |
+
"f": 0.2833333333
|
| 228 |
+
},
|
| 229 |
+
"csubjpass": {
|
| 230 |
+
"p": 1.0,
|
| 231 |
+
"r": 0.8333333333,
|
| 232 |
+
"f": 0.9090909091
|
| 233 |
+
}
|
| 234 |
+
},
|
| 235 |
+
"ents_per_type": {
|
| 236 |
+
"DATE": {
|
| 237 |
+
"p": 0.8967681205,
|
| 238 |
+
"r": 0.9073015873,
|
| 239 |
+
"f": 0.9020041029
|
| 240 |
+
},
|
| 241 |
+
"GPE": {
|
| 242 |
+
"p": 0.9559695174,
|
| 243 |
+
"r": 0.9447698745,
|
| 244 |
+
"f": 0.9503367003
|
| 245 |
+
},
|
| 246 |
+
"ORDINAL": {
|
| 247 |
+
"p": 0.803030303,
|
| 248 |
+
"r": 0.8229813665,
|
| 249 |
+
"f": 0.8128834356
|
| 250 |
+
},
|
| 251 |
+
"ORG": {
|
| 252 |
+
"p": 0.9044176707,
|
| 253 |
+
"r": 0.8955461294,
|
| 254 |
+
"f": 0.8999600373
|
| 255 |
+
},
|
| 256 |
+
"FAC": {
|
| 257 |
+
"p": 0.544973545,
|
| 258 |
+
"r": 0.7923076923,
|
| 259 |
+
"f": 0.6457680251
|
| 260 |
+
},
|
| 261 |
+
"QUANTITY": {
|
| 262 |
+
"p": 0.7828571429,
|
| 263 |
+
"r": 0.7527472527,
|
| 264 |
+
"f": 0.7675070028
|
| 265 |
+
},
|
| 266 |
+
"LOC": {
|
| 267 |
+
"p": 0.8250825083,
|
| 268 |
+
"r": 0.7961783439,
|
| 269 |
+
"f": 0.8103727715
|
| 270 |
+
},
|
| 271 |
+
"CARDINAL": {
|
| 272 |
+
"p": 0.8595769683,
|
| 273 |
+
"r": 0.8697978597,
|
| 274 |
+
"f": 0.8646572104
|
| 275 |
+
},
|
| 276 |
+
"PERSON": {
|
| 277 |
+
"p": 0.9422647528,
|
| 278 |
+
"r": 0.9640992167,
|
| 279 |
+
"f": 0.9530569447
|
| 280 |
+
},
|
| 281 |
+
"NORP": {
|
| 282 |
+
"p": 0.9249800479,
|
| 283 |
+
"r": 0.9272,
|
| 284 |
+
"f": 0.9260886936
|
| 285 |
+
},
|
| 286 |
+
"LAW": {
|
| 287 |
+
"p": 0.5789473684,
|
| 288 |
+
"r": 0.6875,
|
| 289 |
+
"f": 0.6285714286
|
| 290 |
+
},
|
| 291 |
+
"PRODUCT": {
|
| 292 |
+
"p": 0.6686746988,
|
| 293 |
+
"r": 0.5260663507,
|
| 294 |
+
"f": 0.5888594164
|
| 295 |
+
},
|
| 296 |
+
"TIME": {
|
| 297 |
+
"p": 0.7287671233,
|
| 298 |
+
"r": 0.7777777778,
|
| 299 |
+
"f": 0.7524752475
|
| 300 |
+
},
|
| 301 |
+
"EVENT": {
|
| 302 |
+
"p": 0.7443609023,
|
| 303 |
+
"r": 0.5689655172,
|
| 304 |
+
"f": 0.6449511401
|
| 305 |
+
},
|
| 306 |
+
"WORK_OF_ART": {
|
| 307 |
+
"p": 0.5721925134,
|
| 308 |
+
"r": 0.5515463918,
|
| 309 |
+
"f": 0.56167979
|
| 310 |
+
},
|
| 311 |
+
"MONEY": {
|
| 312 |
+
"p": 0.9120481928,
|
| 313 |
+
"r": 0.893742621,
|
| 314 |
+
"f": 0.9028026237
|
| 315 |
+
},
|
| 316 |
+
"PERCENT": {
|
| 317 |
+
"p": 0.9164037855,
|
| 318 |
+
"r": 0.8897396631,
|
| 319 |
+
"f": 0.9028749029
|
| 320 |
+
},
|
| 321 |
+
"LANGUAGE": {
|
| 322 |
+
"p": 1.0,
|
| 323 |
+
"r": 0.75,
|
| 324 |
+
"f": 0.8571428571
|
| 325 |
+
}
|
| 326 |
+
}
|
| 327 |
+
}
|
attribute_ruler/patterns
ADDED
|
Binary file (16 kB). View file
|
|
|
config.cfg
ADDED
|
@@ -0,0 +1,227 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[paths]
|
| 2 |
+
train = "corpus/en-core-web/train.spacy"
|
| 3 |
+
dev = "corpus/en-core-web/dev.spacy"
|
| 4 |
+
vectors = null
|
| 5 |
+
raw = null
|
| 6 |
+
init_tok2vec = null
|
| 7 |
+
vocab_data = null
|
| 8 |
+
|
| 9 |
+
[system]
|
| 10 |
+
gpu_allocator = "pytorch"
|
| 11 |
+
seed = 1
|
| 12 |
+
|
| 13 |
+
[nlp]
|
| 14 |
+
lang = "en"
|
| 15 |
+
pipeline = ["transformer","tagger","parser","attribute_ruler","lemmatizer","ner"]
|
| 16 |
+
disabled = []
|
| 17 |
+
before_creation = null
|
| 18 |
+
after_creation = null
|
| 19 |
+
after_pipeline_creation = null
|
| 20 |
+
batch_size = 64
|
| 21 |
+
tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
|
| 22 |
+
|
| 23 |
+
[components]
|
| 24 |
+
|
| 25 |
+
[components.attribute_ruler]
|
| 26 |
+
factory = "attribute_ruler"
|
| 27 |
+
validate = false
|
| 28 |
+
|
| 29 |
+
[components.lemmatizer]
|
| 30 |
+
factory = "lemmatizer"
|
| 31 |
+
mode = "rule"
|
| 32 |
+
model = null
|
| 33 |
+
overwrite = false
|
| 34 |
+
|
| 35 |
+
[components.ner]
|
| 36 |
+
factory = "ner"
|
| 37 |
+
incorrect_spans_key = null
|
| 38 |
+
moves = null
|
| 39 |
+
update_with_oracle_cut_size = 100
|
| 40 |
+
|
| 41 |
+
[components.ner.model]
|
| 42 |
+
@architectures = "spacy.TransitionBasedParser.v2"
|
| 43 |
+
state_type = "ner"
|
| 44 |
+
extra_state_tokens = false
|
| 45 |
+
hidden_width = 64
|
| 46 |
+
maxout_pieces = 2
|
| 47 |
+
use_upper = false
|
| 48 |
+
nO = null
|
| 49 |
+
|
| 50 |
+
[components.ner.model.tok2vec]
|
| 51 |
+
@architectures = "spacy-transformers.TransformerListener.v1"
|
| 52 |
+
grad_factor = 1.0
|
| 53 |
+
upstream = "transformer"
|
| 54 |
+
pooling = {"@layers":"reduce_mean.v1"}
|
| 55 |
+
|
| 56 |
+
[components.parser]
|
| 57 |
+
factory = "parser"
|
| 58 |
+
learn_tokens = false
|
| 59 |
+
min_action_freq = 30
|
| 60 |
+
moves = null
|
| 61 |
+
update_with_oracle_cut_size = 100
|
| 62 |
+
|
| 63 |
+
[components.parser.model]
|
| 64 |
+
@architectures = "spacy.TransitionBasedParser.v2"
|
| 65 |
+
state_type = "parser"
|
| 66 |
+
extra_state_tokens = false
|
| 67 |
+
hidden_width = 64
|
| 68 |
+
maxout_pieces = 2
|
| 69 |
+
use_upper = false
|
| 70 |
+
nO = null
|
| 71 |
+
|
| 72 |
+
[components.parser.model.tok2vec]
|
| 73 |
+
@architectures = "spacy-transformers.TransformerListener.v1"
|
| 74 |
+
grad_factor = 1.0
|
| 75 |
+
upstream = "transformer"
|
| 76 |
+
pooling = {"@layers":"reduce_mean.v1"}
|
| 77 |
+
|
| 78 |
+
[components.tagger]
|
| 79 |
+
factory = "tagger"
|
| 80 |
+
|
| 81 |
+
[components.tagger.model]
|
| 82 |
+
@architectures = "spacy.Tagger.v1"
|
| 83 |
+
nO = null
|
| 84 |
+
|
| 85 |
+
[components.tagger.model.tok2vec]
|
| 86 |
+
@architectures = "spacy-transformers.TransformerListener.v1"
|
| 87 |
+
grad_factor = 1.0
|
| 88 |
+
upstream = "transformer"
|
| 89 |
+
pooling = {"@layers":"reduce_mean.v1"}
|
| 90 |
+
|
| 91 |
+
[components.transformer]
|
| 92 |
+
factory = "transformer"
|
| 93 |
+
max_batch_items = 4096
|
| 94 |
+
set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
|
| 95 |
+
|
| 96 |
+
[components.transformer.model]
|
| 97 |
+
@architectures = "spacy-transformers.TransformerModel.v1"
|
| 98 |
+
name = "roberta-base"
|
| 99 |
+
|
| 100 |
+
[components.transformer.model.get_spans]
|
| 101 |
+
@span_getters = "spacy-transformers.strided_spans.v1"
|
| 102 |
+
window = 128
|
| 103 |
+
stride = 96
|
| 104 |
+
|
| 105 |
+
[components.transformer.model.tokenizer_config]
|
| 106 |
+
use_fast = true
|
| 107 |
+
|
| 108 |
+
[corpora]
|
| 109 |
+
|
| 110 |
+
[corpora.dev]
|
| 111 |
+
@readers = "spacy.Corpus.v1"
|
| 112 |
+
limit = 0
|
| 113 |
+
max_length = 0
|
| 114 |
+
path = ${paths:dev}
|
| 115 |
+
gold_preproc = false
|
| 116 |
+
augmenter = null
|
| 117 |
+
|
| 118 |
+
[corpora.train]
|
| 119 |
+
@readers = "spacy.Corpus.v1"
|
| 120 |
+
path = ${paths:train}
|
| 121 |
+
max_length = 500
|
| 122 |
+
gold_preproc = false
|
| 123 |
+
limit = 0
|
| 124 |
+
|
| 125 |
+
[corpora.train.augmenter]
|
| 126 |
+
@augmenters = "spacy.orth_variants.v1"
|
| 127 |
+
level = 0.2
|
| 128 |
+
lower = 0.5
|
| 129 |
+
|
| 130 |
+
[corpora.train.augmenter.orth_variants]
|
| 131 |
+
@readers = "srsly.read_json.v1"
|
| 132 |
+
path = "assets/orth_variants.json"
|
| 133 |
+
|
| 134 |
+
[training]
|
| 135 |
+
train_corpus = "corpora.train"
|
| 136 |
+
dev_corpus = "corpora.dev"
|
| 137 |
+
seed = ${system:seed}
|
| 138 |
+
gpu_allocator = ${system:gpu_allocator}
|
| 139 |
+
dropout = 0.1
|
| 140 |
+
accumulate_gradient = 3
|
| 141 |
+
patience = 5000
|
| 142 |
+
max_epochs = 0
|
| 143 |
+
max_steps = 20000
|
| 144 |
+
eval_frequency = 1000
|
| 145 |
+
frozen_components = []
|
| 146 |
+
before_to_disk = null
|
| 147 |
+
annotating_components = []
|
| 148 |
+
|
| 149 |
+
[training.batcher]
|
| 150 |
+
@batchers = "spacy.batch_by_padded.v1"
|
| 151 |
+
discard_oversize = true
|
| 152 |
+
get_length = null
|
| 153 |
+
size = 2000
|
| 154 |
+
buffer = 256
|
| 155 |
+
|
| 156 |
+
[training.logger]
|
| 157 |
+
@loggers = "spacy.ConsoleLogger.v1"
|
| 158 |
+
progress_bar = false
|
| 159 |
+
|
| 160 |
+
[training.optimizer]
|
| 161 |
+
@optimizers = "Adam.v1"
|
| 162 |
+
beta1 = 0.9
|
| 163 |
+
beta2 = 0.999
|
| 164 |
+
L2_is_weight_decay = true
|
| 165 |
+
L2 = 0.01
|
| 166 |
+
grad_clip = 1.0
|
| 167 |
+
use_averages = true
|
| 168 |
+
eps = 0.00000001
|
| 169 |
+
|
| 170 |
+
[training.optimizer.learn_rate]
|
| 171 |
+
@schedules = "warmup_linear.v1"
|
| 172 |
+
warmup_steps = 250
|
| 173 |
+
total_steps = 20000
|
| 174 |
+
initial_rate = 0.00005
|
| 175 |
+
|
| 176 |
+
[training.score_weights]
|
| 177 |
+
tag_acc = 0.16
|
| 178 |
+
dep_uas = 0.0
|
| 179 |
+
dep_las = 0.16
|
| 180 |
+
dep_las_per_type = null
|
| 181 |
+
sents_p = null
|
| 182 |
+
sents_r = null
|
| 183 |
+
sents_f = 0.02
|
| 184 |
+
lemma_acc = 0.5
|
| 185 |
+
ents_f = 0.16
|
| 186 |
+
ents_p = 0.0
|
| 187 |
+
ents_r = 0.0
|
| 188 |
+
ents_per_type = null
|
| 189 |
+
|
| 190 |
+
[pretraining]
|
| 191 |
+
|
| 192 |
+
[initialize]
|
| 193 |
+
vocab_data = ${paths.vocab_data}
|
| 194 |
+
vectors = ${paths.vectors}
|
| 195 |
+
init_tok2vec = ${paths.init_tok2vec}
|
| 196 |
+
before_init = null
|
| 197 |
+
after_init = null
|
| 198 |
+
|
| 199 |
+
[initialize.components]
|
| 200 |
+
|
| 201 |
+
[initialize.components.ner]
|
| 202 |
+
|
| 203 |
+
[initialize.components.ner.labels]
|
| 204 |
+
@readers = "spacy.read_labels.v1"
|
| 205 |
+
path = "corpus/labels/ner.json"
|
| 206 |
+
require = false
|
| 207 |
+
|
| 208 |
+
[initialize.components.parser]
|
| 209 |
+
|
| 210 |
+
[initialize.components.parser.labels]
|
| 211 |
+
@readers = "spacy.read_labels.v1"
|
| 212 |
+
path = "corpus/labels/parser.json"
|
| 213 |
+
require = false
|
| 214 |
+
|
| 215 |
+
[initialize.components.tagger]
|
| 216 |
+
|
| 217 |
+
[initialize.components.tagger.labels]
|
| 218 |
+
@readers = "spacy.read_labels.v1"
|
| 219 |
+
path = "corpus/labels/tagger.json"
|
| 220 |
+
require = false
|
| 221 |
+
|
| 222 |
+
[initialize.lookups]
|
| 223 |
+
@misc = "spacy.LookupsDataLoader.v1"
|
| 224 |
+
lang = ${nlp.lang}
|
| 225 |
+
tables = ["lexeme_norm"]
|
| 226 |
+
|
| 227 |
+
[initialize.tokenizer]
|
en_core_web_trf-any-py3-none-any.whl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d34003f4dcd6c6bc04347e00ec1145337e2c606f579f5b35a34089c74f624761
|
| 3 |
+
size 460239233
|
lemmatizer/lookups/lookups.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eb64f40c0f8396d1762730c0ddf4dad2a52d138f5a389f71a1a1d088173b7737
|
| 3 |
+
size 972893
|
meta.json
ADDED
|
@@ -0,0 +1,522 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"lang":"en",
|
| 3 |
+
"name":"core_web_trf",
|
| 4 |
+
"version":"3.1.0",
|
| 5 |
+
"description":"English transformer pipeline (roberta-base). Components: transformer, tagger, parser, ner, attribute_ruler, lemmatizer.",
|
| 6 |
+
"author":"Explosion",
|
| 7 |
+
"email":"[email protected]",
|
| 8 |
+
"url":"https://explosion.ai",
|
| 9 |
+
"license":"MIT",
|
| 10 |
+
"spacy_version":">=3.1.0,<3.2.0",
|
| 11 |
+
"spacy_git_version":"caba63b74",
|
| 12 |
+
"vectors":{
|
| 13 |
+
"width":0,
|
| 14 |
+
"vectors":0,
|
| 15 |
+
"keys":0,
|
| 16 |
+
"name":null
|
| 17 |
+
},
|
| 18 |
+
"labels":{
|
| 19 |
+
"transformer":[
|
| 20 |
+
|
| 21 |
+
],
|
| 22 |
+
"tagger":[
|
| 23 |
+
"$",
|
| 24 |
+
"''",
|
| 25 |
+
",",
|
| 26 |
+
"-LRB-",
|
| 27 |
+
"-RRB-",
|
| 28 |
+
".",
|
| 29 |
+
":",
|
| 30 |
+
"ADD",
|
| 31 |
+
"AFX",
|
| 32 |
+
"CC",
|
| 33 |
+
"CD",
|
| 34 |
+
"DT",
|
| 35 |
+
"EX",
|
| 36 |
+
"FW",
|
| 37 |
+
"HYPH",
|
| 38 |
+
"IN",
|
| 39 |
+
"JJ",
|
| 40 |
+
"JJR",
|
| 41 |
+
"JJS",
|
| 42 |
+
"LS",
|
| 43 |
+
"MD",
|
| 44 |
+
"NFP",
|
| 45 |
+
"NN",
|
| 46 |
+
"NNP",
|
| 47 |
+
"NNPS",
|
| 48 |
+
"NNS",
|
| 49 |
+
"PDT",
|
| 50 |
+
"POS",
|
| 51 |
+
"PRP",
|
| 52 |
+
"PRP$",
|
| 53 |
+
"RB",
|
| 54 |
+
"RBR",
|
| 55 |
+
"RBS",
|
| 56 |
+
"RP",
|
| 57 |
+
"SYM",
|
| 58 |
+
"TO",
|
| 59 |
+
"UH",
|
| 60 |
+
"VB",
|
| 61 |
+
"VBD",
|
| 62 |
+
"VBG",
|
| 63 |
+
"VBN",
|
| 64 |
+
"VBP",
|
| 65 |
+
"VBZ",
|
| 66 |
+
"WDT",
|
| 67 |
+
"WP",
|
| 68 |
+
"WP$",
|
| 69 |
+
"WRB",
|
| 70 |
+
"XX",
|
| 71 |
+
"``"
|
| 72 |
+
],
|
| 73 |
+
"parser":[
|
| 74 |
+
"ROOT",
|
| 75 |
+
"acl",
|
| 76 |
+
"acomp",
|
| 77 |
+
"advcl",
|
| 78 |
+
"advmod",
|
| 79 |
+
"agent",
|
| 80 |
+
"amod",
|
| 81 |
+
"appos",
|
| 82 |
+
"attr",
|
| 83 |
+
"aux",
|
| 84 |
+
"auxpass",
|
| 85 |
+
"case",
|
| 86 |
+
"cc",
|
| 87 |
+
"ccomp",
|
| 88 |
+
"compound",
|
| 89 |
+
"conj",
|
| 90 |
+
"csubj",
|
| 91 |
+
"csubjpass",
|
| 92 |
+
"dative",
|
| 93 |
+
"dep",
|
| 94 |
+
"det",
|
| 95 |
+
"dobj",
|
| 96 |
+
"expl",
|
| 97 |
+
"intj",
|
| 98 |
+
"mark",
|
| 99 |
+
"meta",
|
| 100 |
+
"neg",
|
| 101 |
+
"nmod",
|
| 102 |
+
"npadvmod",
|
| 103 |
+
"nsubj",
|
| 104 |
+
"nsubjpass",
|
| 105 |
+
"nummod",
|
| 106 |
+
"oprd",
|
| 107 |
+
"parataxis",
|
| 108 |
+
"pcomp",
|
| 109 |
+
"pobj",
|
| 110 |
+
"poss",
|
| 111 |
+
"preconj",
|
| 112 |
+
"predet",
|
| 113 |
+
"prep",
|
| 114 |
+
"prt",
|
| 115 |
+
"punct",
|
| 116 |
+
"quantmod",
|
| 117 |
+
"relcl",
|
| 118 |
+
"xcomp"
|
| 119 |
+
],
|
| 120 |
+
"attribute_ruler":[
|
| 121 |
+
|
| 122 |
+
],
|
| 123 |
+
"lemmatizer":[
|
| 124 |
+
|
| 125 |
+
],
|
| 126 |
+
"ner":[
|
| 127 |
+
"CARDINAL",
|
| 128 |
+
"DATE",
|
| 129 |
+
"EVENT",
|
| 130 |
+
"FAC",
|
| 131 |
+
"GPE",
|
| 132 |
+
"LANGUAGE",
|
| 133 |
+
"LAW",
|
| 134 |
+
"LOC",
|
| 135 |
+
"MONEY",
|
| 136 |
+
"NORP",
|
| 137 |
+
"ORDINAL",
|
| 138 |
+
"ORG",
|
| 139 |
+
"PERCENT",
|
| 140 |
+
"PERSON",
|
| 141 |
+
"PRODUCT",
|
| 142 |
+
"QUANTITY",
|
| 143 |
+
"TIME",
|
| 144 |
+
"WORK_OF_ART"
|
| 145 |
+
]
|
| 146 |
+
},
|
| 147 |
+
"pipeline":[
|
| 148 |
+
"transformer",
|
| 149 |
+
"tagger",
|
| 150 |
+
"parser",
|
| 151 |
+
"attribute_ruler",
|
| 152 |
+
"lemmatizer",
|
| 153 |
+
"ner"
|
| 154 |
+
],
|
| 155 |
+
"components":[
|
| 156 |
+
"transformer",
|
| 157 |
+
"tagger",
|
| 158 |
+
"parser",
|
| 159 |
+
"attribute_ruler",
|
| 160 |
+
"lemmatizer",
|
| 161 |
+
"ner"
|
| 162 |
+
],
|
| 163 |
+
"disabled":[
|
| 164 |
+
|
| 165 |
+
],
|
| 166 |
+
"performance":{
|
| 167 |
+
"token_acc":0.9993053983,
|
| 168 |
+
"tag_acc":0.9779597496,
|
| 169 |
+
"dep_uas":0.9529693229,
|
| 170 |
+
"dep_las":0.9394097615,
|
| 171 |
+
"ents_p":0.898632744,
|
| 172 |
+
"ents_r":0.8985877404,
|
| 173 |
+
"ents_f":0.8986102416,
|
| 174 |
+
"sents_p":0.9533882851,
|
| 175 |
+
"sents_r":0.8621940761,
|
| 176 |
+
"sents_f":0.9055009007,
|
| 177 |
+
"speed":5467.6411211076,
|
| 178 |
+
"dep_las_per_type":{
|
| 179 |
+
"prep":{
|
| 180 |
+
"p":0.9227131724,
|
| 181 |
+
"r":0.9254790362,
|
| 182 |
+
"f":0.9240940347
|
| 183 |
+
},
|
| 184 |
+
"det":{
|
| 185 |
+
"p":0.9901676798,
|
| 186 |
+
"r":0.9895620974,
|
| 187 |
+
"f":0.989864796
|
| 188 |
+
},
|
| 189 |
+
"pobj":{
|
| 190 |
+
"p":0.9827126617,
|
| 191 |
+
"r":0.9844492441,
|
| 192 |
+
"f":0.9835801864
|
| 193 |
+
},
|
| 194 |
+
"nsubj":{
|
| 195 |
+
"p":0.9797975371,
|
| 196 |
+
"r":0.9795399781,
|
| 197 |
+
"f":0.9796687407
|
| 198 |
+
},
|
| 199 |
+
"aux":{
|
| 200 |
+
"p":0.9890501202,
|
| 201 |
+
"r":0.9890501202,
|
| 202 |
+
"f":0.9890501202
|
| 203 |
+
},
|
| 204 |
+
"advmod":{
|
| 205 |
+
"p":0.8975934029,
|
| 206 |
+
"r":0.8974423692,
|
| 207 |
+
"f":0.8975178797
|
| 208 |
+
},
|
| 209 |
+
"relcl":{
|
| 210 |
+
"p":0.873105393,
|
| 211 |
+
"r":0.898766328,
|
| 212 |
+
"f":0.8857500447
|
| 213 |
+
},
|
| 214 |
+
"root":{
|
| 215 |
+
"p":0.9679445053,
|
| 216 |
+
"r":0.8744640148,
|
| 217 |
+
"f":0.9188327442
|
| 218 |
+
},
|
| 219 |
+
"xcomp":{
|
| 220 |
+
"p":0.940690151,
|
| 221 |
+
"r":0.9393395549,
|
| 222 |
+
"f":0.9400143678
|
| 223 |
+
},
|
| 224 |
+
"amod":{
|
| 225 |
+
"p":0.942555534,
|
| 226 |
+
"r":0.9429219307,
|
| 227 |
+
"f":0.9427386967
|
| 228 |
+
},
|
| 229 |
+
"compound":{
|
| 230 |
+
"p":0.952575817,
|
| 231 |
+
"r":0.9463689018,
|
| 232 |
+
"f":0.9494622154
|
| 233 |
+
},
|
| 234 |
+
"poss":{
|
| 235 |
+
"p":0.986746988,
|
| 236 |
+
"r":0.9891304348,
|
| 237 |
+
"f":0.9879372738
|
| 238 |
+
},
|
| 239 |
+
"ccomp":{
|
| 240 |
+
"p":0.8579088472,
|
| 241 |
+
"r":0.9124236253,
|
| 242 |
+
"f":0.8843268851
|
| 243 |
+
},
|
| 244 |
+
"attr":{
|
| 245 |
+
"p":0.9473251029,
|
| 246 |
+
"r":0.9680403701,
|
| 247 |
+
"f":0.9575707155
|
| 248 |
+
},
|
| 249 |
+
"case":{
|
| 250 |
+
"p":0.9880834161,
|
| 251 |
+
"r":0.995995996,
|
| 252 |
+
"f":0.9920239282
|
| 253 |
+
},
|
| 254 |
+
"mark":{
|
| 255 |
+
"p":0.9546054368,
|
| 256 |
+
"r":0.958399576,
|
| 257 |
+
"f":0.9564987439
|
| 258 |
+
},
|
| 259 |
+
"intj":{
|
| 260 |
+
"p":0.6154299176,
|
| 261 |
+
"r":0.7655677656,
|
| 262 |
+
"f":0.6823375775
|
| 263 |
+
},
|
| 264 |
+
"advcl":{
|
| 265 |
+
"p":0.8175954592,
|
| 266 |
+
"r":0.7980357593,
|
| 267 |
+
"f":0.8076972091
|
| 268 |
+
},
|
| 269 |
+
"cc":{
|
| 270 |
+
"p":0.8981217309,
|
| 271 |
+
"r":0.9036000478,
|
| 272 |
+
"f":0.9008525607
|
| 273 |
+
},
|
| 274 |
+
"neg":{
|
| 275 |
+
"p":0.957,
|
| 276 |
+
"r":0.9603612644,
|
| 277 |
+
"f":0.958677686
|
| 278 |
+
},
|
| 279 |
+
"conj":{
|
| 280 |
+
"p":0.8658565642,
|
| 281 |
+
"r":0.9149043303,
|
| 282 |
+
"f":0.8897049822
|
| 283 |
+
},
|
| 284 |
+
"nsubjpass":{
|
| 285 |
+
"p":0.958161157,
|
| 286 |
+
"r":0.9512820513,
|
| 287 |
+
"f":0.9547092126
|
| 288 |
+
},
|
| 289 |
+
"auxpass":{
|
| 290 |
+
"p":0.9672727273,
|
| 291 |
+
"r":0.969476082,
|
| 292 |
+
"f":0.9683731513
|
| 293 |
+
},
|
| 294 |
+
"dobj":{
|
| 295 |
+
"p":0.9737199457,
|
| 296 |
+
"r":0.9713921428,
|
| 297 |
+
"f":0.9725546513
|
| 298 |
+
},
|
| 299 |
+
"nummod":{
|
| 300 |
+
"p":0.9584077571,
|
| 301 |
+
"r":0.9484848485,
|
| 302 |
+
"f":0.9534204848
|
| 303 |
+
},
|
| 304 |
+
"npadvmod":{
|
| 305 |
+
"p":0.85505659,
|
| 306 |
+
"r":0.8319715808,
|
| 307 |
+
"f":0.8433561397
|
| 308 |
+
},
|
| 309 |
+
"prt":{
|
| 310 |
+
"p":0.8902546093,
|
| 311 |
+
"r":0.9086021505,
|
| 312 |
+
"f":0.8993348115
|
| 313 |
+
},
|
| 314 |
+
"pcomp":{
|
| 315 |
+
"p":0.9301833568,
|
| 316 |
+
"r":0.9236694678,
|
| 317 |
+
"f":0.9269149684
|
| 318 |
+
},
|
| 319 |
+
"expl":{
|
| 320 |
+
"p":0.9935897436,
|
| 321 |
+
"r":0.9957173448,
|
| 322 |
+
"f":0.9946524064
|
| 323 |
+
},
|
| 324 |
+
"acl":{
|
| 325 |
+
"p":0.8569069895,
|
| 326 |
+
"r":0.8494271686,
|
| 327 |
+
"f":0.8531506849
|
| 328 |
+
},
|
| 329 |
+
"agent":{
|
| 330 |
+
"p":0.9471830986,
|
| 331 |
+
"r":0.9641577061,
|
| 332 |
+
"f":0.9555950266
|
| 333 |
+
},
|
| 334 |
+
"dative":{
|
| 335 |
+
"p":0.8220720721,
|
| 336 |
+
"r":0.8371559633,
|
| 337 |
+
"f":0.8295454545
|
| 338 |
+
},
|
| 339 |
+
"acomp":{
|
| 340 |
+
"p":0.9371040724,
|
| 341 |
+
"r":0.9392290249,
|
| 342 |
+
"f":0.9381653454
|
| 343 |
+
},
|
| 344 |
+
"dep":{
|
| 345 |
+
"p":0.4218241042,
|
| 346 |
+
"r":0.4204545455,
|
| 347 |
+
"f":0.4211382114
|
| 348 |
+
},
|
| 349 |
+
"csubj":{
|
| 350 |
+
"p":0.865497076,
|
| 351 |
+
"r":0.875739645,
|
| 352 |
+
"f":0.8705882353
|
| 353 |
+
},
|
| 354 |
+
"quantmod":{
|
| 355 |
+
"p":0.8902847571,
|
| 356 |
+
"r":0.863525589,
|
| 357 |
+
"f":0.8767010309
|
| 358 |
+
},
|
| 359 |
+
"nmod":{
|
| 360 |
+
"p":0.8395759717,
|
| 361 |
+
"r":0.7239488117,
|
| 362 |
+
"f":0.777486911
|
| 363 |
+
},
|
| 364 |
+
"appos":{
|
| 365 |
+
"p":0.8256564787,
|
| 366 |
+
"r":0.8321041215,
|
| 367 |
+
"f":0.8288677615
|
| 368 |
+
},
|
| 369 |
+
"predet":{
|
| 370 |
+
"p":0.8537549407,
|
| 371 |
+
"r":0.9270386266,
|
| 372 |
+
"f":0.8888888889
|
| 373 |
+
},
|
| 374 |
+
"preconj":{
|
| 375 |
+
"p":0.6489361702,
|
| 376 |
+
"r":0.7093023256,
|
| 377 |
+
"f":0.6777777778
|
| 378 |
+
},
|
| 379 |
+
"oprd":{
|
| 380 |
+
"p":0.8913738019,
|
| 381 |
+
"r":0.8328358209,
|
| 382 |
+
"f":0.8611111111
|
| 383 |
+
},
|
| 384 |
+
"parataxis":{
|
| 385 |
+
"p":0.5842911877,
|
| 386 |
+
"r":0.6616052061,
|
| 387 |
+
"f":0.6205493388
|
| 388 |
+
},
|
| 389 |
+
"meta":{
|
| 390 |
+
"p":0.1808510638,
|
| 391 |
+
"r":0.6538461538,
|
| 392 |
+
"f":0.2833333333
|
| 393 |
+
},
|
| 394 |
+
"csubjpass":{
|
| 395 |
+
"p":1.0,
|
| 396 |
+
"r":0.8333333333,
|
| 397 |
+
"f":0.9090909091
|
| 398 |
+
}
|
| 399 |
+
},
|
| 400 |
+
"ents_per_type":{
|
| 401 |
+
"DATE":{
|
| 402 |
+
"p":0.8967681205,
|
| 403 |
+
"r":0.9073015873,
|
| 404 |
+
"f":0.9020041029
|
| 405 |
+
},
|
| 406 |
+
"GPE":{
|
| 407 |
+
"p":0.9559695174,
|
| 408 |
+
"r":0.9447698745,
|
| 409 |
+
"f":0.9503367003
|
| 410 |
+
},
|
| 411 |
+
"ORDINAL":{
|
| 412 |
+
"p":0.803030303,
|
| 413 |
+
"r":0.8229813665,
|
| 414 |
+
"f":0.8128834356
|
| 415 |
+
},
|
| 416 |
+
"ORG":{
|
| 417 |
+
"p":0.9044176707,
|
| 418 |
+
"r":0.8955461294,
|
| 419 |
+
"f":0.8999600373
|
| 420 |
+
},
|
| 421 |
+
"FAC":{
|
| 422 |
+
"p":0.544973545,
|
| 423 |
+
"r":0.7923076923,
|
| 424 |
+
"f":0.6457680251
|
| 425 |
+
},
|
| 426 |
+
"QUANTITY":{
|
| 427 |
+
"p":0.7828571429,
|
| 428 |
+
"r":0.7527472527,
|
| 429 |
+
"f":0.7675070028
|
| 430 |
+
},
|
| 431 |
+
"LOC":{
|
| 432 |
+
"p":0.8250825083,
|
| 433 |
+
"r":0.7961783439,
|
| 434 |
+
"f":0.8103727715
|
| 435 |
+
},
|
| 436 |
+
"CARDINAL":{
|
| 437 |
+
"p":0.8595769683,
|
| 438 |
+
"r":0.8697978597,
|
| 439 |
+
"f":0.8646572104
|
| 440 |
+
},
|
| 441 |
+
"PERSON":{
|
| 442 |
+
"p":0.9422647528,
|
| 443 |
+
"r":0.9640992167,
|
| 444 |
+
"f":0.9530569447
|
| 445 |
+
},
|
| 446 |
+
"NORP":{
|
| 447 |
+
"p":0.9249800479,
|
| 448 |
+
"r":0.9272,
|
| 449 |
+
"f":0.9260886936
|
| 450 |
+
},
|
| 451 |
+
"LAW":{
|
| 452 |
+
"p":0.5789473684,
|
| 453 |
+
"r":0.6875,
|
| 454 |
+
"f":0.6285714286
|
| 455 |
+
},
|
| 456 |
+
"PRODUCT":{
|
| 457 |
+
"p":0.6686746988,
|
| 458 |
+
"r":0.5260663507,
|
| 459 |
+
"f":0.5888594164
|
| 460 |
+
},
|
| 461 |
+
"TIME":{
|
| 462 |
+
"p":0.7287671233,
|
| 463 |
+
"r":0.7777777778,
|
| 464 |
+
"f":0.7524752475
|
| 465 |
+
},
|
| 466 |
+
"EVENT":{
|
| 467 |
+
"p":0.7443609023,
|
| 468 |
+
"r":0.5689655172,
|
| 469 |
+
"f":0.6449511401
|
| 470 |
+
},
|
| 471 |
+
"WORK_OF_ART":{
|
| 472 |
+
"p":0.5721925134,
|
| 473 |
+
"r":0.5515463918,
|
| 474 |
+
"f":0.56167979
|
| 475 |
+
},
|
| 476 |
+
"MONEY":{
|
| 477 |
+
"p":0.9120481928,
|
| 478 |
+
"r":0.893742621,
|
| 479 |
+
"f":0.9028026237
|
| 480 |
+
},
|
| 481 |
+
"PERCENT":{
|
| 482 |
+
"p":0.9164037855,
|
| 483 |
+
"r":0.8897396631,
|
| 484 |
+
"f":0.9028749029
|
| 485 |
+
},
|
| 486 |
+
"LANGUAGE":{
|
| 487 |
+
"p":1.0,
|
| 488 |
+
"r":0.75,
|
| 489 |
+
"f":0.8571428571
|
| 490 |
+
}
|
| 491 |
+
}
|
| 492 |
+
},
|
| 493 |
+
"sources":[
|
| 494 |
+
{
|
| 495 |
+
"name":"OntoNotes 5",
|
| 496 |
+
"url":"https://catalog.ldc.upenn.edu/LDC2013T19",
|
| 497 |
+
"license":"commercial (licensed by Explosion)",
|
| 498 |
+
"author":"Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston"
|
| 499 |
+
},
|
| 500 |
+
{
|
| 501 |
+
"name":"ClearNLP Constituent-to-Dependency Conversion",
|
| 502 |
+
"url":"https://github.com/clir/clearnlp-guidelines/blob/master/md/components/dependency_conversion.md",
|
| 503 |
+
"license":"Citation provided for reference, no code packaged with model",
|
| 504 |
+
"author":"Emory University"
|
| 505 |
+
},
|
| 506 |
+
{
|
| 507 |
+
"name":"WordNet 3.0",
|
| 508 |
+
"url":"https://wordnet.princeton.edu/",
|
| 509 |
+
"author":"Princeton University",
|
| 510 |
+
"license":"WordNet 3.0 License"
|
| 511 |
+
},
|
| 512 |
+
{
|
| 513 |
+
"name":"roberta-base",
|
| 514 |
+
"author":"Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov",
|
| 515 |
+
"url":"https://github.com/pytorch/fairseq/tree/master/examples/roberta",
|
| 516 |
+
"license":"MIT"
|
| 517 |
+
}
|
| 518 |
+
],
|
| 519 |
+
"requirements":[
|
| 520 |
+
"spacy-transformers>=1.0.3,<1.1.0"
|
| 521 |
+
]
|
| 522 |
+
}
|
ner/cfg
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"moves":null,
|
| 3 |
+
"update_with_oracle_cut_size":100,
|
| 4 |
+
"multitasks":[
|
| 5 |
+
|
| 6 |
+
],
|
| 7 |
+
"min_action_freq":1,
|
| 8 |
+
"learn_tokens":false,
|
| 9 |
+
"beam_width":1,
|
| 10 |
+
"beam_density":0.0,
|
| 11 |
+
"beam_update_prob":0.0,
|
| 12 |
+
"incorrect_spans_key":null
|
| 13 |
+
}
|
ner/model
ADDED
|
Binary file (314 kB). View file
|
|
|
ner/moves
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
��moves�{"0":{},"1":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355},"2":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355},"3":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355},"4":{"ORG":56356,"DATE":40381,"PERSON":36475,"GPE":26716,"MONEY":15121,"CARDINAL":14096,"NORP":9638,"PERCENT":9182,"WORK_OF_ART":4475,"LOC":4047,"TIME":3670,"QUANTITY":3114,"FAC":3042,"EVENT":3015,"ORDINAL":2142,"PRODUCT":1782,"LAW":1620,"LANGUAGE":355,"":1},"5":{"":1}}�cfg��neg_key�
|
parser/cfg
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"moves":null,
|
| 3 |
+
"update_with_oracle_cut_size":100,
|
| 4 |
+
"multitasks":[
|
| 5 |
+
|
| 6 |
+
],
|
| 7 |
+
"min_action_freq":30,
|
| 8 |
+
"learn_tokens":false,
|
| 9 |
+
"beam_width":1,
|
| 10 |
+
"beam_density":0.0,
|
| 11 |
+
"beam_update_prob":0.0,
|
| 12 |
+
"incorrect_spans_key":null
|
| 13 |
+
}
|
parser/model
ADDED
|
Binary file (640 kB). View file
|
|
|
parser/moves
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
��moves�
|
| 2 |
+
{"0":{"":998775},"1":{"":991589},"2":{"det":172362,"nsubj":165533,"compound":116785,"amod":106476,"aux":87529,"punct":65947,"advmod":62668,"poss":36414,"mark":27883,"nummod":22585,"auxpass":15606,"prep":13980,"nsubjpass":13870,"neg":12358,"cc":10624,"nmod":9673,"advcl":9067,"npadvmod":8136,"intj":7304,"quantmod":7085,"ccomp":5903,"dep":4276,"dobj":3429,"expl":3360,"predet":1943,"parataxis":1820,"csubj":1431,"preconj":618,"pobj||prep":616,"attr":578,"meta":488,"advmod||conj":366,"dobj||xcomp":352,"acomp":286,"nsubj||ccomp":224,"dative":206,"advmod||xcomp":149,"dobj||ccomp":69,"csubjpass":64,"dobj||conj":62,"prep||conj":51,"acl":48,"prep||nsubj":41,"prep||dobj":36,"xcomp":34,"advmod||ccomp":32,"oprd":31},"3":{"punct":184785,"pobj":182420,"prep":173757,"dobj":89733,"conj":59725,"cc":51786,"ccomp":30428,"advmod":22774,"xcomp":21051,"relcl":20972,"advcl":19826,"attr":17749,"acomp":16726,"appos":14981,"case":13368,"acl":12100,"pcomp":10370,"npadvmod":9727,"prt":8176,"dative":3867,"agent":3850,"nsubj":3471,"intj":3278,"amod":2850,"neg":2843,"nummod":2503,"oprd":2307,"dep":1634,"parataxis":1258,"nmod":339,"quantmod":317,"acl||dobj":202,"prep||dobj":190,"prep||nsubj":162,"acl||nsubj":159,"appos||nsubj":145,"relcl||dobj":134,"relcl||nsubj":111,"aux":103,"expl":96,"meta":92,"appos||dobj":86,"preconj":71,"csubj":65,"prep||nsubjpass":55,"prep||advmod":54,"prep||acomp":53,"det":51,"nsubjpass":45,"acl||nsubjpass":42,"relcl||pobj":41,"mark":40,"auxpass":39,"prep||pobj":36,"relcl||nsubjpass":32,"appos||nsubjpass":32},"4":{"ROOT":110284}}�cfg��neg_key�
|
tagger/cfg
ADDED
|
@@ -0,0 +1,53 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"labels":[
|
| 3 |
+
"$",
|
| 4 |
+
"''",
|
| 5 |
+
",",
|
| 6 |
+
"-LRB-",
|
| 7 |
+
"-RRB-",
|
| 8 |
+
".",
|
| 9 |
+
":",
|
| 10 |
+
"ADD",
|
| 11 |
+
"AFX",
|
| 12 |
+
"CC",
|
| 13 |
+
"CD",
|
| 14 |
+
"DT",
|
| 15 |
+
"EX",
|
| 16 |
+
"FW",
|
| 17 |
+
"HYPH",
|
| 18 |
+
"IN",
|
| 19 |
+
"JJ",
|
| 20 |
+
"JJR",
|
| 21 |
+
"JJS",
|
| 22 |
+
"LS",
|
| 23 |
+
"MD",
|
| 24 |
+
"NFP",
|
| 25 |
+
"NN",
|
| 26 |
+
"NNP",
|
| 27 |
+
"NNPS",
|
| 28 |
+
"NNS",
|
| 29 |
+
"PDT",
|
| 30 |
+
"POS",
|
| 31 |
+
"PRP",
|
| 32 |
+
"PRP$",
|
| 33 |
+
"RB",
|
| 34 |
+
"RBR",
|
| 35 |
+
"RBS",
|
| 36 |
+
"RP",
|
| 37 |
+
"SYM",
|
| 38 |
+
"TO",
|
| 39 |
+
"UH",
|
| 40 |
+
"VB",
|
| 41 |
+
"VBD",
|
| 42 |
+
"VBG",
|
| 43 |
+
"VBN",
|
| 44 |
+
"VBP",
|
| 45 |
+
"VBZ",
|
| 46 |
+
"WDT",
|
| 47 |
+
"WP",
|
| 48 |
+
"WP$",
|
| 49 |
+
"WRB",
|
| 50 |
+
"XX",
|
| 51 |
+
"``"
|
| 52 |
+
]
|
| 53 |
+
}
|
tagger/model
ADDED
|
Binary file (151 kB). View file
|
|
|
tokenizer
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
��prefix_search� ~^§|^%|^=|^—|^–|^\+(?![0-9])|^…|^……|^,|^:|^;|^\!|^\?|^¿|^؟|^¡|^\(|^\)|^\[|^\]|^\{|^\}|^<|^>|^_|^#|^\*|^&|^。|^？|^！|^，|^、|^；|^：|^～|^·|^।|^،|^۔|^؛|^٪|^\.\.+|^…|^\'|^"|^”|^“|^`|^‘|^´|^’|^‚|^,|^„|^»|^«|^「|^」|^『|^』|^（|^）|^〔|^〕|^【|^】|^《|^》|^〈|^〉|^\$|^£|^€|^¥|^฿|^US\$|^C\$|^A\$|^₽|^﷼|^₴|^₠|^₡|^₢|^₣|^₤|^₥|^₦|^₧|^₨|^₩|^₪|^₫|^€|^₭|^₮|^₯|^₰|^₱|^₲|^₳|^₴|^₵|^₶|^₷|^₸|^₹|^₺|^₻|^₼|^₽|^₾|^₿|^[\u00A6\u00A9\u00AE\u00B0\u0482\u058D\u058E\u060E\u060F\u06DE\u06E9\u06FD\u06FE\u07F6\u09FA\u0B70\u0BF3-\u0BF8\u0BFA\u0C7F\u0D4F\u0D79\u0F01-\u0F03\u0F13\u0F15-\u0F17\u0F1A-\u0F1F\u0F34\u0F36\u0F38\u0FBE-\u0FC5\u0FC7-\u0FCC\u0FCE\u0FCF\u0FD5-\u0FD8\u109E\u109F\u1390-\u1399\u1940\u19DE-\u19FF\u1B61-\u1B6A\u1B74-\u1B7C\u2100\u2101\u2103-\u2106\u2108\u2109\u2114\u2116\u2117\u211E-\u2123\u2125\u2127\u2129\u212E\u213A\u213B\u214A\u214C\u214D\u214F\u218A\u218B\u2195-\u2199\u219C-\u219F\u21A1\u21A2\u21A4\u21A5\u21A7-\u21AD\u21AF-\u21CD\u21D0\u21D1\u21D3\u21D5-\u21F3\u2300-\u2307\u230C-\u231F\u2322-\u2328\u232B-\u237B\u237D-\u239A\u23B4-\u23DB\u23E2-\u2426\u2440-\u244A\u249C-\u24E9\u2500-\u25B6\u25B8-\u25C0\u25C2-\u25F7\u2600-\u266E\u2670-\u2767\u2794-\u27BF\u2800-\u28FF\u2B00-\u2B2F\u2B45\u2B46\u2B4D-\u2B73\u2B76-\u2B95\u2B98-\u2BC8\u2BCA-\u2BFE\u2CE5-\u2CEA\u2E80-\u2E99\u2E9B-\u2EF3\u2F00-\u2FD5\u2FF0-\u2FFB\u3004\u3012\u3013\u3020\u3036\u3037\u303E\u303F\u3190\u3191\u3196-\u319F\u31C0-\u31E3\u3200-\u321E\u322A-\u3247\u3250\u3260-\u327F\u328A-\u32B0\u32C0-\u32FE\u3300-\u33FF\u4DC0-\u4DFF\uA490-\uA4C6\uA828-\uA82B\uA836\uA837\uA839\uAA77-\uAA79\uFDFD\uFFE4\uFFE8\uFFED\uFFEE\uFFFC\uFFFD\U00010137-\U0001013F\U00010179-\U00010189\U0001018C-\U0001018E\U00010190-\U0001019B\U000101A0\U000101D0-\U000101FC\U00010877\U00010878\U00010AC8\U0001173F\U00016B3C-\U00016B3F\U00016B45\U0001BC9C\U0001D000-\U0001D0F5\U0001D100-\U0001D126\U0001D129-\U0001D164\U0001D16A-\U0001D16C\U0001D183\U0001D184\U0001D18C-\U0001D1A9\U0001D1AE-\U0001D1E8\U0001D200-\U0001D241\U0001D245\U0001D300-\U0001D356\U0001D800-\U0001D9FF\U0001DA37-\U0001DA3A\U0001DA6D-\U0001DA74\U0001DA76-\U0001DA83\U0001DA85\U0001DA86\U0001ECAC\U0001F000-\U0001F02B\U0001F030-\U0001F093\U0001F0A0-\U0001F0AE\U0001F0B1-\U0001F0BF\U0001F0C1-\U0001F0CF\U0001F0D1-\U0001F0F5\U0001F110-\U0001F16B\U0001F170-\U0001F1AC\U0001F1E6-\U0001F202\U0001F210-\U0001F23B\U0001F240-\U0001F248\U0001F250\U0001F251\U0001F260-\U0001F265\U0001F300-\U0001F3FA\U0001F400-\U0001F6D4\U0001F6E0-\U0001F6EC\U0001F6F0-\U0001F6F9\U0001F700-\U0001F773\U0001F780-\U0001F7D8\U0001F800-\U0001F80B\U0001F810-\U0001F847\U0001F850-\U0001F859\U0001F860-\U0001F887\U0001F890-\U0001F8AD\U0001F900-\U0001F90B\U0001F910-\U0001F93E\U0001F940-\U0001F970\U0001F973-\U0001F976\U0001F97A\U0001F97C-\U0001F9A2\U0001F9B0-\U0001F9B9\U0001F9C0-\U0001F9C2\U0001F9D0-\U0001F9FF\U0001FA60-\U0001FA6D]�suffix_search�2"…$|……$|,$|:$|;$|\!$|\?$|¿$|؟$|¡$|\($|\)$|\[$|\]$|\{$|\}$|<$|>$|_$|#$|\*$|&$|。$|？$|！$|，$|、$|；$|：$|～$|·$|।$|،$|۔$|؛$|٪$|\.\.+$|…$|\'$|"$|”$|“$|`$|‘$|´$|’$|‚$|,$|„$|»$|«$|「$|」$|『$|』$|（$|）$|〔$|〕$|【$|】$|《$|》$|〈$|〉$|[\u00A6\u00A9\u00AE\u00B0\u0482\u058D\u058E\u060E\u060F\u06DE\u06E9\u06FD\u06FE\u07F6\u09FA\u0B70\u0BF3-\u0BF8\u0BFA\u0C7F\u0D4F\u0D79\u0F01-\u0F03\u0F13\u0F15-\u0F17\u0F1A-\u0F1F\u0F34\u0F36\u0F38\u0FBE-\u0FC5\u0FC7-\u0FCC\u0FCE\u0FCF\u0FD5-\u0FD8\u109E\u109F\u1390-\u1399\u1940\u19DE-\u19FF\u1B61-\u1B6A\u1B74-\u1B7C\u2100\u2101\u2103-\u2106\u2108\u2109\u2114\u2116\u2117\u211E-\u2123\u2125\u2127\u2129\u212E\u213A\u213B\u214A\u214C\u214D\u214F\u218A\u218B\u2195-\u2199\u219C-\u219F\u21A1\u21A2\u21A4\u21A5\u21A7-\u21AD\u21AF-\u21CD\u21D0\u21D1\u21D3\u21D5-\u21F3\u2300-\u2307\u230C-\u231F\u2322-\u2328\u232B-\u237B\u237D-\u239A\u23B4-\u23DB\u23E2-\u2426\u2440-\u244A\u249C-\u24E9\u2500-\u25B6\u25B8-\u25C0\u25C2-\u25F7\u2600-\u266E\u2670-\u2767\u2794-\u27BF\u2800-\u28FF\u2B00-\u2B2F\u2B45\u2B46\u2B4D-\u2B73\u2B76-\u2B95\u2B98-\u2BC8\u2BCA-\u2BFE\u2CE5-\u2CEA\u2E80-\u2E99\u2E9B-\u2EF3\u2F00-\u2FD5\u2FF0-\u2FFB\u3004\u3012\u3013\u3020\u3036\u3037\u303E\u303F\u3190\u3191\u3196-\u319F\u31C0-\u31E3\u3200-\u321E\u322A-\u3247\u3250\u3260-\u327F\u328A-\u32B0\u32C0-\u32FE\u3300-\u33FF\u4DC0-\u4DFF\uA490-\uA4C6\uA828-\uA82B\uA836\uA837\uA839\uAA77-\uAA79\uFDFD\uFFE4\uFFE8\uFFED\uFFEE\uFFFC\uFFFD\U00010137-\U0001013F\U00010179-\U00010189\U0001018C-\U0001018E\U00010190-\U0001019B\U000101A0\U000101D0-\U000101FC\U00010877\U00010878\U00010AC8\U0001173F\U00016B3C-\U00016B3F\U00016B45\U0001BC9C\U0001D000-\U0001D0F5\U0001D100-\U0001D126\U0001D129-\U0001D164\U0001D16A-\U0001D16C\U0001D183\U0001D184\U0001D18C-\U0001D1A9\U0001D1AE-\U0001D1E8\U0001D200-\U0001D241\U0001D245\U0001D300-\U0001D356\U0001D800-\U0001D9FF\U0001DA37-\U0001DA3A\U0001DA6D-\U0001DA74\U0001DA76-\U0001DA83\U0001DA85\U0001DA86\U0001ECAC\U0001F000-\U0001F02B\U0001F030-\U0001F093\U0001F0A0-\U0001F0AE\U0001F0B1-\U0001F0BF\U0001F0C1-\U0001F0CF\U0001F0D1-\U0001F0F5\U0001F110-\U0001F16B\U0001F170-\U0001F1AC\U0001F1E6-\U0001F202\U0001F210-\U0001F23B\U0001F240-\U0001F248\U0001F250\U0001F251\U0001F260-\U0001F265\U0001F300-\U0001F3FA\U0001F400-\U0001F6D4\U0001F6E0-\U0001F6EC\U0001F6F0-\U0001F6F9\U0001F700-\U0001F773\U0001F780-\U0001F7D8\U0001F800-\U0001F80B\U0001F810-\U0001F847\U0001F850-\U0001F859\U0001F860-\U0001F887\U0001F890-\U0001F8AD\U0001F900-\U0001F90B\U0001F910-\U0001F93E\U0001F940-\U0001F970\U0001F973-\U0001F976\U0001F97A\U0001F97C-\U0001F9A2\U0001F9B0-\U0001F9B9\U0001F9C0-\U0001F9C2\U0001F9D0-\U0001F9FF\U0001FA60-\U0001FA6D]$|'s$|'S$|’s$|’S$|—$|–$|(?<=[0-9])\+$|(?<=°[FfCcKk])\.$|(?<=[0-9])(?:\$|£|€|¥|฿|US\$|C\$|A\$|₽|﷼|₴|₠|₡|₢|₣|₤|₥|₦|₧|₨|₩|₪|₫|€|₭|₮|₯|₰|₱|₲|₳|₴|₵|₶|₷|₸|₹|₺|₻|₼|₽|₾|₿)$|(?<=[0-9])(?:km|km²|km³|m|m²|m³|dm|dm²|dm³|cm|cm²|cm³|mm|mm²|mm³|ha|µm|nm|yd|in|ft|kg|g|mg|µg|t|lb|oz|m/s|km/h|kmh|mph|hPa|Pa|mbar|mb|MB|kb|KB|gb|GB|tb|TB|T|G|M|K|%|км|км²|км³|м|м²|м³|дм|дм²|дм³|см|см²|см³|мм|мм²|мм³|нм|кг|г|мг|м/с|км/ч|кПа|Па|мбар|Кб|КБ|кб|Мб|МБ|мб|Гб|ГБ|гб|Тб|ТБ|тбكم|كم²|كم³|م|م²|م³|سم|سم²|سم³|مم|مم²|مم³|كم|غرام|جرام|جم|كغ|ملغ|كوب|اكواب)$|(?<=[0-9a-z\uFF41-\uFF5A\u00DF-\u00F6\u00F8-\u00FF\u0101\u0103\u0105\u0107\u0109\u010B\u010D\u010F\u0111\u0113\u0115\u0117\u0119\u011B\u011D\u011F\u0121\u0123\u0125\u0127\u0129\u012B\u012D\u012F\u0131\u0133\u0135\u0137\u0138\u013A\u013C\u013E\u0140\u0142\u0144\u0146\u0148\u0149\u014B\u014D\u014F\u0151\u0153\u0155\u0157\u0159\u015B\u015D\u015F\u0161\u0163\u0165\u0167\u0169\u016B\u016D\u016F\u0171\u0173\u0175\u0177\u017A\u017C\u017E\u017F\u0180\u0183\u0185\u0188\u018C\u018D\u0192\u0195\u0199-\u019B\u019E\u01A1\u01A3\u01A5\u01A8\u01AA\u01AB\u01AD\u01B0\u01B4\u01B6\u01B9\u01BA\u01BD-\u01BF\u01C6\u01C9\u01CC\u01CE\u01D0\u01D2\u01D4\u01D6\u01D8\u01DA\u01DC\u01DD\u01DF\u01E1\u01E3\u01E5\u01E7\u01E9\u01EB\u01ED\u01EF\u01F0\u01F3\u01F5\u01F9\u01FB\u01FD\u01FF\u0201\u0203\u0205\u0207\u0209\u020B\u020D\u020F\u0211\u0213\u0215\u0217\u0219\u021B\u021D\u021F\u0221\u0223\u0225\u0227\u0229\u022B\u022D\u022F\u0231\u0233-\u0239\u023C\u023F\u0240\u0242\u0247\u0249\u024B\u024D\u024F\u2C61\u2C65\u2C66\u2C68\u2C6A\u2C6C\u2C71\u2C73\u2C74\u2C76-\u2C7B\uA723\uA725\uA727\uA729\uA72B\uA72D\uA72F-\uA731\uA733\uA735\uA737\uA739\uA73B\uA73D\uA73F\uA741\uA743\uA745\uA747\uA749\uA74B\uA74D\uA74F\uA751\uA753\uA755\uA757\uA759\uA75B\uA75D\uA75F\uA761\uA763\uA765\uA767\uA769\uA76B\uA76D\uA76F\uA771-\uA778\uA77A\uA77C\uA77F\uA781\uA783\uA785\uA787\uA78C\uA78E\uA791\uA793-\uA795\uA797\uA799\uA79B\uA79D\uA79F\uA7A1\uA7A3\uA7A5\uA7A7\uA7A9\uA7AF\uA7B5\uA7B7\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E01\u1E03\u1E05\u1E07\u1E09\u1E0B\u1E0D\u1E0F\u1E11\u1E13\u1E15\u1E17\u1E19\u1E1B\u1E1D\u1E1F\u1E21\u1E23\u1E25\u1E27\u1E29\u1E2B\u1E2D\u1E2F\u1E31\u1E33\u1E35\u1E37\u1E39\u1E3B\u1E3D\u1E3F\u1E41\u1E43\u1E45\u1E47\u1E49\u1E4B\u1E4D\u1E4F\u1E51\u1E53\u1E55\u1E57\u1E59\u1E5B\u1E5D\u1E5F\u1E61\u1E63\u1E65\u1E67\u1E69\u1E6B\u1E6D\u1E6F\u1E71\u1E73\u1E75\u1E77\u1E79\u1E7B\u1E7D\u1E7F\u1E81\u1E83\u1E85\u1E87\u1E89\u1E8B\u1E8D\u1E8F\u1E91\u1E93\u1E95-\u1E9D\u1E9F\u1EA1\u1EA3\u1EA5\u1EA7\u1EA9\u1EAB\u1EAD\u1EAF\u1EB1\u1EB3\u1EB5\u1EB7\u1EB9\u1EBB\u1EBD\u1EBF\u1EC1\u1EC3\u1EC5\u1EC7\u1EC9\u1ECB\u1ECD\u1ECF\u1ED1\u1ED3\u1ED5\u1ED7\u1ED9\u1EDB\u1EDD\u1EDF\u1EE1\u1EE3\u1EE5\u1EE7\u1EE9\u1EEB\u1EED\u1EEF\u1EF1\u1EF3\u1EF5\u1EF7\u1EF9\u1EFB\u1EFD\u1EFFёа-яәөүҗңһα-ωάέίόώήύа-щюяіїєґѓѕјљњќѐѝ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F%²\-\+…|……|,|:|;|\!|\?|¿|؟|¡|\(|\)|\[|\]|\{|\}|<|>|_|#|\*|&|。|？|！|，|、|；|：|～|·|।|،|۔|؛|٪(?:\'"”“`‘´’‚,„»«「」『』（）〔〕【】《》〈〉)])\.$|(?<=[A-Z\uFF21-\uFF3A\u00C0-\u00D6\u00D8-\u00DE\u0100\u0102\u0104\u0106\u0108\u010A\u010C\u010E\u0110\u0112\u0114\u0116\u0118\u011A\u011C\u011E\u0120\u0122\u0124\u0126\u0128\u012A\u012C\u012E\u0130\u0132\u0134\u0136\u0139\u013B\u013D\u013F\u0141\u0143\u0145\u0147\u014A\u014C\u014E\u0150\u0152\u0154\u0156\u0158\u015A\u015C\u015E\u0160\u0162\u0164\u0166\u0168\u016A\u016C\u016E\u0170\u0172\u0174\u0176\u0178\u0179\u017B\u017D\u0181\u0182\u0184\u0186\u0187\u0189-\u018B\u018E-\u0191\u0193\u0194\u0196-\u0198\u019C\u019D\u019F\u01A0\u01A2\u01A4\u01A6\u01A7\u01A9\u01AC\u01AE\u01AF\u01B1-\u01B3\u01B5\u01B7\u01B8\u01BC\u01C4\u01C7\u01CA\u01CD\u01CF\u01D1\u01D3\u01D5\u01D7\u01D9\u01DB\u01DE\u01E0\u01E2\u01E4\u01E6\u01E8\u01EA\u01EC\u01EE\u01F1\u01F4\u01F6-\u01F8\u01FA\u01FC\u01FE\u0200\u0202\u0204\u0206\u0208\u020A\u020C\u020E\u0210\u0212\u0214\u0216\u0218\u021A\u021C\u021E\u0220\u0222\u0224\u0226\u0228\u022A\u022C\u022E\u0230\u0232\u023A\u023B\u023D\u023E\u0241\u0243-\u0246\u0248\u024A\u024C\u024E\u2C60\u2C62-\u2C64\u2C67\u2C69\u2C6B\u2C6D-\u2C70\u2C72\u2C75\u2C7E\u2C7F\uA722\uA724\uA726\uA728\uA72A\uA72C\uA72E\uA732\uA734\uA736\uA738\uA73A\uA73C\uA73E\uA740\uA742\uA744\uA746\uA748\uA74A\uA74C\uA74E\uA750\uA752\uA754\uA756\uA758\uA75A\uA75C\uA75E\uA760\uA762\uA764\uA766\uA768\uA76A\uA76C\uA76E\uA779\uA77B\uA77D\uA77E\uA780\uA782\uA784\uA786\uA78B\uA78D\uA790\uA792\uA796\uA798\uA79A\uA79C\uA79E\uA7A0\uA7A2\uA7A4\uA7A6\uA7A8\uA7AA-\uA7AE\uA7B0-\uA7B4\uA7B6\uA7B8\u1E00\u1E02\u1E04\u1E06\u1E08\u1E0A\u1E0C\u1E0E\u1E10\u1E12\u1E14\u1E16\u1E18\u1E1A\u1E1C\u1E1E\u1E20\u1E22\u1E24\u1E26\u1E28\u1E2A\u1E2C\u1E2E\u1E30\u1E32\u1E34\u1E36\u1E38\u1E3A\u1E3C\u1E3E\u1E40\u1E42\u1E44\u1E46\u1E48\u1E4A\u1E4C\u1E4E\u1E50\u1E52\u1E54\u1E56\u1E58\u1E5A\u1E5C\u1E5E\u1E60\u1E62\u1E64\u1E66\u1E68\u1E6A\u1E6C\u1E6E\u1E70\u1E72\u1E74\u1E76\u1E78\u1E7A\u1E7C\u1E7E\u1E80\u1E82\u1E84\u1E86\u1E88\u1E8A\u1E8C\u1E8E\u1E90\u1E92\u1E94\u1E9E\u1EA0\u1EA2\u1EA4\u1EA6\u1EA8\u1EAA\u1EAC\u1EAE\u1EB0\u1EB2\u1EB4\u1EB6\u1EB8\u1EBA\u1EBC\u1EBE\u1EC0\u1EC2\u1EC4\u1EC6\u1EC8\u1ECA\u1ECC\u1ECE\u1ED0\u1ED2\u1ED4\u1ED6\u1ED8\u1EDA\u1EDC\u1EDE\u1EE0\u1EE2\u1EE4\u1EE6\u1EE8\u1EEA\u1EEC\u1EEE\u1EF0\u1EF2\u1EF4\u1EF6\u1EF8\u1EFA\u1EFC\u1EFEЁА-ЯӘӨҮҖҢҺΑ-ΩΆΈΊΌΏΉΎА-ЩЮЯІЇЄҐЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F][A-Z\uFF21-\uFF3A\u00C0-\u00D6\u00D8-\u00DE\u0100\u0102\u0104\u0106\u0108\u010A\u010C\u010E\u0110\u0112\u0114\u0116\u0118\u011A\u011C\u011E\u0120\u0122\u0124\u0126\u0128\u012A\u012C\u012E\u0130\u0132\u0134\u0136\u0139\u013B\u013D\u013F\u0141\u0143\u0145\u0147\u014A\u014C\u014E\u0150\u0152\u0154\u0156\u0158\u015A\u015C\u015E\u0160\u0162\u0164\u0166\u0168\u016A\u016C\u016E\u0170\u0172\u0174\u0176\u0178\u0179\u017B\u017D\u0181\u0182\u0184\u0186\u0187\u0189-\u018B\u018E-\u0191\u0193\u0194\u0196-\u0198\u019C\u019D\u019F\u01A0\u01A2\u01A4\u01A6\u01A7\u01A9\u01AC\u01AE\u01AF\u01B1-\u01B3\u01B5\u01B7\u01B8\u01BC\u01C4\u01C7\u01CA\u01CD\u01CF\u01D1\u01D3\u01D5\u01D7\u01D9\u01DB\u01DE\u01E0\u01E2\u01E4\u01E6\u01E8\u01EA\u01EC\u01EE\u01F1\u01F4\u01F6-\u01F8\u01FA\u01FC\u01FE\u0200\u0202\u0204\u0206\u0208\u020A\u020C\u020E\u0210\u0212\u0214\u0216\u0218\u021A\u021C\u021E\u0220\u0222\u0224\u0226\u0228\u022A\u022C\u022E\u0230\u0232\u023A\u023B\u023D\u023E\u0241\u0243-\u0246\u0248\u024A\u024C\u024E\u2C60\u2C62-\u2C64\u2C67\u2C69\u2C6B\u2C6D-\u2C70\u2C72\u2C75\u2C7E\u2C7F\uA722\uA724\uA726\uA728\uA72A\uA72C\uA72E\uA732\uA734\uA736\uA738\uA73A\uA73C\uA73E\uA740\uA742\uA744\uA746\uA748\uA74A\uA74C\uA74E\uA750\uA752\uA754\uA756\uA758\uA75A\uA75C\uA75E\uA760\uA762\uA764\uA766\uA768\uA76A\uA76C\uA76E\uA779\uA77B\uA77D\uA77E\uA780\uA782\uA784\uA786\uA78B\uA78D\uA790\uA792\uA796\uA798\uA79A\uA79C\uA79E\uA7A0\uA7A2\uA7A4\uA7A6\uA7A8\uA7AA-\uA7AE\uA7B0-\uA7B4\uA7B6\uA7B8\u1E00\u1E02\u1E04\u1E06\u1E08\u1E0A\u1E0C\u1E0E\u1E10\u1E12\u1E14\u1E16\u1E18\u1E1A\u1E1C\u1E1E\u1E20\u1E22\u1E24\u1E26\u1E28\u1E2A\u1E2C\u1E2E\u1E30\u1E32\u1E34\u1E36\u1E38\u1E3A\u1E3C\u1E3E\u1E40\u1E42\u1E44\u1E46\u1E48\u1E4A\u1E4C\u1E4E\u1E50\u1E52\u1E54\u1E56\u1E58\u1E5A\u1E5C\u1E5E\u1E60\u1E62\u1E64\u1E66\u1E68\u1E6A\u1E6C\u1E6E\u1E70\u1E72\u1E74\u1E76\u1E78\u1E7A\u1E7C\u1E7E\u1E80\u1E82\u1E84\u1E86\u1E88\u1E8A\u1E8C\u1E8E\u1E90\u1E92\u1E94\u1E9E\u1EA0\u1EA2\u1EA4\u1EA6\u1EA8\u1EAA\u1EAC\u1EAE\u1EB0\u1EB2\u1EB4\u1EB6\u1EB8\u1EBA\u1EBC\u1EBE\u1EC0\u1EC2\u1EC4\u1EC6\u1EC8\u1ECA\u1ECC\u1ECE\u1ED0\u1ED2\u1ED4\u1ED6\u1ED8\u1EDA\u1EDC\u1EDE\u1EE0\u1EE2\u1EE4\u1EE6\u1EE8\u1EEA\u1EEC\u1EEE\u1EF0\u1EF2\u1EF4\u1EF6\u1EF8\u1EFA\u1EFC\u1EFEЁА-ЯӘӨҮҖҢҺΑ-ΩΆΈΊΌΏΉΎА-ЩЮЯІЇЄҐЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F])\.$�infix_finditer�=�\.\.+|…|[\u00A6\u00A9\u00AE\u00B0\u0482\u058D\u058E\u060E\u060F\u06DE\u06E9\u06FD\u06FE\u07F6\u09FA\u0B70\u0BF3-\u0BF8\u0BFA\u0C7F\u0D4F\u0D79\u0F01-\u0F03\u0F13\u0F15-\u0F17\u0F1A-\u0F1F\u0F34\u0F36\u0F38\u0FBE-\u0FC5\u0FC7-\u0FCC\u0FCE\u0FCF\u0FD5-\u0FD8\u109E\u109F\u1390-\u1399\u1940\u19DE-\u19FF\u1B61-\u1B6A\u1B74-\u1B7C\u2100\u2101\u2103-\u2106\u2108\u2109\u2114\u2116\u2117\u211E-\u2123\u2125\u2127\u2129\u212E\u213A\u213B\u214A\u214C\u214D\u214F\u218A\u218B\u2195-\u2199\u219C-\u219F\u21A1\u21A2\u21A4\u21A5\u21A7-\u21AD\u21AF-\u21CD\u21D0\u21D1\u21D3\u21D5-\u21F3\u2300-\u2307\u230C-\u231F\u2322-\u2328\u232B-\u237B\u237D-\u239A\u23B4-\u23DB\u23E2-\u2426\u2440-\u244A\u249C-\u24E9\u2500-\u25B6\u25B8-\u25C0\u25C2-\u25F7\u2600-\u266E\u2670-\u2767\u2794-\u27BF\u2800-\u28FF\u2B00-\u2B2F\u2B45\u2B46\u2B4D-\u2B73\u2B76-\u2B95\u2B98-\u2BC8\u2BCA-\u2BFE\u2CE5-\u2CEA\u2E80-\u2E99\u2E9B-\u2EF3\u2F00-\u2FD5\u2FF0-\u2FFB\u3004\u3012\u3013\u3020\u3036\u3037\u303E\u303F\u3190\u3191\u3196-\u319F\u31C0-\u31E3\u3200-\u321E\u322A-\u3247\u3250\u3260-\u327F\u328A-\u32B0\u32C0-\u32FE\u3300-\u33FF\u4DC0-\u4DFF\uA490-\uA4C6\uA828-\uA82B\uA836\uA837\uA839\uAA77-\uAA79\uFDFD\uFFE4\uFFE8\uFFED\uFFEE\uFFFC\uFFFD\U00010137-\U0001013F\U00010179-\U00010189\U0001018C-\U0001018E\U00010190-\U0001019B\U000101A0\U000101D0-\U000101FC\U00010877\U00010878\U00010AC8\U0001173F\U00016B3C-\U00016B3F\U00016B45\U0001BC9C\U0001D000-\U0001D0F5\U0001D100-\U0001D126\U0001D129-\U0001D164\U0001D16A-\U0001D16C\U0001D183\U0001D184\U0001D18C-\U0001D1A9\U0001D1AE-\U0001D1E8\U0001D200-\U0001D241\U0001D245\U0001D300-\U0001D356\U0001D800-\U0001D9FF\U0001DA37-\U0001DA3A\U0001DA6D-\U0001DA74\U0001DA76-\U0001DA83\U0001DA85\U0001DA86\U0001ECAC\U0001F000-\U0001F02B\U0001F030-\U0001F093\U0001F0A0-\U0001F0AE\U0001F0B1-\U0001F0BF\U0001F0C1-\U0001F0CF\U0001F0D1-\U0001F0F5\U0001F110-\U0001F16B\U0001F170-\U0001F1AC\U0001F1E6-\U0001F202\U0001F210-\U0001F23B\U0001F240-\U0001F248\U0001F250\U0001F251\U0001F260-\U0001F265\U0001F300-\U0001F3FA\U0001F400-\U0001F6D4\U0001F6E0-\U0001F6EC\U0001F6F0-\U0001F6F9\U0001F700-\U0001F773\U0001F780-\U0001F7D8\U0001F800-\U0001F80B\U0001F810-\U0001F847\U0001F850-\U0001F859\U0001F860-\U0001F887\U0001F890-\U0001F8AD\U0001F900-\U0001F90B\U0001F910-\U0001F93E\U0001F940-\U0001F970\U0001F973-\U0001F976\U0001F97A\U0001F97C-\U0001F9A2\U0001F9B0-\U0001F9B9\U0001F9C0-\U0001F9C2\U0001F9D0-\U0001F9FF\U0001FA60-\U0001FA6D]|(?<=[0-9])[+\-\*^](?=[0-9-])|(?<=[a-z\uFF41-\uFF5A\u00DF-\u00F6\u00F8-\u00FF\u0101\u0103\u0105\u0107\u0109\u010B\u010D\u010F\u0111\u0113\u0115\u0117\u0119\u011B\u011D\u011F\u0121\u0123\u0125\u0127\u0129\u012B\u012D\u012F\u0131\u0133\u0135\u0137\u0138\u013A\u013C\u013E\u0140\u0142\u0144\u0146\u0148\u0149\u014B\u014D\u014F\u0151\u0153\u0155\u0157\u0159\u015B\u015D\u015F\u0161\u0163\u0165\u0167\u0169\u016B\u016D\u016F\u0171\u0173\u0175\u0177\u017A\u017C\u017E\u017F\u0180\u0183\u0185\u0188\u018C\u018D\u0192\u0195\u0199-\u019B\u019E\u01A1\u01A3\u01A5\u01A8\u01AA\u01AB\u01AD\u01B0\u01B4\u01B6\u01B9\u01BA\u01BD-\u01BF\u01C6\u01C9\u01CC\u01CE\u01D0\u01D2\u01D4\u01D6\u01D8\u01DA\u01DC\u01DD\u01DF\u01E1\u01E3\u01E5\u01E7\u01E9\u01EB\u01ED\u01EF\u01F0\u01F3\u01F5\u01F9\u01FB\u01FD\u01FF\u0201\u0203\u0205\u0207\u0209\u020B\u020D\u020F\u0211\u0213\u0215\u0217\u0219\u021B\u021D\u021F\u0221\u0223\u0225\u0227\u0229\u022B\u022D\u022F\u0231\u0233-\u0239\u023C\u023F\u0240\u0242\u0247\u0249\u024B\u024D\u024F\u2C61\u2C65\u2C66\u2C68\u2C6A\u2C6C\u2C71\u2C73\u2C74\u2C76-\u2C7B\uA723\uA725\uA727\uA729\uA72B\uA72D\uA72F-\uA731\uA733\uA735\uA737\uA739\uA73B\uA73D\uA73F\uA741\uA743\uA745\uA747\uA749\uA74B\uA74D\uA74F\uA751\uA753\uA755\uA757\uA759\uA75B\uA75D\uA75F\uA761\uA763\uA765\uA767\uA769\uA76B\uA76D\uA76F\uA771-\uA778\uA77A\uA77C\uA77F\uA781\uA783\uA785\uA787\uA78C\uA78E\uA791\uA793-\uA795\uA797\uA799\uA79B\uA79D\uA79F\uA7A1\uA7A3\uA7A5\uA7A7\uA7A9\uA7AF\uA7B5\uA7B7\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E01\u1E03\u1E05\u1E07\u1E09\u1E0B\u1E0D\u1E0F\u1E11\u1E13\u1E15\u1E17\u1E19\u1E1B\u1E1D\u1E1F\u1E21\u1E23\u1E25\u1E27\u1E29\u1E2B\u1E2D\u1E2F\u1E31\u1E33\u1E35\u1E37\u1E39\u1E3B\u1E3D\u1E3F\u1E41\u1E43\u1E45\u1E47\u1E49\u1E4B\u1E4D\u1E4F\u1E51\u1E53\u1E55\u1E57\u1E59\u1E5B\u1E5D\u1E5F\u1E61\u1E63\u1E65\u1E67\u1E69\u1E6B\u1E6D\u1E6F\u1E71\u1E73\u1E75\u1E77\u1E79\u1E7B\u1E7D\u1E7F\u1E81\u1E83\u1E85\u1E87\u1E89\u1E8B\u1E8D\u1E8F\u1E91\u1E93\u1E95-\u1E9D\u1E9F\u1EA1\u1EA3\u1EA5\u1EA7\u1EA9\u1EAB\u1EAD\u1EAF\u1EB1\u1EB3\u1EB5\u1EB7\u1EB9\u1EBB\u1EBD\u1EBF\u1EC1\u1EC3\u1EC5\u1EC7\u1EC9\u1ECB\u1ECD\u1ECF\u1ED1\u1ED3\u1ED5\u1ED7\u1ED9\u1EDB\u1EDD\u1EDF\u1EE1\u1EE3\u1EE5\u1EE7\u1EE9\u1EEB\u1EED\u1EEF\u1EF1\u1EF3\u1EF5\u1EF7\u1EF9\u1EFB\u1EFD\u1EFFёа-яәөүҗңһα-ωάέίόώήύа-щюяіїєґѓѕјљњќѐѝ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F\'"”“`‘´’‚,„»«「」『』（）〔〕【】《》〈〉])\.(?=[A-Z\uFF21-\uFF3A\u00C0-\u00D6\u00D8-\u00DE\u0100\u0102\u0104\u0106\u0108\u010A\u010C\u010E\u0110\u0112\u0114\u0116\u0118\u011A\u011C\u011E\u0120\u0122\u0124\u0126\u0128\u012A\u012C\u012E\u0130\u0132\u0134\u0136\u0139\u013B\u013D\u013F\u0141\u0143\u0145\u0147\u014A\u014C\u014E\u0150\u0152\u0154\u0156\u0158\u015A\u015C\u015E\u0160\u0162\u0164\u0166\u0168\u016A\u016C\u016E\u0170\u0172\u0174\u0176\u0178\u0179\u017B\u017D\u0181\u0182\u0184\u0186\u0187\u0189-\u018B\u018E-\u0191\u0193\u0194\u0196-\u0198\u019C\u019D\u019F\u01A0\u01A2\u01A4\u01A6\u01A7\u01A9\u01AC\u01AE\u01AF\u01B1-\u01B3\u01B5\u01B7\u01B8\u01BC\u01C4\u01C7\u01CA\u01CD\u01CF\u01D1\u01D3\u01D5\u01D7\u01D9\u01DB\u01DE\u01E0\u01E2\u01E4\u01E6\u01E8\u01EA\u01EC\u01EE\u01F1\u01F4\u01F6-\u01F8\u01FA\u01FC\u01FE\u0200\u0202\u0204\u0206\u0208\u020A\u020C\u020E\u0210\u0212\u0214\u0216\u0218\u021A\u021C\u021E\u0220\u0222\u0224\u0226\u0228\u022A\u022C\u022E\u0230\u0232\u023A\u023B\u023D\u023E\u0241\u0243-\u0246\u0248\u024A\u024C\u024E\u2C60\u2C62-\u2C64\u2C67\u2C69\u2C6B\u2C6D-\u2C70\u2C72\u2C75\u2C7E\u2C7F\uA722\uA724\uA726\uA728\uA72A\uA72C\uA72E\uA732\uA734\uA736\uA738\uA73A\uA73C\uA73E\uA740\uA742\uA744\uA746\uA748\uA74A\uA74C\uA74E\uA750\uA752\uA754\uA756\uA758\uA75A\uA75C\uA75E\uA760\uA762\uA764\uA766\uA768\uA76A\uA76C\uA76E\uA779\uA77B\uA77D\uA77E\uA780\uA782\uA784\uA786\uA78B\uA78D\uA790\uA792\uA796\uA798\uA79A\uA79C\uA79E\uA7A0\uA7A2\uA7A4\uA7A6\uA7A8\uA7AA-\uA7AE\uA7B0-\uA7B4\uA7B6\uA7B8\u1E00\u1E02\u1E04\u1E06\u1E08\u1E0A\u1E0C\u1E0E\u1E10\u1E12\u1E14\u1E16\u1E18\u1E1A\u1E1C\u1E1E\u1E20\u1E22\u1E24\u1E26\u1E28\u1E2A\u1E2C\u1E2E\u1E30\u1E32\u1E34\u1E36\u1E38\u1E3A\u1E3C\u1E3E\u1E40\u1E42\u1E44\u1E46\u1E48\u1E4A\u1E4C\u1E4E\u1E50\u1E52\u1E54\u1E56\u1E58\u1E5A\u1E5C\u1E5E\u1E60\u1E62\u1E64\u1E66\u1E68\u1E6A\u1E6C\u1E6E\u1E70\u1E72\u1E74\u1E76\u1E78\u1E7A\u1E7C\u1E7E\u1E80\u1E82\u1E84\u1E86\u1E88\u1E8A\u1E8C\u1E8E\u1E90\u1E92\u1E94\u1E9E\u1EA0\u1EA2\u1EA4\u1EA6\u1EA8\u1EAA\u1EAC\u1EAE\u1EB0\u1EB2\u1EB4\u1EB6\u1EB8\u1EBA\u1EBC\u1EBE\u1EC0\u1EC2\u1EC4\u1EC6\u1EC8\u1ECA\u1ECC\u1ECE\u1ED0\u1ED2\u1ED4\u1ED6\u1ED8\u1EDA\u1EDC\u1EDE\u1EE0\u1EE2\u1EE4\u1EE6\u1EE8\u1EEA\u1EEC\u1EEE\u1EF0\u1EF2\u1EF4\u1EF6\u1EF8\u1EFA\u1EFC\u1EFEЁА-ЯӘӨҮҖҢҺΑ-ΩΆΈΊΌΏΉΎА-ЩЮЯІЇЄҐЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F\'"”“`‘´’‚,„»«「」『』（）〔〕【】《》〈〉])|(?<=[A-Za-z\uFF21-\uFF3A\uFF41-\uFF5A\u00C0-\u00D6\u00D8-\u00F6\u00F8-\u00FF\u0100-\u017F\u0180-\u01BF\u01C4-\u024F\u2C60-\u2C7B\u2C7E\u2C7F\uA722-\uA76F\uA771-\uA787\uA78B-\uA78E\uA790-\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E00-\u1EFFёа-яЁА-ЯәөүҗңһӘӨҮҖҢҺα-ωάέίόώήύΑ-ΩΆΈΊΌΏΉΎа-щюяіїєґА-ЩЮЯІЇЄҐѓѕјљњќѐѝЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F]),(?=[A-Za-z\uFF21-\uFF3A\uFF41-\uFF5A\u00C0-\u00D6\u00D8-\u00F6\u00F8-\u00FF\u0100-\u017F\u0180-\u01BF\u01C4-\u024F\u2C60-\u2C7B\u2C7E\u2C7F\uA722-\uA76F\uA771-\uA787\uA78B-\uA78E\uA790-\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E00-\u1EFFёа-яЁА-ЯәөүҗңһӘӨҮҖҢҺα-ωάέίόώήύΑ-ΩΆΈΊΌΏΉΎа-щюяіїєґА-ЩЮЯІЇЄҐѓѕјљњќѐѝЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F])|(?<=[A-Za-z\uFF21-\uFF3A\uFF41-\uFF5A\u00C0-\u00D6\u00D8-\u00F6\u00F8-\u00FF\u0100-\u017F\u0180-\u01BF\u01C4-\u024F\u2C60-\u2C7B\u2C7E\u2C7F\uA722-\uA76F\uA771-\uA787\uA78B-\uA78E\uA790-\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E00-\u1EFFёа-яЁА-ЯәөүҗңһӘӨҮҖҢҺα-ωάέίόώήύΑ-ΩΆΈΊΌΏΉΎа-щюяіїєґА-ЩЮЯІЇЄҐѓѕјљњќѐѝЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F0-9])(?:-|–|—|--|---|——|~)(?=[A-Za-z\uFF21-\uFF3A\uFF41-\uFF5A\u00C0-\u00D6\u00D8-\u00F6\u00F8-\u00FF\u0100-\u017F\u0180-\u01BF\u01C4-\u024F\u2C60-\u2C7B\u2C7E\u2C7F\uA722-\uA76F\uA771-\uA787\uA78B-\uA78E\uA790-\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E00-\u1EFFёа-яЁА-ЯәөүҗңһӘӨҮҖҢҺα-ωάέίόώήύΑ-ΩΆΈΊΌΏΉΎа-щюяіїєґА-ЩЮЯІЇЄҐѓѕјљњќѐѝЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F])|(?<=[A-Za-z\uFF21-\uFF3A\uFF41-\uFF5A\u00C0-\u00D6\u00D8-\u00F6\u00F8-\u00FF\u0100-\u017F\u0180-\u01BF\u01C4-\u024F\u2C60-\u2C7B\u2C7E\u2C7F\uA722-\uA76F\uA771-\uA787\uA78B-\uA78E\uA790-\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E00-\u1EFFёа-яЁА-ЯәөүҗңһӘӨҮҖҢҺα-ωάέίόώήύΑ-ΩΆΈΊΌΏΉΎа-щюяіїєґА-ЩЮЯІЇЄҐѓѕјљњќѐѝЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F0-9])[:<>=/](?=[A-Za-z\uFF21-\uFF3A\uFF41-\uFF5A\u00C0-\u00D6\u00D8-\u00F6\u00F8-\u00FF\u0100-\u017F\u0180-\u01BF\u01C4-\u024F\u2C60-\u2C7B\u2C7E\u2C7F\uA722-\uA76F\uA771-\uA787\uA78B-\uA78E\uA790-\uA7B9\uA7FA\uAB30-\uAB5A\uAB60-\uAB64\u0250-\u02AF\u1D00-\u1D25\u1D6B-\u1D77\u1D79-\u1D9A\u1E00-\u1EFFёа-яЁА-ЯәөүҗңһӘӨҮҖҢҺα-ωάέίόώήύΑ-ΩΆΈΊΌΏΉΎа-щюяіїєґА-ЩЮЯІЇЄҐѓѕјљњќѐѝЃЅЈЉЊЌЀЍ\u1200-\u137F\u0980-\u09FF\u0591-\u05F4\uFB1D-\uFB4F\u0620-\u064A\u066E-\u06D5\u06E5-\u06FF\u0750-\u077F\u08A0-\u08BD\uFB50-\uFBB1\uFBD3-\uFD3D\uFD50-\uFDC7\uFDF0-\uFDFB\uFE70-\uFEFC\U0001EE00-\U0001EEBB\u0D80-\u0DFF\u0900-\u097F\u0C80-\u0CFF\u0B80-\u0BFF\u0C00-\u0C7F\uAC00-\uD7AF\u1100-\u11FF\u4E00-\u62FF\u6300-\u77FF\u7800-\u8CFF\u8D00-\u9FFF\u3400-\u4DBF\U00020000-\U000215FF\U00021600-\U000230FF\U00023100-\U000245FF\U00024600-\U000260FF\U00026100-\U000275FF\U00027600-\U000290FF\U00029100-\U0002A6DF\U0002A700-\U0002B73F\U0002B740-\U0002B81F\U0002B820-\U0002CEAF\U0002CEB0-\U0002EBEF\u2E80-\u2EFF\u2F00-\u2FDF\u2FF0-\u2FFF\u3000-\u303F\u31C0-\u31EF\u3200-\u32FF\u3300-\u33FF\uF900-\uFAFF\uFE30-\uFE4F\U0001F200-\U0001F2FF\U0002F800-\U0002FA1F])�token_match��url_match�
|
| 2 |
+
��A�
|
| 3 |
+
� ��A� �'��A�'�''��A�''�'Cause��A�'CauseC�because�'Cos��A�'CosC�because�'Coz��A�'CozC�because�'Cuz��A�'CuzC�because�'S��A�'SC�'s�'bout��A�'boutC�about�'cause��A�'causeC�because�'cos��A�'cosC�because�'coz��A�'cozC�because�'cuz��A�'cuzC�because�'d��A�'d�'em��A�'emC�them�'ll��A�'llC�will�'nuff��A�'nuffC�enough�'re��A�'reC�are�'s��A�'sC�'s�(*_*)��A�(*_*)�(-8��A�(-8�(-:��A�(-:�(-;��A�(-;�(-_-)��A�(-_-)�(._.)��A�(._.)�(:��A�(:�(;��A�(;�(=��A�(=�(>_<)��A�(>_<)�(^_^)��A�(^_^)�(o:��A�(o:�(¬_¬)��A�(¬_¬)�(ಠ_ಠ)��A�(ಠ_ಠ)�(╯°□°）╯︵┻━┻��A�(╯°□°）╯︵┻━┻�)-:��A�)-:�):��A�):�-_-��A�-_-�-__-��A�-__-�._.��A�._.�0.0��A�0.0�0.o��A�0.o�0_0��A�0_0�0_o��A�0_o�10a.m.��A�10�A�a.m.C�a.m.�10am��A�10�A�amC�a.m.�10p.m.��A�10�A�p.m.C�p.m.�10pm��A�10�A�pmC�p.m.�11a.m.��A�11�A�a.m.C�a.m.�11am��A�11�A�amC�a.m.�11p.m.��A�11�A�p.m.C�p.m.�11pm��A�11�A�pmC�p.m.�12a.m.��A�12�A�a.m.C�a.m.�12am��A�12�A�amC�a.m.�12p.m.��A�12�A�p.m.C�p.m.�12pm��A�12�A�pmC�p.m.�1a.m.��A�1�A�a.m.C�a.m.�1am��A�1�A�amC�a.m.�1p.m.��A�1�A�p.m.C�p.m.�1pm��A�1�A�pmC�p.m.�2a.m.��A�2�A�a.m.C�a.m.�2am��A�2�A�amC�a.m.�2p.m.��A�2�A�p.m.C�p.m.�2pm��A�2�A�pmC�p.m.�3a.m.��A�3�A�a.m.C�a.m.�3am��A�3�A�amC�a.m.�3p.m.��A�3�A�p.m.C�p.m.�3pm��A�3�A�pmC�p.m.�4a.m.��A�4�A�a.m.C�a.m.�4am��A�4�A�amC�a.m.�4p.m.��A�4�A�p.m.C�p.m.�4pm��A�4�A�pmC�p.m.�5a.m.��A�5�A�a.m.C�a.m.�5am��A�5�A�amC�a.m.�5p.m.��A�5�A�p.m.C�p.m.�5pm��A�5�A�pmC�p.m.�6a.m.��A�6�A�a.m.C�a.m.�6am��A�6�A�amC�a.m.�6p.m.��A�6�A�p.m.C�p.m.�6pm��A�6�A�pmC�p.m.�7a.m.��A�7�A�a.m.C�a.m.�7am��A�7�A�amC�a.m.�7p.m.��A�7�A�p.m.C�p.m.�7pm��A�7�A�pmC�p.m.�8)��A�8)�8-)��A�8-)�8-D��A�8-D�8D��A�8D�8a.m.��A�8�A�a.m.C�a.m.�8am��A�8�A�amC�a.m.�8p.m.��A�8�A�p.m.C�p.m.�8pm��A�8�A�pmC�p.m.�9a.m.��A�9�A�a.m.C�a.m.�9am��A�9�A�amC�a.m.�9p.m.��A�9�A�p.m.C�p.m.�9pm��A�9�A�pmC�p.m.�:'(��A�:'(�:')��A�:')�:'-(��A�:'-(�:'-)��A�:'-)�:(��A�:(�:((��A�:((�:(((��A�:(((�:()��A�:()�:)��A�:)�:))��A�:))�:)))��A�:)))�:*��A�:*�:-(��A�:-(�:-((��A�:-((�:-(((��A�:-(((�:-)��A�:-)�:-))��A�:-))�:-)))��A�:-)))�:-*��A�:-*�:-/��A�:-/�:-0��A�:-0�:-3��A�:-3�:->��A�:->�:-D��A�:-D�:-O��A�:-O�:-P��A�:-P�:-X��A�:-X�:-]��A�:-]�:-o��A�:-o�:-p��A�:-p�:-x��A�:-x�:-|��A�:-|�:-}��A�:-}�:/��A�:/�:0��A�:0�:1��A�:1�:3��A�:3�:>��A�:>�:D��A�:D�:O��A�:O�:P��A�:P�:X��A�:X�:]��A�:]�:o��A�:o�:o)��A�:o)�:p��A�:p�:x��A�:x�:|��A�:|�:}��A�:}�:’(��A�:’(�:’)��A�:’)�:’-(��A�:’-(�:’-)��A�:’-)�;)��A�;)�;-)��A�;-)�;-D��A�;-D�;D��A�;D�;_;��A�;_;�<.<��A�<.<�</3��A�</3�<3��A�<3�<33��A�<33�<333��A�<333�<space>��A�<space>�=(��A�=(�=)��A�=)�=/��A�=/�=3��A�=3�=D��A�=D�=[��A�=[�=]��A�=]�=|��A�=|�>.<��A�>.<�>.>��A�>.>�>:(��A�>:(�>:o��A�>:o�><(((*>��A�><(((*>�@_@��A�@_@�Adm.��A�Adm.�Ain't��A�Ai�A�n'tC�not�Aint��A�Ai�A�ntC�not�Ain’t��A�Ai�A�n’tC�not�Ak.��A�Ak.C�Alaska�Ala.��A�Ala.C�Alabama�Apr.��A�Apr.C�April�Aren't��A�AreC�are�A�n'tC�not�Arent��A�AreC�are�A�ntC�not�Aren’t��A�AreC�are�A�n’tC�not�Ariz.��A�Ariz.C�Arizona�Ark.��A�Ark.C�Arkansas�Aug.��A�Aug.C�August�Bros.��A�Bros.�C'mon��A�C'mC�come�A�on�C++��A�C++�Calif.��A�Calif.C�California�Can't��A�CaC�can�A�n'tC�not�Can't've��A�CaC�can�A�n'tC�not�A�'veC�have�Cannot��A�CanC�can�A�not�Cant��A�CaC�can�A�ntC�not�Cantve��A�CaC�can�A�ntC�not�A�veC�have�Can’t��A�CaC�can�A�n’tC�not�Can’t’ve��A�CaC�can�A�n’tC�not�A�’veC�have�Co.��A�Co.�Colo.��A�Colo.C�Colorado�Conn.��A�Conn.C�Connecticut�Corp.��A�Corp.�Could've��A�CouldC�could�A�'ve�Couldn't��A�CouldC�could�A�n'tC�not�Couldn't've��A�CouldC�could�A�n'tC�not�A�'veC�have�Couldnt��A�CouldC�could�A�ntC�not�Couldntve��A�CouldC�could�A�ntC�not�A�veC�have�Couldn’t��A�CouldC�could�A�n’tC�not�Couldn’t’ve��A�CouldC�could�A�n’tC�not�A�’veC�have�Couldve��A�CouldC�could�A�ve�Could’ve��A�CouldC�could�A�’ve�C’mon��A�C’mC�come�A�on�D.C.��A�D.C.�Daren't��A�DareC�dare�A�n'tC�not�Darent��A�DareC�dare�A�ntC�not�Daren’t��A�DareC�dare�A�n’tC�not�Dec.��A�Dec.C�December�Del.��A�Del.C�Delaware�Didn't��A�DidC�do�A�n'tC�not�Didn't've��A�DidC�do�A�n'tC�not�A�'veC�have�Didnt��A�DidC�do�A�ntC�not�Didntve��A�DidC�do�A�ntC�not�A�veC�have�Didn’t��A�DidC�do�A�n’tC�not�Didn’t’ve��A�DidC�do�A�n’tC�not�A�’veC�have�Doesn't��A�DoesC�does�A�n'tC�not�Doesn't've��A�DoesC�does�A�n'tC�not�A�'veC�have�Doesnt��A�DoesC�does�A�ntC�not�Doesntve��A�DoesC�does�A�ntC�not�A�veC�have�Doesn’t��A�DoesC�does�A�n’tC�not�Doesn’t’ve��A�DoesC�does�A�n’tC�not�A�’veC�have�Doin��A�DoinC�doing�Doin'��A�Doin'C�doing�Doin’��A�Doin’C�doing�Don't��A�DoC�do�A�n'tC�not�Don't've��A�DoC�do�A�n'tC�not�A�'veC�have�Dont��A�DoC�do�A�ntC�not�Dontve��A�DoC�do�A�ntC�not�A�veC�have�Don’t��A�DoC�do�A�n’tC�not�Don’t’ve��A�DoC�do�A�n’tC�not�A�’veC�have�Dr.��A�Dr.�E.G.��A�E.G.�E.g.��A�E.g.�Feb.��A�Feb.C�February�Fla.��A�Fla.C�Florida�Ga.��A�Ga.C�Georgia�Gen.��A�Gen.�Goin��A�GoinC�going�Goin'��A�Goin'C�going�Goin’��A�Goin’C�going�Gonna��A�GonC�going�A�naC�to�Gotta��A�GotC�got�A�taC�to�Gov.��A�Gov.�Hadn't��A�HadC�have�A�n'tC�not�Hadn't've��A�HadC�have�A�n'tC�not�A�'veC�have�Hadnt��A�HadC�have�A�ntC�not�Hadntve��A�HadC�have�A�ntC�not�A�veC�have�Hadn’t��A�HadC�have�A�n’tC�not�Hadn’t’ve��A�HadC�have�A�n’tC�not�A�’veC�have�Hasn't��A�HasC�has�A�n'tC�not�Hasnt��A�HasC�has�A�ntC�not�Hasn’t��A�HasC�has�A�n’tC�not�Haven't��A�HaveC�have�A�n'tC�not�Havent��A�HaveC�have�A�ntC�not�Haven’t��A�HaveC�have�A�n’tC�not�Havin��A�HavinC�having�Havin'��A�Havin'C�having�Havin’��A�Havin’C�having�He'd��A�HeC�he�A�'dC�'d�He'd've��A�HeC�he�A�'dC�would�A�'veC�have�He'll��A�HeC�he�A�'llC�will�He'll've��A�HeC�he�A�'llC�will�A�'veC�have�He's��A�HeC�he�A�'sC�'s�Hed��A�HeC�he�A�dC�'d�Hedve��A�HeC�he�A�dC�would�A�veC�have�Hellve��A�HeC�he�A�llC�will�A�veC�have�Hes��A�HeC�he�A�s�He’d��A�HeC�he�A�’dC�'d�He’d’ve��A�HeC�he�A�’dC�would�A�’veC�have�He’ll��A�HeC�he�A�’llC�will�He’ll’ve��A�HeC�he�A�’llC�will�A�’veC�have�He’s��A�HeC�he�A�’sC�'s�How'd��A�HowC�how�A�'dC�'d�How'd've��A�HowC�how�A�'dC�would�A�'veC�have�How'd'y��A�HowC�how�A�'d�A�'yC�you�How'll��A�HowC�how�A�'llC�will�How'll've��A�HowC�how�A�'llC�will�A�'veC�have�How're��A�HowC�how�A�'reC�are�How's��A�HowC�how�A�'sC�'s�How've��A�HowC�how�A�'ve�Howd��A�HowC�how�A�dC�'d�Howdve��A�HowC�how�A�dC�would�A�veC�have�Howll��A�HowC�how�A�llC�will�Howllve��A�HowC�how�A�llC�will�A�veC�have�Howre��A�HowC�how�A�reC�are�Hows��A�HowC�how�A�s�Howve��A�How�A�veC�have�How’d��A�HowC�how�A�’dC�'d�How’d’ve��A�HowC�how�A�’dC�would�A�’veC�have�How’d’y��A�HowC�how�A�’d�A�’yC�you�How’ll��A�HowC�how�A�’llC�will�How’ll’ve��A�HowC�how�A�’llC�will�A�’veC�have�How’re��A�HowC�how�A�’reC�are�How’s��A�HowC�how�A�’sC�'s�How’ve��A�HowC�how�A�’ve�I'd��A�IC�i�A�'dC�'d�I'd've��A�IC�i�A�'dC�would�A�'veC�have�I'll��A�IC�i�A�'llC�will�I'll've��A�IC�i�A�'llC�will�A�'veC�have�I'm��A�IC�i�A�'mC�am�I'ma��A�IC�i�A�'mC�am�A�aC�gonna�I've��A�IC�i�A�'veC�have�I.E.��A�I.E.�I.e.��A�I.e.�Ia.��A�Ia.C�Iowa�Id��A�IC�i�A�dC�'d�Id.��A�Id.C�Idaho�Idve��A�IC�i�A�dC�would�A�veC�have�Ill.��A�Ill.C�Illinois�Illve��A�IC�i�A�llC�will�A�veC�have�Im��A�IC�i�A�m�Ima��A�IC�i�A�mC�am�A�aC�gonna�Inc.��A�Inc.�Ind.��A�Ind.C�Indiana�Isn't��A�IsC�is�A�n'tC�not�Isnt��A�IsC�is�A�ntC�not�Isn’t��A�IsC�is�A�n’tC�not�It'd��A�ItC�it�A�'dC�'d�It'd've��A�ItC�it�A�'dC�would�A�'veC�have�It'll��A�ItC�it�A�'llC�will�It'll've��A�ItC�it�A�'llC�will�A�'veC�have�It's��A�ItC�it�A�'sC�'s�Itd��A�ItC�it�A�dC�'d�Itdve��A�ItC�it�A�dC�would�A�veC�have�Itll��A�ItC�it�A�llC�will�Itllve��A�ItC�it�A�llC�will�A�veC�have�It’d��A�ItC�it�A�’dC�'d�It’d’ve��A�ItC�it�A�’dC�would�A�’veC�have�It’ll��A�ItC�it�A�’llC�will�It’ll’ve��A�ItC�it�A�’llC�will�A�’veC�have�It’s��A�ItC�it�A�’sC�'s�Ive��A�IC�i�A�veC�have�I’d��A�IC�i�A�’dC�'d�I’d’ve��A�IC�i�A�’dC�would�A�’veC�have�I’ll��A�IC�i�A�’llC�will�I’ll’ve��A�IC�i�A�’llC�will�A�’veC�have�I’m��A�IC�i�A�’mC�am�I’ma��A�IC�i�A�’mC�am�A�aC�gonna�I’ve��A�IC�i�A�’veC�have�Jan.��A�Jan.C�January�Jr.��A�Jr.�Jul.��A�Jul.C�July�Jun.��A�Jun.C�June�Kan.��A�Kan.C�Kansas�Kans.��A�Kans.C�Kansas�Ky.��A�Ky.C�Kentucky�La.��A�La.C�Louisiana�Let's��A�LetC�let�A�'sC�us�Let’s��A�LetC�let�A�’sC�us�Lovin��A�LovinC�loving�Lovin'��A�Lovin'C�loving�Lovin’��A�Lovin’C�loving�Ltd.��A�Ltd.�Ma'am��A�Ma'amC�madam�Mar.��A�Mar.C�March�Mass.��A�Mass.C�Massachusetts�May.��A�May.C�May�Mayn't��A�MayC�may�A�n'tC�not�Mayn't've��A�MayC�may�A�n'tC�not�A�'veC�have�Maynt��A�MayC�may�A�ntC�not�Mayntve��A�MayC�may�A�ntC�not�A�veC�have�Mayn’t��A�MayC�may�A�n’tC�not�Mayn’t’ve��A�MayC�may�A�n’tC�not�A�’veC�have�Ma’am��A�Ma’amC�madam�Md.��A�Md.�Messrs.��A�Messrs.�Mich.��A�Mich.C�Michigan�Might've��A�MightC�might�A�'ve�Mightn't��A�MightC�might�A�n'tC�not�Mightn't've��A�MightC�might�A�n'tC�not�A�'veC�have�Mightnt��A�MightC�might�A�ntC�not�Mightntve��A�MightC�might�A�ntC�not�A�veC�have�Mightn’t��A�MightC�might�A�n’tC�not�Mightn’t’ve��A�MightC�might�A�n’tC�not�A�’veC�have�Mightve��A�MightC�might�A�ve�Might’ve��A�MightC�might�A�’ve�Minn.��A�Minn.C�Minnesota�Miss.��A�Miss.C�Mississippi�Mo.��A�Mo.�Mont.��A�Mont.�Mr.��A�Mr.�Mrs.��A�Mrs.�Ms.��A�Ms.�Mt.��A�Mt.C�Mount�Must've��A�MustC�must�A�'ve�Mustn't��A�MustC�must�A�n'tC�not�Mustn't've��A�MustC�must�A�n'tC�not�A�'veC�have�Mustnt��A�MustC�must�A�ntC�not�Mustntve��A�MustC�must�A�ntC�not�A�veC�have�Mustn’t��A�MustC�must�A�n’tC�not�Mustn’t’ve��A�MustC�must�A�n’tC�not�A�’veC�have�Mustve��A�MustC�must�A�ve�Must’ve��A�MustC�must�A�’ve�N.C.��A�N.C.C�North Carolina�N.D.��A�N.D.C�North Dakota�N.H.��A�N.H.C�New Hampshire�N.J.��A�N.J.C�New Jersey�N.M.��A�N.M.C�New Mexico�N.Y.��A�N.Y.C�New York�Neb.��A�Neb.C�Nebraska�Nebr.��A�Nebr.C�Nebraska�Needn't��A�NeedC�need�A�n'tC�not�Needn't've��A�NeedC�need�A�n'tC�not�A�'veC�have�Neednt��A�NeedC�need�A�ntC�not�Needntve��A�NeedC�need�A�ntC�not�A�veC�have�Needn’t��A�NeedC�need�A�n’tC�not�Needn’t’ve��A�NeedC�need�A�n’tC�not�A�’veC�have�Nev.��A�Nev.C�Nevada�Not've��A�NotC�not�A�'veC�have�Nothin��A�NothinC�nothing�Nothin'��A�Nothin'C�nothing�Nothin’��A�Nothin’C�nothing�Notve��A�NotC�not�A�veC�have�Not’ve��A�NotC�not�A�’veC�have�Nov.��A�Nov.C�November�Nuthin��A�NuthinC�nothing�Nuthin'��A�Nuthin'C�nothing�Nuthin’��A�Nuthin’C�nothing�O'clock��A�O'clockC�o'clock�O.O��A�O.O�O.o��A�O.o�O_O��A�O_O�O_o��A�O_o�Oct.��A�Oct.C�October�Okla.��A�Okla.C�Oklahoma�Ol��A�OlC�old�Ol'��A�Ol'C�old�Ol’��A�Ol’C�old�Ore.��A�Ore.C�Oregon�Oughtn't��A�OughtC�ought�A�n'tC�not�Oughtn't've��A�OughtC�ought�A�n'tC�not�A�'veC�have�Oughtnt��A�OughtC�ought�A�ntC�not�Oughtntve��A�OughtC�ought�A�ntC�not�A�veC�have�Oughtn’t��A�OughtC�ought�A�n’tC�not�Oughtn’t’ve��A�OughtC�ought�A�n’tC�not�A�’veC�have�O’clock��A�O’clockC�o'clock�Pa.��A�Pa.C�Pennsylvania�Ph.D.��A�Ph.D.�Prof.��A�Prof.�Rep.��A�Rep.�Rev.��A�Rev.�S.C.��A�S.C.C�South Carolina�Sen.��A�Sen.�Sep.��A�Sep.C�September�Sept.��A�Sept.C�September�Shan't��A�ShaC�shall�A�n'tC�not�Shan't've��A�ShaC�shall�A�n'tC�not�A�'veC�have�Shant��A�ShaC�shall�A�ntC�not�Shantve��A�ShaC�shall�A�ntC�not�A�veC�have�Shan’t��A�ShaC�shall�A�n’tC�not�Shan’t’ve��A�ShaC�shall�A�n’tC�not�A�’veC�have�She'd��A�SheC�she�A�'dC�'d�She'd've��A�SheC�she�A�'dC�would�A�'veC�have�She'll��A�SheC�she�A�'llC�will�She'll've��A�SheC�she�A�'llC�will�A�'veC�have�She's��A�SheC�she�A�'sC�'s�Shedve��A�SheC�she�A�dC�would�A�veC�have�Shellve��A�SheC�she�A�llC�will�A�veC�have�Shes��A�SheC�she�A�s�She’d��A�SheC�she�A�’dC�'d�She’d’ve��A�SheC�she�A�’dC�would�A�’veC�have�She’ll��A�SheC�she�A�’llC�will�She’ll’ve��A�SheC�she�A�’llC�will�A�’veC�have�She’s��A�SheC�she�A�’sC�'s�Should've��A�ShouldC�should�A�'ve�Shouldn't��A�ShouldC�should�A�n'tC�not�Shouldn't've��A�ShouldC�should�A�n'tC�not�A�'veC�have�Shouldnt��A�ShouldC�should�A�ntC�not�Shouldntve��A�ShouldC�should�A�ntC�not�A�veC�have�Shouldn’t��A�ShouldC�should�A�n’tC�not�Shouldn’t’ve��A�ShouldC�should�A�n’tC�not�A�’veC�have�Shouldve��A�ShouldC�should�A�ve�Should’ve��A�ShouldC�should�A�’ve�Somethin��A�SomethinC�something�Somethin'��A�Somethin'C�something�Somethin’��A�Somethin’C�something�St.��A�St.�Tenn.��A�Tenn.C�Tennessee�That'd��A�ThatC�that�A�'dC�'d�That'd've��A�ThatC�that�A�'dC�would�A�'veC�have�That'll��A�ThatC�that�A�'llC�will�That'll've��A�ThatC�that�A�'llC�will�A�'veC�have�That're��A�ThatC�that�A�'reC�are�That's��A�ThatC�that�A�'sC�'s�That've��A�ThatC�that�A�'ve�Thatd��A�ThatC�that�A�dC�'d�Thatdve��A�ThatC�that�A�dC�would�A�veC�have�Thatll��A�ThatC�that�A�llC�will�Thatllve��A�ThatC�that�A�llC�will�A�veC�have�Thatre��A�ThatC�that�A�reC�are�Thats��A�ThatC�that�A�s�Thatve��A�That�A�veC�have�That’d��A�ThatC�that�A�’dC�'d�That’d’ve��A�ThatC�that�A�’dC�would�A�’veC�have�That’ll��A�ThatC�that�A�’llC�will�That’ll’ve��A�ThatC�that�A�’llC�will�A�’veC�have�That’re��A�ThatC�that�A�’reC�are�That’s��A�ThatC�that�A�’sC�'s�That’ve��A�ThatC�that�A�’ve�There'd��A�ThereC�there�A�'dC�'d�There'd've��A�ThereC�there�A�'dC�would�A�'veC�have�There'll��A�ThereC�there�A�'llC�will�There'll've��A�ThereC�there�A�'llC�will�A�'veC�have�There're��A�ThereC�there�A�'reC�are�There's��A�ThereC�there�A�'sC�'s�There've��A�ThereC�there�A�'ve�Thered��A�ThereC�there�A�dC�'d�Theredve��A�ThereC�there�A�dC�would�A�veC�have�Therell��A�ThereC�there�A�llC�will�Therellve��A�ThereC�there�A�llC�will�A�veC�have�Therere��A�ThereC�there�A�reC�are�Theres��A�ThereC�there�A�s�Thereve��A�There�A�veC�have�There’d��A�ThereC�there�A�’dC�'d�There’d’ve��A�ThereC�there�A�’dC�would�A�’veC�have�There’ll��A�ThereC�there�A�’llC�will�There’ll’ve��A�ThereC�there�A�’llC�will�A�’veC�have�There’re��A�ThereC�there�A�’reC�are�There’s��A�ThereC�there�A�’sC�'s�There’ve��A�ThereC�there�A�’ve�These'd��A�TheseC�these�A�'dC�'d�These'd've��A�TheseC�these�A�'dC�would�A�'veC�have�These'll��A�TheseC�these�A�'llC�will�These'll've��A�TheseC�these�A�'llC�will�A�'veC�have�These're��A�TheseC�these�A�'reC�are�These's��A�TheseC�these�A�'sC�'s�These've��A�TheseC�these�A�'ve�Thesed��A�TheseC�these�A�dC�'d�Thesedve��A�TheseC�these�A�dC�would�A�veC�have�Thesell��A�TheseC�these�A�llC�will�Thesellve��A�TheseC�these�A�llC�will�A�veC�have�Thesere��A�TheseC�these�A�reC�are�Theses��A�TheseC�these�A�s�Theseve��A�These�A�veC�have�These’d��A�TheseC�these�A�’dC�'d�These’d’ve��A�TheseC�these�A�’dC�would�A�’veC�have�These’ll��A�TheseC�these�A�’llC�will�These’ll’ve��A�TheseC�these�A�’llC�will�A�’veC�have�These’re��A�TheseC�these�A�’reC�are�These’s��A�TheseC�these�A�’sC�'s�These’ve��A�TheseC�these�A�’ve�They'd��A�TheyC�they�A�'dC�'d�They'd've��A�TheyC�they�A�'dC�would�A�'veC�have�They'll��A�TheyC�they�A�'llC�will�They'll've��A�TheyC�they�A�'llC�will�A�'veC�have�They're��A�TheyC�they�A�'reC�are�They've��A�TheyC�they�A�'veC�have�Theyd��A�TheyC�they�A�dC�'d�Theydve��A�TheyC�they�A�dC�would�A�veC�have�Theyll��A�TheyC�they�A�llC�will�Theyllve��A�TheyC�they�A�llC�will�A�veC�have�Theyre��A�TheyC�they�A�reC�are�Theyve��A�TheyC�they�A�veC�have�They’d��A�TheyC�they�A�’dC�'d�They’d’ve��A�TheyC�they�A�’dC�would�A�’veC�have�They’ll��A�TheyC�they�A�’llC�will�They’ll’ve��A�TheyC�they�A�’llC�will�A�’veC�have�They’re��A�TheyC�they�A�’reC�are�They’ve��A�TheyC�they�A�’veC�have�This'd��A�ThisC�this�A�'dC�'d�This'd've��A�ThisC�this�A�'dC�would�A�'veC�have�This'll��A�ThisC�this�A�'llC�will�This'll've��A�ThisC�this�A�'llC�will�A�'veC�have�This're��A�ThisC�this�A�'reC�are�This's��A�ThisC�this�A�'sC�'s�This've��A�ThisC�this�A�'ve�Thisd��A�ThisC�this�A�dC�'d�Thisdve��A�ThisC�this�A�dC�would�A�veC�have�Thisll��A�ThisC�this�A�llC�will�Thisllve��A�ThisC�this�A�llC�will�A�veC�have�Thisre��A�ThisC�this�A�reC�are�Thiss��A�ThisC�this�A�s�Thisve��A�This�A�veC�have�This’d��A�ThisC�this�A�’dC�'d�This’d’ve��A�ThisC�this�A�’dC�would�A�’veC�have�This’ll��A�ThisC�this�A�’llC�will�This’ll’ve��A�ThisC�this�A�’llC�will�A�’veC�have�This’re��A�ThisC�this�A�’reC�are�This’s��A�ThisC�this�A�’sC�'s�This’ve��A�ThisC�this�A�’ve�Those'd��A�ThoseC�those�A�'dC�'d�Those'd've��A�ThoseC�those�A�'dC�would�A�'veC�have�Those'll��A�ThoseC�those�A�'llC�will�Those'll've��A�ThoseC�those�A�'llC�will�A�'veC�have�Those're��A�ThoseC�those�A�'reC�are�Those's��A�ThoseC�those�A�'sC�'s�Those've��A�ThoseC�those�A�'ve�Thosed��A�ThoseC�those�A�dC�'d�Thosedve��A�ThoseC�those�A�dC�would�A�veC�have�Thosell��A�ThoseC�those�A�llC�will�Thosellve��A�ThoseC�those�A�llC�will�A�veC�have�Thosere��A�ThoseC�those�A�reC�are�Thoses��A�ThoseC�those�A�s�Thoseve��A�Those�A�veC�have�Those’d��A�ThoseC�those�A�’dC�'d�Those’d’ve��A�ThoseC�those�A�’dC�would�A�’veC�have�Those’ll��A�ThoseC�those�A�’llC�will�Those’ll’ve��A�ThoseC�those�A�’llC�will�A�’veC�have�Those’re��A�ThoseC�those�A�’reC�are�Those’s��A�ThoseC�those�A�’sC�'s�Those’ve��A�ThoseC�those�A�’ve�V.V��A�V.V�V_V��A�V_V�Va.��A�Va.C�Virginia�Wash.��A�Wash.C�Washington�Wasn't��A�WasC�was�A�n'tC�not�Wasnt��A�WasC�was�A�ntC�not�Wasn’t��A�WasC�was�A�n’tC�not�We'd��A�WeC�we�A�'dC�'d�We'd've��A�WeC�we�A�'dC�would�A�'veC�have�We'll��A�WeC�we�A�'llC�will�We'll've��A�WeC�we�A�'llC�will�A�'veC�have�We're��A�WeC�we�A�'reC�are�We've��A�WeC�we�A�'veC�have�Wed��A�WeC�we�A�dC�'d�Wedve��A�WeC�we�A�dC�would�A�veC�have�Wellve��A�WeC�we�A�llC�will�A�veC�have�Weren't��A�WereC�were�A�n'tC�not�Werent��A�WereC�were�A�ntC�not�Weren’t��A�WereC�were�A�n’tC�not�Weve��A�WeC�we�A�veC�have�We’d��A�WeC�we�A�’dC�'d�We’d’ve��A�WeC�we�A�’dC�would�A�’veC�have�We’ll��A�WeC�we�A�’llC�will�We’ll’ve��A�WeC�we�A�’llC�will�A�’veC�have�We’re��A�WeC�we�A�’reC�are�We’ve��A�WeC�we�A�’veC�have�What'd��A�WhatC�what�A�'dC�'d�What'd've��A�WhatC�what�A�'dC�would�A�'veC�have�What'll��A�WhatC�what�A�'llC�will�What'll've��A�WhatC�what�A�'llC�will�A�'veC�have�What're��A�WhatC�what�A�'reC�are�What's��A�WhatC�what�A�'sC�'s�What've��A�WhatC�what�A�'ve�Whatd��A�WhatC�what�A�dC�'d�Whatdve��A�WhatC�what�A�dC�would�A�veC�have�Whatll��A�WhatC�what�A�llC�will�Whatllve��A�WhatC�what�A�llC�will�A�veC�have�Whatre��A�WhatC�what�A�reC�are�Whats��A�WhatC�what�A�s�Whatve��A�What�A�veC�have�What’d��A�WhatC�what�A�’dC�'d�What’d’ve��A�WhatC�what�A�’dC�would�A�’veC�have�What’ll��A�WhatC�what�A�’llC�will�What’ll’ve��A�WhatC�what�A�’llC�will�A�’veC�have�What’re��A�WhatC�what�A�’reC�are�What’s��A�WhatC�what�A�’sC�'s�What’ve��A�WhatC�what�A�’ve�When'd��A�WhenC�when�A�'dC�'d�When'd've��A�WhenC�when�A�'dC�would�A�'veC�have�When'll��A�WhenC�when�A�'llC�will�When'll've��A�WhenC�when�A�'llC�will�A�'veC�have�When're��A�WhenC�when�A�'reC�are�When's��A�WhenC�when�A�'sC�'s�When've��A�WhenC�when�A�'ve�Whend��A�WhenC�when�A�dC�'d�Whendve��A�WhenC�when�A�dC�would�A�veC�have�Whenll��A�WhenC�when�A�llC�will�Whenllve��A�WhenC�when�A�llC�will�A�veC�have�Whenre��A�WhenC�when�A�reC�are�Whens��A�WhenC�when�A�s�Whenve��A�When�A�veC�have�When’d��A�WhenC�when�A�’dC�'d�When’d’ve��A�WhenC�when�A�’dC�would�A�’veC�have�When’ll��A�WhenC�when�A�’llC�will�When’ll’ve��A�WhenC�when�A�’llC�will�A�’veC�have�When’re��A�WhenC�when�A�’reC�are�When’s��A�WhenC�when�A�’sC�'s�When’ve��A�WhenC�when�A�’ve�Where'd��A�WhereC�where�A�'dC�'d�Where'd've��A�WhereC�where�A�'dC�would�A�'veC�have�Where'll��A�WhereC�where�A�'llC�will�Where'll've��A�WhereC�where�A�'llC�will�A�'veC�have�Where're��A�WhereC�where�A�'reC�are�Where's��A�WhereC�where�A�'sC�'s�Where've��A�WhereC�where�A�'ve�Whered��A�WhereC�where�A�dC�'d�Wheredve��A�WhereC�where�A�dC�would�A�veC�have�Wherell��A�WhereC�where�A�llC�will�Wherellve��A�WhereC�where�A�llC�will�A�veC�have�Wherere��A�WhereC�where�A�reC�are�Wheres��A�WhereC�where�A�s�Whereve��A�Where�A�veC�have�Where’d��A�WhereC�where�A�’dC�'d�Where’d’ve��A�WhereC�where�A�’dC�would�A�’veC�have�Where’ll��A�WhereC�where�A�’llC�will�Where’ll’ve��A�WhereC�where�A�’llC�will�A�’veC�have�Where’re��A�WhereC�where�A�’reC�are�Where’s��A�WhereC�where�A�’sC�'s�Where’ve��A�WhereC�where�A�’ve�Who'd��A�WhoC�who�A�'dC�'d�Who'd've��A�WhoC�who�A�'dC�would�A�'veC�have�Who'll��A�WhoC�who�A�'llC�will�Who'll've��A�WhoC�who�A�'llC�will�A�'veC�have�Who're��A�WhoC�who�A�'reC�are�Who's��A�WhoC�who�A�'sC�'s�Who've��A�WhoC�who�A�'ve�Whod��A�WhoC�who�A�dC�'d�Whodve��A�WhoC�who�A�dC�would�A�veC�have�Wholl��A�WhoC�who�A�llC�will�Whollve��A�WhoC�who�A�llC�will�A�veC�have�Whos��A�WhoC�who�A�s�Whove��A�Who�A�veC�have�Who’d��A�WhoC�who�A�’dC�'d�Who’d’ve��A�WhoC�who�A�’dC�would�A�’veC�have�Who’ll��A�WhoC�who�A�’llC�will�Who’ll’ve��A�WhoC�who�A�’llC�will�A�’veC�have�Who’re��A�WhoC�who�A�’reC�are�Who’s��A�WhoC�who�A�’sC�'s�Who’ve��A�WhoC�who�A�’ve�Why'd��A�WhyC�why�A�'dC�'d�Why'd've��A�WhyC�why�A�'dC�would�A�'veC�have�Why'll��A�WhyC�why�A�'llC�will�Why'll've��A�WhyC�why�A�'llC�will�A�'veC�have�Why're��A�WhyC�why�A�'reC�are�Why's��A�WhyC�why�A�'sC�'s�Why've��A�WhyC�why�A�'ve�Whyd��A�WhyC�why�A�dC�'d�Whydve��A�WhyC�why�A�dC�would�A�veC�have�Whyll��A�WhyC�why�A�llC�will�Whyllve��A�WhyC�why�A�llC�will�A�veC�have�Whyre��A�WhyC�why�A�reC�are�Whys��A�WhyC�why�A�s�Whyve��A�Why�A�veC�have�Why’d��A�WhyC�why�A�’dC�'d�Why’d’ve��A�WhyC�why�A�’dC�would�A�’veC�have�Why’ll��A�WhyC�why�A�’llC�will�Why’ll’ve��A�WhyC�why�A�’llC�will�A�’veC�have�Why’re��A�WhyC�why�A�’reC�are�Why’s��A�WhyC�why�A�’sC�'s�Why’ve��A�WhyC�why�A�’ve�Wis.��A�Wis.C�Wisconsin�Won't��A�WoC�will�A�n'tC�not�Won't've��A�WoC�will�A�n'tC�not�A�'veC�have�Wont��A�WoC�will�A�ntC�not�Wontve��A�WoC�will�A�ntC�not�A�veC�have�Won’t��A�WoC�will�A�n’tC�not�Won’t’ve��A�WoC�will�A�n’tC�not�A�’veC�have�Would've��A�WouldC�would�A�'ve�Wouldn't��A�WouldC�would�A�n'tC�not�Wouldn't've��A�WouldC�would�A�n'tC�not�A�'veC�have�Wouldnt��A�WouldC�would�A�ntC�not�Wouldntve��A�WouldC�would�A�ntC�not�A�veC�have�Wouldn’t��A�WouldC�would�A�n’tC�not�Wouldn’t’ve��A�WouldC�would�A�n’tC�not�A�’veC�have�Wouldve��A�WouldC�would�A�ve�Would’ve��A�WouldC�would�A�’ve�XD��A�XD�XDD��A�XDD�You'd��A�YouC�you�A�'dC�'d�You'd've��A�YouC�you�A�'dC�would�A�'veC�have�You'll��A�YouC�you�A�'llC�will�You'll've��A�YouC�you�A�'llC�will�A�'veC�have�You're��A�YouC�you�A�'reC�are�You've��A�YouC�you�A�'veC�have�Youd��A�YouC�you�A�dC�'d�Youdve��A�YouC�you�A�dC�would�A�veC�have�Youll��A�YouC�you�A�llC�will�Youllve��A�YouC�you�A�llC�will�A�veC�have�Youre��A�YouC�you�A�reC�are�Youve��A�YouC�you�A�veC�have�You’d��A�YouC�you�A�’dC�'d�You’d’ve��A�YouC�you�A�’dC�would�A�’veC�have�You’ll��A�YouC�you�A�’llC�will�You’ll’ve��A�YouC�you�A�’llC�will�A�’veC�have�You’re��A�YouC�you�A�’reC�are�You’ve��A�YouC�you�A�’veC�have�[-:��A�[-:�[:��A�[:�[=��A�[=�\")��A�\")�\n��A�\n�\t��A�\t�]=��A�]=�^_^��A�^_^�^__^��A�^__^�^___^��A�^___^�a.��A�a.�a.m.��A�a.m.�ain't��A�ai�A�n'tC�not�aint��A�ai�A�ntC�not�ain’t��A�ai�A�n’tC�not�and/or��A�and/orC�and/or�aren't��A�areC�are�A�n'tC�not�arent��A�areC�are�A�ntC�not�aren’t��A�areC�are�A�n’tC�not�b.��A�b.�c'mon��A�c'mC�come�A�on�c.��A�c.�can't��A�caC�can�A�n'tC�not�can't've��A�caC�can�A�n'tC�not�A�'veC�have�cannot��A�can�A�not�cant��A�caC�can�A�ntC�not�cantve��A�caC�can�A�ntC�not�A�veC�have�can’t��A�caC�can�A�n’tC�not�can’t’ve��A�caC�can�A�n’tC�not�A�’veC�have�co.��A�co.�could've��A�couldC�could�A�'ve�couldn't��A�couldC�could�A�n'tC�not�couldn't've��A�couldC�could�A�n'tC�not�A�'veC�have�couldnt��A�couldC�could�A�ntC�not�couldntve��A�couldC�could�A�ntC�not�A�veC�have�couldn’t��A�couldC�could�A�n’tC�not�couldn’t’ve��A�couldC�could�A�n’tC�not�A�’veC�have�couldve��A�couldC�could�A�ve�could’ve��A�couldC�could�A�’ve�c’mon��A�c’mC�come�A�on�d.��A�d.�daren't��A�dareC�dare�A�n'tC�not�darent��A�dareC�dare�A�ntC�not�daren’t��A�dareC�dare�A�n’tC�not�didn't��A�didC�do�A�n'tC�not�didn't've��A�didC�do�A�n'tC�not�A�'veC�have�didnt��A�didC�do�A�ntC�not�didntve��A�didC�do�A�ntC�not�A�veC�have�didn’t��A�didC�do�A�n’tC�not�didn’t’ve��A�didC�do�A�n’tC�not�A�’veC�have�doesn't��A�doesC�does�A�n'tC�not�doesn't've��A�doesC�does�A�n'tC�not�A�'veC�have�doesnt��A�doesC�does�A�ntC�not�doesntve��A�doesC�does�A�ntC�not�A�veC�have�doesn’t��A�doesC�does�A�n’tC�not�doesn’t’ve��A�doesC�does�A�n’tC�not�A�’veC�have�doin��A�doinC�doing�doin'��A�doin'C�doing�doin’��A�doin’C�doing�don't��A�doC�do�A�n'tC�not�don't've��A�doC�do�A�n'tC�not�A�'veC�have�dont��A�doC�do�A�ntC�not�dontve��A�doC�do�A�ntC�not�A�veC�have�don’t��A�doC�do�A�n’tC�not�don’t’ve��A�doC�do�A�n’tC�not�A�’veC�have�e.��A�e.�e.g.��A�e.g.�em��A�emC�them�f.��A�f.�g.��A�g.�goin��A�goinC�going�goin'��A�goin'C�going�goin’��A�goin’C�going�gonna��A�gonC�going�A�naC�to�gotta��A�got�A�taC�to�h.��A�h.�hadn't��A�hadC�have�A�n'tC�not�hadn't've��A�hadC�have�A�n'tC�not�A�'veC�have�hadnt��A�hadC�have�A�ntC�not�hadntve��A�hadC�have�A�ntC�not�A�veC�have�hadn’t��A�hadC�have�A�n’tC�not�hadn’t’ve��A�hadC�have�A�n’tC�not�A�’veC�have�hasn't��A�hasC�has�A�n'tC�not�hasnt��A�hasC�has�A�ntC�not�hasn’t��A�hasC�has�A�n’tC�not�haven't��A�haveC�have�A�n'tC�not�havent��A�haveC�have�A�ntC�not�haven’t��A�haveC�have�A�n’tC�not�havin��A�havinC�having�havin'��A�havin'C�having�havin’��A�havin’C�having�he'd��A�heC�he�A�'dC�'d�he'd've��A�heC�he�A�'dC�would�A�'veC�have�he'll��A�heC�he�A�'llC�will�he'll've��A�heC�he�A�'llC�will�A�'veC�have�he's��A�heC�he�A�'sC�'s�hed��A�heC�he�A�dC�'d�hedve��A�heC�he�A�dC�would�A�veC�have�hellve��A�heC�he�A�llC�will�A�veC�have�hes��A�heC�he�A�s�he’d��A�heC�he�A�’dC�'d�he’d’ve��A�heC�he�A�’dC�would�A�’veC�have�he’ll��A�heC�he�A�’llC�will�he’ll’ve��A�heC�he�A�’llC�will�A�’veC�have�he’s��A�heC�he�A�’sC�'s�how'd��A�howC�how�A�'dC�'d�how'd've��A�howC�how�A�'dC�would�A�'veC�have�how'd'y��A�how�A�'d�A�'yC�you�how'll��A�howC�how�A�'llC�will�how'll've��A�howC�how�A�'llC�will�A�'veC�have�how're��A�howC�how�A�'reC�are�how's��A�howC�how�A�'sC�'s�how've��A�howC�how�A�'ve�howd��A�howC�how�A�dC�'d�howdve��A�howC�how�A�dC�would�A�veC�have�howll��A�howC�how�A�llC�will�howllve��A�howC�how�A�llC�will�A�veC�have�howre��A�howC�how�A�reC�are�hows��A�howC�how�A�s�howve��A�how�A�veC�have�how’d��A�howC�how�A�’dC�'d�how’d’ve��A�howC�how�A�’dC�would�A�’veC�have�how’d’y��A�how�A�’d�A�’yC�you�how’ll��A�howC�how�A�’llC�will�how’ll’ve��A�howC�how�A�’llC�will�A�’veC�have�how’re��A�howC�how�A�’reC�are�how’s��A�howC�how�A�’sC�'s�how’ve��A�howC�how�A�’ve�i'd��A�iC�i�A�'dC�'d�i'd've��A�iC�i�A�'dC�would�A�'veC�have�i'll��A�iC�i�A�'llC�will�i'll've��A�iC�i�A�'llC�will�A�'veC�have�i'm��A�iC�i�A�'mC�am�i'ma��A�iC�i�A�'mC�am�A�aC�gonna�i've��A�iC�i�A�'veC�have�i.��A�i.�i.e.��A�i.e.�id��A�iC�i�A�dC�'d�idve��A�iC�i�A�dC�would�A�veC�have�illve��A�iC�i�A�llC�will�A�veC�have�im��A�iC�i�A�m�ima��A�iC�i�A�mC�am�A�aC�gonna�isn't��A�isC�is�A�n'tC�not�isnt��A�isC�is�A�ntC�not�isn’t��A�isC�is�A�n’tC�not�it'd��A�itC�it�A�'dC�'d�it'd've��A�itC�it�A�'dC�would�A�'veC�have�it'll��A�itC�it�A�'llC�will�it'll've��A�itC�it�A�'llC�will�A�'veC�have�it's��A�itC�it�A�'sC�'s�itd��A�itC�it�A�dC�'d�itdve��A�itC�it�A�dC�would�A�veC�have�itll��A�itC�it�A�llC�will�itllve��A�itC�it�A�llC�will�A�veC�have�it’d��A�itC�it�A�’dC�'d�it’d’ve��A�itC�it�A�’dC�would�A�’veC�have�it’ll��A�itC�it�A�’llC�will�it’ll’ve��A�itC�it�A�’llC�will�A�’veC�have�it’s��A�itC�it�A�’sC�'s�ive��A�iC�i�A�veC�have�i’d��A�iC�i�A�’dC�'d�i’d’ve��A�iC�i�A�’dC�would�A�’veC�have�i’ll��A�iC�i�A�’llC�will�i’ll’ve��A�iC�i�A�’llC�will�A�’veC�have�i’m��A�iC�i�A�’mC�am�i’ma��A�iC�i�A�’mC�am�A�aC�gonna�i’ve��A�iC�i�A�’veC�have�j.��A�j.�k.��A�k.�l.��A�l.�let's��A�let�A�'sC�us�let’s��A�let�A�’sC�us�ll��A�llC�will�lovin��A�lovinC�loving�lovin'��A�lovin'C�loving�lovin’��A�lovin’C�loving�m.��A�m.�ma'am��A�ma'amC�madam�mayn't��A�mayC�may�A�n'tC�not�mayn't've��A�mayC�may�A�n'tC�not�A�'veC�have�maynt��A�mayC�may�A�ntC�not�mayntve��A�mayC�may�A�ntC�not�A�veC�have�mayn’t��A�mayC�may�A�n’tC�not�mayn’t’ve��A�mayC�may�A�n’tC�not�A�’veC�have�ma’am��A�ma’amC�madam�might've��A�mightC�might�A�'ve�mightn't��A�mightC�might�A�n'tC�not�mightn't've��A�mightC�might�A�n'tC�not�A�'veC�have�mightnt��A�mightC�might�A�ntC�not�mightntve��A�mightC�might�A�ntC�not�A�veC�have�mightn’t��A�mightC�might�A�n’tC�not�mightn’t’ve��A�mightC�might�A�n’tC�not�A�’veC�have�mightve��A�mightC�might�A�ve�might’ve��A�mightC�might�A�’ve�must've��A�mustC�must�A�'ve�mustn't��A�mustC�must�A�n'tC�not�mustn't've��A�mustC�must�A�n'tC�not�A�'veC�have�mustnt��A�mustC�must�A�ntC�not�mustntve��A�mustC�must�A�ntC�not�A�veC�have�mustn’t��A�mustC�must�A�n’tC�not�mustn’t’ve��A�mustC�must�A�n’tC�not�A�’veC�have�mustve��A�mustC�must�A�ve�must’ve��A�mustC�must�A�’ve�n.��A�n.�needn't��A�needC�need�A�n'tC�not�needn't've��A�needC�need�A�n'tC�not�A�'veC�have�neednt��A�needC�need�A�ntC�not�needntve��A�needC�need�A�ntC�not�A�veC�have�needn’t��A�needC�need�A�n’tC�not�needn’t’ve��A�needC�need�A�n’tC�not�A�’veC�have�not've��A�not�A�'veC�have�nothin��A�nothinC�nothing�nothin'��A�nothin'C�nothing�nothin’��A�nothin’C�nothing�notve��A�not�A�veC�have�not’ve��A�not�A�’veC�have�nuff��A�nuffC�enough�nuthin��A�nuthinC�nothing�nuthin'��A�nuthin'C�nothing�nuthin’��A�nuthin’C�nothing�o'clock��A�o'clockC�o'clock�o.��A�o.�o.0��A�o.0�o.O��A�o.O�o.o��A�o.o�o_0��A�o_0�o_O��A�o_O�o_o��A�o_o�ol��A�olC�old�ol'��A�ol'C�old�ol’��A�ol’C�old�oughtn't��A�oughtC�ought�A�n'tC�not�oughtn't've��A�oughtC�ought�A�n'tC�not�A�'veC�have�oughtnt��A�oughtC�ought�A�ntC�not�oughtntve��A�oughtC�ought�A�ntC�not�A�veC�have�oughtn’t��A�oughtC�ought�A�n’tC�not�oughtn’t’ve��A�oughtC�ought�A�n’tC�not�A�’veC�have�o’clock��A�o’clockC�o'clock�p.��A�p.�p.m.��A�p.m.�q.��A�q.�r.��A�r.�s.��A�s.�shan't��A�shaC�shall�A�n'tC�not�shan't've��A�shaC�shall�A�n'tC�not�A�'veC�have�shant��A�shaC�shall�A�ntC�not�shantve��A�shaC�shall�A�ntC�not�A�veC�have�shan’t��A�shaC�shall�A�n’tC�not�shan’t’ve��A�shaC�shall�A�n’tC�not�A�’veC�have�she'd��A�sheC�she�A�'dC�'d�she'd've��A�sheC�she�A�'dC�would�A�'veC�have�she'll��A�sheC�she�A�'llC�will�she'll've��A�sheC�she�A�'llC�will�A�'veC�have�she's��A�sheC�she�A�'sC�'s�shedve��A�sheC�she�A�dC�would�A�veC�have�shellve��A�sheC�she�A�llC�will�A�veC�have�shes��A�sheC�she�A�s�she’d��A�sheC�she�A�’dC�'d�she’d’ve��A�sheC�she�A�’dC�would�A�’veC�have�she’ll��A�sheC�she�A�’llC�will�she’ll’ve��A�sheC�she�A�’llC�will�A�’veC�have�she’s��A�sheC�she�A�’sC�'s�should've��A�shouldC�should�A�'ve�shouldn't��A�shouldC�should�A�n'tC�not�shouldn't've��A�shouldC�should�A�n'tC�not�A�'veC�have�shouldnt��A�shouldC�should�A�ntC�not�shouldntve��A�shouldC�should�A�ntC�not�A�veC�have�shouldn’t��A�shouldC�should�A�n’tC�not�shouldn’t’ve��A�shouldC�should�A�n’tC�not�A�’veC�have�shouldve��A�shouldC�should�A�ve�should’ve��A�shouldC�should�A�’ve�somethin��A�somethinC�something�somethin'��A�somethin'C�something�somethin’��A�somethin’C�something�t.��A�t.�that'd��A�thatC�that�A�'dC�'d�that'd've��A�thatC�that�A�'dC�would�A�'veC�have�that'll��A�thatC�that�A�'llC�will�that'll've��A�thatC�that�A�'llC�will�A�'veC�have�that're��A�thatC�that�A�'reC�are�that's��A�thatC�that�A�'sC�'s�that've��A�thatC�that�A�'ve�thatd��A�thatC�that�A�dC�'d�thatdve��A�thatC�that�A�dC�would�A�veC�have�thatll��A�thatC�that�A�llC�will�thatllve��A�thatC�that�A�llC�will�A�veC�have�thatre��A�thatC�that�A�reC�are�thats��A�thatC�that�A�s�thatve��A�that�A�veC�have�that’d��A�thatC�that�A�’dC�'d�that’d’ve��A�thatC�that�A�’dC�would�A�’veC�have�that’ll��A�thatC�that�A�’llC�will�that’ll’ve��A�thatC�that�A�’llC�will�A�’veC�have�that’re��A�thatC�that�A�’reC�are�that’s��A�thatC�that�A�’sC�'s�that’ve��A�thatC�that�A�’ve�there'd��A�thereC�there�A�'dC�'d�there'd've��A�thereC�there�A�'dC�would�A�'veC�have�there'll��A�thereC�there�A�'llC�will�there'll've��A�thereC�there�A�'llC�will�A�'veC�have�there're��A�thereC�there�A�'reC�are�there's��A�thereC�there�A�'sC�'s�there've��A�thereC�there�A�'ve�thered��A�thereC�there�A�dC�'d�theredve��A�thereC�there�A�dC�would�A�veC�have�therell��A�thereC�there�A�llC�will�therellve��A�thereC�there�A�llC�will�A�veC�have�therere��A�thereC�there�A�reC�are�theres��A�thereC�there�A�s�thereve��A�there�A�veC�have�there’d��A�thereC�there�A�’dC�'d�there’d’ve��A�thereC�there�A�’dC�would�A�’veC�have�there’ll��A�thereC�there�A�’llC�will�there’ll’ve��A�thereC�there�A�’llC�will�A�’veC�have�there’re��A�thereC�there�A�’reC�are�there’s��A�thereC�there�A�’sC�'s�there’ve��A�thereC�there�A�’ve�these'd��A�theseC�these�A�'dC�'d�these'd've��A�theseC�these�A�'dC�would�A�'veC�have�these'll��A�theseC�these�A�'llC�will�these'll've��A�theseC�these�A�'llC�will�A�'veC�have�these're��A�theseC�these�A�'reC�are�these's��A�theseC�these�A�'sC�'s�these've��A�theseC�these�A�'ve�thesed��A�theseC�these�A�dC�'d�thesedve��A�theseC�these�A�dC�would�A�veC�have�thesell��A�theseC�these�A�llC�will�thesellve��A�theseC�these�A�llC�will�A�veC�have�thesere��A�theseC�these�A�reC�are�theses��A�theseC�these�A�s�theseve��A�these�A�veC�have�these’d��A�theseC�these�A�’dC�'d�these’d’ve��A�theseC�these�A�’dC�would�A�’veC�have�these’ll��A�theseC�these�A�’llC�will�these’ll’ve��A�theseC�these�A�’llC�will�A�’veC�have�these’re��A�theseC�these�A�’reC�are�these’s��A�theseC�these�A�’sC�'s�these’ve��A�theseC�these�A�’ve�they'd��A�theyC�they�A�'dC�'d�they'd've��A�theyC�they�A�'dC�would�A�'veC�have�they'll��A�theyC�they�A�'llC�will�they'll've��A�theyC�they�A�'llC�will�A�'veC�have�they're��A�theyC�they�A�'reC�are�they've��A�theyC�they�A�'veC�have�theyd��A�theyC�they�A�dC�'d�theydve��A�theyC�they�A�dC�would�A�veC�have�theyll��A�theyC�they�A�llC�will�theyllve��A�theyC�they�A�llC�will�A�veC�have�theyre��A�theyC�they�A�reC�are�theyve��A�theyC�they�A�veC�have�they’d��A�theyC�they�A�’dC�'d�they’d’ve��A�theyC�they�A�’dC�would�A�’veC�have�they’ll��A�theyC�they�A�’llC�will�they’ll’ve��A�theyC�they�A�’llC�will�A�’veC�have�they’re��A�theyC�they�A�’reC�are�they’ve��A�theyC�they�A�’veC�have�this'd��A�thisC�this�A�'dC�'d�this'd've��A�thisC�this�A�'dC�would�A�'veC�have�this'll��A�thisC�this�A�'llC�will�this'll've��A�thisC�this�A�'llC�will�A�'veC�have�this're��A�thisC�this�A�'reC�are�this's��A�thisC�this�A�'sC�'s�this've��A�thisC�this�A�'ve�thisd��A�thisC�this�A�dC�'d�thisdve��A�thisC�this�A�dC�would�A�veC�have�thisll��A�thisC�this�A�llC�will�thisllve��A�thisC�this�A�llC�will�A�veC�have�thisre��A�thisC�this�A�reC�are�thiss��A�thisC�this�A�s�thisve��A�this�A�veC�have�this’d��A�thisC�this�A�’dC�'d�this’d’ve��A�thisC�this�A�’dC�would�A�’veC�have�this’ll��A�thisC�this�A�’llC�will�this’ll’ve��A�thisC�this�A�’llC�will�A�’veC�have�this’re��A�thisC�this�A�’reC�are�this’s��A�thisC�this�A�’sC�'s�this’ve��A�thisC�this�A�’ve�those'd��A�thoseC�those�A�'dC�'d�those'd've��A�thoseC�those�A�'dC�would�A�'veC�have�those'll��A�thoseC�those�A�'llC�will�those'll've��A�thoseC�those�A�'llC�will�A�'veC�have�those're��A�thoseC�those�A�'reC�are�those's��A�thoseC�those�A�'sC�'s�those've��A�thoseC�those�A�'ve�thosed��A�thoseC�those�A�dC�'d�thosedve��A�thoseC�those�A�dC�would�A�veC�have�thosell��A�thoseC�those�A�llC�will�thosellve��A�thoseC�those�A�llC�will�A�veC�have�thosere��A�thoseC�those�A�reC�are�thoses��A�thoseC�those�A�s�thoseve��A�those�A�veC�have�those’d��A�thoseC�those�A�’dC�'d�those’d’ve��A�thoseC�those�A�’dC�would�A�’veC�have�those’ll��A�thoseC�those�A�’llC�will�those’ll’ve��A�thoseC�those�A�’llC�will�A�’veC�have�those’re��A�thoseC�those�A�’reC�are�those’s��A�thoseC�those�A�’sC�'s�those’ve��A�thoseC�those�A�’ve�u.��A�u.�v.��A�v.�v.s.��A�v.s.�v.v��A�v.v�v_v��A�v_v�vs.��A�vs.�w.��A�w.�w/o��A�w/oC�without�wasn't��A�wasC�was�A�n'tC�not�wasnt��A�wasC�was�A�ntC�not�wasn’t��A�wasC�was�A�n’tC�not�we'd��A�weC�we�A�'dC�'d�we'd've��A�weC�we�A�'dC�would�A�'veC�have�we'll��A�weC�we�A�'llC�will�we'll've��A�weC�we�A�'llC�will�A�'veC�have�we're��A�weC�we�A�'reC�are�we've��A�weC�we�A�'veC�have�wed��A�weC�we�A�dC�'d�wedve��A�weC�we�A�dC�would�A�veC�have�wellve��A�weC�we�A�llC�will�A�veC�have�weren't��A�wereC�were�A�n'tC�not�werent��A�wereC�were�A�ntC�not�weren’t��A�wereC�were�A�n’tC�not�weve��A�weC�we�A�veC�have�we’d��A�weC�we�A�’dC�'d�we’d’ve��A�weC�we�A�’dC�would�A�’veC�have�we’ll��A�weC�we�A�’llC�will�we’ll’ve��A�weC�we�A�’llC�will�A�’veC�have�we’re��A�weC�we�A�’reC�are�we’ve��A�weC�we�A�’veC�have�what'd��A�whatC�what�A�'dC�'d�what'd've��A�whatC�what�A�'dC�would�A�'veC�have�what'll��A�whatC�what�A�'llC�will�what'll've��A�whatC�what�A�'llC�will�A�'veC�have�what're��A�whatC�what�A�'reC�are�what's��A�whatC�what�A�'sC�'s�what've��A�whatC�what�A�'ve�whatd��A�whatC�what�A�dC�'d�whatdve��A�whatC�what�A�dC�would�A�veC�have�whatll��A�whatC�what�A�llC�will�whatllve��A�whatC�what�A�llC�will�A�veC�have�whatre��A�whatC�what�A�reC�are�whats��A�whatC�what�A�s�whatve��A�what�A�veC�have�what’d��A�whatC�what�A�’dC�'d�what’d’ve��A�whatC�what�A�’dC�would�A�’veC�have�what’ll��A�whatC�what�A�’llC�will�what’ll’ve��A�whatC�what�A�’llC�will�A�’veC�have�what’re��A�whatC�what�A�’reC�are�what’s��A�whatC�what�A�’sC�'s�what’ve��A�whatC�what�A�’ve�when'd��A�whenC�when�A�'dC�'d�when'd've��A�whenC�when�A�'dC�would�A�'veC�have�when'll��A�whenC�when�A�'llC�will�when'll've��A�whenC�when�A�'llC�will�A�'veC�have�when're��A�whenC�when�A�'reC�are�when's��A�whenC�when�A�'sC�'s�when've��A�whenC�when�A�'ve�whend��A�whenC�when�A�dC�'d�whendve��A�whenC�when�A�dC�would�A�veC�have�whenll��A�whenC�when�A�llC�will�whenllve��A�whenC�when�A�llC�will�A�veC�have�whenre��A�whenC�when�A�reC�are�whens��A�whenC�when�A�s�whenve��A�when�A�veC�have�when’d��A�whenC�when�A�’dC�'d�when’d’ve��A�whenC�when�A�’dC�would�A�’veC�have�when’ll��A�whenC�when�A�’llC�will�when’ll’ve��A�whenC�when�A�’llC�will�A�’veC�have�when’re��A�whenC�when�A�’reC�are�when’s��A�whenC�when�A�’sC�'s�when’ve��A�whenC�when�A�’ve�where'd��A�whereC�where�A�'dC�'d�where'd've��A�whereC�where�A�'dC�would�A�'veC�have�where'll��A�whereC�where�A�'llC�will�where'll've��A�whereC�where�A�'llC�will�A�'veC�have�where're��A�whereC�where�A�'reC�are�where's��A�whereC�where�A�'sC�'s�where've��A�whereC�where�A�'ve�whered��A�whereC�where�A�dC�'d�wheredve��A�whereC�where�A�dC�would�A�veC�have�wherell��A�whereC�where�A�llC�will�wherellve��A�whereC�where�A�llC�will�A�veC�have�wherere��A�whereC�where�A�reC�are�wheres��A�whereC�where�A�s�whereve��A�where�A�veC�have�where’d��A�whereC�where�A�’dC�'d�where’d’ve��A�whereC�where�A�’dC�would�A�’veC�have�where’ll��A�whereC�where�A�’llC�will�where’ll’ve��A�whereC�where�A�’llC�will�A�’veC�have�where’re��A�whereC�where�A�’reC�are�where’s��A�whereC�where�A�’sC�'s�where’ve��A�whereC�where�A�’ve�who'd��A�whoC�who�A�'dC�'d�who'd've��A�whoC�who�A�'dC�would�A�'veC�have�who'll��A�whoC�who�A�'llC�will�who'll've��A�whoC�who�A�'llC�will�A�'veC�have�who're��A�whoC�who�A�'reC�are�who's��A�whoC�who�A�'sC�'s�who've��A�whoC�who�A�'ve�whod��A�whoC�who�A�dC�'d�whodve��A�whoC�who�A�dC�would�A�veC�have�wholl��A�whoC�who�A�llC�will�whollve��A�whoC�who�A�llC�will�A�veC�have�whos��A�whoC�who�A�s�whove��A�who�A�veC�have�who’d��A�whoC�who�A�’dC�'d�who’d’ve��A�whoC�who�A�’dC�would�A�’veC�have�who’ll��A�whoC�who�A�’llC�will�who’ll’ve��A�whoC�who�A�’llC�will�A�’veC�have�who’re��A�whoC�who�A�’reC�are�who’s��A�whoC�who�A�’sC�'s�who’ve��A�whoC�who�A�’ve�why'd��A�whyC�why�A�'dC�'d�why'd've��A�whyC�why�A�'dC�would�A�'veC�have�why'll��A�whyC�why�A�'llC�will�why'll've��A�whyC�why�A�'llC�will�A�'veC�have�why're��A�whyC�why�A�'reC�are�why's��A�whyC�why�A�'sC�'s�why've��A�whyC�why�A�'ve�whyd��A�whyC�why�A�dC�'d�whydve��A�whyC�why�A�dC�would�A�veC�have�whyll��A�whyC�why�A�llC�will�whyllve��A�whyC�why�A�llC�will�A�veC�have�whyre��A�whyC�why�A�reC�are�whys��A�whyC�why�A�s�whyve��A�why�A�veC�have�why’d��A�whyC�why�A�’dC�'d�why’d’ve��A�whyC�why�A�’dC�would�A�’veC�have�why’ll��A�whyC�why�A�’llC�will�why’ll’ve��A�whyC�why�A�’llC�will�A�’veC�have�why’re��A�whyC�why�A�’reC�are�why’s��A�whyC�why�A�’sC�'s�why’ve��A�whyC�why�A�’ve�won't��A�woC�will�A�n'tC�not�won't've��A�woC�will�A�n'tC�not�A�'veC�have�wont��A�woC�will�A�ntC�not�wontve��A�woC�will�A�ntC�not�A�veC�have�won’t��A�woC�will�A�n’tC�not�won’t’ve��A�woC�will�A�n’tC�not�A�’veC�have�would've��A�wouldC�would�A�'ve�wouldn't��A�wouldC�would�A�n'tC�not�wouldn't've��A�wouldC�would�A�n'tC�not�A�'veC�have�wouldnt��A�wouldC�would�A�ntC�not�wouldntve��A�wouldC�would�A�ntC�not�A�veC�have�wouldn’t��A�wouldC�would�A�n’tC�not�wouldn’t’ve��A�wouldC�would�A�n’tC�not�A�’veC�have�wouldve��A�wouldC�would�A�ve�would’ve��A�wouldC�would�A�’ve�x.��A�x.�xD��A�xD�xDD��A�xDD�y'all��A�y'C�you�A�all�y.��A�y.�yall��A�yC�you�A�all�you'd��A�youC�you�A�'dC�'d�you'd've��A�youC�you�A�'dC�would�A�'veC�have�you'll��A�youC�you�A�'llC�will�you'll've��A�youC�you�A�'llC�will�A�'veC�have�you're��A�youC�you�A�'reC�are�you've��A�youC�you�A�'veC�have�youd��A�youC�you�A�dC�'d�youdve��A�youC�you�A�dC�would�A�veC�have�youll��A�youC�you�A�llC�will�youllve��A�youC�you�A�llC�will�A�veC�have�youre��A�youC�you�A�reC�are�youve��A�youC�you�A�veC�have�you’d��A�youC�you�A�’dC�'d�you’d’ve��A�youC�you�A�’dC�would�A�’veC�have�you’ll��A�youC�you�A�’llC�will�you’ll’ve��A�youC�you�A�’llC�will�A�’veC�have�you’re��A�youC�you�A�’reC�are�you’ve��A�youC�you�A�’veC�have�y’all��A�y’C�you�A�all�z.��A�z.� ��A� C� �¯\(ツ)/¯��A�¯\(ツ)/¯�ä.��A�ä.�ö.��A�ö.�ü.��A�ü.�ಠ_ಠ��A�ಠ_ಠ�ಠ︵ಠ��A�ಠ︵ಠ�—��A�—�‘S��A�‘SC�'s�‘s��A�‘sC�'s�’��A�’�’Cause��A�’CauseC�because�’Cos��A�’CosC�because�’Coz��A�’CozC�because�’Cuz��A�’CuzC�because�’S��A�’SC�'s�’bout��A�’boutC�about�’cause��A�’causeC�because�’cos��A�’cosC�because�’coz��A�’cozC�because�’cuz��A�’cuzC�because�’d��A�’d�’em��A�’emC�them�’ll��A�’llC�will�’nuff��A�’nuffC�enough�’re��A�’reC�are�’s��A�’sC�'s�’’��A�’’
|
transformer/cfg
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"max_batch_items":4096
|
| 3 |
+
}
|
transformer/model/config.json
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "/mnt/scratch/tmp/en_core_web_trf/dc04c7b2-9045-42b5-95f8-fa28249ae3b8/training/core/model-best/transformer/model",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"RobertaForMaskedLM"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"eos_token_id": 2,
|
| 9 |
+
"gradient_checkpointing": false,
|
| 10 |
+
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
+
"hidden_size": 768,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"intermediate_size": 3072,
|
| 15 |
+
"layer_norm_eps": 1e-05,
|
| 16 |
+
"max_position_embeddings": 514,
|
| 17 |
+
"model_type": "roberta",
|
| 18 |
+
"num_attention_heads": 12,
|
| 19 |
+
"num_hidden_layers": 12,
|
| 20 |
+
"pad_token_id": 1,
|
| 21 |
+
"position_embedding_type": "absolute",
|
| 22 |
+
"transformers_version": "4.6.1",
|
| 23 |
+
"type_vocab_size": 1,
|
| 24 |
+
"use_cache": true,
|
| 25 |
+
"vocab_size": 50265
|
| 26 |
+
}
|
transformer/model/merges.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
transformer/model/pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1370895942196336d70d45a0e2610ca87ed84f68fa85b00c651e1bee1f40fa06
|
| 3 |
+
size 498661169
|
transformer/model/special_tokens_map.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}}
|
transformer/model/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
transformer/model/tokenizer_config.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "add_prefix_space": false, "errors": "replace", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": "<mask>", "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "/mnt/scratch/tmp/en_core_web_trf/dc04c7b2-9045-42b5-95f8-fa28249ae3b8/training/core/model-best/transformer/model"}
|
transformer/model/vocab.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
vocab/key2row
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
�
|
vocab/lookups.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1ddd140ecac6a8c4592e9146d6e30074569ffaed97ee51edc9587dc510f8934c
|
| 3 |
+
size 69982
|
vocab/strings.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1d7d17d9d63314534996ec9f1264e258ff1632d65deb4de10203a5f70a37c57f
|
| 3 |
+
size 1091369
|
vocab/vectors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:14772b683e726436d5948ad3fff2b43d036ef2ebbe3458aafed6004e05a40706
|
| 3 |
+
size 128
|