Upload 41 files

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/tok2vec/model filter=lfs diff=lfs merge=lfs -text

both_models/sentence_transformer_model/1_Pooling/config.json

@@ -0,0 +1,7 @@
+{
+  "word_embedding_dimension": 768,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false
+}

both_models/sentence_transformer_model/README.md

@@ -0,0 +1,88 @@
+---
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- feature-extraction
+- sentence-similarity
+
+---
+
+# {MODEL_NAME}
+
+This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
+
+<!--- Describe your model here -->
+
+## Usage (Sentence-Transformers)
+
+Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
+
+```
+pip install -U sentence-transformers
+```
+
+Then you can use the model like this:
+
+```python
+from sentence_transformers import SentenceTransformer
+sentences = ["This is an example sentence", "Each sentence is converted"]
+
+model = SentenceTransformer('{MODEL_NAME}')
+embeddings = model.encode(sentences)
+print(embeddings)
+```
+
+
+
+## Evaluation Results
+
+<!--- Describe how your model was evaluated -->
+
+For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name={MODEL_NAME})
+
+
+## Training
+The model was trained with the parameters:
+
+**DataLoader**:
+
+`torch.utils.data.dataloader.DataLoader` of length 1 with parameters:
+```
+{'batch_size': 5, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'}
+```
+
+**Loss**:
+
+`sentence_transformers.losses.CosineSimilarityLoss.CosineSimilarityLoss` 
+
+Parameters of the fit()-Method:
+```
+{
+    "epochs": 2,
+    "evaluation_steps": 1000,
+    "evaluator": "NoneType",
+    "max_grad_norm": 1,
+    "optimizer_class": "<class 'torch.optim.adamw.AdamW'>",
+    "optimizer_params": {
+        "lr": 2e-05
+    },
+    "scheduler": "WarmupLinear",
+    "steps_per_epoch": null,
+    "warmup_steps": 100,
+    "weight_decay": 0.01
+}
+```
+
+
+## Full Model Architecture
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 384, 'do_lower_case': False}) with Transformer model: MPNetModel 
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False})
+  (2): Normalize()
+)
+```
+
+## Citing & Authors
+
+<!--- Describe where people can find more information -->

both_models/sentence_transformer_model/config.json

@@ -0,0 +1,24 @@
+{
+  "_name_or_path": "/Users/bharathkumarnune/.cache/torch/sentence_transformers/sentence-transformers_all-mpnet-base-v2/",
+  "architectures": [
+    "MPNetModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "mpnet",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "relative_attention_num_buckets": 32,
+  "torch_dtype": "float32",
+  "transformers_version": "4.30.2",
+  "vocab_size": 30527
+}

both_models/sentence_transformer_model/config_sentence_transformers.json

@@ -0,0 +1,7 @@
+{
+  "__version__": {
+    "sentence_transformers": "2.0.0",
+    "transformers": "4.6.1",
+    "pytorch": "1.8.1"
+  }
+}

both_models/sentence_transformer_model/modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

both_models/sentence_transformer_model/pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbdfdb6b06b9409c75d6c4ec7e4215de2ce5845fbb287dd31a3deb6525fead07
+size 438013677

both_models/sentence_transformer_model/sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 384,
+  "do_lower_case": false
+}

both_models/sentence_transformer_model/special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "[UNK]"
+}

both_models/sentence_transformer_model/tokenizer_config.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "do_lower_case": true,
+  "eos_token": "</s>",
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "MPNetTokenizer",
+  "unk_token": "[UNK]"
+}

both_models/spacy_ner_model/MANIFEST.in

@@ -0,0 +1,4 @@
+include meta.json
+include LICENSE
+include LICENSES_SOURCES
+include README.md

both_models/spacy_ner_model/README.md

@@ -0,0 +1,34 @@
+| Feature | Description |
+| --- | --- |
+| **Name** | `en_pipeline` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.6.0,<3.7.0` |
+| **Default Pipeline** | `tok2vec`, `entity_ruler`, `ner` |
+| **Components** | `tok2vec`, `entity_ruler`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (6 labels for 2 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`entity_ruler`** | `STATE`, `STATE_CODE`, `ZIPCODE` |
+| **`ner`** | `CITY`, `STATE`, `VERTICAL` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 99.82 |
+| `ENTS_P` | 99.91 |
+| `ENTS_R` | 99.73 |
+| `TOK2VEC_LOSS` | 20878.29 |
+| `NER_LOSS` | 2762.75 |

both_models/spacy_ner_model/dist/en_pipeline-0.0.0.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dfaec38f86eb3dde591a9f24b6e3e86ced7f028de992d82fe644d7bfaf04c70
+size 5672848

both_models/spacy_ner_model/en_pipeline.egg-info/PKG-INFO

@@ -0,0 +1,41 @@
+Metadata-Version: 2.1
+Name: en-pipeline
+Version: 0.0.0
+Home-page: 
+Author: 
+Author-email: 
+
+| Feature | Description |
+| --- | --- |
+| **Name** | `en_pipeline` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.6.0,<3.7.0` |
+| **Default Pipeline** | `tok2vec`, `entity_ruler`, `ner` |
+| **Components** | `tok2vec`, `entity_ruler`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (6 labels for 2 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`entity_ruler`** | `STATE`, `STATE_CODE`, `ZIPCODE` |
+| **`ner`** | `CITY`, `STATE`, `VERTICAL` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 99.82 |
+| `ENTS_P` | 99.91 |
+| `ENTS_R` | 99.73 |
+| `TOK2VEC_LOSS` | 20878.29 |
+| `NER_LOSS` | 2762.75 |

both_models/spacy_ner_model/en_pipeline.egg-info/SOURCES.txt

@@ -0,0 +1,29 @@
+MANIFEST.in
+README.md
+meta.json
+setup.py
+en_pipeline/__init__.py
+en_pipeline/meta.json
+en_pipeline.egg-info/PKG-INFO
+en_pipeline.egg-info/SOURCES.txt
+en_pipeline.egg-info/dependency_links.txt
+en_pipeline.egg-info/entry_points.txt
+en_pipeline.egg-info/not-zip-safe
+en_pipeline.egg-info/requires.txt
+en_pipeline.egg-info/top_level.txt
+en_pipeline/en_pipeline-0.0.0/README.md
+en_pipeline/en_pipeline-0.0.0/config.cfg
+en_pipeline/en_pipeline-0.0.0/meta.json
+en_pipeline/en_pipeline-0.0.0/tokenizer
+en_pipeline/en_pipeline-0.0.0/entity_ruler/cfg
+en_pipeline/en_pipeline-0.0.0/entity_ruler/patterns.jsonl
+en_pipeline/en_pipeline-0.0.0/ner/cfg
+en_pipeline/en_pipeline-0.0.0/ner/model
+en_pipeline/en_pipeline-0.0.0/ner/moves
+en_pipeline/en_pipeline-0.0.0/tok2vec/cfg
+en_pipeline/en_pipeline-0.0.0/tok2vec/model
+en_pipeline/en_pipeline-0.0.0/vocab/key2row
+en_pipeline/en_pipeline-0.0.0/vocab/lookups.bin
+en_pipeline/en_pipeline-0.0.0/vocab/strings.json
+en_pipeline/en_pipeline-0.0.0/vocab/vectors
+en_pipeline/en_pipeline-0.0.0/vocab/vectors.cfg

both_models/spacy_ner_model/en_pipeline.egg-info/dependency_links.txt

@@ -0,0 +1 @@
+

both_models/spacy_ner_model/en_pipeline.egg-info/entry_points.txt

@@ -0,0 +1,2 @@
+[spacy_models]
+en_pipeline = en_pipeline

both_models/spacy_ner_model/en_pipeline.egg-info/not-zip-safe

@@ -0,0 +1 @@
+

both_models/spacy_ner_model/en_pipeline.egg-info/requires.txt

@@ -0,0 +1 @@
+spacy<3.7.0,>=3.6.0

both_models/spacy_ner_model/en_pipeline.egg-info/top_level.txt

@@ -0,0 +1 @@
+en_pipeline

both_models/spacy_ner_model/en_pipeline/__init__.py

@@ -0,0 +1,10 @@
+from pathlib import Path
+from spacy.util import load_model_from_init_py, get_model_meta
+
+
+
+__version__ = get_model_meta(Path(__file__).parent)['version']
+
+
+def load(**overrides):
+    return load_model_from_init_py(__file__, **overrides)

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/README.md

@@ -0,0 +1,34 @@
+| Feature | Description |
+| --- | --- |
+| **Name** | `en_pipeline` |
+| **Version** | `0.0.0` |
+| **spaCy** | `>=3.6.0,<3.7.0` |
+| **Default Pipeline** | `tok2vec`, `entity_ruler`, `ner` |
+| **Components** | `tok2vec`, `entity_ruler`, `ner` |
+| **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
+| **Sources** | n/a |
+| **License** | n/a |
+| **Author** | [n/a]() |
+
+### Label Scheme
+
+<details>
+
+<summary>View label scheme (6 labels for 2 components)</summary>
+
+| Component | Labels |
+| --- | --- |
+| **`entity_ruler`** | `STATE`, `STATE_CODE`, `ZIPCODE` |
+| **`ner`** | `CITY`, `STATE`, `VERTICAL` |
+
+</details>
+
+### Accuracy
+
+| Type | Score |
+| --- | --- |
+| `ENTS_F` | 99.82 |
+| `ENTS_P` | 99.91 |
+| `ENTS_R` | 99.73 |
+| `TOK2VEC_LOSS` | 20878.29 |
+| `NER_LOSS` | 2762.75 |

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/config.cfg

@@ -0,0 +1,153 @@
+[paths]
+train = "./train.spacy"
+dev = "./test.spacy"
+vectors = null
+init_tok2vec = null
+
+[system]
+gpu_allocator = null
+seed = 0
+
+[nlp]
+lang = "en"
+pipeline = ["tok2vec","entity_ruler","ner"]
+batch_size = 1000
+disabled = []
+before_creation = null
+after_creation = null
+after_pipeline_creation = null
+tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
+
+[components]
+
+[components.entity_ruler]
+factory = "entity_ruler"
+ent_id_sep = "||"
+matcher_fuzzy_compare = {"@misc":"spacy.levenshtein_compare.v1"}
+overwrite_ents = false
+phrase_matcher_attr = null
+scorer = {"@scorers":"spacy.entity_ruler_scorer.v1"}
+validate = false
+
+[components.ner]
+factory = "ner"
+incorrect_spans_key = null
+moves = null
+scorer = {"@scorers":"spacy.ner_scorer.v1"}
+update_with_oracle_cut_size = 100
+
+[components.ner.model]
+@architectures = "spacy.TransitionBasedParser.v2"
+state_type = "ner"
+extra_state_tokens = false
+hidden_width = 64
+maxout_pieces = 2
+use_upper = true
+nO = null
+
+[components.ner.model.tok2vec]
+@architectures = "spacy.Tok2VecListener.v1"
+width = ${components.tok2vec.model.encode.width}
+upstream = "*"
+
+[components.tok2vec]
+factory = "tok2vec"
+
+[components.tok2vec.model]
+@architectures = "spacy.Tok2Vec.v2"
+
+[components.tok2vec.model.embed]
+@architectures = "spacy.MultiHashEmbed.v2"
+width = ${components.tok2vec.model.encode.width}
+attrs = ["NORM","PREFIX","SUFFIX","SHAPE"]
+rows = [5000,1000,2500,2500]
+include_static_vectors = false
+
+[components.tok2vec.model.encode]
+@architectures = "spacy.MaxoutWindowEncoder.v2"
+width = 96
+depth = 4
+window_size = 1
+maxout_pieces = 3
+
+[corpora]
+
+[corpora.dev]
+@readers = "spacy.Corpus.v1"
+path = ${paths.dev}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[corpora.train]
+@readers = "spacy.Corpus.v1"
+path = ${paths.train}
+max_length = 0
+gold_preproc = false
+limit = 0
+augmenter = null
+
+[training]
+dev_corpus = "corpora.dev"
+train_corpus = "corpora.train"
+seed = ${system.seed}
+gpu_allocator = ${system.gpu_allocator}
+dropout = 0.1
+accumulate_gradient = 1
+patience = 1600
+max_epochs = 0
+max_steps = 20000
+eval_frequency = 200
+frozen_components = []
+annotating_components = []
+before_to_disk = null
+before_update = null
+
+[training.batcher]
+@batchers = "spacy.batch_by_words.v1"
+discard_oversize = false
+tolerance = 0.2
+get_length = null
+
+[training.batcher.size]
+@schedules = "compounding.v1"
+start = 100
+stop = 1000
+compound = 1.001
+t = 0.0
+
+[training.logger]
+@loggers = "spacy.ConsoleLogger.v1"
+progress_bar = false
+
+[training.optimizer]
+@optimizers = "Adam.v1"
+beta1 = 0.9
+beta2 = 0.999
+L2_is_weight_decay = true
+L2 = 0.01
+grad_clip = 1.0
+use_averages = false
+eps = 0.00000001
+learn_rate = 0.001
+
+[training.score_weights]
+ents_f = 1.0
+ents_p = 0.0
+ents_r = 0.0
+ents_per_type = null
+
+[pretraining]
+
+[initialize]
+vectors = ${paths.vectors}
+init_tok2vec = ${paths.init_tok2vec}
+vocab_data = null
+lookups = null
+before_init = null
+after_init = null
+
+[initialize.components]
+
+[initialize.tokenizer]

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/entity_ruler/cfg

@@ -0,0 +1,5 @@
+{
+  "overwrite":false,
+  "phrase_matcher_attr":null,
+  "ent_id_sep":"||"
+}

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/entity_ruler/patterns.jsonl

@@ -0,0 +1,101 @@
+{"label":"ZIPCODE","pattern":[{"TEXT":{"REGEX":"\\b\\d{5}\\b"}}]}
+{"label":"STATE","pattern":"alabama"}
+{"label":"STATE","pattern":"alaska"}
+{"label":"STATE","pattern":"arizona"}
+{"label":"STATE","pattern":"arkansas"}
+{"label":"STATE","pattern":"california"}
+{"label":"STATE","pattern":"colorado"}
+{"label":"STATE","pattern":"connecticut"}
+{"label":"STATE","pattern":"delaware"}
+{"label":"STATE","pattern":"florida"}
+{"label":"STATE","pattern":"georgia"}
+{"label":"STATE","pattern":"hawaii"}
+{"label":"STATE","pattern":"idaho"}
+{"label":"STATE","pattern":"illinois"}
+{"label":"STATE","pattern":"indiana"}
+{"label":"STATE","pattern":"iowa"}
+{"label":"STATE","pattern":"kansas"}
+{"label":"STATE","pattern":"kentucky"}
+{"label":"STATE","pattern":"louisiana"}
+{"label":"STATE","pattern":"maine"}
+{"label":"STATE","pattern":"maryland"}
+{"label":"STATE","pattern":"massachusetts"}
+{"label":"STATE","pattern":"michigan"}
+{"label":"STATE","pattern":"minnesota"}
+{"label":"STATE","pattern":"mississippi"}
+{"label":"STATE","pattern":"missouri"}
+{"label":"STATE","pattern":"montana"}
+{"label":"STATE","pattern":"nebraska"}
+{"label":"STATE","pattern":"nevada"}
+{"label":"STATE","pattern":"new hampshire"}
+{"label":"STATE","pattern":"new jersey"}
+{"label":"STATE","pattern":"new mexico"}
+{"label":"STATE","pattern":"new york"}
+{"label":"STATE","pattern":"north carolina"}
+{"label":"STATE","pattern":"north dakota"}
+{"label":"STATE","pattern":"ohio"}
+{"label":"STATE","pattern":"oklahoma"}
+{"label":"STATE","pattern":"oregon"}
+{"label":"STATE","pattern":"pennsylvania"}
+{"label":"STATE","pattern":"rhode island"}
+{"label":"STATE","pattern":"south carolina"}
+{"label":"STATE","pattern":"south dakota"}
+{"label":"STATE","pattern":"tennessee"}
+{"label":"STATE","pattern":"texas"}
+{"label":"STATE","pattern":"utah"}
+{"label":"STATE","pattern":"vermont"}
+{"label":"STATE","pattern":"virginia"}
+{"label":"STATE","pattern":"washington"}
+{"label":"STATE","pattern":"west virginia"}
+{"label":"STATE","pattern":"wisconsin"}
+{"label":"STATE","pattern":"wyoming"}
+{"label":"STATE_CODE","pattern":"MT"}
+{"label":"STATE_CODE","pattern":"MS"}
+{"label":"STATE_CODE","pattern":"DE"}
+{"label":"STATE_CODE","pattern":"NM"}
+{"label":"STATE_CODE","pattern":"OK"}
+{"label":"STATE_CODE","pattern":"IA"}
+{"label":"STATE_CODE","pattern":"CT"}
+{"label":"STATE_CODE","pattern":"NE"}
+{"label":"STATE_CODE","pattern":"HI"}
+{"label":"STATE_CODE","pattern":"KS"}
+{"label":"STATE_CODE","pattern":"NV"}
+{"label":"STATE_CODE","pattern":"OR"}
+{"label":"STATE_CODE","pattern":"WV"}
+{"label":"STATE_CODE","pattern":"AR"}
+{"label":"STATE_CODE","pattern":"ID"}
+{"label":"STATE_CODE","pattern":"SD"}
+{"label":"STATE_CODE","pattern":"ND"}
+{"label":"STATE_CODE","pattern":"NH"}
+{"label":"STATE_CODE","pattern":"ME"}
+{"label":"STATE_CODE","pattern":"UT"}
+{"label":"STATE_CODE","pattern":"RI"}
+{"label":"STATE_CODE","pattern":"MT"}
+{"label":"STATE_CODE","pattern":"VT"}
+{"label":"STATE_CODE","pattern":"WY"}
+{"label":"STATE_CODE","pattern":"AK"}
+{"label":"STATE_CODE","pattern":"LA"}
+{"label":"STATE_CODE","pattern":"SC"}
+{"label":"STATE_CODE","pattern":"NJ"}
+{"label":"STATE_CODE","pattern":"NC"}
+{"label":"STATE_CODE","pattern":"AL"}
+{"label":"STATE_CODE","pattern":"KY"}
+{"label":"STATE_CODE","pattern":"MO"}
+{"label":"STATE_CODE","pattern":"WI"}
+{"label":"STATE_CODE","pattern":"MD"}
+{"label":"STATE_CODE","pattern":"MN"}
+{"label":"STATE_CODE","pattern":"CO"}
+{"label":"STATE_CODE","pattern":"TN"}
+{"label":"STATE_CODE","pattern":"AZ"}
+{"label":"STATE_CODE","pattern":"IN"}
+{"label":"STATE_CODE","pattern":"MA"}
+{"label":"STATE_CODE","pattern":"WA"}
+{"label":"STATE_CODE","pattern":"MI"}
+{"label":"STATE_CODE","pattern":"GA"}
+{"label":"STATE_CODE","pattern":"VA"}
+{"label":"STATE_CODE","pattern":"OH"}
+{"label":"STATE_CODE","pattern":"PA"}
+{"label":"STATE_CODE","pattern":"IL"}
+{"label":"STATE_CODE","pattern":"NY"}
+{"label":"STATE_CODE","pattern":"FL"}
+{"label":"STATE_CODE","pattern":"TX"}

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/meta.json

@@ -0,0 +1,68 @@
+{
+  "lang":"en",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.6.0,<3.7.0",
+  "spacy_git_version":"6fc153a26",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "entity_ruler":[
+      "STATE",
+      "STATE_CODE",
+      "ZIPCODE"
+    ],
+    "ner":[
+      "CITY",
+      "STATE",
+      "VERTICAL"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "entity_ruler",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "entity_ruler",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.9981834696,
+    "ents_p":0.9990909091,
+    "ents_r":0.997277677,
+    "ents_per_type":{
+      "VERTICAL":{
+        "p":1.0,
+        "r":0.9966499162,
+        "f":0.9983221477
+      },
+      "CITY":{
+        "p":0.998019802,
+        "r":0.998019802,
+        "f":0.998019802
+      }
+    },
+    "tok2vec_loss":208.7829439196,
+    "ner_loss":27.6274758303
+  },
+  "requirements":[
+
+  ]
+}

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/ner/cfg

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

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/ner/moves

@@ -0,0 +1 @@
+��moves��{"0":{},"1":{"VERTICAL":593,"CITY":507,"STATE":-1},"2":{"VERTICAL":593,"CITY":507,"STATE":-1},"3":{"VERTICAL":593,"CITY":507,"STATE":-1},"4":{"VERTICAL":593,"CITY":507,"":1,"STATE":-1},"5":{"":1}}�cfg��neg_key�

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/tok2vec/cfg

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

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/tok2vec/model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:98b24a06c56a831fcb9b1d93e25b3b87e9c3a30645af114c55590c3c6ed09d91
+size 6009091

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/tokenizer

@@ -0,0 +1,3 @@
+��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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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\u3040-\u309F\u30A0-\u30FFー\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�
+��A�
+� ��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�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's��A�ThatC�that�A�'sC�'s�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�Thats��A�ThatC�that�A�s�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’s��A�ThatC�that�A�’sC�'s�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'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�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’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's��A�ThisC�this�A�'sC�'s�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�Thiss��A�ThisC�this�A�s�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’s��A�ThisC�this�A�’sC�'s�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'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�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’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's��A�thatC�that�A�'sC�'s�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�thats��A�thatC�that�A�s�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’s��A�thatC�that�A�’sC�'s�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'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�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’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's��A�thisC�this�A�'sC�'s�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�thiss��A�thisC�this�A�s�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’s��A�thisC�this�A�’sC�'s�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'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�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’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)/¯�°C.��A�°�A�C�A�.�°F.��A�°�A�F�A�.�°K.��A�°�A�K�A�.�°c.��A�°�A�c�A�.�°f.��A�°�A�f�A�.�°k.��A�°�A�k�A�.�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�’’�faster_heuristics�

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/vocab/key2row

@@ -0,0 +1 @@
+�

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/vocab/lookups.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:76be8b528d0075f7aae98d6fa57a6d3c83ae480a8469e668d7b0af968995ac71
+size 1

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/vocab/strings.json

@@ -0,0 +1,2572 @@
+[
+  "\t",
+  "\n",
+  " ",
+  "  ",
+  "\"",
+  "'",
+  "''",
+  "'-(",
+  "'-)",
+  "'Cause",
+  "'Cos",
+  "'Coz",
+  "'Cuz",
+  "'S",
+  "'X",
+  "'Xxx",
+  "'Xxxxx",
+  "'am",
+  "'bout",
+  "'cause",
+  "'cos",
+  "'coz",
+  "'cuz",
+  "'d",
+  "'em",
+  "'ll",
+  "'m",
+  "'nuff",
+  "'re",
+  "'s",
+  "'ve",
+  "'x",
+  "'xx",
+  "'xxx",
+  "'xxxx",
+  "'y",
+  "(",
+  "(((",
+  "(*>",
+  "(*_*)",
+  "(-8",
+  "(-:",
+  "(-;",
+  "(-_-)",
+  "(-d",
+  "(._.)",
+  "(:",
+  "(;",
+  "(=",
+  "(>_<)",
+  "(^_^)",
+  "(o:",
+  "(x:",
+  "(x_x)",
+  "(\u00ac_\u00ac)",
+  "(\u0ca0_\u0ca0)",
+  "(\u256f\u00b0\u25a1\u00b0\uff09\u256f\ufe35\u253b\u2501\u253b",
+  ")",
+  ")))",
+  ")-:",
+  ")/\u00af",
+  "):",
+  "*",
+  ",",
+  "-",
+  "-((",
+  "-))",
+  "-/",
+  "-0",
+  "-3",
+  "-8",
+  "-D",
+  "-O",
+  "-P",
+  "-X",
+  "-_-",
+  "-__-",
+  "-d",
+  "-o",
+  "-p",
+  "-x",
+  "-|",
+  ".",
+  ".C.",
+  ".D.",
+  ".E.",
+  ".G.",
+  ".H.",
+  ".J.",
+  ".M.",
+  ".Y.",
+  "._.",
+  ".e.",
+  ".g.",
+  ".m.",
+  ".s.",
+  "/",
+  "/3",
+  "/d",
+  "/or",
+  "0",
+  "0.0",
+  "0.o",
+  "0_0",
+  "0_o",
+  "1",
+  "10",
+  "10a.m",
+  "10a.m.",
+  "10p.m",
+  "10p.m.",
+  "11",
+  "11a.m",
+  "11a.m.",
+  "11p.m",
+  "11p.m.",
+  "12",
+  "12a.m",
+  "12a.m.",
+  "12p.m",
+  "12p.m.",
+  "1a.m",
+  "1a.m.",
+  "1p.m",
+  "1p.m.",
+  "2",
+  "2a.m",
+  "2a.m.",
+  "2p.m",
+  "2p.m.",
+  "3",
+  "33",
+  "333",
+  "3a.m",
+  "3a.m.",
+  "3p.m",
+  "3p.m.",
+  "4",
+  "4a.m",
+  "4a.m.",
+  "4p.m",
+  "4p.m.",
+  "5",
+  "5a.m",
+  "5a.m.",
+  "5p.m",
+  "5p.m.",
+  "6",
+  "6a.m",
+  "6a.m.",
+  "6p.m",
+  "6p.m.",
+  "7",
+  "7a.m",
+  "7a.m.",
+  "7p.m",
+  "7p.m.",
+  "8",
+  "8)",
+  "8-",
+  "8-)",
+  "8-D",
+  "8-d",
+  "8D",
+  "8a.m",
+  "8a.m.",
+  "8d",
+  "8p.m",
+  "8p.m.",
+  "9",
+  "9a.m",
+  "9a.m.",
+  "9p.m",
+  "9p.m.",
+  ":",
+  ":'(",
+  ":')",
+  ":'-(",
+  ":'-)",
+  ":(",
+  ":((",
+  ":(((",
+  ":()",
+  ":)",
+  ":))",
+  ":)))",
+  ":*",
+  ":-(",
+  ":-((",
+  ":-(((",
+  ":-)",
+  ":-))",
+  ":-)))",
+  ":-*",
+  ":-/",
+  ":-0",
+  ":-3",
+  ":->",
+  ":-D",
+  ":-O",
+  ":-P",
+  ":-X",
+  ":-]",
+  ":-d",
+  ":-o",
+  ":-p",
+  ":-x",
+  ":-|",
+  ":-}",
+  ":/",
+  ":0",
+  ":1",
+  ":3",
+  ":>",
+  ":D",
+  ":O",
+  ":P",
+  ":X",
+  ":]",
+  ":d",
+  ":o",
+  ":o)",
+  ":p",
+  ":x",
+  ":x)",
+  ":|",
+  ":}",
+  ":\u2019(",
+  ":\u2019)",
+  ":\u2019-(",
+  ":\u2019-)",
+  ";",
+  ";)",
+  ";-)",
+  ";-D",
+  ";-X",
+  ";-d",
+  ";D",
+  ";X",
+  ";_;",
+  ";d",
+  "<",
+  "<.<",
+  "</3",
+  "</d",
+  "<3",
+  "<33",
+  "<333",
+  "<d",
+  "<dd",
+  "<ddd",
+  "<space>",
+  "<xxxx>",
+  "=",
+  "=(",
+  "=)",
+  "=/",
+  "=3",
+  "=D",
+  "=X",
+  "=[",
+  "=]",
+  "=d",
+  "=|",
+  ">",
+  ">.<",
+  ">.>",
+  ">:(",
+  ">:o",
+  ">:x",
+  "><(((*>",
+  "?",
+  "@",
+  "@_@",
+  "A",
+  "AAP",
+  "AK",
+  "AL",
+  "AR",
+  "ATE",
+  "AZ",
+  "Adm",
+  "Adm.",
+  "Ai",
+  "Ak",
+  "Ak.",
+  "Akron",
+  "Ala",
+  "Ala.",
+  "Alabama",
+  "Alaska",
+  "Albuquerque",
+  "Amarillo",
+  "An",
+  "Ana",
+  "Anaheim",
+  "Anchorage",
+  "Angeles",
+  "Antonio",
+  "Apr",
+  "Apr.",
+  "April",
+  "Are",
+  "Ariz",
+  "Ariz.",
+  "Arizona",
+  "Ark",
+  "Ark.",
+  "Arkansas",
+  "Arlington",
+  "Assets",
+  "Atlanta",
+  "Attend",
+  "Aug",
+  "Aug.",
+  "August",
+  "Aurora",
+  "Austin",
+  "B",
+  "Bakersfield",
+  "Baltimore",
+  "Baton",
+  "Beach",
+  "Bernardino",
+  "Birmingham",
+  "Boise",
+  "Boost",
+  "Boston",
+  "Bros",
+  "Bros.",
+  "Buffalo",
+  "Build",
+  "C",
+  "C'm",
+  "C++",
+  "C.",
+  "CAL",
+  "CITY",
+  "CO",
+  "CT",
+  "Ca",
+  "Calif",
+  "Calif.",
+  "California",
+  "Can",
+  "Cause",
+  "Chandler",
+  "Charlotte",
+  "Chesapeake",
+  "Chicago",
+  "Choose",
+  "Christi",
+  "Chula",
+  "Cincinnati",
+  "City",
+  "Cleveland",
+  "Co",
+  "Co.",
+  "Colo",
+  "Colo.",
+  "Colorado",
+  "Columbus",
+  "Conn",
+  "Conn.",
+  "Connect",
+  "Connecticut",
+  "Consult",
+  "Contact",
+  "Control",
+  "Corp",
+  "Corp.",
+  "Corpus",
+  "Cos",
+  "Could",
+  "Coz",
+  "Create",
+  "Curious",
+  "Cut",
+  "Cuz",
+  "C\u2019m",
+  "D",
+  "D.",
+  "D.C.",
+  "DE",
+  "Dallas",
+  "Dare",
+  "Debtor",
+  "Dec",
+  "Dec.",
+  "December",
+  "Del",
+  "Del.",
+  "Delaware",
+  "Denver",
+  "Des",
+  "Detroit",
+  "Did",
+  "Diego",
+  "Discover",
+  "Do",
+  "Does",
+  "Doin",
+  "Doin'",
+  "Doin\u2019",
+  "Dr",
+  "Dr.",
+  "Durham",
+  "E",
+  "E.G.",
+  "E.g",
+  "E.g.",
+  "Effective",
+  "Efficient",
+  "El",
+  "Enhance",
+  "Ensure",
+  "Experience",
+  "Expert",
+  "Explore",
+  "F",
+  "F.",
+  "FL",
+  "Feb",
+  "Feb.",
+  "February",
+  "Find",
+  "Finding",
+  "Fla",
+  "Fla.",
+  "Florida",
+  "Fontana",
+  "Fort",
+  "Francisco",
+  "Fremont",
+  "Fresno",
+  "G",
+  "GA",
+  "GAAP",
+  "Ga",
+  "Ga.",
+  "Garland",
+  "Gen",
+  "Gen.",
+  "Georgia",
+  "Get",
+  "Getting",
+  "Gilbert",
+  "Glendale",
+  "Goin",
+  "Goin'",
+  "Goin\u2019",
+  "Gon",
+  "Got",
+  "Gov",
+  "Gov.",
+  "Grand",
+  "Greensboro",
+  "H",
+  "HI",
+  "Had",
+  "Has",
+  "Have",
+  "Havin",
+  "Havin'",
+  "Havin\u2019",
+  "He",
+  "He's",
+  "Henderson",
+  "He\u2019s",
+  "Hialeah",
+  "Hire",
+  "Honolulu",
+  "Houston",
+  "How",
+  "How's",
+  "How\u2019s",
+  "Huntington",
+  "I",
+  "I.E.",
+  "I.e",
+  "I.e.",
+  "IA",
+  "IL",
+  "IN",
+  "ITY",
+  "Ia",
+  "Ia.",
+  "Id",
+  "Id.",
+  "Idaho",
+  "Ill",
+  "Ill.",
+  "Illinois",
+  "Improve",
+  "In",
+  "Inc",
+  "Inc.",
+  "Ind",
+  "Ind.",
+  "Indiana",
+  "Indianapolis",
+  "Iowa",
+  "Irvine",
+  "Irving",
+  "Is",
+  "It",
+  "It's",
+  "It\u2019s",
+  "J",
+  "Jacksonville",
+  "Jan",
+  "Jan.",
+  "January",
+  "Jersey",
+  "Join",
+  "Jose",
+  "Jr",
+  "Jr.",
+  "Jul",
+  "Jul.",
+  "July",
+  "Jun",
+  "Jun.",
+  "June",
+  "K",
+  "K.",
+  "KS",
+  "KY",
+  "Kan",
+  "Kan.",
+  "Kans",
+  "Kans.",
+  "Kansas",
+  "Keep",
+  "Kentucky",
+  "Ky",
+  "Ky.",
+  "L",
+  "LA",
+  "La",
+  "La.",
+  "Laredo",
+  "Las",
+  "Learn",
+  "Ledger",
+  "Let",
+  "Let's",
+  "Let\u2019s",
+  "Lexington",
+  "Lincoln",
+  "Long",
+  "Looking",
+  "Los",
+  "Louis",
+  "Louisiana",
+  "Louisville",
+  "Lovin",
+  "Lovin'",
+  "Lovin\u2019",
+  "Ltd",
+  "Ltd.",
+  "Lubbock",
+  "M",
+  "MA",
+  "MD",
+  "ME",
+  "MI",
+  "MN",
+  "MO",
+  "MS",
+  "MT",
+  "Ma'am",
+  "Madison",
+  "Maintain",
+  "Make",
+  "Manage",
+  "Mar",
+  "Mar.",
+  "March",
+  "Mass",
+  "Mass.",
+  "Massachusetts",
+  "May",
+  "Ma\u2019am",
+  "Md",
+  "Md.",
+  "Memphis",
+  "Mesa",
+  "Messrs",
+  "Messrs.",
+  "Miami",
+  "Mich",
+  "Mich.",
+  "Michigan",
+  "Might",
+  "Milwaukee",
+  "Minimize",
+  "Minn",
+  "Minn.",
+  "Minneapolis",
+  "Minnesota",
+  "Miss",
+  "Miss.",
+  "Mississippi",
+  "Mitigate",
+  "Mo",
+  "Mo.",
+  "Modesto",
+  "Moines",
+  "Mont",
+  "Mont.",
+  "Mount",
+  "Mr",
+  "Mr.",
+  "Mrs",
+  "Mrs.",
+  "Ms",
+  "Ms.",
+  "Mt",
+  "Mt.",
+  "Must",
+  "N",
+  "N.C.",
+  "N.D.",
+  "N.H.",
+  "N.J.",
+  "N.M.",
+  "N.Y.",
+  "NC",
+  "ND",
+  "NE",
+  "NH",
+  "NJ",
+  "NM",
+  "NV",
+  "NY",
+  "Nashville",
+  "Neb",
+  "Neb.",
+  "Nebr",
+  "Nebr.",
+  "Nebraska",
+  "Need",
+  "Nev",
+  "Nev.",
+  "Nevada",
+  "New",
+  "New Hampshire",
+  "New Jersey",
+  "New Mexico",
+  "New York",
+  "Newark",
+  "Norfolk",
+  "North",
+  "North Carolina",
+  "North Dakota",
+  "Not",
+  "Nothin",
+  "Nothin'",
+  "Nothin\u2019",
+  "Nov",
+  "Nov.",
+  "November",
+  "Nuthin",
+  "Nuthin'",
+  "Nuthin\u2019",
+  "O",
+  "O'clock",
+  "O.O",
+  "O.o",
+  "ODE",
+  "OH",
+  "OK",
+  "OR",
+  "O_O",
+  "O_o",
+  "Oakland",
+  "Oct",
+  "Oct.",
+  "October",
+  "Okla",
+  "Okla.",
+  "Oklahoma",
+  "Ol",
+  "Ol'",
+  "Ol\u2019",
+  "Omaha",
+  "Opt",
+  "Ore",
+  "Ore.",
+  "Oregon",
+  "Orlando",
+  "Orleans",
+  "Ought",
+  "O\u2019clock",
+  "P",
+  "PA",
+  "Pa",
+  "Pa.",
+  "Paso",
+  "Pennsylvania",
+  "Petersburg",
+  "Ph",
+  "Ph.D.",
+  "Philadelphia",
+  "Phoenix",
+  "Pittsburgh",
+  "Plano",
+  "Portland",
+  "Preparing",
+  "Prof",
+  "Prof.",
+  "R",
+  "RI",
+  "ROOT",
+  "Raleigh",
+  "Rapids",
+  "Reach",
+  "Reconciliation",
+  "Reduce",
+  "Rely",
+  "Reno",
+  "Rep",
+  "Rep.",
+  "Rev",
+  "Rev.",
+  "Richmond",
+  "Riverside",
+  "Rouge",
+  "S",
+  "S.C.",
+  "SC",
+  "SD",
+  "STATE",
+  "STATE_CODE",
+  "Sacramento",
+  "Salem",
+  "San",
+  "Santa",
+  "Scottsdale",
+  "Searching",
+  "Seattle",
+  "Secure",
+  "Seek",
+  "Seeking",
+  "Selling",
+  "Sen",
+  "Sen.",
+  "Sep",
+  "Sep.",
+  "Sept",
+  "Sept.",
+  "September",
+  "Sha",
+  "She",
+  "She's",
+  "She\u2019s",
+  "Should",
+  "Shreveport",
+  "Somethin",
+  "Somethin'",
+  "Somethin\u2019",
+  "South Carolina",
+  "Spokane",
+  "Springs",
+  "St",
+  "St.",
+  "Staging",
+  "Stay",
+  "Stockton",
+  "Streamline",
+  "T",
+  "TN",
+  "TX",
+  "Tacoma",
+  "Take",
+  "Tallahassee",
+  "Tampa",
+  "Tenn",
+  "Tenn.",
+  "Tennessee",
+  "That",
+  "That's",
+  "That\u2019s",
+  "The",
+  "There",
+  "There's",
+  "There\u2019s",
+  "These",
+  "They",
+  "This",
+  "This's",
+  "This\u2019s",
+  "Those",
+  "Toledo",
+  "Top",
+  "Tucson",
+  "Tulsa",
+  "U",
+  "UT",
+  "Understand",
+  "Understanding",
+  "V",
+  "V.V",
+  "VA",
+  "VERTICAL",
+  "VT",
+  "V_V",
+  "Va",
+  "Va.",
+  "Vegas",
+  "Virginia",
+  "Vista",
+  "W",
+  "WA",
+  "WI",
+  "WV",
+  "WY",
+  "Was",
+  "Wash",
+  "Wash.",
+  "Washington",
+  "Wayne",
+  "We",
+  "Were",
+  "What",
+  "What's",
+  "What\u2019s",
+  "When",
+  "When's",
+  "When\u2019s",
+  "Where",
+  "Where's",
+  "Where\u2019s",
+  "Who",
+  "Who's",
+  "Who\u2019s",
+  "Why",
+  "Why's",
+  "Why\u2019s",
+  "Wichita",
+  "Winston",
+  "Wis",
+  "Wis.",
+  "Wisconsin",
+  "Wo",
+  "Working",
+  "Worth",
+  "Would",
+  "X'x",
+  "X'xxxx",
+  "X++",
+  "X.",
+  "X.X",
+  "X.X.",
+  "X.x",
+  "X.x.",
+  "XD",
+  "XDD",
+  "XX",
+  "XXX",
+  "XXXX",
+  "XXXX_XXXX",
+  "X_X",
+  "X_x",
+  "Xx",
+  "Xx'",
+  "Xx'x",
+  "Xx'xx",
+  "Xx.",
+  "Xx.X.",
+  "Xxx",
+  "Xxx'x",
+  "Xxx.",
+  "Xxxx",
+  "Xxxx'",
+  "Xxxx'x",
+  "Xxxx.",
+  "Xxxxx",
+  "Xxxxx'",
+  "Xxxxx'x",
+  "Xxxxx.",
+  "Xxxxx\u2019",
+  "Xxxxx\u2019x",
+  "Xxxx\u2019",
+  "Xxxx\u2019x",
+  "Xxx\u2019x",
+  "Xx\u2019",
+  "Xx\u2019x",
+  "Xx\u2019xx",
+  "X\u2019x",
+  "X\u2019xxxx",
+  "Y",
+  "Yonkers",
+  "York",
+  "You",
+  "ZIPCODE",
+  "[",
+  "[-:",
+  "[:",
+  "[=",
+  "\\",
+  "\\\")",
+  "\\n",
+  "\\t",
+  "\\x",
+  "]",
+  "]=",
+  "^",
+  "^_^",
+  "^__^",
+  "^___^",
+  "_*)",
+  "_-)",
+  "_.)",
+  "_<)",
+  "_^)",
+  "__-",
+  "__^",
+  "_\u00ac)",
+  "_\u0ca0)",
+  "a",
+  "a.",
+  "a.m",
+  "a.m.",
+  "aap",
+  "about",
+  "accountants",
+  "accounting",
+  "accounts",
+  "accrual",
+  "accurate",
+  "accurately",
+  "ace",
+  "ach",
+  "ack",
+  "act",
+  "actuaries",
+  "actuary",
+  "acumen",
+  "ada",
+  "adhering",
+  "adjustable",
+  "adm",
+  "adm.",
+  "ado",
+  "advice",
+  "advised",
+  "advisor",
+  "advisors",
+  "advisory",
+  "ady",
+  "afloat",
+  "aft",
+  "age",
+  "agencies",
+  "agency",
+  "agents",
+  "ago",
+  "agreement",
+  "aha",
+  "ahead",
+  "aho",
+  "ai",
+  "aid",
+  "aii",
+  "ail",
+  "aim",
+  "ain",
+  "ak",
+  "ak.",
+  "ake",
+  "akron",
+  "al",
+  "ala",
+  "ala.",
+  "alabama",
+  "alaska",
+  "albuquerque",
+  "ale",
+  "all",
+  "alo",
+  "als",
+  "am",
+  "ama",
+  "amarillo",
+  "ami",
+  "amount",
+  "ams",
+  "an",
+  "an.",
+  "ana",
+  "anaheim",
+  "analysis",
+  "anchorage",
+  "and",
+  "and/or",
+  "ane",
+  "angeles",
+  "annual",
+  "annuity",
+  "ano",
+  "ans",
+  "ant",
+  "antonio",
+  "any",
+  "anyone",
+  "appeal",
+  "application",
+  "apr",
+  "apr.",
+  "ar",
+  "ar.",
+  "ard",
+  "are",
+  "ariz",
+  "ariz.",
+  "arizona",
+  "ark",
+  "ark.",
+  "arkansas",
+  "arlington",
+  "arn",
+  "art",
+  "ary",
+  "ase",
+  "ash",
+  "aso",
+  "asp",
+  "ass",
+  "assessment",
+  "assets",
+  "assist",
+  "assistance",
+  "ast",
+  "asy",
+  "at",
+  "ata",
+  "ate",
+  "ati",
+  "atlanta",
+  "attend",
+  "audit",
+  "aug",
+  "aug.",
+  "aurora",
+  "austin",
+  "avail",
+  "available",
+  "ave",
+  "average",
+  "avoid",
+  "ays",
+  "az",
+  "b",
+  "b.",
+  "back",
+  "bakersfield",
+  "balance",
+  "baltimore",
+  "base",
+  "basics",
+  "basis",
+  "baton",
+  "be",
+  "beach",
+  "because",
+  "become",
+  "before",
+  "beneficiary",
+  "benefit",
+  "benefits",
+  "bernardino",
+  "best",
+  "better",
+  "birmingham",
+  "ble",
+  "bly",
+  "boise",
+  "books",
+  "boost",
+  "boston",
+  "bout",
+  "br.",
+  "broker",
+  "brokers",
+  "bros",
+  "bros.",
+  "buffalo",
+  "build",
+  "building",
+  "bus",
+  "business",
+  "businesses",
+  "buyer",
+  "buying",
+  "by",
+  "c",
+  "c'm",
+  "c++",
+  "c.",
+  "ca",
+  "cal",
+  "calculate",
+  "calculating",
+  "calculation",
+  "calif",
+  "calif.",
+  "california",
+  "can",
+  "carolina",
+  "case",
+  "cash",
+  "caters",
+  "cause",
+  "ce>",
+  "ced",
+  "ces",
+  "ch.",
+  "chandler",
+  "charlotte",
+  "chesapeake",
+  "chicago",
+  "choose",
+  "choosing",
+  "christi",
+  "chula",
+  "cincinnati",
+  "city",
+  "cky",
+  "claim",
+  "claims",
+  "clarity",
+  "clause",
+  "clauses",
+  "clean",
+  "clearly",
+  "cleveland",
+  "closing",
+  "co",
+  "co.",
+  "colo",
+  "colo.",
+  "colorado",
+  "columbus",
+  "come",
+  "commission",
+  "companies",
+  "company",
+  "compensation",
+  "competitive",
+  "complete",
+  "complex",
+  "compliance",
+  "compliant",
+  "component",
+  "components",
+  "comprehensive",
+  "conn",
+  "conn.",
+  "connect",
+  "connecticut",
+  "consider",
+  "considering",
+  "consult",
+  "consultancy",
+  "consultants",
+  "consultation",
+  "consulting",
+  "contact",
+  "contract",
+  "control",
+  "corp",
+  "corp.",
+  "corpus",
+  "correct",
+  "cos",
+  "costs",
+  "could",
+  "coverage",
+  "covered",
+  "coz",
+  "craft",
+  "crafting",
+  "create",
+  "creating",
+  "credible",
+  "credit",
+  "creditor",
+  "creditors",
+  "crucial",
+  "ct",
+  "ct.",
+  "cts",
+  "curious",
+  "cut",
+  "cuz",
+  "c\u2019m",
+  "d",
+  "d)",
+  "d-",
+  "d-)",
+  "d-X",
+  "d.",
+  "d.c.",
+  "d.d",
+  "d.x",
+  "dX",
+  "d_d",
+  "d_x",
+  "dakota",
+  "dallas",
+  "dare",
+  "data",
+  "day",
+  "dd",
+  "ddd",
+  "ddx.x",
+  "ddx.x.",
+  "de",
+  "deal",
+  "deals",
+  "debtor",
+  "debtors",
+  "dec",
+  "dec.",
+  "ded",
+  "deductible",
+  "deductibles",
+  "default",
+  "del",
+  "del.",
+  "delaware",
+  "denver",
+  "dependable",
+  "depreciation",
+  "der",
+  "des",
+  "designed",
+  "destination",
+  "detailed",
+  "details",
+  "detroit",
+  "did",
+  "diego",
+  "different",
+  "disability",
+  "discover",
+  "disposal",
+  "dit",
+  "diverse",
+  "dle",
+  "dm.",
+  "do",
+  "does",
+  "doin",
+  "doin'",
+  "doing",
+  "doin\u2019",
+  "down",
+  "dr",
+  "dr.",
+  "dream",
+  "durham",
+  "dx.x",
+  "dx.x.",
+  "dynamics",
+  "e",
+  "e's",
+  "e.",
+  "e.g",
+  "e.g.",
+  "ead",
+  "eah",
+  "eal",
+  "eam",
+  "ean",
+  "eas",
+  "easy",
+  "eat",
+  "eb.",
+  "ebr",
+  "ec.",
+  "ecosystem",
+  "ect",
+  "edo",
+  "eds",
+  "eed",
+  "eek",
+  "eep",
+  "ees",
+  "eet",
+  "effective",
+  "effectively",
+  "efficient",
+  "efficiently",
+  "ego",
+  "eim",
+  "eir",
+  "el",
+  "el.",
+  "eld",
+  "elevate",
+  "ell",
+  "elp",
+  "ely",
+  "em",
+  "en",
+  "en.",
+  "end",
+  "endorsement",
+  "enhance",
+  "enn",
+  "eno",
+  "enough",
+  "ens",
+  "ensure",
+  "ent",
+  "entail",
+  "enterprise",
+  "entrepreneurial",
+  "entry",
+  "ep.",
+  "ept",
+  "equity",
+  "ere",
+  "erm",
+  "ers",
+  "ert",
+  "ery",
+  "esa",
+  "escrow",
+  "ese",
+  "ess",
+  "essence",
+  "essential",
+  "est",
+  "estate",
+  "estimate",
+  "ete",
+  "ets",
+  "ev.",
+  "ews",
+  "excellent",
+  "exclusion",
+  "exclusions",
+  "existing",
+  "exlusion",
+  "expense",
+  "expenses",
+  "experience",
+  "experienced",
+  "expert",
+  "experts",
+  "explain",
+  "explanations",
+  "explore",
+  "exploring",
+  "extensive",
+  "e\u2019s",
+  "f",
+  "f.",
+  "facing",
+  "family",
+  "faster",
+  "favorable",
+  "feb",
+  "feb.",
+  "fee",
+  "fees",
+  "fer",
+  "file",
+  "finance",
+  "finances",
+  "financial",
+  "find",
+  "finding",
+  "finest",
+  "firms",
+  "fit",
+  "fixed",
+  "fl",
+  "fla",
+  "fla.",
+  "florida",
+  "flourish",
+  "flow",
+  "follows",
+  "fontana",
+  "for",
+  "foreclosure",
+  "fort",
+  "found",
+  "francisco",
+  "free",
+  "fremont",
+  "fresno",
+  "from",
+  "ful",
+  "fund",
+  "fundamentals",
+  "funding",
+  "future",
+  "g",
+  "g.",
+  "ga",
+  "ga.",
+  "gaap",
+  "gan",
+  "garland",
+  "gas",
+  "ged",
+  "gen",
+  "gen.",
+  "genuine",
+  "georgia",
+  "ger",
+  "ges",
+  "get",
+  "getting",
+  "ght",
+  "gia",
+  "gilbert",
+  "give",
+  "glendale",
+  "go",
+  "goin",
+  "goin'",
+  "going",
+  "goin\u2019",
+  "gon",
+  "gonna",
+  "good",
+  "gor",
+  "got",
+  "gov",
+  "gov.",
+  "grand",
+  "grasp",
+  "great",
+  "greatly",
+  "greensboro",
+  "grip",
+  "grow",
+  "growing",
+  "guarantee",
+  "guidance",
+  "guide",
+  "guidelines",
+  "h",
+  "h.",
+  "had",
+  "ham",
+  "hampshire",
+  "handle",
+  "happens",
+  "has",
+  "hassle",
+  "hat",
+  "have",
+  "havin",
+  "havin'",
+  "having",
+  "havin\u2019",
+  "hawaii",
+  "he",
+  "he's",
+  "health",
+  "healthy",
+  "heights",
+  "help",
+  "helped",
+  "hen",
+  "henderson",
+  "here",
+  "hey",
+  "he\u2019s",
+  "hi",
+  "hia",
+  "hialeah",
+  "high",
+  "hin",
+  "hio",
+  "hire",
+  "his",
+  "holds",
+  "home",
+  "homes",
+  "honolulu",
+  "hop",
+  "hosts",
+  "house",
+  "houston",
+  "how",
+  "how's",
+  "how\u2019s",
+  "hts",
+  "hub",
+  "huntington",
+  "i",
+  "i.",
+  "i.e",
+  "i.e.",
+  "ia",
+  "ia.",
+  "ial",
+  "ice",
+  "ich",
+  "ico",
+  "ics",
+  "icy",
+  "id",
+  "id.",
+  "ida",
+  "idaho",
+  "ide",
+  "ideal",
+  "ideas",
+  "ids",
+  "ien",
+  "ies",
+  "if",
+  "if.",
+  "ife",
+  "igh",
+  "ike",
+  "il",
+  "ild",
+  "ile",
+  "ill",
+  "ill.",
+  "illinois",
+  "ils",
+  "ily",
+  "ime",
+  "impact",
+  "impacts",
+  "implications",
+  "importance",
+  "impressive",
+  "improve",
+  "improved",
+  "ims",
+  "in",
+  "in'",
+  "ina",
+  "inc",
+  "inc.",
+  "income",
+  "increase",
+  "ind",
+  "ind.",
+  "indiana",
+  "indianapolis",
+  "industry",
+  "ine",
+  "info",
+  "information",
+  "ing",
+  "inn",
+  "ino",
+  "ins",
+  "insights",
+  "inspect",
+  "insurable",
+  "insurance",
+  "interest",
+  "interested",
+  "interests",
+  "intricacies",
+  "invest",
+  "in\u2019",
+  "ion",
+  "iowa",
+  "ipe",
+  "ips",
+  "ire",
+  "irvine",
+  "irving",
+  "is",
+  "is.",
+  "ise",
+  "ish",
+  "isk",
+  "island",
+  "iss",
+  "ist",
+  "it",
+  "it's",
+  "ita",
+  "ite",
+  "ith",
+  "its",
+  "ity",
+  "it\u2019s",
+  "ium",
+  "ive",
+  "iz.",
+  "ize",
+  "j",
+  "j.",
+  "jacksonville",
+  "jan",
+  "jan.",
+  "jersey",
+  "join",
+  "jose",
+  "journal",
+  "journey",
+  "jr",
+  "jr.",
+  "jul",
+  "jul.",
+  "jun",
+  "jun.",
+  "k",
+  "k.",
+  "kan",
+  "kan.",
+  "kans",
+  "kans.",
+  "kansas",
+  "kee",
+  "keep",
+  "ken",
+  "kentucky",
+  "ker",
+  "ket",
+  "kla",
+  "kly",
+  "know",
+  "ks",
+  "ky",
+  "ky.",
+  "l",
+  "l.",
+  "la",
+  "la.",
+  "lan",
+  "lar",
+  "laredo",
+  "large",
+  "las",
+  "latest",
+  "lawyer",
+  "lds",
+  "leaders",
+  "leading",
+  "learn",
+  "learning",
+  "led",
+  "ledger",
+  "lem",
+  "lender",
+  "lenders",
+  "ler",
+  "les",
+  "let",
+  "let's",
+  "let\u2019s",
+  "lex",
+  "lexington",
+  "liabilities",
+  "liability",
+  "lien",
+  "lif",
+  "life",
+  "like",
+  "limit",
+  "limits",
+  "lincoln",
+  "line",
+  "lis",
+  "ll",
+  "ll.",
+  "lla",
+  "lle",
+  "llo",
+  "lly",
+  "lo.",
+  "loan",
+  "loans",
+  "local",
+  "log",
+  "logs",
+  "long",
+  "look",
+  "looking",
+  "los",
+  "louis",
+  "louisiana",
+  "louisville",
+  "loved",
+  "lovin",
+  "lovin'",
+  "loving",
+  "lovin\u2019",
+  "low",
+  "lsa",
+  "ltd",
+  "ltd.",
+  "lth",
+  "lubbock",
+  "lue",
+  "m",
+  "m.",
+  "ma",
+  "ma'am",
+  "madam",
+  "madison",
+  "maine",
+  "maintain",
+  "maintaining",
+  "maintenance",
+  "make",
+  "manage",
+  "managed",
+  "management",
+  "managing",
+  "mar",
+  "mar.",
+  "market",
+  "maryland",
+  "mass",
+  "mass.",
+  "massachusetts",
+  "maximize",
+  "maximizing",
+  "may",
+  "ma\u2019am",
+  "md",
+  "md.",
+  "me",
+  "mean",
+  "meet",
+  "memphis",
+  "men",
+  "mes",
+  "mesa",
+  "messrs",
+  "messrs.",
+  "methods",
+  "meticulously",
+  "mexico",
+  "mi",
+  "miami",
+  "mich",
+  "mich.",
+  "michigan",
+  "might",
+  "milwaukee",
+  "minimize",
+  "minn",
+  "minn.",
+  "minneapolis",
+  "minnesota",
+  "miss",
+  "miss.",
+  "mississippi",
+  "missouri",
+  "mit",
+  "mitigate",
+  "mn",
+  "mo",
+  "mo.",
+  "modesto",
+  "moines",
+  "mont",
+  "mont.",
+  "montana",
+  "more",
+  "mortgage",
+  "mortgages",
+  "mortgagor",
+  "most",
+  "mpa",
+  "mr",
+  "mr.",
+  "mrs",
+  "mrs.",
+  "ms",
+  "ms.",
+  "mt",
+  "mt.",
+  "mum",
+  "must",
+  "my",
+  "n",
+  "n's",
+  "n't",
+  "n.",
+  "n.c.",
+  "n.d.",
+  "n.h.",
+  "n.j.",
+  "n.m.",
+  "n.y.",
+  "na",
+  "nal",
+  "nar",
+  "nashville",
+  "nc",
+  "nc.",
+  "nce",
+  "ncy",
+  "nd",
+  "nd.",
+  "ndo",
+  "nds",
+  "ne",
+  "neb",
+  "neb.",
+  "nebr",
+  "nebr.",
+  "nebraska",
+  "ned",
+  "need",
+  "needs",
+  "neighborhoods",
+  "nes",
+  "nev",
+  "nev.",
+  "nevada",
+  "new",
+  "newark",
+  "ney",
+  "nfo",
+  "nge",
+  "ngs",
+  "nh",
+  "nia",
+  "nio",
+  "nix",
+  "nj",
+  "nm",
+  "nn.",
+  "norfolk",
+  "north",
+  "not",
+  "notch",
+  "nothin",
+  "nothin'",
+  "nothing",
+  "nothin\u2019",
+  "nov",
+  "nov.",
+  "now",
+  "ns.",
+  "nse",
+  "nt",
+  "nt.",
+  "nta",
+  "nto",
+  "nts",
+  "nuances",
+  "nuff",
+  "nuthin",
+  "nuthin'",
+  "nuthin\u2019",
+  "nv",
+  "ny",
+  "n\u2019s",
+  "n\u2019t",
+  "o",
+  "o'clock",
+  "o's",
+  "o.",
+  "o.0",
+  "o.O",
+  "o.o",
+  "o_0",
+  "o_O",
+  "o_o",
+  "oakland",
+  "oan",
+  "oat",
+  "ock",
+  "oct",
+  "oct.",
+  "ode",
+  "ods",
+  "oes",
+  "of",
+  "of.",
+  "offer",
+  "offering",
+  "offerings",
+  "offers",
+  "ogs",
+  "oh",
+  "ohio",
+  "oid",
+  "oin",
+  "ois",
+  "oit",
+  "ok",
+  "okla",
+  "okla.",
+  "oklahoma",
+  "oks",
+  "ol",
+  "ol'",
+  "old",
+  "ole",
+  "olk",
+  "oln",
+  "olo",
+  "ol\u2019",
+  "oma",
+  "omaha",
+  "ome",
+  "on",
+  "ona",
+  "ond",
+  "one",
+  "ones",
+  "ong",
+  "onn",
+  "ons",
+  "ont",
+  "ood",
+  "ook",
+  "operations",
+  "opportunities",
+  "ops",
+  "opt",
+  "optimize",
+  "optimum",
+  "option",
+  "options",
+  "or",
+  "ora",
+  "ord",
+  "order",
+  "ore",
+  "ore.",
+  "oregon",
+  "organized",
+  "origination",
+  "ork",
+  "orlando",
+  "orleans",
+  "oro",
+  "orp",
+  "ors",
+  "ort",
+  "ory",
+  "os.",
+  "ose",
+  "ost",
+  "ota",
+  "oth",
+  "ought",
+  "our",
+  "ous",
+  "out",
+  "outs",
+  "ov.",
+  "ove",
+  "owa",
+  "own",
+  "ows",
+  "o\u2019clock",
+  "o\u2019s",
+  "p",
+  "p.",
+  "p.m",
+  "p.m.",
+  "pa",
+  "pa.",
+  "packages",
+  "pal",
+  "paperwork",
+  "paso",
+  "payment",
+  "payments",
+  "ped",
+  "pel",
+  "pennsylvania",
+  "perfect",
+  "petersburg",
+  "ph",
+  "ph.d.",
+  "philadelphia",
+  "phoenix",
+  "pittsburgh",
+  "place",
+  "plan",
+  "planning",
+  "plano",
+  "plans",
+  "pm",
+  "points",
+  "policies",
+  "policy",
+  "portland",
+  "positive",
+  "possible",
+  "ppi",
+  "pr.",
+  "precise",
+  "premium",
+  "preparation",
+  "prepare",
+  "prepared",
+  "preparing",
+  "present",
+  "prevention",
+  "principal",
+  "principles",
+  "pro",
+  "process",
+  "processes",
+  "prof",
+  "prof.",
+  "professional",
+  "professionals",
+  "proficiently",
+  "profit",
+  "profitable",
+  "profits",
+  "programs",
+  "propel",
+  "property",
+  "protect",
+  "protection",
+  "protects",
+  "proven",
+  "provide",
+  "provided",
+  "provider",
+  "providers",
+  "pt.",
+  "purchase",
+  "pus",
+  "q",
+  "q.",
+  "qualification",
+  "que",
+  "quickly",
+  "quite",
+  "r",
+  "r.",
+  "raleigh",
+  "range",
+  "rapids",
+  "rate",
+  "rates",
+  "rds",
+  "re",
+  "re.",
+  "reach",
+  "readily",
+  "ready",
+  "real",
+  "receivables",
+  "recommend",
+  "recommendations",
+  "reconciliation",
+  "record",
+  "records",
+  "red",
+  "reduce",
+  "reducing",
+  "reduction",
+  "ree",
+  "refinance",
+  "refinancing",
+  "reflects",
+  "regular",
+  "regulations",
+  "reliable",
+  "rely",
+  "reno",
+  "rep",
+  "rep.",
+  "report",
+  "reputable",
+  "reputation",
+  "reputed",
+  "requirements",
+  "res",
+  "responsibility",
+  "retirement",
+  "rev",
+  "rev.",
+  "reviewed",
+  "reviews",
+  "rge",
+  "rgh",
+  "rhode",
+  "ri",
+  "richmond",
+  "right",
+  "rightly",
+  "rights",
+  "rip",
+  "ripe",
+  "risk",
+  "riverside",
+  "riz",
+  "rk.",
+  "rks",
+  "rly",
+  "rms",
+  "robust",
+  "rof",
+  "rol",
+  "role",
+  "rom",
+  "ron",
+  "ros",
+  "rouge",
+  "row",
+  "rp.",
+  "rs.",
+  "rse",
+  "rth",
+  "rts",
+  "rty",
+  "rue",
+  "s",
+  "s's",
+  "s.",
+  "s.c.",
+  "sacramento",
+  "safeguard",
+  "sal",
+  "salem",
+  "san",
+  "santa",
+  "sas",
+  "save",
+  "savings",
+  "sc",
+  "sco",
+  "scottsdale",
+  "scratch",
+  "scrutinize",
+  "sd",
+  "seamless",
+  "seamlessly",
+  "searching",
+  "seasoned",
+  "seattle",
+  "secrets",
+  "secure",
+  "secures",
+  "sed",
+  "see",
+  "seek",
+  "seeking",
+  "seller",
+  "selling",
+  "seminar",
+  "sen",
+  "sen.",
+  "sep",
+  "sep.",
+  "sept",
+  "sept.",
+  "seriously",
+  "service",
+  "services",
+  "ses",
+  "sey",
+  "sh.",
+  "sha",
+  "shall",
+  "she",
+  "she's",
+  "sheet",
+  "she\u2019s",
+  "should",
+  "shreveport",
+  "significantly",
+  "sin",
+  "sis",
+  "ska",
+  "sle",
+  "sly",
+  "small",
+  "smart",
+  "smooth",
+  "sno",
+  "solutions",
+  "somethin",
+  "somethin'",
+  "something",
+  "somethin\u2019",
+  "son",
+  "sor",
+  "sound",
+  "south",
+  "space",
+  "specialists",
+  "specialized",
+  "spokane",
+  "springs",
+  "srs",
+  "ss.",
+  "st",
+  "st.",
+  "sta",
+  "stability",
+  "stable",
+  "staging",
+  "standards",
+  "standing",
+  "start",
+  "startup",
+  "state",
+  "state_code",
+  "statement",
+  "stay",
+  "steadily",
+  "step",
+  "sti",
+  "sto",
+  "stockton",
+  "strategically",
+  "strategies",
+  "streamline",
+  "streamlined",
+  "strong",
+  "structures",
+  "sts",
+  "substantial",
+  "successful",
+  "suggest",
+  "suggestions",
+  "suitable",
+  "suits",
+  "surprises",
+  "sustainable",
+  "sustainably",
+  "systematically",
+  "s\u2019s",
+  "t",
+  "t's",
+  "t.",
+  "ta",
+  "tab",
+  "tacoma",
+  "tah",
+  "tailored",
+  "take",
+  "taken",
+  "tal",
+  "tallahassee",
+  "tampa",
+  "tax",
+  "tay",
+  "tch",
+  "td.",
+  "teach",
+  "team",
+  "ted",
+  "tee",
+  "tem",
+  "tenn",
+  "tenn.",
+  "tennessee",
+  "tep",
+  "ter",
+  "term",
+  "terms",
+  "tes",
+  "texas",
+  "that",
+  "that's",
+  "that\u2019s",
+  "the",
+  "their",
+  "them",
+  "there",
+  "there's",
+  "there\u2019s",
+  "these",
+  "they",
+  "thinking",
+  "this",
+  "this's",
+  "this\u2019s",
+  "those",
+  "thrive",
+  "through",
+  "thy",
+  "time",
+  "tin",
+  "tips",
+  "tle",
+  "tly",
+  "tn",
+  "to",
+  "today",
+  "toledo",
+  "ton",
+  "top",
+  "tor",
+  "touch",
+  "towards",
+  "track",
+  "transaction",
+  "transactions",
+  "transparency",
+  "transparent",
+  "true",
+  "trusted",
+  "trustworthy",
+  "try",
+  "trying",
+  "tte",
+  "tts",
+  "tucson",
+  "tulsa",
+  "tup",
+  "tx",
+  "t\u2019s",
+  "u",
+  "u.",
+  "ual",
+  "uce",
+  "uch",
+  "uff",
+  "ug.",
+  "uge",
+  "ugh",
+  "uis",
+  "ul.",
+  "ula",
+  "uld",
+  "ult",
+  "ulu",
+  "umbrella",
+  "un.",
+  "und",
+  "understand",
+  "understanding",
+  "understands",
+  "underwater",
+  "underwriter",
+  "underwriters",
+  "underwriting",
+  "unnecessary",
+  "unt",
+  "updated",
+  "ure",
+  "urg",
+  "uri",
+  "us",
+  "use",
+  "ust",
+  "ut",
+  "utah",
+  "uth",
+  "uts",
+  "v",
+  "v.",
+  "v.s",
+  "v.s.",
+  "v.v",
+  "v_v",
+  "va",
+  "va.",
+  "valuation",
+  "value",
+  "various",
+  "vast",
+  "ve",
+  "ved",
+  "vegas",
+  "ven",
+  "ver",
+  "vermont",
+  "versed",
+  "vertical",
+  "very",
+  "vin",
+  "virginia",
+  "vista",
+  "vital",
+  "vs",
+  "vs.",
+  "vt",
+  "w",
+  "w's",
+  "w.",
+  "w/o",
+  "wa",
+  "want",
+  "was",
+  "wash",
+  "wash.",
+  "washington",
+  "way",
+  "wayne",
+  "ways",
+  "we",
+  "wed",
+  "well",
+  "wellbeing",
+  "were",
+  "west",
+  "what",
+  "what's",
+  "what\u2019s",
+  "when",
+  "when's",
+  "when\u2019s",
+  "where",
+  "where's",
+  "where\u2019s",
+  "who",
+  "who's",
+  "whole",
+  "who\u2019s",
+  "why",
+  "why's",
+  "why\u2019s",
+  "wi",
+  "wichita",
+  "wide",
+  "will",
+  "winston",
+  "wis",
+  "wis.",
+  "wisconsin",
+  "with",
+  "without",
+  "wo",
+  "work",
+  "working",
+  "works",
+  "workshop",
+  "workshops",
+  "worth",
+  "would",
+  "wv",
+  "wy",
+  "wyoming",
+  "w\u2019s",
+  "x",
+  "x'",
+  "x'x",
+  "x'xxxx",
+  "x.",
+  "x.X",
+  "x.d",
+  "x.x",
+  "x.x.",
+  "x/x",
+  "xD",
+  "xDD",
+  "xX",
+  "xXX",
+  "x_X",
+  "x_d",
+  "x_x",
+  "xas",
+  "xd",
+  "xdd",
+  "xed",
+  "xx",
+  "xx'",
+  "xx'x",
+  "xx'xx",
+  "xx.",
+  "xxx",
+  "xxx'x",
+  "xxx/xx",
+  "xxxx",
+  "xxxx'",
+  "xxxx'x",
+  "xxxx\u2019",
+  "xxxx\u2019x",
+  "xxx\u2019x",
+  "xx\u2019",
+  "xx\u2019x",
+  "xx\u2019xx",
+  "x\u2019",
+  "x\u2019x",
+  "x\u2019xxxx",
+  "x\ufe35x",
+  "y",
+  "y'",
+  "y's",
+  "y.",
+  "yer",
+  "yne",
+  "yonkers",
+  "york",
+  "you",
+  "your",
+  "y\u2019",
+  "y\u2019s",
+  "z",
+  "z.",
+  "zed",
+  "|",
+  "}",
+  "\u00a0",
+  "\u00ac",
+  "\u00ac_\u00ac",
+  "\u00af",
+  "\u00af\\(x)/\u00af",
+  "\u00af\\(\u30c4)/\u00af",
+  "\u00b0",
+  "\u00b0C.",
+  "\u00b0F.",
+  "\u00b0K.",
+  "\u00b0X.",
+  "\u00b0c.",
+  "\u00b0f.",
+  "\u00b0k.",
+  "\u00b0x.",
+  "\u00e4",
+  "\u00e4.",
+  "\u00f6",
+  "\u00f6.",
+  "\u00fc",
+  "\u00fc.",
+  "\u0ca0",
+  "\u0ca0_\u0ca0",
+  "\u0ca0\ufe35\u0ca0",
+  "\u2013",
+  "\u2014",
+  "\u2018",
+  "\u2018S",
+  "\u2018X",
+  "\u2018s",
+  "\u2018x",
+  "\u2019",
+  "\u2019-(",
+  "\u2019-)",
+  "\u2019Cause",
+  "\u2019Cos",
+  "\u2019Coz",
+  "\u2019Cuz",
+  "\u2019S",
+  "\u2019X",
+  "\u2019Xxx",
+  "\u2019Xxxxx",
+  "\u2019am",
+  "\u2019bout",
+  "\u2019cause",
+  "\u2019cos",
+  "\u2019coz",
+  "\u2019cuz",
+  "\u2019d",
+  "\u2019em",
+  "\u2019ll",
+  "\u2019m",
+  "\u2019nuff",
+  "\u2019re",
+  "\u2019s",
+  "\u2019ve",
+  "\u2019x",
+  "\u2019xx",
+  "\u2019xxx",
+  "\u2019xxxx",
+  "\u2019y",
+  "\u2019\u2019",
+  "\u2501",
+  "\u253b",
+  "\u253b\u2501\u253b",
+  "\u256f",
+  "\u25a1",
+  "\ufe35",
+  "\uff09"
+]

both_models/spacy_ner_model/en_pipeline/en_pipeline-0.0.0/vocab/vectors.cfg

@@ -0,0 +1,3 @@
+{
+  "mode":"default"
+}

both_models/spacy_ner_model/en_pipeline/meta.json

@@ -0,0 +1,68 @@
+{
+  "lang":"en",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.6.0,<3.7.0",
+  "spacy_git_version":"6fc153a26",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "entity_ruler":[
+      "STATE",
+      "STATE_CODE",
+      "ZIPCODE"
+    ],
+    "ner":[
+      "CITY",
+      "STATE",
+      "VERTICAL"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "entity_ruler",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "entity_ruler",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.9981834696,
+    "ents_p":0.9990909091,
+    "ents_r":0.997277677,
+    "ents_per_type":{
+      "VERTICAL":{
+        "p":1.0,
+        "r":0.9966499162,
+        "f":0.9983221477
+      },
+      "CITY":{
+        "p":0.998019802,
+        "r":0.998019802,
+        "f":0.998019802
+      }
+    },
+    "tok2vec_loss":208.7829439196,
+    "ner_loss":27.6274758303
+  },
+  "requirements":[
+
+  ]
+}

both_models/spacy_ner_model/meta.json

@@ -0,0 +1,68 @@
+{
+  "lang":"en",
+  "name":"pipeline",
+  "version":"0.0.0",
+  "description":"",
+  "author":"",
+  "email":"",
+  "url":"",
+  "license":"",
+  "spacy_version":">=3.6.0,<3.7.0",
+  "spacy_git_version":"6fc153a26",
+  "vectors":{
+    "width":0,
+    "vectors":0,
+    "keys":0,
+    "name":null
+  },
+  "labels":{
+    "tok2vec":[
+
+    ],
+    "entity_ruler":[
+      "STATE",
+      "STATE_CODE",
+      "ZIPCODE"
+    ],
+    "ner":[
+      "CITY",
+      "STATE",
+      "VERTICAL"
+    ]
+  },
+  "pipeline":[
+    "tok2vec",
+    "entity_ruler",
+    "ner"
+  ],
+  "components":[
+    "tok2vec",
+    "entity_ruler",
+    "ner"
+  ],
+  "disabled":[
+
+  ],
+  "performance":{
+    "ents_f":0.9981834696,
+    "ents_p":0.9990909091,
+    "ents_r":0.997277677,
+    "ents_per_type":{
+      "VERTICAL":{
+        "p":1.0,
+        "r":0.9966499162,
+        "f":0.9983221477
+      },
+      "CITY":{
+        "p":0.998019802,
+        "r":0.998019802,
+        "f":0.998019802
+      }
+    },
+    "tok2vec_loss":208.7829439196,
+    "ner_loss":27.6274758303
+  },
+  "requirements":[
+
+  ]
+}

both_models/spacy_ner_model/setup.py

@@ -0,0 +1,72 @@
+#!/usr/bin/env python
+import io
+import json
+from os import path, walk
+from shutil import copy
+from setuptools import setup
+
+
+def load_meta(fp):
+    with io.open(fp, encoding='utf8') as f:
+        return json.load(f)
+
+
+def load_readme(fp):
+    if path.exists(fp):
+        with io.open(fp, encoding='utf8') as f:
+            return f.read()
+    return ""
+
+
+def list_files(data_dir):
+    output = []
+    for root, _, filenames in walk(data_dir):
+        for filename in filenames:
+            if not filename.startswith('.'):
+                output.append(path.join(root, filename))
+    output = [path.relpath(p, path.dirname(data_dir)) for p in output]
+    output.append('meta.json')
+    return output
+
+
+def list_requirements(meta):
+    parent_package = meta.get('parent_package', 'spacy')
+    requirements = [parent_package + meta['spacy_version']]
+    if 'setup_requires' in meta:
+        requirements += meta['setup_requires']
+    if 'requirements' in meta:
+        requirements += meta['requirements']
+    return requirements
+
+
+def setup_package():
+    root = path.abspath(path.dirname(__file__))
+    meta_path = path.join(root, 'meta.json')
+    meta = load_meta(meta_path)
+    readme_path = path.join(root, 'README.md')
+    readme = load_readme(readme_path)
+    model_name = str(meta['lang'] + '_' + meta['name'])
+    model_dir = path.join(model_name, model_name + '-' + meta['version'])
+
+    copy(meta_path, path.join(model_name))
+    copy(meta_path, model_dir)
+
+    setup(
+        name=model_name,
+        description=meta.get('description'),
+        long_description=readme,
+        author=meta.get('author'),
+        author_email=meta.get('email'),
+        url=meta.get('url'),
+        version=meta['version'],
+        license=meta.get('license'),
+        packages=[model_name],
+        package_data={model_name: list_files(model_dir)},
+        install_requires=list_requirements(meta),
+        zip_safe=False,
+        entry_points={'spacy_models': ['{m} = {m}'.format(m=model_name)]}
+    )
+
+
+if __name__ == '__main__':
+    setup_package()