MohammedDhiyaEddine commited on
Commit
3f5c8f9
1 Parent(s): 6f16fa5

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -32,3 +32,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ en_pipeline-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
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+ transformer/model filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,56 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ tags:
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+ - spacy
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+ - token-classification
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+ language:
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+ - en
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+ model-index:
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+ - name: en_pipeline
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+ results:
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+ - task:
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+ name: NER
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+ type: token-classification
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+ metrics:
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+ - name: NER Precision
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+ type: precision
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+ value: 0.6486486486
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+ - name: NER Recall
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+ type: recall
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+ value: 0.6839378238
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+ - name: NER F Score
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+ type: f_score
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+ value: 0.6658259773
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `en_pipeline` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.5.0,<3.6.0` |
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+ | **Default Pipeline** | `transformer`, `ner` |
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+ | **Components** | `transformer`, `ner` |
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+ | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
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+ | **Sources** | n/a |
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+ | **License** | n/a |
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+ | **Author** | [n/a]() |
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+
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+ ### Label Scheme
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+
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+ <details>
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+
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+ <summary>View label scheme (4 labels for 1 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`ner`** | `DIPLOMA`, `DIPLOMA_MAJOR`, `EXPERIENCE`, `SKILLS` |
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+
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+ </details>
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+
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+ ### Accuracy
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+
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+ | Type | Score |
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+ | --- | --- |
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+ | `ENTS_F` | 66.58 |
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+ | `ENTS_P` | 64.86 |
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+ | `ENTS_R` | 68.39 |
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+ | `TRANSFORMER_LOSS` | 532576.24 |
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+ | `NER_LOSS` | 570559.29 |
config.cfg ADDED
@@ -0,0 +1,141 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [paths]
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+ train = "./train.spacy"
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+ dev = "./dev.spacy"
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+ vectors = null
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+ init_tok2vec = null
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+
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+ [system]
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+ gpu_allocator = "pytorch"
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+ seed = 0
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+
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+ [nlp]
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+ lang = "en"
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+ pipeline = ["transformer","ner"]
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+ batch_size = 128
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+ disabled = []
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+ before_creation = null
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+ after_creation = null
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+ after_pipeline_creation = null
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+ tokenizer = {"@tokenizers":"spacy.Tokenizer.v1"}
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+
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+ [components]
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+
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+ [components.ner]
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+ factory = "ner"
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+ incorrect_spans_key = null
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+ moves = null
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+ scorer = {"@scorers":"spacy.ner_scorer.v1"}
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+ update_with_oracle_cut_size = 100
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+
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+ [components.ner.model]
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+ @architectures = "spacy.TransitionBasedParser.v2"
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+ state_type = "ner"
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+ extra_state_tokens = false
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+ hidden_width = 64
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+ maxout_pieces = 2
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+ use_upper = false
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+ nO = null
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+
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+ [components.ner.model.tok2vec]
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+ @architectures = "spacy-transformers.TransformerListener.v1"
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+ grad_factor = 1.0
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+ pooling = {"@layers":"reduce_mean.v1"}
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+ upstream = "*"
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+
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+ [components.transformer]
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+ factory = "transformer"
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+ max_batch_items = 4096
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+ set_extra_annotations = {"@annotation_setters":"spacy-transformers.null_annotation_setter.v1"}
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+
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+ [components.transformer.model]
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+ @architectures = "spacy-transformers.TransformerModel.v1"
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+ name = "roberta-base"
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+
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+ [components.transformer.model.get_spans]
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+ @span_getters = "spacy-transformers.strided_spans.v1"
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+ window = 128
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+ stride = 96
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+
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+ [components.transformer.model.tokenizer_config]
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+ use_fast = true
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+
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+ [corpora]
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+
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+ [corpora.dev]
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+ @readers = "spacy.Corpus.v1"
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+ path = ${paths.dev}
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+ max_length = 0
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+ gold_preproc = false
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+ limit = 0
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+ augmenter = null
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+
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+ [corpora.train]
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+ @readers = "spacy.Corpus.v1"
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+ path = ${paths.train}
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+ max_length = 500
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+ gold_preproc = false
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+ limit = 0
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+ augmenter = null
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+
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+ [training]
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+ accumulate_gradient = 3
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+ dev_corpus = "corpora.dev"
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+ train_corpus = "corpora.train"
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+ seed = ${system.seed}
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+ gpu_allocator = ${system.gpu_allocator}
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+ dropout = 0.1
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+ patience = 1600
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+ max_epochs = 0
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+ max_steps = 20000
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+ eval_frequency = 200
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+ frozen_components = []
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+ annotating_components = []
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+ before_to_disk = null
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+ before_update = null
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+
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+ [training.batcher]
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+ @batchers = "spacy.batch_by_padded.v1"
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+ discard_oversize = true
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+ size = 2000
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+ buffer = 256
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+ get_length = null
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+
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+ [training.logger]
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+ @loggers = "spacy.ConsoleLogger.v1"
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+ progress_bar = false
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+
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+ [training.optimizer]
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+ @optimizers = "Adam.v1"
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+ beta1 = 0.9
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+ beta2 = 0.999
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+ L2_is_weight_decay = true
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+ L2 = 0.01
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+ grad_clip = 1.0
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+ use_averages = false
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+ eps = 0.00000001
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+
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+ [training.optimizer.learn_rate]
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+ @schedules = "warmup_linear.v1"
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+ warmup_steps = 250
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+ total_steps = 20000
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+ initial_rate = 0.00005
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+
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+ [training.score_weights]
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+ ents_f = 1.0
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+ ents_p = 0.0
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+ ents_r = 0.0
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+ ents_per_type = null
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+
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+ [pretraining]
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+
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+ [initialize]
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+ vectors = null
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+ init_tok2vec = ${paths.init_tok2vec}
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+ vocab_data = null
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+ lookups = null
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+ before_init = null
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+ after_init = null
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+
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+ [initialize.components]
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+
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+ [initialize.tokenizer]
en_pipeline-any-py3-none-any.whl ADDED
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meta.json ADDED
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+ {
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+ "lang":"en",
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+ "name":"pipeline",
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+ "version":"0.0.0",
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+ "description":"",
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+ "author":"",
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+ "email":"",
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+ "url":"",
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+ "license":"",
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+ "spacy_version":">=3.5.0,<3.6.0",
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+ "spacy_git_version":"Unknown",
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+ "vectors":{
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+ "width":0,
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+ "name":null
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+ },
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+ "labels":{
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+ "transformer":[
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+
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+ ],
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+ "ner":[
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+ "DIPLOMA",
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+ "DIPLOMA_MAJOR",
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+ "EXPERIENCE",
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+ "SKILLS"
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+ ]
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+ },
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+ "pipeline":[
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+ "transformer",
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+ "ner"
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+ ],
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+ "components":[
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+ "transformer",
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+ "ner"
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+ ],
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+ "disabled":[
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+ ],
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+ "performance":{
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+ "ents_f":0.6658259773,
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+ "ents_p":0.6486486486,
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+ "ents_r":0.6839378238,
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+ "ents_per_type":{
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+ "DIPLOMA_MAJOR":{
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+ "p":0.7428571429,
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+ "r":0.7222222222,
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+ "f":0.7323943662
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+ },
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+ "SKILLS":{
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+ "p":0.6160714286,
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+ "r":0.6571428571,
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+ "f":0.6359447005
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+ },
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+ "DIPLOMA":{
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+ "p":0.7777777778,
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+ "r":0.9333333333,
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+ "f":0.8484848485
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+ },
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+ "EXPERIENCE":{
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+ "p":0.9444444444,
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+ "r":0.85,
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+ "f":0.8947368421
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+ }
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+ },
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+ "transformer_loss":5325.7624413692,
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+ "ner_loss":5705.5929324116
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+ },
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+ "requirements":[
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+ "spacy-transformers>=1.2.0,<1.3.0"
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+ ]
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+ }
ner/cfg ADDED
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+ {
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+ "moves":null,
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+ "update_with_oracle_cut_size":100,
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+ "multitasks":[
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+
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+ ],
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+ "min_action_freq":1,
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+ "learn_tokens":false,
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+ "beam_width":1,
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+ "beam_density":0.0,
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+ "beam_update_prob":0.0,
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+ "incorrect_spans_key":null
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+ }
ner/model ADDED
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+ "Applicable",
378
+ "Application",
379
+ "Apr",
380
+ "Apr.",
381
+ "April",
382
+ "Architect",
383
+ "Architecture",
384
+ "Are",
385
+ "Ariz",
386
+ "Ariz.",
387
+ "Arizona",
388
+ "Ark",
389
+ "Ark.",
390
+ "Arkansas",
391
+ "As",
392
+ "Asia",
393
+ "At",
394
+ "Atlassian",
395
+ "Attention",
396
+ "Aug",
397
+ "Aug.",
398
+ "August",
399
+ "Authentication",
400
+ "Authorization",
401
+ "Automation",
402
+ "Autopilot",
403
+ "Available",
404
+ "Avanade",
405
+ "Awareness",
406
+ "Azure",
407
+ "B",
408
+ "B.S.",
409
+ "B2B",
410
+ "BA",
411
+ "BAS",
412
+ "BASIS",
413
+ "BCDR",
414
+ "BCM",
415
+ "BGP",
416
+ "BI",
417
+ "BMS",
418
+ "BOM",
419
+ "BS",
420
+ "BSEE",
421
+ "Bachelor",
422
+ "Bachelors",
423
+ "Background",
424
+ "Balancers",
425
+ "Basic",
426
+ "Basis",
427
+ "Battery",
428
+ "Bazel",
429
+ "Behavior",
430
+ "Best",
431
+ "Big",
432
+ "Bilingual",
433
+ "Blueprints",
434
+ "Board",
435
+ "Branch",
436
+ "Bros",
437
+ "Bros.",
438
+ "Building",
439
+ "Business",
440
+ "C",
441
+ "C'm",
442
+ "C++",
443
+ "C++/C#/Java",
444
+ "C++/Java",
445
+ "C.",
446
+ "CAM",
447
+ "CCV",
448
+ "CD",
449
+ "CDR",
450
+ "CE",
451
+ "CFE",
452
+ "CI",
453
+ "CICD",
454
+ "CIODEM19",
455
+ "CIe",
456
+ "CLR",
457
+ "CLs",
458
+ "CM",
459
+ "CML",
460
+ "COM",
461
+ "CPLEX",
462
+ "CPU",
463
+ "CRM",
464
+ "CS",
465
+ "CSC",
466
+ "CSEO",
467
+ "CSI",
468
+ "CSS",
469
+ "CVI",
470
+ "CVPR",
471
+ "Ca",
472
+ "Calif",
473
+ "Calif.",
474
+ "California",
475
+ "Can",
476
+ "Candidates",
477
+ "Capacity",
478
+ "Cause",
479
+ "Certification",
480
+ "Certifications",
481
+ "Certified",
482
+ "Chain",
483
+ "Chains",
484
+ "Check",
485
+ "Chef",
486
+ "Circuit",
487
+ "Cisco",
488
+ "Citizenship",
489
+ "Cloud",
490
+ "Co",
491
+ "Co.",
492
+ "Collaboration",
493
+ "College",
494
+ "Colo",
495
+ "Colo.",
496
+ "Colorado",
497
+ "Comfort",
498
+ "Communication",
499
+ "Communications",
500
+ "CompTIA",
501
+ "Complex",
502
+ "Comprehensive",
503
+ "Compute",
504
+ "Computer",
505
+ "Computing",
506
+ "Concepts",
507
+ "Conceptualize",
508
+ "Confident",
509
+ "Conn",
510
+ "Conn.",
511
+ "Connaissances",
512
+ "Connecticut",
513
+ "Consistent",
514
+ "Consistently",
515
+ "Consulting",
516
+ "Continuous",
517
+ "Contributions",
518
+ "Cookbooks",
519
+ "Cooling",
520
+ "Cordova",
521
+ "Core",
522
+ "Corp",
523
+ "Corp.",
524
+ "Cos",
525
+ "CosmosDB",
526
+ "Could",
527
+ "Coz",
528
+ "Cpk",
529
+ "Creativity",
530
+ "Cross",
531
+ "Cultural",
532
+ "Currently",
533
+ "Customer",
534
+ "Cuz",
535
+ "C\u2019m",
536
+ "D",
537
+ "D.",
538
+ "D.C.",
539
+ "DAC",
540
+ "DB",
541
+ "DB2",
542
+ "DB2WOC",
543
+ "DBMS",
544
+ "DC",
545
+ "DCs",
546
+ "DHCP",
547
+ "DICOM",
548
+ "DIO",
549
+ "DIPLOMA",
550
+ "DIPLOMA_MAJOR",
551
+ "DMI",
552
+ "DNS",
553
+ "DOE",
554
+ "DP",
555
+ "DR",
556
+ "Dare",
557
+ "Data",
558
+ "Database",
559
+ "Datacenter",
560
+ "Dec",
561
+ "Dec.",
562
+ "December",
563
+ "Deep",
564
+ "Degree",
565
+ "Del",
566
+ "Del.",
567
+ "Delaware",
568
+ "Dell",
569
+ "Demonstrate",
570
+ "Demonstrated",
571
+ "Demonstrates",
572
+ "Deployment",
573
+ "Des",
574
+ "Design",
575
+ "Designing",
576
+ "Desired",
577
+ "Desk",
578
+ "Detail",
579
+ "Dev",
580
+ "DevOps",
581
+ "DevRelawesomejobs",
582
+ "Development",
583
+ "Devices",
584
+ "Did",
585
+ "Diploma",
586
+ "Directory",
587
+ "Distribution",
588
+ "Do",
589
+ "Docker",
590
+ "Doctorat",
591
+ "Does",
592
+ "Doin",
593
+ "Doin'",
594
+ "Doin\u2019",
595
+ "Dojo",
596
+ "Domain",
597
+ "Dr",
598
+ "Dr.",
599
+ "Dryad",
600
+ "Dynamics",
601
+ "E",
602
+ "E.G.",
603
+ "E.g",
604
+ "E.g.",
605
+ "EAT",
606
+ "EBICS",
607
+ "ECCV",
608
+ "EDA",
609
+ "EE",
610
+ "EMNLP",
611
+ "EMS",
612
+ "EO",
613
+ "EPMS",
614
+ "ERL",
615
+ "ERP",
616
+ "EST",
617
+ "ETC",
618
+ "EXPERIENCE",
619
+ "Economics",
620
+ "Edge",
621
+ "Education",
622
+ "Elastic",
623
+ "Electrical",
624
+ "Electronic",
625
+ "Enclosures",
626
+ "Engagement",
627
+ "Engineering",
628
+ "English",
629
+ "Enjoys",
630
+ "Enterprise",
631
+ "Ethernet",
632
+ "Eventual",
633
+ "Ex",
634
+ "Excellence",
635
+ "Excellent",
636
+ "Exceptional",
637
+ "Execution",
638
+ "Executive",
639
+ "Executives",
640
+ "Experience",
641
+ "Experienced",
642
+ "Experiences",
643
+ "Expert",
644
+ "Expertise",
645
+ "Exposure",
646
+ "Exprience",
647
+ "Extensive",
648
+ "F",
649
+ "F.",
650
+ "FPC",
651
+ "FPGA",
652
+ "FTP",
653
+ "Fabric",
654
+ "Facebook",
655
+ "Familiar",
656
+ "Familiarity",
657
+ "Fantastic",
658
+ "Feb",
659
+ "Feb.",
660
+ "February",
661
+ "Finance",
662
+ "Firewalls",
663
+ "First",
664
+ "Five",
665
+ "Fla",
666
+ "Fla.",
667
+ "Flexibility",
668
+ "Flink",
669
+ "Florida",
670
+ "Fluen",
671
+ "Following",
672
+ "Forms",
673
+ "Foundation",
674
+ "Full",
675
+ "Fundamentals",
676
+ "G",
677
+ "GCP",
678
+ "GIT",
679
+ "GMP",
680
+ "GPUs",
681
+ "GRPC",
682
+ "GTM",
683
+ "Ga",
684
+ "Ga.",
685
+ "Gaming",
686
+ "Gen",
687
+ "Gen.",
688
+ "General",
689
+ "Generator",
690
+ "Georgia",
691
+ "Git",
692
+ "GitHub",
693
+ "Github",
694
+ "Go",
695
+ "Goin",
696
+ "Goin'",
697
+ "Goin\u2019",
698
+ "Golang",
699
+ "Gon",
700
+ "Good",
701
+ "Google",
702
+ "Got",
703
+ "Gov",
704
+ "Gov.",
705
+ "Graduate",
706
+ "Graduating",
707
+ "Great",
708
+ "H",
709
+ "HA",
710
+ "HACK",
711
+ "HANA",
712
+ "HBASE",
713
+ "HCP",
714
+ "HDD",
715
+ "HDMI",
716
+ "HEAT",
717
+ "HHVM",
718
+ "HL7",
719
+ "HP",
720
+ "HTML",
721
+ "HTTP",
722
+ "HVM",
723
+ "Had",
724
+ "Hadoop",
725
+ "Hana",
726
+ "Hands",
727
+ "Hardware",
728
+ "Has",
729
+ "Have",
730
+ "Havin",
731
+ "Havin'",
732
+ "Havin\u2019",
733
+ "He",
734
+ "He's",
735
+ "Healthcare",
736
+ "He\u2019s",
737
+ "High",
738
+ "Highly",
739
+ "History",
740
+ "Hive",
741
+ "Home",
742
+ "How",
743
+ "How's",
744
+ "How\u2019s",
745
+ "Hub",
746
+ "Hypothesis",
747
+ "I",
748
+ "I.E.",
749
+ "I.e",
750
+ "I.e.",
751
+ "I2C",
752
+ "I2C.",
753
+ "I2S",
754
+ "IBM",
755
+ "ICAM",
756
+ "ICCV",
757
+ "ICD",
758
+ "ICLR",
759
+ "ICML",
760
+ "ICS",
761
+ "ICT",
762
+ "ICs",
763
+ "IEW",
764
+ "IFT",
765
+ "IGMP",
766
+ "IIS",
767
+ "IO",
768
+ "IOV",
769
+ "IP",
770
+ "IPC",
771
+ "IPI",
772
+ "IPS",
773
+ "IPSec",
774
+ "IPv4",
775
+ "IPv6",
776
+ "IRA",
777
+ "IS",
778
+ "ISC",
779
+ "IT",
780
+ "ITIL",
781
+ "Ia",
782
+ "Ia.",
783
+ "IaaS",
784
+ "Id",
785
+ "Id.",
786
+ "Idaho",
787
+ "Ignite",
788
+ "Ill",
789
+ "Ill.",
790
+ "Illinois",
791
+ "In",
792
+ "Inc",
793
+ "Inc.",
794
+ "Ind",
795
+ "Ind.",
796
+ "Independent",
797
+ "Indiana",
798
+ "Industrial",
799
+ "Information",
800
+ "Infosys",
801
+ "Infra",
802
+ "Infrastructure",
803
+ "Innovation",
804
+ "Integration",
805
+ "Interconnection",
806
+ "Internet",
807
+ "Interpersonal",
808
+ "Iowa",
809
+ "Is",
810
+ "It",
811
+ "It's",
812
+ "Iterative",
813
+ "It\u2019s",
814
+ "J",
815
+ "J2EE",
816
+ "JDM",
817
+ "JIRA",
818
+ "JOR",
819
+ "JQuery",
820
+ "JS",
821
+ "JSON",
822
+ "JUnit",
823
+ "Jan",
824
+ "Jan.",
825
+ "January",
826
+ "Java",
827
+ "JavaScript",
828
+ "Javascript",
829
+ "Jenkins",
830
+ "Jira",
831
+ "Job",
832
+ "Jr",
833
+ "Jr.",
834
+ "Judgement",
835
+ "Jul",
836
+ "Jul.",
837
+ "July",
838
+ "Jun",
839
+ "Jun.",
840
+ "June",
841
+ "K",
842
+ "K.",
843
+ "KVM",
844
+ "Kafka",
845
+ "Kaizen",
846
+ "Kan",
847
+ "Kan.",
848
+ "Kanban",
849
+ "Kans",
850
+ "Kans.",
851
+ "Kansas",
852
+ "Kentucky",
853
+ "Key",
854
+ "Kibana",
855
+ "Knowledge",
856
+ "Kubernetes",
857
+ "Ky",
858
+ "Ky.",
859
+ "L",
860
+ "L2",
861
+ "L3",
862
+ "L4",
863
+ "LAB",
864
+ "LAM",
865
+ "LCD",
866
+ "LED",
867
+ "LEX",
868
+ "LLS",
869
+ "LSI",
870
+ "La",
871
+ "La.",
872
+ "LabVIEW",
873
+ "LabWindows",
874
+ "Labor",
875
+ "Large",
876
+ "Leadership",
877
+ "Leave",
878
+ "Let",
879
+ "Let's",
880
+ "Let\u2019s",
881
+ "Leverage",
882
+ "Lifecycle",
883
+ "Likes",
884
+ "Linus",
885
+ "Linux",
886
+ "Live",
887
+ "Load",
888
+ "Louisiana",
889
+ "Lovin",
890
+ "Lovin'",
891
+ "Lovin\u2019",
892
+ "Ltd",
893
+ "Ltd.",
894
+ "Lua",
895
+ "M",
896
+ "M.S.",
897
+ "M19",
898
+ "MATLAB",
899
+ "MBA",
900
+ "MDIO",
901
+ "MIPI",
902
+ "ML",
903
+ "MOF",
904
+ "MQ",
905
+ "MRAM",
906
+ "MS",
907
+ "MSc",
908
+ "Ma'am",
909
+ "Management",
910
+ "Mar",
911
+ "Mar.",
912
+ "March",
913
+ "Markov",
914
+ "Mass",
915
+ "Mass.",
916
+ "Massachusetts",
917
+ "Masters",
918
+ "Material",
919
+ "Math",
920
+ "Mathematics",
921
+ "MaxDB",
922
+ "May",
923
+ "Ma\u2019am",
924
+ "Md",
925
+ "Md.",
926
+ "Mechanical",
927
+ "Medical",
928
+ "Messrs",
929
+ "Messrs.",
930
+ "Metrics",
931
+ "Mich",
932
+ "Mich.",
933
+ "Michigan",
934
+ "Microsoft",
935
+ "Microsofts",
936
+ "Might",
937
+ "Migration",
938
+ "Minimum",
939
+ "Minn",
940
+ "Minn.",
941
+ "Minnesota",
942
+ "Miss",
943
+ "Miss.",
944
+ "Mississippi",
945
+ "Mixed",
946
+ "Mo",
947
+ "Mo.",
948
+ "Mobile",
949
+ "Model",
950
+ "Monitoring",
951
+ "Mont",
952
+ "Mont.",
953
+ "Mount",
954
+ "Mr",
955
+ "Mr.",
956
+ "Mrs",
957
+ "Mrs.",
958
+ "Ms",
959
+ "Ms.",
960
+ "Mt",
961
+ "Mt.",
962
+ "Must",
963
+ "MySQL",
964
+ "N",
965
+ "N.C.",
966
+ "N.D.",
967
+ "N.H.",
968
+ "N.J.",
969
+ "N.M.",
970
+ "N.Y.",
971
+ "NA",
972
+ "NAACL",
973
+ "NCE",
974
+ "NET",
975
+ "NFV",
976
+ "NIF",
977
+ "NIPS",
978
+ "NIX",
979
+ "NLP",
980
+ "NPI",
981
+ "NSI",
982
+ "NVMe",
983
+ "Neb",
984
+ "Neb.",
985
+ "Nebr",
986
+ "Nebr.",
987
+ "Nebraska",
988
+ "Need",
989
+ "Net",
990
+ "NetWeaver",
991
+ "Netcool",
992
+ "Network",
993
+ "Networking",
994
+ "Networks",
995
+ "Nev",
996
+ "Nev.",
997
+ "Nevada",
998
+ "New",
999
+ "New Hampshire",
1000
+ "New Jersey",
1001
+ "New Mexico",
1002
+ "New York",
1003
+ "Nginx",
1004
+ "NoSQL",
1005
+ "Node",
1006
+ "Node.js",
1007
+ "None",
1008
+ "North Carolina",
1009
+ "North Dakota",
1010
+ "Not",
1011
+ "Nothin",
1012
+ "Nothin'",
1013
+ "Nothin\u2019",
1014
+ "Nov",
1015
+ "Nov.",
1016
+ "November",
1017
+ "Now",
1018
+ "Nuthin",
1019
+ "Nuthin'",
1020
+ "Nuthin\u2019",
1021
+ "O",
1022
+ "O'clock",
1023
+ "O.O",
1024
+ "O.o",
1025
+ "ODM",
1026
+ "OEM",
1027
+ "OLA",
1028
+ "OLED",
1029
+ "OMA",
1030
+ "ONS",
1031
+ "OS",
1032
+ "OSI",
1033
+ "OSPF",
1034
+ "OSS",
1035
+ "O_O",
1036
+ "O_o",
1037
+ "Object",
1038
+ "Objective",
1039
+ "Occuper",
1040
+ "Oct",
1041
+ "Oct.",
1042
+ "October",
1043
+ "Office",
1044
+ "Okla",
1045
+ "Okla.",
1046
+ "Oklahoma",
1047
+ "Ol",
1048
+ "Ol'",
1049
+ "Ol\u2019",
1050
+ "Online",
1051
+ "Oozie",
1052
+ "Open",
1053
+ "OpenFlow",
1054
+ "OpenStack",
1055
+ "Operating",
1056
+ "Operation",
1057
+ "Operational",
1058
+ "Operations",
1059
+ "Ops",
1060
+ "Optical",
1061
+ "Optics",
1062
+ "Oracle",
1063
+ "Ore",
1064
+ "Ore.",
1065
+ "Oregon",
1066
+ "Organization",
1067
+ "Organizational",
1068
+ "Organizations",
1069
+ "Oriented",
1070
+ "Other",
1071
+ "Ought",
1072
+ "Our",
1073
+ "Outstanding",
1074
+ "O\u2019clock",
1075
+ "P",
1076
+ "PCB",
1077
+ "PCI",
1078
+ "PCIe",
1079
+ "PCM",
1080
+ "PERL",
1081
+ "PGA",
1082
+ "PHP",
1083
+ "PII",
1084
+ "PIs",
1085
+ "PMI",
1086
+ "PMP",
1087
+ "PMS",
1088
+ "PREFERRED",
1089
+ "PSR",
1090
+ "PSS",
1091
+ "PSU",
1092
+ "PUs",
1093
+ "Pa",
1094
+ "Pa.",
1095
+ "PaaS",
1096
+ "Passion",
1097
+ "Passionate",
1098
+ "Pennsylvania",
1099
+ "People",
1100
+ "Perform",
1101
+ "Performance",
1102
+ "Perl",
1103
+ "Ph",
1104
+ "Ph.D.",
1105
+ "PhD",
1106
+ "Photonics",
1107
+ "Physics",
1108
+ "Pig",
1109
+ "Planning",
1110
+ "Platform",
1111
+ "Platforms",
1112
+ "Policy",
1113
+ "Political",
1114
+ "Power",
1115
+ "PowerApps",
1116
+ "PowerPoint",
1117
+ "PowerShell",
1118
+ "Practice",
1119
+ "Practices",
1120
+ "Preferred",
1121
+ "Presentation",
1122
+ "Previous",
1123
+ "Prior",
1124
+ "Private",
1125
+ "Probability",
1126
+ "Product",
1127
+ "Production",
1128
+ "Prof",
1129
+ "Prof.",
1130
+ "Professional",
1131
+ "Proficiency",
1132
+ "Program",
1133
+ "Programing",
1134
+ "Programming",
1135
+ "Project",
1136
+ "Proof",
1137
+ "Proven",
1138
+ "ProvenExperience",
1139
+ "Providers",
1140
+ "Psychology",
1141
+ "Public",
1142
+ "Publications",
1143
+ "Puppet",
1144
+ "Pursuing",
1145
+ "Pv4",
1146
+ "Pv6",
1147
+ "Python",
1148
+ "Q",
1149
+ "QUALIFICATIONS",
1150
+ "Quantitative",
1151
+ "R",
1152
+ "RAM",
1153
+ "RDBMS",
1154
+ "RED",
1155
+ "REST",
1156
+ "RESTful",
1157
+ "RF",
1158
+ "RISC",
1159
+ "RM",
1160
+ "RNIF",
1161
+ "ROOT",
1162
+ "RPC",
1163
+ "RUM",
1164
+ "Rack",
1165
+ "Rackspace",
1166
+ "Rails",
1167
+ "Rational",
1168
+ "Re",
1169
+ "ReRAM",
1170
+ "React",
1171
+ "ReactJS",
1172
+ "ReactNative",
1173
+ "Reactors",
1174
+ "Recipes",
1175
+ "Record",
1176
+ "Records",
1177
+ "Red",
1178
+ "Redis",
1179
+ "Redmond",
1180
+ "Reference",
1181
+ "Regression",
1182
+ "Relational",
1183
+ "Release",
1184
+ "Relevant",
1185
+ "Relic",
1186
+ "Rep",
1187
+ "Rep.",
1188
+ "Required",
1189
+ "Requirements",
1190
+ "Research",
1191
+ "Rev",
1192
+ "Rev.",
1193
+ "Rising",
1194
+ "Robotics",
1195
+ "Rpondre",
1196
+ "Ruby",
1197
+ "Rust",
1198
+ "S",
1199
+ "S.C.",
1200
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1201
+ "SAFe",
1202
+ "SANs",
1203
+ "SAP",
1204
+ "SAS",
1205
+ "SATA",
1206
+ "SCI",
1207
+ "SCRUM",
1208
+ "SDN",
1209
+ "SEE",
1210
+ "SEO",
1211
+ "SIC",
1212
+ "SIS",
1213
+ "SKILLS",
1214
+ "SLA",
1215
+ "SLAM",
1216
+ "SLT",
1217
+ "SOA",
1218
+ "SON",
1219
+ "SOX",
1220
+ "SPC",
1221
+ "SPF",
1222
+ "SPI",
1223
+ "SPSS",
1224
+ "SQL",
1225
+ "SR",
1226
+ "STATA",
1227
+ "STEM",
1228
+ "SUSE",
1229
+ "SWE",
1230
+ "SWIFT",
1231
+ "SaaS",
1232
+ "Sales",
1233
+ "SalesForce",
1234
+ "Saltstack",
1235
+ "Scala",
1236
+ "School",
1237
+ "Science",
1238
+ "Screen",
1239
+ "Scripting",
1240
+ "Scripts",
1241
+ "Scrum",
1242
+ "Search",
1243
+ "Sec",
1244
+ "Secure",
1245
+ "Security",
1246
+ "Sees",
1247
+ "Sen",
1248
+ "Sen.",
1249
+ "Senior",
1250
+ "Sep",
1251
+ "Sep.",
1252
+ "Sept",
1253
+ "Sept.",
1254
+ "September",
1255
+ "SerDes",
1256
+ "Server",
1257
+ "Servers",
1258
+ "Service",
1259
+ "ServiceNow",
1260
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1261
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1262
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+ "Should",
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+ "Sigma",
1269
+ "Signal",
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+ "Silicon",
1271
+ "Site",
1272
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1273
+ "Sizing",
1274
+ "Skills",
1275
+ "Smart",
1276
+ "Softlayer",
1277
+ "Software",
1278
+ "Solid",
1279
+ "Solutions",
1280
+ "Someone",
1281
+ "Somethin",
1282
+ "Somethin'",
1283
+ "Somethin\u2019",
1284
+ "Sound",
1285
+ "Source",
1286
+ "South Carolina",
1287
+ "Spanish",
1288
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1289
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1290
+ "Sqoop",
1291
+ "Squid",
1292
+ "St",
1293
+ "St.",
1294
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1295
+ "Startup",
1296
+ "Statement",
1297
+ "Statistics",
1298
+ "Stochastic",
1299
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1300
+ "Store",
1301
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1302
+ "Strong",
1303
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1304
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1305
+ "Successful",
1306
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1307
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1308
+ "Swagger",
1309
+ "Swedish",
1310
+ "Swift",
1311
+ "Switch",
1312
+ "Sybase",
1313
+ "System",
1314
+ "Systems",
1315
+ "T",
1316
+ "TCP",
1317
+ "TCS",
1318
+ "TDD",
1319
+ "TEM",
1320
+ "TFS",
1321
+ "TFTP",
1322
+ "TIA",
1323
+ "TIL",
1324
+ "TLS",
1325
+ "TML",
1326
+ "TOR",
1327
+ "TPUs",
1328
+ "TS",
1329
+ "TTP",
1330
+ "Tableau",
1331
+ "Tables",
1332
+ "Team",
1333
+ "Tech",
1334
+ "Technical",
1335
+ "Technologies",
1336
+ "Technology",
1337
+ "Telecommunications",
1338
+ "Tenn",
1339
+ "Tenn.",
1340
+ "Tennessee",
1341
+ "TestStand",
1342
+ "That",
1343
+ "That's",
1344
+ "That\u2019s",
1345
+ "The",
1346
+ "There",
1347
+ "There's",
1348
+ "There\u2019s",
1349
+ "These",
1350
+ "They",
1351
+ "This",
1352
+ "This's",
1353
+ "This\u2019s",
1354
+ "Thorough",
1355
+ "Those",
1356
+ "Tools",
1357
+ "Track",
1358
+ "Traduction",
1359
+ "Travel",
1360
+ "Trello",
1361
+ "Troubleshooting",
1362
+ "U",
1363
+ "U.S.",
1364
+ "UART",
1365
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1366
+ "UI",
1367
+ "UNIX",
1368
+ "UPS",
1369
+ "US",
1370
+ "USB",
1371
+ "USD",
1372
+ "USE",
1373
+ "UX",
1374
+ "Undergraduate",
1375
+ "Understanding",
1376
+ "Unified",
1377
+ "Unit",
1378
+ "Unix",
1379
+ "Unwavering",
1380
+ "UrbanCode",
1381
+ "User",
1382
+ "V",
1383
+ "V.V",
1384
+ "VLSI",
1385
+ "VMe",
1386
+ "VMware",
1387
+ "VPP",
1388
+ "VPR",
1389
+ "VR",
1390
+ "V_V",
1391
+ "Va",
1392
+ "Va.",
1393
+ "Valid",
1394
+ "Validated",
1395
+ "Values",
1396
+ "Verification",
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+ "Verilog",
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+ "Very",
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+ "Virginia",
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+ "Virtual",
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+ "Virtualization",
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+ "Visual",
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+ "Vue.js",
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1407
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+ "Wash.",
1412
+ "Washington",
1413
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+ "Web",
1415
+ "WebServices",
1416
+ "Weblogic",
1417
+ "Websphere",
1418
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1420
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1422
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+ "When's",
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+ "When\u2019s",
1425
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+ "Where's",
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+ "Where\u2019s",
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1429
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+ "Who's",
1431
+ "Who\u2019s",
1432
+ "Why",
1433
+ "Why's",
1434
+ "Why\u2019s",
1435
+ "Willing",
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1437
+ "Wipro",
1438
+ "Wis",
1439
+ "Wis.",
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+ "Wisconsin",
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+ "Word",
1443
+ "Working",
1444
+ "Would",
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+ "X'xxxx",
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+ "X++/Xxxx",
1450
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+ "X.X",
1452
+ "X.X.",
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+ "X.x",
1454
+ "X.x.",
1455
+ "XD",
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+ "XDD",
1457
+ "XML",
1458
+ "XSLT",
1459
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1460
+ "XXX",
1461
+ "XXXX",
1462
+ "XXXX_XXXX",
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+ "XXXXdd",
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+ "XXXXx",
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+ "XXXXxxx",
1466
+ "XXXx",
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+ "XXXxx",
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+ "XXd",
1469
+ "XXdXXX",
1470
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1471
+ "XXxd",
1472
+ "XXxxx",
1473
+ "XXxxxx",
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+ "X_X",
1475
+ "X_x",
1476
+ "Xd",
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+ "XdX",
1478
+ "XdX.",
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+ "XdXX",
1480
+ "Xen",
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+ "Xx",
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+ "Xx'",
1483
+ "Xx'x",
1484
+ "Xx'xx",
1485
+ "Xx.",
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+ "Xx.X.",
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+ "XxX",
1488
+ "XxXXX",
1489
+ "XxXxxx",
1490
+ "Xxx",
1491
+ "Xxx'x",
1492
+ "Xxx.",
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+ "Xxx.xx",
1494
+ "XxxX",
1495
+ "XxxXX",
1496
+ "XxxXXXX",
1497
+ "XxxXxx",
1498
+ "XxxXxxxx",
1499
+ "Xxxx",
1500
+ "Xxxx'",
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+ "Xxxx'x",
1502
+ "Xxxx.",
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+ "Xxxx.xx",
1504
+ "XxxxXXX",
1505
+ "XxxxXxxx",
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+ "XxxxXxxxx",
1507
+ "Xxxxx",
1508
+ "Xxxxx'",
1509
+ "Xxxxx'x",
1510
+ "Xxxxx.",
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+ "Xxxxx.xx",
1512
+ "XxxxxXX",
1513
+ "XxxxxXxx",
1514
+ "XxxxxXxxx",
1515
+ "XxxxxXxxxx",
1516
+ "Xxxxx\u2019",
1517
+ "Xxxxx\u2019x",
1518
+ "Xxxx\u2019",
1519
+ "Xxxx\u2019x",
1520
+ "Xxx\u2019x",
1521
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1522
+ "Xx\u2019x",
1523
+ "Xx\u2019xx",
1524
+ "X\u2019x",
1525
+ "X\u2019xxxx",
1526
+ "Y",
1527
+ "Years",
1528
+ "You",
1529
+ "Yrs",
1530
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1531
+ "Zoning",
1532
+ "Zuul",
1533
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1534
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1535
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+ "[=",
1537
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+ "^__^",
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+ "^___^",
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+ "_^)",
1553
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+ "__^",
1555
+ "_\u00ac)",
1556
+ "_\u0ca0)",
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1558
+ "a.",
1559
+ "a.m",
1560
+ "a.m.",
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1562
+ "aas",
1563
+ "ability",
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+ "able",
1565
+ "about",
1566
+ "above",
1567
+ "ac",
1568
+ "academia",
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+ "academic",
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+ "accelerators",
1571
+ "acceptable",
1572
+ "accommodated",
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+ "account",
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+ "accounting",
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+ "accounts",
1576
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1577
+ "ach",
1578
+ "ack",
1579
+ "acknowledged",
1580
+ "acls",
1581
+ "acoustics",
1582
+ "across",
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+ "act",
1584
+ "action",
1585
+ "actionable",
1586
+ "active",
1587
+ "actuellement",
1588
+ "acumen",
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+ "adapt",
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+ "add",
1591
+ "added",
1592
+ "additional",
1593
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1594
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1595
+ "adjacent",
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+ "adm.",
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+ "administration",
1600
+ "adoption",
1601
+ "ads",
1602
+ "advance",
1603
+ "advanced",
1604
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1605
+ "advantage",
1606
+ "advertisement",
1607
+ "advertising",
1608
+ "advocate",
1609
+ "advocating",
1610
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1611
+ "after",
1612
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1613
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1614
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1615
+ "agility",
1616
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1617
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1618
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1619
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1620
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1621
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1622
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1624
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1625
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1626
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1627
+ "algorithm",
1628
+ "algorithms",
1629
+ "all",
1630
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1632
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1633
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1634
+ "alternative",
1635
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1636
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1639
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1643
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1644
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1646
+ "analysis",
1647
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1648
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1649
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1650
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1651
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+ "analyzers",
1654
+ "analyzing",
1655
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1656
+ "and/or",
1657
+ "android",
1658
+ "ang",
1659
+ "angular",
1660
+ "angular.js",
1661
+ "angularjs",
1662
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+ "any",
1668
+ "apache",
1669
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1670
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1671
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1672
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1673
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1677
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+ "aptitude",
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+ "ar.",
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+ "ark.",
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1709
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+ "availability",
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+ "available",
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+ "bachelor",
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+ "bachelors",
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+ "balanced",
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1800
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+ "both",
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+ "bottom",
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1930
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1933
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1936
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1937
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1938
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1939
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1940
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1941
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1942
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1943
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1944
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1945
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1946
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1947
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1948
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1949
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1951
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1952
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1953
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1954
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1955
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1956
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1957
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1958
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1959
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1960
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1961
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1962
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1963
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1964
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1965
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1966
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1967
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1968
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1969
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1970
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1971
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1972
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1973
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1974
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1975
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1976
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1977
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1978
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1979
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1980
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1981
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1982
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1983
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1984
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1985
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1986
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1987
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1988
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1989
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1990
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1991
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1992
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1993
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1994
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1995
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1996
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1997
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1998
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1999
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2000
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2001
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2002
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2003
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2004
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2005
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2006
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2007
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2008
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2009
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2010
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2011
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2012
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2013
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2014
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2015
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2016
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2017
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2018
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2019
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2020
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2021
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2022
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2023
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2024
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2025
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2026
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2027
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2028
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2029
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2030
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2031
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2032
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2033
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2034
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2035
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2036
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2037
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2038
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2039
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2040
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2041
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2042
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2043
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2044
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2045
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2046
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2047
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2048
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2049
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2050
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2051
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2052
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2053
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2054
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2055
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2056
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2057
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2058
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2059
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2060
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2061
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2062
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2063
+ "cryptography",
2064
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2065
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2066
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2067
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2068
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2069
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2070
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2071
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2072
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2073
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2074
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2075
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2076
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2077
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2078
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2079
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2080
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2081
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2082
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2083
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2084
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2085
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2086
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2087
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2088
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2089
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2090
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2091
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2092
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2093
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2095
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2096
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2097
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2098
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2099
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2100
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2101
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2102
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2103
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2104
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2105
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2106
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2107
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2108
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2109
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2110
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2111
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2112
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2113
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2114
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2115
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2116
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2117
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2118
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2119
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2120
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2121
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2122
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2123
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2126
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2163
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2164
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2165
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2166
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2167
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2168
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2169
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2170
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2172
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2173
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2174
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2175
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2176
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2177
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2178
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2179
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2182
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2183
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2184
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2198
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2199
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2200
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2201
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2202
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2203
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2204
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2209
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2213
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2214
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2215
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2216
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2217
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2219
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2221
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2222
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2223
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2231
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2250
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2368
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2467
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2474
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2475
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2476
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2479
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2480
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2481
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2482
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2483
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2484
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2486
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2487
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2491
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2492
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2493
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2494
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2495
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2496
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2497
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2498
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2499
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2500
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2501
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2502
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2503
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2504
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2505
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2506
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2507
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2508
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2517
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2518
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2519
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2520
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2522
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2523
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2524
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2526
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2529
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2531
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2532
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2533
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2534
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2536
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2542
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2546
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2547
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2548
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2549
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2550
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2551
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2557
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2566
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2567
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2581
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2582
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2584
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2585
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2586
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2588
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3478
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3479
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3480
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3481
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3482
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3483
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3484
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3485
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3486
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3487
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3488
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3489
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3490
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3491
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3501
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3503
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3506
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3507
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3510
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3511
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3512
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3513
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3514
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3515
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3516
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3517
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3518
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3519
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3520
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3521
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3522
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3523
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3524
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3525
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3526
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3527
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3528
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3529
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3530
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3531
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3532
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3533
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3534
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3535
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3536
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3537
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3538
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3539
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3540
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3541
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3542
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3543
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3544
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3545
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3546
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3547
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3548
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3549
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3550
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3551
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3552
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3553
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3554
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3555
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3556
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3557
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3558
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3559
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3560
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3561
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3562
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3563
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3564
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3565
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3566
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3567
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3568
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3569
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3571
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3572
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3573
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3574
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3575
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3576
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3577
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3578
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3579
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3580
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3581
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3582
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3583
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3584
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3585
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3586
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3587
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3588
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3589
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3590
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3591
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3592
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3593
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3594
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3595
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3596
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3597
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3598
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3599
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3600
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3601
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3602
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3603
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3604
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3605
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3606
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3607
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3608
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3609
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3610
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3611
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3612
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3613
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3614
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3615
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3616
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3617
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3618
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3619
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3620
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3621
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3622
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3623
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3624
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3625
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3626
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3627
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3628
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3629
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3630
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3631
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3632
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3633
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3634
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3635
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3636
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3637
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3638
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3639
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3640
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3641
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3642
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3650
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3651
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3652
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3653
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3654
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3655
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3656
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3657
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3658
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3659
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3660
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3661
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3662
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3663
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3665
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3666
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3667
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3669
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3670
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3671
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3672
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3673
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3674
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3675
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3676
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3677
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3678
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3679
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3680
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3681
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3682
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3683
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3684
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3685
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3686
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3687
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3688
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3689
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3690
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3691
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3692
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3693
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3694
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3695
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3696
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3697
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3698
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3699
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3700
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3701
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3702
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3703
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3704
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3705
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3706
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3707
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3708
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3709
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3710
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3711
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3712
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3713
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3714
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3715
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3716
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3720
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3722
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3726
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3727
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3728
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3729
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3730
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3731
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3732
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3733
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3734
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3735
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3736
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3737
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3738
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3740
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3742
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3743
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3744
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3749
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3751
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3752
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3753
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3754
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3755
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3756
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3757
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3758
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3759
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3760
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3761
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3762
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3763
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3764
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3770
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3771
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3774
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3775
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3777
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3778
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3779
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3780
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3781
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3782
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3783
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3784
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3785
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3786
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3787
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3788
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3791
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3792
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3793
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3794
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3795
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3800
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3801
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3802
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3810
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3811
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3813
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3814
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3815
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3818
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3819
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3820
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3822
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3823
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3824
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3826
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3827
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3828
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3829
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3830
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3831
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3832
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3833
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3834
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3835
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3836
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3837
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3838
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3839
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3840
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3841
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3842
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3843
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3844
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3851
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3859
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3860
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3861
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3862
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3863
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3865
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3867
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3871
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3872
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3873
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3874
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3875
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3876
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3877
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3878
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3879
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3880
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3881
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3882
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3884
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3885
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3886
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3887
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3888
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3889
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3890
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3891
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3892
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3893
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3894
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3895
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3896
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3897
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3898
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3899
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3900
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3901
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3902
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3903
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3904
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3905
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3906
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3907
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3908
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3909
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3910
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3911
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3912
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3913
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3914
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3915
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3916
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3918
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3919
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3920
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3921
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3922
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3924
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3925
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3926
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3928
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3942
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3951
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3956
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3959
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3960
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3961
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3962
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3963
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3964
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3965
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3966
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3967
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3968
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3969
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3970
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3971
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3972
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3973
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3974
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3975
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3976
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3977
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3978
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3979
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3980
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3984
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3993
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3994
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4035
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4041
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4057
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4058
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4059
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4060
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4061
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4062
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4065
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+ "wis",
4248
+ "wis.",
4249
+ "with",
4250
+ "within",
4251
+ "without",
4252
+ "wo",
4253
+ "woc",
4254
+ "word",
4255
+ "work",
4256
+ "workflow",
4257
+ "workflow/",
4258
+ "workforce",
4259
+ "working",
4260
+ "workloads",
4261
+ "would",
4262
+ "writer",
4263
+ "writing",
4264
+ "written",
4265
+ "writting",
4266
+ "www",
4267
+ "w\u2019s",
4268
+ "x",
4269
+ "x'",
4270
+ "x'XX",
4271
+ "x'x",
4272
+ "x'xx",
4273
+ "x'xxxx",
4274
+ "x++",
4275
+ "x++/x#/xxxx",
4276
+ "x++/xxxx",
4277
+ "x.",
4278
+ "x.X",
4279
+ "x.d",
4280
+ "x.x",
4281
+ "x.x.",
4282
+ "x/x",
4283
+ "x86",
4284
+ "xD",
4285
+ "xDB",
4286
+ "xDD",
4287
+ "xX",
4288
+ "xXX",
4289
+ "xXxxxx",
4290
+ "x_X",
4291
+ "x_d",
4292
+ "x_x",
4293
+ "xd",
4294
+ "xdb",
4295
+ "xdd",
4296
+ "xdx",
4297
+ "xdx.",
4298
+ "xdxx",
4299
+ "xed",
4300
+ "xen",
4301
+ "xes",
4302
+ "xml",
4303
+ "xslt",
4304
+ "xx",
4305
+ "xx'",
4306
+ "xx'x",
4307
+ "xx'xx",
4308
+ "xx.",
4309
+ "xx.x.",
4310
+ "xxd",
4311
+ "xxdxxx",
4312
+ "xxx",
4313
+ "xxx'x",
4314
+ "xxx(x",
4315
+ "xxx.xx",
4316
+ "xxx/xx",
4317
+ "xxxd",
4318
+ "xxxx",
4319
+ "xxxx'",
4320
+ "xxxx'x",
4321
+ "xxxx(x",
4322
+ "xxxx.xx",
4323
+ "xxxx/",
4324
+ "xxxxdd",
4325
+ "xxxx\u2019",
4326
+ "xxxx\u2019x",
4327
+ "xxx\u2019x",
4328
+ "xx\u2019",
4329
+ "xx\u2019x",
4330
+ "xx\u2019xx",
4331
+ "x\u2019",
4332
+ "x\u2019x",
4333
+ "x\u2019xxxx",
4334
+ "x\ufe35x",
4335
+ "y",
4336
+ "y'",
4337
+ "y's",
4338
+ "y.",
4339
+ "yad",
4340
+ "year",
4341
+ "year(s",
4342
+ "years",
4343
+ "yee",
4344
+ "yer",
4345
+ "you",
4346
+ "your",
4347
+ "ype",
4348
+ "yrs",
4349
+ "yse",
4350
+ "yst",
4351
+ "yze",
4352
+ "y\u2019",
4353
+ "y\u2019s",
4354
+ "z",
4355
+ "z.",
4356
+ "zed",
4357
+ "zel",
4358
+ "zen",
4359
+ "zie",
4360
+ "zon",
4361
+ "zoning",
4362
+ "zuul",
4363
+ "|",
4364
+ "}",
4365
+ "\u00a0",
4366
+ "\u00ac",
4367
+ "\u00ac_\u00ac",
4368
+ "\u00af",
4369
+ "\u00af\\(x)/\u00af",
4370
+ "\u00af\\(\u30c4)/\u00af",
4371
+ "\u00b0",
4372
+ "\u00b0C.",
4373
+ "\u00b0F.",
4374
+ "\u00b0K.",
4375
+ "\u00b0X.",
4376
+ "\u00b0c.",
4377
+ "\u00b0f.",
4378
+ "\u00b0k.",
4379
+ "\u00b0x.",
4380
+ "\u00e4",
4381
+ "\u00e4.",
4382
+ "\u00f6",
4383
+ "\u00f6.",
4384
+ "\u00fc",
4385
+ "\u00fc.",
4386
+ "\u0ca0",
4387
+ "\u0ca0_\u0ca0",
4388
+ "\u0ca0\ufe35\u0ca0",
4389
+ "\u2014",
4390
+ "\u2018",
4391
+ "\u2018S",
4392
+ "\u2018X",
4393
+ "\u2018s",
4394
+ "\u2018x",
4395
+ "\u2019",
4396
+ "\u2019-(",
4397
+ "\u2019-)",
4398
+ "\u2019Cause",
4399
+ "\u2019Cos",
4400
+ "\u2019Coz",
4401
+ "\u2019Cuz",
4402
+ "\u2019S",
4403
+ "\u2019X",
4404
+ "\u2019Xxx",
4405
+ "\u2019Xxxxx",
4406
+ "\u2019am",
4407
+ "\u2019bout",
4408
+ "\u2019cause",
4409
+ "\u2019cos",
4410
+ "\u2019coz",
4411
+ "\u2019cuz",
4412
+ "\u2019d",
4413
+ "\u2019em",
4414
+ "\u2019ll",
4415
+ "\u2019m",
4416
+ "\u2019nuff",
4417
+ "\u2019re",
4418
+ "\u2019s",
4419
+ "\u2019ve",
4420
+ "\u2019x",
4421
+ "\u2019xx",
4422
+ "\u2019xxx",
4423
+ "\u2019xxxx",
4424
+ "\u2019y",
4425
+ "\u2019\u2019",
4426
+ "\u2501",
4427
+ "\u253b",
4428
+ "\u253b\u2501\u253b",
4429
+ "\u256f",
4430
+ "\u25a1",
4431
+ "\ufe35",
4432
+ "\uff09"
4433
+ ]
vocab/vectors ADDED
Binary file (128 Bytes). View file
 
vocab/vectors.cfg ADDED
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+ {
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+ "mode":"default"
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+ }