Priyanka-Balivada commited on
Commit
4edad15
1 Parent(s): ffd3529

Update spaCy pipeline

Browse files
.gitattributes CHANGED
@@ -33,3 +33,5 @@ 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_Resume_Matching_Keywords-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_Resume_Matching_Keywords
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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: 0.6844809866
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+ - name: NER Recall
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+ type: recall
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+ value: 0.7717265353
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+ - name: NER F Score
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+ type: f_score
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+ value: 0.7254901961
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+ ---
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+ | Feature | Description |
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+ | --- | --- |
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+ | **Name** | `en_Resume_Matching_Keywords` |
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+ | **Version** | `0.0.0` |
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+ | **spaCy** | `>=3.7.4,<3.8.0` |
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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 (10 labels for 1 components)</summary>
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+
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+ | Component | Labels |
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+ | --- | --- |
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+ | **`ner`** | `CERTIFICATIONS`, `CGPA`, `EMAIL`, `EXPERIENCE`, `LOCATION`, `NAME`, `PHONE`, `QUALIFICATION`, `SCORES`, `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` | 72.55 |
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+ | `ENTS_P` | 68.45 |
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+ | `ENTS_R` | 77.17 |
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+ | `TRANSFORMER_LOSS` | 116555.35 |
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+ | `NER_LOSS` | 109447.17 |
config.cfg ADDED
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+ [paths]
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+ train = "./drive/MyDrive/NER_Resume/train.spacy"
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+ dev = "./drive/MyDrive/NER_Resume/test.spacy"
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+ vectors = null
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+ init_tok2vec = null
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+ CONFIG_PATH = "./drive/MyDrive/NER_Resume/base_config.cfg"
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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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+ vectors = {"@vectors":"spacy.Vectors.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 = 1000
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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 = 1000
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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_Resume_Matching_Keywords-any-py3-none-any.whl ADDED
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+ size 425232168
meta.json ADDED
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+ {
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+ "lang":"en",
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+ "name":"Resume_Matching_Keywords",
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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":">=3.7.4,<3.8.0",
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+ "spacy_git_version":"bff8725f4",
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+ "vectors":{
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+ "width":0,
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+ "vectors":0,
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+ "keys":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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+ "CERTIFICATIONS",
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+ "CGPA",
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+ "EMAIL",
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+ "EXPERIENCE",
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+ "LOCATION",
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+ "NAME",
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+ "PHONE",
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+ "QUALIFICATION",
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+ "SCORES",
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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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+ "performance":{
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+ "ents_r":0.7717265353,
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+ "ents_per_type":{
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+ "r":1.0,
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+ "f":0.8
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+ },
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+ "SKILLS":{
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+ "p":0.6735582155,
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+ "r":0.7786163522,
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+ "f":0.7222870478
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+ },
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+ "LOCATION":{
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+ "QUALIFICATION":{
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+ "PHONE":{
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+ },
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+ "CGPA":{
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+ "r":1.0,
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+ "f":1.0
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+ },
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+ "CERTIFICATIONS":{
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+ "f":0.0
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+ },
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+ "NAME":{
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+ "f":0.0
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+ }
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+ },
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+ "transformer_loss":1165.5534572027,
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+ "ner_loss":1094.4716895442
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+ },
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+ "requirements":[
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+ "spacy-transformers>=1.3.4,<1.4.0"
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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
Binary file (264 kB). View file
 
ner/moves ADDED
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+ ��moves�L{"0":{},"1":{"SKILLS":482,"CERTIFICATIONS":92,"QUALIFICATION":67,"NAME":39,"EMAIL":33,"CGPA":33,"PHONE":29,"EXPERIENCE":20,"LOCATION":15,"SCORES":6},"2":{"SKILLS":482,"CERTIFICATIONS":92,"QUALIFICATION":67,"NAME":39,"EMAIL":33,"CGPA":33,"PHONE":29,"EXPERIENCE":20,"LOCATION":15,"SCORES":6},"3":{"SKILLS":482,"CERTIFICATIONS":92,"QUALIFICATION":67,"NAME":39,"EMAIL":33,"CGPA":33,"PHONE":29,"EXPERIENCE":20,"LOCATION":15,"SCORES":6},"4":{"SKILLS":482,"CERTIFICATIONS":92,"QUALIFICATION":67,"NAME":39,"EMAIL":33,"CGPA":33,"PHONE":29,"EXPERIENCE":20,"LOCATION":15,"SCORES":6,"":1},"5":{"":1}}�cfg��neg_key�
tokenizer ADDED
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1158
+ "Ltd.",
1159
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1160
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1161
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1162
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1163
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1164
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1165
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1166
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1167
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1168
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1169
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1170
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1171
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1172
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1173
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1174
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1175
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1176
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1177
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1178
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1179
+ "Mac",
1180
+ "Mac.",
1181
+ "Machine",
1182
+ "Madhuban",
1183
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1184
+ "Madison",
1185
+ "Madras",
1186
+ "Maharashtra",
1187
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1188
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1189
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1190
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1191
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1192
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1193
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1194
+ "Mar.",
1195
+ "March",
1196
+ "Martinez",
1197
+ "Mass",
1198
+ "Mass.",
1199
+ "Massachusetts",
1200
+ "Maven",
1201
+ "Maven2",
1202
+ "May",
1203
+ "Ma\u2019am",
1204
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1205
+ "Md.",
1206
+ "Mehta",
1207
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1208
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1209
+ "Messrs.",
1210
+ "Methodologies",
1211
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1212
+ "Mich",
1213
+ "Mich.",
1214
+ "Michigan",
1215
+ "Microservices",
1216
+ "Microsoft",
1217
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1218
+ "Mike",
1219
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1220
+ "Minn.",
1221
+ "Minnesota",
1222
+ "Miss",
1223
+ "Miss.",
1224
+ "Mississippi",
1225
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1226
+ "Mo.",
1227
+ "Module",
1228
+ "MongoDB",
1229
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1230
+ "Mont.",
1231
+ "Mount",
1232
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1233
+ "Mr.",
1234
+ "Mrs",
1235
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1236
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1237
+ "Ms.",
1238
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1239
+ "Mt.",
1240
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1241
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1242
+ "Multi-Tier",
1243
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1244
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1245
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1246
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1247
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1248
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1249
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1250
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1251
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1252
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1253
+ "N.M.",
1254
+ "N.Y.",
1255
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1256
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1257
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1258
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1259
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1260
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1261
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1262
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1263
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1264
+ "NIX",
1265
+ "NMP",
1266
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1267
+ "NT",
1268
+ "NUX",
1269
+ "Nagpur",
1270
+ "Nair",
1271
+ "Naive",
1272
+ "Nanded",
1273
+ "Narendra",
1274
+ "Nashik",
1275
+ "Neb",
1276
+ "Neb.",
1277
+ "Nebr",
1278
+ "Nebr.",
1279
+ "Nebraska",
1280
+ "Need",
1281
+ "Nehru",
1282
+ "Net",
1283
+ "Nev",
1284
+ "Nev.",
1285
+ "Nevada",
1286
+ "New Hampshire",
1287
+ "New Jersey",
1288
+ "New Mexico",
1289
+ "New York",
1290
+ "Ninjas",
1291
+ "Nisha",
1292
+ "NoSQL",
1293
+ "Noah",
1294
+ "Node",
1295
+ "Node-JS",
1296
+ "Node.JS",
1297
+ "Node.Js",
1298
+ "Node.js",
1299
+ "NodeJS",
1300
+ "NodeJs",
1301
+ "NodeMCU",
1302
+ "Nodejs",
1303
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1304
+ "North Dakota",
1305
+ "Not",
1306
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1307
+ "Nothin'",
1308
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1309
+ "Nov",
1310
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1311
+ "November",
1312
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1313
+ "Nuthin'",
1314
+ "Nuthin\u2019",
1315
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1316
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1317
+ "O.O",
1318
+ "O.o",
1319
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1320
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1321
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1322
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1323
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1324
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1325
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1326
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1327
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1328
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1329
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1330
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1331
+ "OOT",
1332
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1333
+ "ORM",
1334
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1335
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1336
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1337
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1338
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1339
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1340
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1341
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1342
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1343
+ "October",
1344
+ "Of",
1345
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1346
+ "Okla.",
1347
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1348
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1349
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1350
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1351
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1352
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1353
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1354
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1355
+ "OpenSource",
1356
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1357
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1358
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1359
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1360
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1361
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1362
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1363
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1364
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1365
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1366
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1367
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1368
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1369
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1370
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1371
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1372
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1373
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1374
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1375
+ "POJOs",
1376
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1377
+ "POST",
1378
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1379
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1380
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1381
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1382
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1383
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1384
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1385
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1386
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1387
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1388
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1389
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1390
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1391
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1392
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1393
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1394
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1395
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1396
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1397
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1398
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1399
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1400
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1401
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1402
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1403
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1404
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1405
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1406
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1407
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1408
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1409
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1410
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1411
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1412
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1413
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1414
+ "Proficient",
1415
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1416
+ "Programming",
1417
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1418
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1419
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1420
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1421
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1422
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1423
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1424
+ "Python",
1425
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1426
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1427
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1428
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1429
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1430
+ "Quiz",
1431
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1432
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1433
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1434
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1435
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1436
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1437
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1438
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1439
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1440
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1441
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1442
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1443
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1444
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1445
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1446
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1447
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1448
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1449
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1450
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1451
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1452
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1453
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1454
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1455
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1456
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1457
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1458
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1459
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1460
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1461
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1462
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1463
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1464
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1465
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1466
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1467
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1468
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1469
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1470
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1471
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1472
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1473
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1474
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1475
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1477
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1478
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1479
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1480
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1481
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1482
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1483
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1484
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1485
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1486
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1487
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1488
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1489
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1490
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1491
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1492
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1493
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1494
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1495
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1496
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1497
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1498
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1499
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1500
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1501
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1502
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1503
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1504
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1505
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1506
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1507
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1508
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1510
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1511
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1512
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1513
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1514
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1515
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1516
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1517
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1518
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1519
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1520
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1521
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1522
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1524
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1525
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1526
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1527
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1528
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1529
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1530
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1531
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1532
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1533
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1534
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1535
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1536
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1537
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1538
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1539
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1540
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1541
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1542
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1543
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1545
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1546
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1549
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1550
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1551
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1552
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1555
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1557
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1558
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1559
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1560
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1561
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1562
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1563
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1564
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1565
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1566
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1567
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1568
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1569
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1570
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1571
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1572
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1573
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1574
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1575
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1576
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1578
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1580
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1581
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1582
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1584
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1585
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1586
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1587
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1588
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1589
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1590
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1591
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1592
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1593
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1594
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1595
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1596
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1597
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1598
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1599
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1600
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1610
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1611
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1612
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1614
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1615
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4205
+ "tomcat",
4206
+ "too",
4207
+ "tool",
4208
+ "tools",
4209
+ "tor",
4210
+ "tortoise",
4211
+ "tra",
4212
+ "track",
4213
+ "tracking",
4214
+ "training",
4215
+ "transaction",
4216
+ "transfer",
4217
+ "transferred",
4218
+ "transfers",
4219
+ "tree",
4220
+ "trends",
4221
+ "trends.",
4222
+ "trial",
4223
+ "trigger",
4224
+ "troubleshoot",
4225
+ "troubleshooting",
4226
+ "try",
4227
+ "ts.",
4228
+ "ts2",
4229
+ "ttp",
4230
+ "tty",
4231
+ "tup",
4232
+ "tuples",
4233
+ "turner",
4234
+ "ty.",
4235
+ "tya",
4236
+ "type",
4237
+ "types",
4238
+ "t\u2019s",
4239
+ "u",
4240
+ "u.",
4241
+ "ual",
4242
+ "ubuntu",
4243
+ "uce",
4244
+ "uch",
4245
+ "uct",
4246
+ "ude",
4247
+ "udemy",
4248
+ "ues",
4249
+ "uez",
4250
+ "uff",
4251
+ "ug.",
4252
+ "ugh",
4253
+ "ugs",
4254
+ "ui",
4255
+ "uiz",
4256
+ "ul.",
4257
+ "ula",
4258
+ "uld",
4259
+ "ule",
4260
+ "ulk",
4261
+ "ull",
4262
+ "uly",
4263
+ "ume",
4264
+ "uml",
4265
+ "un.",
4266
+ "und",
4267
+ "under",
4268
+ "understanding",
4269
+ "une",
4270
+ "unit",
4271
+ "united",
4272
+ "university",
4273
+ "unix",
4274
+ "unk",
4275
+ "unt",
4276
+ "up",
4277
+ "up.",
4278
+ "upcoming",
4279
+ "update",
4280
+ "updated",
4281
+ "upgrade",
4282
+ "upgraded",
4283
+ "upon",
4284
+ "ure",
4285
+ "uri",
4286
+ "uru",
4287
+ "us",
4288
+ "usability",
4289
+ "use",
4290
+ "used",
4291
+ "user",
4292
+ "user-facing",
4293
+ "user-friendly",
4294
+ "users",
4295
+ "users.",
4296
+ "using",
4297
+ "ust",
4298
+ "ute",
4299
+ "uth",
4300
+ "uti",
4301
+ "utility",
4302
+ "utilized",
4303
+ "utilizing",
4304
+ "uto",
4305
+ "uts",
4306
+ "v",
4307
+ "v.",
4308
+ "v.s",
4309
+ "v.s.",
4310
+ "v.v",
4311
+ "v1",
4312
+ "v8.0",
4313
+ "v_v",
4314
+ "va",
4315
+ "va.",
4316
+ "val",
4317
+ "valid",
4318
+ "validate",
4319
+ "validation",
4320
+ "validations",
4321
+ "valuable",
4322
+ "variety",
4323
+ "various",
4324
+ "vc.",
4325
+ "vc2",
4326
+ "ve",
4327
+ "ved",
4328
+ "vel",
4329
+ "ven",
4330
+ "ver",
4331
+ "verma",
4332
+ "version",
4333
+ "versioning",
4334
+ "ves",
4335
+ "veterans",
4336
+ "via",
4337
+ "vidyalaya",
4338
+ "vidyalayam",
4339
+ "view",
4340
+ "viewports",
4341
+ "views",
4342
+ "vikram",
4343
+ "vin",
4344
+ "virtual",
4345
+ "vis",
4346
+ "visio",
4347
+ "vision",
4348
+ "vista",
4349
+ "visualization",
4350
+ "visualize",
4351
+ "vital",
4352
+ "vlans",
4353
+ "vpn",
4354
+ "vs",
4355
+ "vs.",
4356
+ "vulnerabilities",
4357
+ "vulnerabilities.",
4358
+ "vya",
4359
+ "w",
4360
+ "w's",
4361
+ "w.",
4362
+ "w/o",
4363
+ "w3c",
4364
+ "walker",
4365
+ "war",
4366
+ "warranty",
4367
+ "was",
4368
+ "wash",
4369
+ "wash.",
4370
+ "water",
4371
+ "way",
4372
+ "we",
4373
+ "weather",
4374
+ "web",
4375
+ "web-apps",
4376
+ "web-based",
4377
+ "web-development",
4378
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4379
+ "web-services",
4380
+ "weblogic",
4381
+ "weblogic10",
4382
+ "website",
4383
+ "websphere",
4384
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4385
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4386
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4387
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4388
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4389
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4390
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4391
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4392
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4393
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4394
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4395
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4396
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4397
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4398
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4399
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4400
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4401
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4402
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4403
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4404
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4405
+ "wildlife",
4406
+ "will",
4407
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4408
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4409
+ "wilson",
4410
+ "windows",
4411
+ "windows-10",
4412
+ "wis",
4413
+ "wis.",
4414
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4415
+ "wisconsin.",
4416
+ "with",
4417
+ "within",
4418
+ "without",
4419
+ "wo",
4420
+ "work",
4421
+ "worked",
4422
+ "workflows",
4423
+ "working",
4424
+ "workplace.com",
4425
+ "would",
4426
+ "write",
4427
+ "writing",
4428
+ "written",
4429
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4430
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4431
+ "wsdl",
4432
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4433
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4434
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4435
+ "x'",
4436
+ "x'x",
4437
+ "x'xxxx",
4438
+ "x++",
4439
+ "x-xx",
4440
+ "x.",
4441
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4442
+ "x.d",
4443
+ "x.x",
4444
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4445
+ "x.x.xx",
4446
+ "x/x",
4447
+ "xD",
4448
+ "xDD",
4449
+ "xX",
4450
+ "xXX",
4451
+ "xXxxxx",
4452
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4453
+ "x_d",
4454
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4455
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4456
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4457
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4458
+ "xdx",
4459
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4460
+ "xis",
4461
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4462
+ "xp",
4463
+ "xpath",
4464
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4465
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4466
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4467
+ "xws",
4468
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4469
+ "xx'",
4470
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4471
+ "xx'xx",
4472
+ "xx-xxxx",
4473
+ "xx.",
4474
+ "xxd",
4475
+ "xxddd",
4476
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4477
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4478
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4479
+ "xxx-xxxx",
4480
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4481
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4482
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4483
+ "xxx.xxxx",
4484
+ "xxx/xx",
4485
+ "xxxd",
4486
+ "xxxd.d",
4487
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4488
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4489
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4490
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4491
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4492
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4493
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4494
+ "xxxx-d",
4495
+ "xxxx-dd",
4496
+ "xxxx-xx",
4497
+ "xxxx-xxx",
4498
+ "xxxx-xxxx",
4499
+ "xxxx.",
4500
+ "xxxx.xx",
4501
+ "xxxx.xxx",
4502
+ "xxxx.xxxx",
4503
+ "xxxxd",
4504
+ "xxxxdd",
4505
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4506
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4507
+ "xxxx\u2019",
4508
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4509
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4510
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4511
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4512
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4513
+ "x\u2019",
4514
+ "x\u2019x",
4515
+ "x\u2019xxxx",
4516
+ "x\ufe35x",
4517
+ "y",
4518
+ "y'",
4519
+ "y's",
4520
+ "y.",
4521
+ "yahoo.com",
4522
+ "yam",
4523
+ "years",
4524
+ "yed",
4525
+ "yer",
4526
+ "yes",
4527
+ "ync",
4528
+ "you",
4529
+ "your",
4530
+ "ype",
4531
+ "yst",
4532
+ "yze",
4533
+ "y\u2019",
4534
+ "y\u2019s",
4535
+ "z",
4536
+ "z.",
4537
+ "zed",
4538
+ "|",
4539
+ "|info",
4540
+ "|www.codewits.in",
4541
+ "|xxx.xxxx.xx",
4542
+ "|xxxx",
4543
+ "}",
4544
+ "\u00a0",
4545
+ "\u00ac",
4546
+ "\u00ac_\u00ac",
4547
+ "\u00af",
4548
+ "\u00af\\(x)/\u00af",
4549
+ "\u00af\\(\u30c4)/\u00af",
4550
+ "\u00b0",
4551
+ "\u00b0C.",
4552
+ "\u00b0F.",
4553
+ "\u00b0K.",
4554
+ "\u00b0X.",
4555
+ "\u00b0c.",
4556
+ "\u00b0f.",
4557
+ "\u00b0k.",
4558
+ "\u00b0x.",
4559
+ "\u00e4",
4560
+ "\u00e4.",
4561
+ "\u00f6",
4562
+ "\u00f6.",
4563
+ "\u00fc",
4564
+ "\u00fc.",
4565
+ "\u0ca0",
4566
+ "\u0ca0_\u0ca0",
4567
+ "\u0ca0\ufe35\u0ca0",
4568
+ "\u2014",
4569
+ "\u2018",
4570
+ "\u2018S",
4571
+ "\u2018X",
4572
+ "\u2018s",
4573
+ "\u2018x",
4574
+ "\u2019",
4575
+ "\u2019-(",
4576
+ "\u2019-)",
4577
+ "\u2019Cause",
4578
+ "\u2019Cos",
4579
+ "\u2019Coz",
4580
+ "\u2019Cuz",
4581
+ "\u2019S",
4582
+ "\u2019X",
4583
+ "\u2019Xxx",
4584
+ "\u2019Xxxxx",
4585
+ "\u2019am",
4586
+ "\u2019bout",
4587
+ "\u2019cause",
4588
+ "\u2019cos",
4589
+ "\u2019coz",
4590
+ "\u2019cuz",
4591
+ "\u2019d",
4592
+ "\u2019em",
4593
+ "\u2019ll",
4594
+ "\u2019m",
4595
+ "\u2019nuff",
4596
+ "\u2019re",
4597
+ "\u2019s",
4598
+ "\u2019ve",
4599
+ "\u2019x",
4600
+ "\u2019xx",
4601
+ "\u2019xxx",
4602
+ "\u2019xxxx",
4603
+ "\u2019y",
4604
+ "\u2019\u2019",
4605
+ "\u2501",
4606
+ "\u253b",
4607
+ "\u253b\u2501\u253b",
4608
+ "\u256f",
4609
+ "\u25a1",
4610
+ "\ufe35",
4611
+ "\uff09"
4612
+ ]
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vocab/vectors.cfg ADDED
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