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Files changed (14) hide show
  1. .gitattributes +1 -0
  2. config.cfg +143 -0
  3. meta.json +81 -0
  4. ner/cfg +13 -0
  5. ner/model +0 -0
  6. ner/moves +1 -0
  7. tokenizer +3 -0
  8. transformer/cfg +3 -0
  9. transformer/model +3 -0
  10. vocab/key2row +1 -0
  11. vocab/lookups.bin +3 -0
  12. vocab/strings.json +4128 -0
  13. vocab/vectors +0 -0
  14. vocab/vectors.cfg +3 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ 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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+ transformer/model filter=lfs diff=lfs merge=lfs -text
config.cfg ADDED
@@ -0,0 +1,143 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+
143
+ [initialize.tokenizer]
meta.json ADDED
@@ -0,0 +1,81 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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+ "spacy_version":">=3.7.4,<3.8.0",
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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_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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+ "mode":"default"
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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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+
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+ ],
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+ "performance":{
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+ "ents_f":0.6410054988,
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+ "ents_p":0.5991189427,
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+ "ents_r":0.6891891892,
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+ "ents_per_type":{
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+ "SKILLS":{
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+ "p":0.5991189427,
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+ "r":0.693877551,
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+ "f":0.6430260047
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+ },
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+ "PHONE":{
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+ "p":0.0,
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+ "r":0.0,
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+ "f":0.0
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+ },
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+ "EMAIL":{
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+ "p":0.0,
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+ "r":0.0,
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+ "f":0.0
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+ },
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+ "EXPERIENCE":{
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+ "p":0.0,
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+ "r":0.0,
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+ "f":0.0
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+ },
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+ "NAME":{
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+ "p":0.0,
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+ "r":0.0,
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+ "f":0.0
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+ }
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+ },
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+ "transformer_loss":254.5883966659,
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+ "ner_loss":433.3654444835
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+ }
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+ }
ner/cfg ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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406
+ "=[",
407
+ "=]",
408
+ "=d",
409
+ "=|",
410
+ ">",
411
+ ">.<",
412
+ ">.>",
413
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414
+ ">:o",
415
+ ">:x",
416
+ "><(((*>",
417
+ "?",
418
+ "@",
419
+ "@_@",
420
+ "A",
421
+ "ACK",
422
+ "ADVANCE",
423
+ "AGILE",
424
+ "AI",
425
+ "AIL",
426
+ "AJAX",
427
+ "ALM",
428
+ "AME",
429
+ "AMEX",
430
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431
+ "AND",
432
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433
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434
+ "AOP",
435
+ "API",
436
+ "APIs",
437
+ "ASI",
438
+ "ASP.NET",
439
+ "ATE",
440
+ "ATH",
441
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442
+ "AWS",
443
+ "AYA",
444
+ "AZURE",
445
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446
+ "Access",
447
+ "Actions",
448
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449
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450
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451
+ "Adm.",
452
+ "Advanced",
453
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454
+ "Ajax",
455
+ "Ak",
456
+ "Ak.",
457
+ "Ala",
458
+ "Ala.",
459
+ "Alabama",
460
+ "Alaska",
461
+ "Also",
462
+ "An",
463
+ "Analysis",
464
+ "Analyst",
465
+ "Analytics",
466
+ "Analyze",
467
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468
+ "Angel",
469
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470
+ "Angular.js",
471
+ "Angular2",
472
+ "AngularJS",
473
+ "AngularJs",
474
+ "Ant",
475
+ "Apache",
476
+ "App",
477
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478
+ "AppSync",
479
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480
+ "Application",
481
+ "Applications",
482
+ "Applied",
483
+ "Apply",
484
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485
+ "Apr.",
486
+ "April",
487
+ "Architecture",
488
+ "Arduino",
489
+ "Are",
490
+ "Ariz",
491
+ "Ariz.",
492
+ "Arizona",
493
+ "Ark",
494
+ "Ark.",
495
+ "Arkansas",
496
+ "Artificial",
497
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498
+ "Assist",
499
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500
+ "Attributes",
501
+ "Aug",
502
+ "Aug.",
503
+ "August",
504
+ "AutoWiring",
505
+ "Awareness",
506
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507
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508
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509
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510
+ "BIT",
511
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512
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513
+ "BY",
514
+ "Bachelor",
515
+ "Backbone",
516
+ "BackboneJS",
517
+ "Badge",
518
+ "Bank",
519
+ "Banking",
520
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521
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522
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523
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524
+ "Behind",
525
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526
+ "Boot",
527
+ "Bootcamp",
528
+ "Bootstrap",
529
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530
+ "Bros.",
531
+ "Build",
532
+ "Built",
533
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534
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535
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536
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537
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538
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539
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540
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541
+ "CAT",
542
+ "CBSE",
543
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544
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545
+ "CGPA",
546
+ "CI",
547
+ "COLLEGE",
548
+ "CORE",
549
+ "CRUD",
550
+ "CSS",
551
+ "CSS3",
552
+ "CVS",
553
+ "Ca",
554
+ "Calif",
555
+ "Calif.",
556
+ "California",
557
+ "Can",
558
+ "Case",
559
+ "Cassandra",
560
+ "Cause",
561
+ "CertIficate",
562
+ "Certificate",
563
+ "Certifications",
564
+ "Certified",
565
+ "Charts",
566
+ "Chat",
567
+ "Class",
568
+ "Classes",
569
+ "Classification",
570
+ "Clear",
571
+ "Cloud",
572
+ "Co",
573
+ "Co.",
574
+ "Code",
575
+ "Codewits",
576
+ "Coding",
577
+ "Collaborate",
578
+ "Collection",
579
+ "Collections",
580
+ "College",
581
+ "Colo",
582
+ "Colo.",
583
+ "Colorado",
584
+ "Complete",
585
+ "Completed",
586
+ "Complex",
587
+ "Component",
588
+ "Composite",
589
+ "Computer",
590
+ "Concepts",
591
+ "Conduct",
592
+ "Configured",
593
+ "Conn",
594
+ "Conn.",
595
+ "Connected",
596
+ "Connecticut",
597
+ "Constructed",
598
+ "Contributions",
599
+ "Control",
600
+ "Controller",
601
+ "Controllers",
602
+ "Core",
603
+ "Corp",
604
+ "Corp.",
605
+ "Cos",
606
+ "Could",
607
+ "Council",
608
+ "Coz",
609
+ "Cravings",
610
+ "Create",
611
+ "Created",
612
+ "Criteria",
613
+ "Cumulative",
614
+ "Currently",
615
+ "Customer",
616
+ "Cuz",
617
+ "Cyber",
618
+ "Cybersecurity",
619
+ "C\u2019m",
620
+ "D",
621
+ "D.",
622
+ "D.C.",
623
+ "DAO",
624
+ "DAP",
625
+ "DB",
626
+ "DB2",
627
+ "DBAs",
628
+ "DBC",
629
+ "DBs",
630
+ "DEs",
631
+ "DHT11",
632
+ "DHTML",
633
+ "DI",
634
+ "DLC",
635
+ "DNR",
636
+ "DNS",
637
+ "DOJO",
638
+ "DOM",
639
+ "DPR",
640
+ "DTO",
641
+ "Dare",
642
+ "Data",
643
+ "Database",
644
+ "Databases",
645
+ "Dec",
646
+ "Dec.",
647
+ "December",
648
+ "Decision",
649
+ "Degree",
650
+ "Del",
651
+ "Del.",
652
+ "Delaware",
653
+ "Delegate",
654
+ "Delegates",
655
+ "Delete",
656
+ "Dependency",
657
+ "Deployment",
658
+ "Description",
659
+ "Design",
660
+ "Designed",
661
+ "Designing",
662
+ "Detection",
663
+ "Detective",
664
+ "Develop",
665
+ "Developed",
666
+ "Developers",
667
+ "Developing",
668
+ "Development",
669
+ "Diagrams",
670
+ "Dialect",
671
+ "Did",
672
+ "Digital",
673
+ "Diploma",
674
+ "Do",
675
+ "Does",
676
+ "Doin",
677
+ "Doin'",
678
+ "Doin\u2019",
679
+ "Dr",
680
+ "Dr.",
681
+ "Drive",
682
+ "Driven",
683
+ "During",
684
+ "DynamoDB",
685
+ "E",
686
+ "E.G.",
687
+ "E.g",
688
+ "E.g.",
689
+ "E2E",
690
+ "EAM",
691
+ "EC",
692
+ "EC-Council",
693
+ "EC2",
694
+ "EDUCATION",
695
+ "EGE",
696
+ "EJB",
697
+ "EJB3.1",
698
+ "EJBs",
699
+ "EMAIL",
700
+ "EMR",
701
+ "ENGINEERING",
702
+ "ENT",
703
+ "ERY",
704
+ "ESH",
705
+ "EST",
706
+ "EUP",
707
+ "EXPERIENCE",
708
+ "EXT",
709
+ "EXT-JS",
710
+ "EXT.js",
711
+ "Earned",
712
+ "Eclipse",
713
+ "Education",
714
+ "ElasticCache",
715
+ "Electronics",
716
+ "Email",
717
+ "Engineer",
718
+ "Engineering",
719
+ "Engineering.",
720
+ "Enterprise",
721
+ "Environment",
722
+ "Esp8266",
723
+ "Event",
724
+ "Excellence",
725
+ "Excellent",
726
+ "Exception",
727
+ "Execution",
728
+ "Execution.",
729
+ "Expected",
730
+ "Experience",
731
+ "Experienced",
732
+ "Expertise",
733
+ "Exposure",
734
+ "Express",
735
+ "Ext",
736
+ "Ext.JS",
737
+ "ExtJS",
738
+ "Extension",
739
+ "Extensive",
740
+ "Extensively",
741
+ "F",
742
+ "F.",
743
+ "FIRSTBIT",
744
+ "Familiarity",
745
+ "Features",
746
+ "Feb",
747
+ "Feb.",
748
+ "February",
749
+ "Find",
750
+ "Firebase",
751
+ "Fix",
752
+ "Fla",
753
+ "Fla.",
754
+ "Flask",
755
+ "Flatform",
756
+ "Florida",
757
+ "Flow",
758
+ "Food",
759
+ "Forests",
760
+ "Form",
761
+ "Foundation",
762
+ "Framework",
763
+ "Frameworks",
764
+ "Freddie",
765
+ "Fresher",
766
+ "From",
767
+ "Front",
768
+ "Fundamental",
769
+ "Fundamentals",
770
+ "G",
771
+ "GCP",
772
+ "GDPR",
773
+ "GIT",
774
+ "GK",
775
+ "GOBIND",
776
+ "GOVERNMENT",
777
+ "GPA",
778
+ "GUI",
779
+ "GURU",
780
+ "Ga",
781
+ "Ga.",
782
+ "Garage",
783
+ "Gateway",
784
+ "Gen",
785
+ "Gen.",
786
+ "Georgia",
787
+ "German",
788
+ "Getting",
789
+ "Ghorse",
790
+ "Git",
791
+ "GitHub",
792
+ "GitLab",
793
+ "Global",
794
+ "Gogula",
795
+ "Goin",
796
+ "Goin'",
797
+ "Goin\u2019",
798
+ "Golang",
799
+ "Gold",
800
+ "Gon",
801
+ "Good",
802
+ "Google",
803
+ "Got",
804
+ "Gov",
805
+ "Gov.",
806
+ "Government",
807
+ "Gradle",
808
+ "Grafana",
809
+ "GraphQL",
810
+ "Groovy",
811
+ "H",
812
+ "HIBERNATE",
813
+ "HJI",
814
+ "HRI",
815
+ "HTML",
816
+ "HTML5",
817
+ "HTML5and",
818
+ "HTTP",
819
+ "Hacker",
820
+ "Had",
821
+ "Hadoop",
822
+ "Handled",
823
+ "Handling",
824
+ "Hands",
825
+ "Hands-on",
826
+ "Has",
827
+ "Hat",
828
+ "Have",
829
+ "Havin",
830
+ "Havin'",
831
+ "Having",
832
+ "Havin\u2019",
833
+ "He",
834
+ "He's",
835
+ "Head",
836
+ "Here",
837
+ "He\u2019s",
838
+ "Hibernate",
839
+ "Hibernate.",
840
+ "Higher",
841
+ "Highly",
842
+ "Honour",
843
+ "How",
844
+ "How's",
845
+ "How\u2019s",
846
+ "Hub",
847
+ "I",
848
+ "I.E.",
849
+ "I.e",
850
+ "I.e.",
851
+ "IAM",
852
+ "IBM",
853
+ "IDE",
854
+ "IDEs",
855
+ "IIT",
856
+ "IIT-Madras",
857
+ "ILE",
858
+ "IN",
859
+ "IND",
860
+ "ING",
861
+ "INS",
862
+ "INSTITUTE",
863
+ "INTERNATIONAL",
864
+ "IOC",
865
+ "ION",
866
+ "IOT",
867
+ "IP",
868
+ "IRA",
869
+ "IT",
870
+ "Ia",
871
+ "Ia.",
872
+ "Id",
873
+ "Id.",
874
+ "Idaho",
875
+ "Identify",
876
+ "Identity",
877
+ "If",
878
+ "Ill",
879
+ "Ill.",
880
+ "Illinois",
881
+ "Image",
882
+ "Implement",
883
+ "Implementation",
884
+ "Implemented",
885
+ "In",
886
+ "Inc",
887
+ "Inc.",
888
+ "Ind",
889
+ "Ind.",
890
+ "India",
891
+ "Indiana",
892
+ "Info",
893
+ "Infrastructure",
894
+ "Injection",
895
+ "Innovation",
896
+ "Insider",
897
+ "Integrated",
898
+ "Integration",
899
+ "IntelliJ",
900
+ "Intelligence",
901
+ "Intellij",
902
+ "Interactive",
903
+ "Interface",
904
+ "Intern",
905
+ "Internet",
906
+ "Intranet",
907
+ "Introduction",
908
+ "Involved",
909
+ "IoC",
910
+ "Iowa",
911
+ "Is",
912
+ "It",
913
+ "It's",
914
+ "It\u2019s",
915
+ "J",
916
+ "J2EE",
917
+ "J2SE",
918
+ "JAGRUTI",
919
+ "JAVA",
920
+ "JAX",
921
+ "JAX-WS",
922
+ "JAXWS",
923
+ "JBOSS",
924
+ "JBoss",
925
+ "JBs",
926
+ "JDBC",
927
+ "JEE",
928
+ "JENKINS",
929
+ "JIRA",
930
+ "JMS",
931
+ "JNDI",
932
+ "JOs",
933
+ "JPA",
934
+ "JQUERY",
935
+ "JQuery",
936
+ "JS",
937
+ "JSF",
938
+ "JSF2",
939
+ "JSON",
940
+ "JSP",
941
+ "JSPs",
942
+ "JUNIT",
943
+ "JUnit",
944
+ "JWS",
945
+ "Jakarta",
946
+ "Jan",
947
+ "Jan.",
948
+ "January",
949
+ "Java",
950
+ "JavaBeans",
951
+ "JavaScript",
952
+ "Jdeveloper",
953
+ "Jenkins",
954
+ "Jersey",
955
+ "Jetty",
956
+ "Jira",
957
+ "Job",
958
+ "Join",
959
+ "Jquery",
960
+ "Jr",
961
+ "Jr.",
962
+ "Js",
963
+ "Jul",
964
+ "Jul.",
965
+ "July",
966
+ "Jun",
967
+ "Jun.",
968
+ "June",
969
+ "Junit",
970
+ "K",
971
+ "K-NN",
972
+ "K.",
973
+ "Kafka",
974
+ "Kalpesh",
975
+ "Kan",
976
+ "Kan.",
977
+ "Kans",
978
+ "Kans.",
979
+ "Kansas",
980
+ "Kentucky",
981
+ "Kibana",
982
+ "Knowledge",
983
+ "Kothrud",
984
+ "Kubernetes",
985
+ "Kusto",
986
+ "Ky",
987
+ "Ky.",
988
+ "L",
989
+ "LDAP",
990
+ "LINUX",
991
+ "LLS",
992
+ "LOCATION",
993
+ "La",
994
+ "La.",
995
+ "Lab",
996
+ "Lambda",
997
+ "Languages",
998
+ "Layer",
999
+ "Leadership",
1000
+ "Leading",
1001
+ "Learning",
1002
+ "Let",
1003
+ "Let's",
1004
+ "Let\u2019s",
1005
+ "Level-1",
1006
+ "Level-2",
1007
+ "Leverage",
1008
+ "Leverages",
1009
+ "Linux",
1010
+ "Log4j",
1011
+ "Logic",
1012
+ "Louisiana",
1013
+ "Lovin",
1014
+ "Lovin'",
1015
+ "Lovin\u2019",
1016
+ "Ltd",
1017
+ "Ltd.",
1018
+ "M",
1019
+ "MADHYAMIK",
1020
+ "MCU",
1021
+ "MDB",
1022
+ "MDBs",
1023
+ "MEX",
1024
+ "MH",
1025
+ "MIK",
1026
+ "ML",
1027
+ "ML5",
1028
+ "MQ135",
1029
+ "MS",
1030
+ "MTP",
1031
+ "MVC",
1032
+ "Ma'am",
1033
+ "Mac",
1034
+ "Mac.",
1035
+ "Machine",
1036
+ "Madhuban",
1037
+ "Madhuri",
1038
+ "Madison",
1039
+ "Madras",
1040
+ "Maharashtra",
1041
+ "Main",
1042
+ "Maintained",
1043
+ "Major",
1044
+ "Management",
1045
+ "Mapping",
1046
+ "Mar",
1047
+ "Mar.",
1048
+ "March",
1049
+ "Mass",
1050
+ "Mass.",
1051
+ "Massachusetts",
1052
+ "Maven",
1053
+ "Maven2",
1054
+ "May",
1055
+ "Ma\u2019am",
1056
+ "Md",
1057
+ "Md.",
1058
+ "Message",
1059
+ "Messrs",
1060
+ "Messrs.",
1061
+ "Methodologies",
1062
+ "Mich",
1063
+ "Mich.",
1064
+ "Michigan",
1065
+ "Microservices",
1066
+ "Microsoft",
1067
+ "Might",
1068
+ "Mike",
1069
+ "Minn",
1070
+ "Minn.",
1071
+ "Minnesota",
1072
+ "Miss",
1073
+ "Miss.",
1074
+ "Mississippi",
1075
+ "Mo",
1076
+ "Mo.",
1077
+ "Module",
1078
+ "MongoDB",
1079
+ "Mont",
1080
+ "Mont.",
1081
+ "Mount",
1082
+ "Mr",
1083
+ "Mr.",
1084
+ "Mrs",
1085
+ "Mrs.",
1086
+ "Ms",
1087
+ "Ms.",
1088
+ "Mt",
1089
+ "Mt.",
1090
+ "Multi",
1091
+ "Multi-Threading",
1092
+ "Multi-threading",
1093
+ "Must",
1094
+ "My",
1095
+ "MyEclipse",
1096
+ "MySQL",
1097
+ "N",
1098
+ "N.C.",
1099
+ "N.D.",
1100
+ "N.H.",
1101
+ "N.J.",
1102
+ "N.M.",
1103
+ "N.Y.",
1104
+ "NAL",
1105
+ "NAME",
1106
+ "NARAYANA",
1107
+ "NCE",
1108
+ "NDI",
1109
+ "NET",
1110
+ "NIC",
1111
+ "NILESH",
1112
+ "NIT",
1113
+ "NIX",
1114
+ "NMP",
1115
+ "NN",
1116
+ "NT",
1117
+ "NUX",
1118
+ "Nagpur",
1119
+ "Naive",
1120
+ "Nanded",
1121
+ "Narendra",
1122
+ "Nashik",
1123
+ "Neb",
1124
+ "Neb.",
1125
+ "Nebr",
1126
+ "Nebr.",
1127
+ "Nebraska",
1128
+ "Need",
1129
+ "Net",
1130
+ "Nev",
1131
+ "Nev.",
1132
+ "Nevada",
1133
+ "New Hampshire",
1134
+ "New Jersey",
1135
+ "New Mexico",
1136
+ "New York",
1137
+ "Ninjas",
1138
+ "NoSQL",
1139
+ "Node",
1140
+ "Node.JS",
1141
+ "Node.Js",
1142
+ "Node.js",
1143
+ "NodeJS",
1144
+ "NodeJs",
1145
+ "NodeMCU",
1146
+ "Nodejs",
1147
+ "North Carolina",
1148
+ "North Dakota",
1149
+ "Not",
1150
+ "Nothin",
1151
+ "Nothin'",
1152
+ "Nothin\u2019",
1153
+ "Nov",
1154
+ "Nov.",
1155
+ "November",
1156
+ "Nuthin",
1157
+ "Nuthin'",
1158
+ "Nuthin\u2019",
1159
+ "O",
1160
+ "O'clock",
1161
+ "O.O",
1162
+ "O.o",
1163
+ "OAP",
1164
+ "OCs",
1165
+ "OF",
1166
+ "OGY",
1167
+ "OJO",
1168
+ "ONE",
1169
+ "ONGOING",
1170
+ "ONS",
1171
+ "OOA",
1172
+ "OOD",
1173
+ "OOL",
1174
+ "OOP",
1175
+ "OOT",
1176
+ "ORE",
1177
+ "ORM",
1178
+ "ORS",
1179
+ "OSS",
1180
+ "OSX",
1181
+ "O_O",
1182
+ "O_o",
1183
+ "Object",
1184
+ "Oct",
1185
+ "Oct.",
1186
+ "October",
1187
+ "Of",
1188
+ "Okla",
1189
+ "Okla.",
1190
+ "Oklahoma",
1191
+ "Ol",
1192
+ "Ol'",
1193
+ "Ol\u2019",
1194
+ "On",
1195
+ "OpenSearch",
1196
+ "OpenSource",
1197
+ "Operating",
1198
+ "Optional",
1199
+ "Oracle",
1200
+ "Ore",
1201
+ "Ore.",
1202
+ "Oregon",
1203
+ "Oriented",
1204
+ "Ought",
1205
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1206
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1207
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1208
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1209
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1210
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1211
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1212
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1213
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1214
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1215
+ "POJOs",
1216
+ "POLYTECHNIC",
1217
+ "PPU",
1218
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1219
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1220
+ "Pa.",
1221
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1222
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1223
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1225
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1226
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1227
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1228
+ "Phase",
1229
+ "Phase.",
1230
+ "Phishing",
1231
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1232
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1233
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1234
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1235
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1236
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1237
+ "PowerShell",
1238
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1239
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1240
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1241
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1242
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1243
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1244
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1245
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1246
+ "Product",
1247
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1248
+ "Prof.",
1249
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1250
+ "Proficiency",
1251
+ "Proficient",
1252
+ "Programmer",
1253
+ "Programming",
1254
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1255
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1256
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1257
+ "Pune",
1258
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1259
+ "Putty",
1260
+ "PyTorch",
1261
+ "Python",
1262
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1263
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1264
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1265
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1266
+ "Quest",
1267
+ "Quiz",
1268
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1269
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1270
+ "RDS",
1271
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1272
+ "REST",
1273
+ "RESTful",
1274
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1275
+ "RMI",
1276
+ "ROOT",
1277
+ "RUD",
1278
+ "RUM",
1279
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1280
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1281
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1282
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1283
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1284
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1285
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1286
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1287
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1288
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1289
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1290
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1291
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1292
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1293
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1294
+ "Rep.",
1295
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1296
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1297
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1298
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1299
+ "Rev.",
1300
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1301
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1302
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1303
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1304
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1305
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1306
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1307
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1308
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1309
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1310
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1311
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1312
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1313
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1314
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1315
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1316
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1317
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1318
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1319
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1320
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1321
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1322
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1323
+ "SOAP",
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
+ "SPs",
1330
+ "SQL",
1331
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1332
+ "SSL",
1333
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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
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1344
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1345
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1346
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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
+ "September",
1355
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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
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1376
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1377
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1378
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1379
+ "Source",
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
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1415
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1416
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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
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1425
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1426
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1427
+ "Telecommunications",
1428
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1429
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1430
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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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1442
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1443
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1444
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1445
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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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1476
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1477
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1478
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1479
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1480
+ "User",
1481
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1482
+ "Utilized",
1483
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1484
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1485
+ "V8.0",
1486
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1487
+ "VIDYALAYAM",
1488
+ "VLANs",
1489
+ "VPN",
1490
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1491
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1492
+ "Va.",
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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1509
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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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1523
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1524
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1525
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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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1542
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1545
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1550
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1552
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1554
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1555
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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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1564
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1567
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1589
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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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1602
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1604
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1605
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1606
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1607
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1612
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1614
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1616
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1618
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1620
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1621
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1623
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1625
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1631
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1632
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1634
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1637
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4052
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4053
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4054
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4055
+ "|info",
4056
+ "|www.codewits.in",
4057
+ "|xxx.xxxx.xx",
4058
+ "|xxxx",
4059
+ "}",
4060
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4061
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4062
+ "\u00ac_\u00ac",
4063
+ "\u00af",
4064
+ "\u00af\\(x)/\u00af",
4065
+ "\u00af\\(\u30c4)/\u00af",
4066
+ "\u00b0",
4067
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4068
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4069
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4070
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4071
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4072
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4073
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4074
+ "\u00b0x.",
4075
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4076
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4077
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4078
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4079
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4080
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4082
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4083
+ "\u0ca0\ufe35\u0ca0",
4084
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4085
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4086
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4087
+ "\u2018X",
4088
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4089
+ "\u2018x",
4090
+ "\u2019",
4091
+ "\u2019-(",
4092
+ "\u2019-)",
4093
+ "\u2019Cause",
4094
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4095
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4119
+ "\u2019y",
4120
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4121
+ "\u2501",
4122
+ "\u253b",
4123
+ "\u253b\u2501\u253b",
4124
+ "\u256f",
4125
+ "\u25a1",
4126
+ "\ufe35",
4127
+ "\uff09"
4128
+ ]
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vocab/vectors.cfg ADDED
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