A comprehensive Python package tools for Balinese Natural Language Processing

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  • License: BSD License
  • Author: I Made Satria Bimantara
  • Tags Balinese , NLP , Text Preprocessing , Semantic Feature Extraction , Embedding Models , Narrative Analysis , NER , POS Tagging , Summarization
  • Requires: Python >=3.8
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Project description

Balinese Natural Language Processing Package

The First Comprehensive Python NLP Tools for Natural Language Processing

Package Structure of balinese_nlp:

  • textpreprocessor ✓
    • TextPreprocessor.py
    • utils.py
    • data
      • lemmatization
        • balivocab.txt
      • normalizedwords
        • data.xlsx
      • stopwords
        • data.txt
    • lemmatization
      • LevenstheinDistance
        • Lemmatization.py
        • LemmatizationRules.py
    • stemming (under development)
  • narratives
    • aliasclustering ✓
      • rule_based ✓
        • AliasClusteringRuleBased.py
        • PairwiseDistanceString.py
      • supervised (under development)
    • characterclassification
      • rule_based ✓
        • RuleBasedLexiconClassifier.py
      • supervised (under development)
    • characterner ✓
      • datapreparation
        • DataPreparation.py
      • BaseModel.py
      • ConditionalRandomFields.py
      • HiddenMarkovModel.py
      • HybridBPSOCRF.py
      • ScikitLearnClassifiers.py
    • clustercharacterner ✓
      • AgglomerativeClusteringNER.py
      • Base.py
      • BIRCHNER.py
      • DBSCANNER.py
      • HDBSCANNER.py
      • KMeansNER.py
      • OPTICSNER.py
      • SpectralClusteringNER.py
  • corefresolution
    • rule_based ✓
      • CoreferenceResolution.py
      • LinkedList.py
    • supervised (under development)
  • embeddings ✓
    • BasePretrained.py
    • BERT
      • BalimultiLingBERT.py
    • gensims
      • BaliFastText.py
      • BaliWord2Vecs.py
    • gloves
      • BaliGlove.py
      • Glove.py
  • feature_extractor
    • data ✓
      • booster_words.txt
      • negation_words.txt
    • narratives ✓
      • characterclassification
        • BaseModelFeatureExtraction.py
        • FeatureExtraction.py
        • LexiconFeatureExtraction.py
        • POSTagFeatureExtraction.py
        • WordEmbeddingFeatureExtraction.py
      • summarization
        • FeatureExtractor.py
        • TFISFVectorizer.py
  • ner ✓
    • utils.py
    • data
      • BaliVocab.txt
      • sansekertavocab.txt
    • rule_based
      • NERLocation.py
      • NERPerson.py
      • NERTimeExpression.py
  • postag ✓
    • utils.py
    • data
      • HMM
        • hmmmodel.txt
    • HMM
      • HiddenMarkovModelPOSTag.py
  • quoteattribution
    • rule_based
      • RuleBasedSentenceGrouping.py
  • summarization (under development)
    • abstractive
    • extractive
      • deeplearning
      • machinelearning
      • metaheuristics

Project details

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Meta
  • License: BSD License
  • Author: I Made Satria Bimantara
  • Tags Balinese , NLP , Text Preprocessing , Semantic Feature Extraction , Embedding Models , Narrative Analysis , NER , POS Tagging , Summarization
  • Requires: Python >=3.8
Classifiers

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2.4.2

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