Part of Speech for Norwegian Nynorsk


This model annotates the part of speech of tokens in a text. The parts of speech annotated include PRON (pronoun), CCONJ (coordinating conjunction), and 15 others. The part of speech model is useful for extracting the grammatical structure of a piece of text automatically.

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How to use

pos = PerceptronModel.pretrained("pos_ud_nynorsk", "nn") \
    .setInputCols(["document", "token"]) \
nlp_pipeline = Pipeline(stages=[document_assembler, sentence_detector, tokenizer, pos])
light_pipeline = LightPipeline([['']]).toDF("text")))
results = light_pipeline.fullAnnotate("Annet enn å være kongen i nord, er John Snow en engelsk lege og en leder innen utvikling av anestesi og medisinsk hygiene.")

val pos = PerceptronModel.pretrained("pos_ud_nynorsk", "nn")
    .setInputCols(Array("document", "token"))


[Row(annotatorType='pos', begin=0, end=4, result='NOUN', metadata={'word': 'Annet'}, embeddings=[]),
Row(annotatorType='pos', begin=6, end=8, result='SCONJ', metadata={'word': 'enn'}, embeddings=[]),
Row(annotatorType='pos', begin=10, end=10, result='PART', metadata={'word': 'å'}, embeddings=[]),
Row(annotatorType='pos', begin=12, end=15, result='VERB', metadata={'word': 'være'}, embeddings=[]),
Row(annotatorType='pos', begin=17, end=22, result='NOUN', metadata={'word': 'kongen'}, embeddings=[]),

Model Information

Model Name: pos_ud_nynorsk
Type: pos
Compatibility: Spark NLP 2.5.0+
Edition: Official
Input labels: [token]
Output labels: [pos]
Language: nn
Case sensitive: false
License: Open Source

Data Source

The model is imported from