Description
The explain_document_dl is a pretrained pipeline that we can use to process text with a simple pipeline that performs basic processing steps and recognizes entities . It performs most of the common text processing tasks on your dataframe
Predicted Entities
How to use
from sparknlp.pretrained import PretrainedPipeline
pipeline = PretrainedPipeline('explain_document_dl', lang = 'en')
annotations = pipeline.fullAnnotate("The Mona Lisa is an oil painting from the 16th century.")[0]
annotations.keys()
val pipeline = new PretrainedPipeline("explain_document_dl", lang = "en")
val result = pipeline.fullAnnotate("The Mona Lisa is an oil painting from the 16th century.")(0)
import nlu
text = ["The Mona Lisa is an oil painting from the 16th century."]
result_df = nlu.load('en.explain.dl').predict(text)
result_df
Results
Results
+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------+-----------+
| text| document| sentence| token| checked| lemma| stem| pos| embeddings| ner| entities|
+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------+-----------+
|The Mona Lisa is an oil painting from the 16th ...|[The Mona Lisa is an oil painting from the 16th...|[The Mona Lisa is an oil painting from the 16th...|[The, Mona, Lisa, is, an, oil, painting, from, ...|[The, Mona, Lisa, is, an, oil, painting, from, ...|[The, Mona, Lisa, be, an, oil, painting, from, ...|[the, mona, lisa, i, an, oil, paint, from, the,...|[DT, NNP, NNP, VBZ, DT, NN, NN, IN, DT, JJ, NN, .]|[[-0.038194, -0.24487, 0.72812, -0.39961, 0.083...|[O, B-PER, I-PER, O, O, O, O, O, O, O, O, O]|[Mona Lisa]|
+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------------+--------------------------------------------+-----------+
{:.model-param}
Model Information
| Model Name: | explain_document_dl |
| Type: | pipeline |
| Compatibility: | Spark NLP 4.4.2+ |
| License: | Open Source |
| Edition: | Official |
| Language: | en |
| Size: | 176.2 MB |
Included Models
- DocumentAssembler
- SentenceDetector
- TokenizerModel
- NorvigSweetingModel
- LemmatizerModel
- Stemmer
- PerceptronModel
- WordEmbeddingsModel
- NerDLModel
- NerConverter