Description
This pipeline, extracts driver license number entities from clinical texts.
How to use
from sparknlp.pretrained import PretrainedPipeline
pipeline = PretrainedPipeline("dln_parser_pipeline", "en", "clinical/models")
sample_text ="""Name : Hendrickson, Ora, Record date: 2093-01-13, # 719435.
Dr. John Green, ID: 1231511863, IP 203.120.223.13.
He is a 60-year-old male was admitted to the Day Hospital for cystectomy on 01/13/93.
Patient's VIN : 1HGBH41JXMN109286, SSN #333-44-6666, Driver's license no: A334455B. Driver's license# 12345678. MY DL# B324567 CDL bs34df45
Phone (302) 786-5227, 0295 Keats Street, San Francisco, E-MAIL: smith@gmail.com."""
result = pipeline.transform(spark.createDataFrame([[sample_text]]).toDF("text"))
from johnsnowlabs import nlp, medical
pipeline = nlp.PretrainedPipeline("dln_parser_pipeline", "en", "clinical/models")
sample_text ="""Name : Hendrickson, Ora, Record date: 2093-01-13, # 719435.
Dr. John Green, ID: 1231511863, IP 203.120.223.13.
He is a 60-year-old male was admitted to the Day Hospital for cystectomy on 01/13/93.
Patient's VIN : 1HGBH41JXMN109286, SSN #333-44-6666, Driver's license no: A334455B. Driver's license# 12345678. MY DL# B324567 CDL bs34df45
Phone (302) 786-5227, 0295 Keats Street, San Francisco, E-MAIL: smith@gmail.com."""
result = pipeline.transform(spark.createDataFrame([[sample_text]]).toDF("text"))
import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline
val pipeline = PretrainedPipeline("dln_parser_pipeline", "en", "clinical/models")
val sample_text ="""Name : Hendrickson, Ora, Record date: 2093-01-13, # 719435.
Dr. John Green, ID: 1231511863, IP 203.120.223.13.
He is a 60-year-old male was admitted to the Day Hospital for cystectomy on 01/13/93.
Patient's VIN : 1HGBH41JXMN109286, SSN #333-44-6666, Driver's license no: A334455B. Driver's license# 12345678. MY DL# B324567 CDL bs34df45
Phone (302) 786-5227, 0295 Keats Street, San Francisco, E-MAIL: smith@gmail.com."""
val result = pipeline.transform(spark.createDataFrame([[sample_text]]).toDF("text"))
Results
| chunk | begin | end | label |
|:---------|--------:|------:|:--------|
| A334455B | 271 | 278 | DLN |
| 12345678 | 299 | 306 | DLN |
| B324567 | 316 | 322 | DLN |
| bs34df45 | 328 | 335 | DLN |
Model Information
| Model Name: | dln_parser_pipeline |
| Type: | pipeline |
| Compatibility: | Healthcare NLP 6.3.0+ |
| License: | Licensed |
| Edition: | Official |
| Language: | en |
| Size: | 396.6 KB |
Included Models
- DocumentAssembler
- SentenceDetectorDLModel
- TokenizerModel
- ContextualParserModel
- ChunkConverter