nifWrapper
The NLP Interchange Format (NIF) is a RDF/OWL-based format wich allows the spotting of words from text corpora and its metada such as part-of-speech tags, knowledge-base links, entity type, etc. Likewise other Python libraries (e.g., pynif), this library transform NIF data to python classes in order to better proccessing this information.
If you want to create/visualizate NIF data see NIFify in GitHub or a demo.
Example
Install first the library:
pip install nifwrapper
and then, try:
from nifwrapper import *
gold_ttl = '''
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix nif: <http://persistence.uni-leipzig.org/nlp2rdf/ontologies/nif-core#> .
@prefix itsrdf: <http://www.w3.org/2005/11/its/rdf#> .
<https://example.org/doc1>
a nif:String , nif:Context , nif:RFC5147String ;
nif:isString """Kiev is an important industrial, scientific, educational and cultural center of Eastern Europe."""^^xsd:string ;
nif:beginIndex "0"^^xsd:nonNegativeInteger ;
nif:endIndex "95"^^xsd:nonNegativeInteger ;
nif:sourceUrl <https://example.org/doc1> .
<https://example.org/doc1#char=0,95>
a nif:String , nif:Context , nif:RFC5147String ;
nif:isString """Kiev is an important industrial, scientific, educational and cultural center of Eastern Europe."""^^xsd:string ;
nif:beginIndex "0"^^xsd:nonNegativeInteger ;
nif:endIndex "95"^^xsd:nonNegativeInteger ;
nif:broaderContext <https://example.org/doc1> .
<https://example.org/doc1#char=0,4>
a nif:String , nif:Context , nif:Phrase , nif:RFC5147String ;
nif:referenceContext <https://example.org/doc1#char=0,95> ;
nif:context <https://example.org/doc1> ;
nif:anchorOf """Kiev"""^^xsd:string ;
nif:beginIndex "0"^^xsd:nonNegativeInteger ;
nif:endIndex "4"^^xsd:nonNegativeInteger ;
itsrdf:taIdentRef <https://en.wikipedia.org/wiki/Kiev> .
<https://example.org/doc1#char=33,43>
a nif:String , nif:Context , nif:Phrase , nif:RFC5147String ;
nif:referenceContext <https://example.org/doc1#char=0,95> ;
nif:context <https://example.org/doc1> ;
nif:anchorOf """scientific"""^^xsd:string ;
nif:beginIndex "33"^^xsd:nonNegativeInteger ;
nif:endIndex "43"^^xsd:nonNegativeInteger ;
itsrdf:taIdentRef <https://en.wikipedia.org/wiki/Education> .
<https://example.org/doc1#char=45,56>
a nif:String , nif:Context , nif:Phrase , nif:RFC5147String ;
nif:referenceContext <https://example.org/doc1#char=0,95> ;
nif:context <https://example.org/doc1> ;
nif:anchorOf """educational"""^^xsd:string ;
nif:beginIndex "45"^^xsd:nonNegativeInteger ;
nif:endIndex "56"^^xsd:nonNegativeInteger ;
itsrdf:taIdentRef <https://en.wikipedia.org/wiki/Education> .
<https://example.org/doc1#char=80,94>
a nif:String , nif:Context , nif:Phrase , nif:RFC5147String ;
nif:referenceContext <https://example.org/doc1#char=0,95> ;
nif:context <https://example.org/doc1> ;
nif:anchorOf """Eastern Europe"""^^xsd:string ;
nif:beginIndex "80"^^xsd:nonNegativeInteger ;
nif:endIndex "94"^^xsd:nonNegativeInteger ;
itsrdf:taIdentRef <https://en.wikipedia.org/wiki/Eastern_Europe> .
'''
## ---- parsing
parser = NIFParser()
wrp_gold = parser.parser_turtle(gold_ttl)
## ---- displaying turtle format
print(wrp_gold.toString())
## --- Benchmark
# - inline NIF corpus creation
wrp_sys = NIFWrapper()
doc = NIFDocument("https://example.org/doc1")
#--
sent = NIFSentence("https://example.org/doc1#char=0,95")
sent.addAttribute("nif:isString","Kiev is an important industrial, scientific, educational and cultural center of Eastern Europe.","xsd:string")
sent.addAttribute("nif:broaderContext",["https://example.org/doc1"],"URI LIST")
#--
a1 = NIFAnnotation("https://example.org/doc1#char=0,4", "0", "4", ["https://en.wikipedia.org/wiki/Kiev"], ["dbo:Place"])
a1.addAttribute("nif:anchorOf","Kiev","xsd:string")
a1.addAttribute("ex:newPredicate","This is a test","xsd:string")
sent.pushAnnotation(a1)
#--
a2 = NIFAnnotation("https://example.org/doc1#char=45,56", "45", "56", ["https://en.wikipedia.org/wiki/University"], ["dbo:Organization"])
a2.addAttribute("nif:anchorOf","educational","xsd:string")
sent.pushAnnotation(a2)
#--
a3 = NIFAnnotation("https://example.org/doc1#char=80,94", "80", "94", ["https://en.wikipedia.org/wiki/Eastern_Europe"], ["dbo:Organization"])
a3.addAttribute("nif:anchorOf","Eastern Europe","xsd:string")
sent.pushAnnotation(a3)
#--
doc.pushSentence(sent)
wrp_sys.pushDocument(doc)
## Quality Evaluation
bmk = NIFBenchmark(wrp_sys, wrp_gold)
print(bmk.microF())
