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#---------------------------------------------------------------
# PyNLPl - Simple Read library for D-Coi/SoNaR format
# by Maarten van Gompel, ILK, Universiteit van Tilburg
# http://ilk.uvt.nl/~mvgompel
# proycon AT anaproy DOT nl
#
# Licensed under GPLv3
#
# This library facilitates parsing and reading corpora in
# the SoNaR/D-Coi format.
#
#----------------------------------------------------------------
from __future__ import print_function
from __future__ import unicode_literals
from __future__ import division
from __future__ import absolute_import
import io
import re
import glob
import os.path
import sys
from lxml import etree as ElementTree
if sys.version < '3':
from StringIO import StringIO
else:
from io import StringIO
namespaces = {
'dcoi': "http://lands.let.ru.nl/projects/d-coi/ns/1.0",
'standalone':"http://ilk.uvt.nl/dutchsemcor-standalone",
'dsc':"http://ilk.uvt.nl/dutchsemcor",
'xml':"http://www.w3.org/XML/1998/namespace"
}
class CorpusDocument(object):
"""This class represent one document/text of the Corpus (read-only)"""
def __init__(self, filename, encoding = 'iso-8859-15'):
self.filename = filename
self.id = os.path.basename(filename).split(".")[0]
self.f = io.open(filename,'r', encoding=encoding)
self.metadata = {}
def _parseimdi(self,line):
r = re.compile('<imdi:Title>(.*)</imdi:Title>')
matches = r.findall(line)
if matches:
self.metadata['title'] = matches[0]
if not 'date' in self.metadata:
r = re.compile('<imdi:Date>(.*)</imdi:Date>')
matches = r.findall(line)
if matches:
self.metadata['date'] = matches[0]
def __iter__(self):
"""Iterate over all words, a four-tuple (word,id,pos,lemma), in the document"""
r = re.compile('<w.*xml:id="([^"]*)"(.*)>(.*)</w>')
for line in self.f.readlines():
matches = r.findall(line)
for id, attribs, word in matches:
pos = lemma = None
m = re.findall('pos="([^"]+)"', attribs)
if m: pos = m[0]
m = re.findall('lemma="([^"]+)"', attribs)
if m: lemma = m[0]
yield word, id, pos, lemma
if line.find('imdi:') != -1:
self._parseimdi(line)
def words(self):
#alias
return iter(self)
def sentences(self):
"""Iterate over all sentences (sentence_id, sentence) in the document, sentence is a list of 4-tuples (word,id,pos,lemma)"""
prevp = 0
prevs = 0
sentence = [];
sentence_id = ""
for word, id, pos, lemma in iter(self):
try:
doc_id, ptype, p, s, w = re.findall('([\w\d-]+)\.(p|head)\.(\d+)\.s\.(\d+)\.w\.(\d+)',id)[0]
if ((p != prevp) or (s != prevs)) and sentence:
yield sentence_id, sentence
sentence = []
sentence_id = doc_id + '.' + ptype + '.' + str(p) + '.s.' + str(s)
prevp = p
except IndexError:
doc_id, s, w = re.findall('([\w\d-]+)\.s\.(\d+)\.w\.(\d+)',id)[0]
if s != prevs and sentence:
yield sentence_id, sentence
sentence = []
sentence_id = doc_id + '.s.' + str(s)
sentence.append( (word,id,pos,lemma) )
prevs = s
if sentence:
yield sentence_id, sentence
def paragraphs(self, with_id = False):
"""Extracts paragraphs, returns list of plain-text(!) paragraphs"""
prevp = 0
partext = []
for word, id, pos, lemma in iter(self):
doc_id, ptype, p, s, w = re.findall('([\w\d-]+)\.(p|head)\.(\d+)\.s\.(\d+)\.w\.(\d+)',id)[0]
if prevp != p and partext:
yield ( doc_id + "." + ptype + "." + prevp , " ".join(partext) )
partext = []
partext.append(word)
prevp = p
if partext:
yield (doc_id + "." + ptype + "." + prevp, " ".join(partext) )
class Corpus:
def __init__(self,corpusdir, extension = 'pos', restrict_to_collection = "", conditionf=lambda x: True, ignoreerrors=False):
self.corpusdir = corpusdir
self.extension = extension
self.restrict_to_collection = restrict_to_collection
self.conditionf = conditionf
self.ignoreerrors = ignoreerrors
def __iter__(self):
if not self.restrict_to_collection:
for f in glob.glob(self.corpusdir+"/*." + self.extension):
if self.conditionf(f):
try:
yield CorpusDocument(f)
except:
print("Error, unable to parse " + f,file=sys.stderr)
if not self.ignoreerrors:
raise
for d in glob.glob(self.corpusdir+"/*"):
if (not self.restrict_to_collection or self.restrict_to_collection == os.path.basename(d)) and (os.path.isdir(d)):
for f in glob.glob(d+ "/*." + self.extension):
if self.conditionf(f):
try:
yield CorpusDocument(f)
except:
print("Error, unable to parse " + f,file=sys.stderr)
if not self.ignoreerrors:
raise
#######################################################
def ns(namespace):
"""Resolves the namespace identifier to a full URL"""
global namespaces
return '{'+namespaces[namespace]+'}'
class CorpusFiles(Corpus):
def __iter__(self):
if not self.restrict_to_collection:
for f in glob.glob(self.corpusdir+"/*." + self.extension):
if self.conditionf(f):
yield f
for d in glob.glob(self.corpusdir+"/*"):
if (not self.restrict_to_collection or self.restrict_to_collection == os.path.basename(d)) and (os.path.isdir(d)):
for f in glob.glob(d+ "/*." + self.extension):
if self.conditionf(f):
yield f
class CorpusX(Corpus):
def __iter__(self):
if not self.restrict_to_collection:
for f in glob.glob(self.corpusdir+"/*." + self.extension):
if self.conditionf(f):
try:
yield CorpusDocumentX(f)
except:
print("Error, unable to parse " + f,file=sys.stderr)
if not self.ignoreerrors:
raise
for d in glob.glob(self.corpusdir+"/*"):
if (not self.restrict_to_collection or self.restrict_to_collection == os.path.basename(d)) and (os.path.isdir(d)):
for f in glob.glob(d+ "/*." + self.extension):
if self.conditionf(f):
try:
yield CorpusDocumentX(f)
except:
print("Error, unable to parse " + f,file=sys.stderr)
if not self.ignoreerrors:
raise
class CorpusDocumentX:
"""This class represent one document/text of the Corpus, loaded into memory at once and retaining the full structure"""
def __init__(self, filename, tree = None, index=True ):
global namespaces
self.filename = filename
if not tree:
self.tree = ElementTree.parse(self.filename)
self.committed = True
elif isinstance(tree, ElementTree._Element):
self.tree = tree
self.committed = False
#Grab root element and determine if we run inline or standalone
self.root = self.xpath("/dcoi:DCOI")
if self.root:
self.root = self.root[0]
self.inline = True
else:
raise Exception("Not in DCOI/SoNaR format!")
#self.root = self.xpath("/standalone:text")
#self.inline = False
#if not self.root:
# raise FormatError()
#build an index
self.index = {}
if index:
self._index(self.root)
def _index(self,node):
if ns('xml') + 'id' in node.attrib:
self.index[node.attrib[ns('xml') + 'id']] = node
for subnode in node: #TODO: can we do this with xpath instead?
self._index(subnode)
def validate(self, formats_dir="../formats/"):
"""checks if the document is valid"""
#TODO: download XSD from web
if self.inline:
xmlschema = ElementTree.XMLSchema(ElementTree.parse(StringIO("\n".join(open(formats_dir+"dcoi-dsc.xsd").readlines()))))
xmlschema.assertValid(self.tree)
#return xmlschema.validate(self)
else:
xmlschema = ElementTree.XMLSchema(ElementTree.parse(StringIO("\n".join(open(formats_dir+"dutchsemcor-standalone.xsd").readlines()))))
xmlschema.assertValid(self.tree)
#return xmlschema.validate(self)
def xpath(self, expression):
"""Executes an xpath expression using the correct namespaces"""
global namespaces
return self.tree.xpath(expression, namespaces=namespaces)
def __exists__(self, id):
return (id in self.index)
def __getitem__(self, id):
return self.index[id]
def paragraphs(self, node=None):
"""iterate over paragraphs"""
if node == None: node = self
return node.xpath("//dcoi:p")
def sentences(self, node=None):
"""iterate over sentences"""
if node == None: node = self
return node.xpath("//dcoi:s")
def words(self,node=None):
"""iterate over words"""
if node == None: node = self
return node.xpath("//dcoi:w")
def save(self, filename=None, encoding='iso-8859-15'):
if not filename: filename = self.filename
self.tree.write(filename, encoding=encoding, method='xml', pretty_print=True, xml_declaration=True)
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