def getFeatureSet(self, documentName, documentCategory, params=None, documentClass=-1):
memberList = inspect.getmembers(self, predicate=inspect.ismethod)
self.featureSet = FeatureSet(documentName, documentCategory, documentClass)
if self.functionToCall is not None\
and self.paramList is not None:
self.featureSet.setVector(self.functionToCall(*self.paramList))
return self.featureSet
if (not self.tagged) and isinstance(params, basestring):
self.textParser.tagText("temp", params)
self.tagged = True
if isinstance(params, (list, tuple)):
parameters = params
elif params is not None:
parameters = [params]
else:
parameters = None
if parameters is not None: #More efficient (less if checks), but some duplicated code
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet', 'setFunctionArgTuple', 'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x, getattr(self, x)(*parameters))
if parameters is None:
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet', 'setFunctionArgTuple', 'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x, getattr(self, x)())
self.tagged = False
return self.featureSet
def getFeatureSet(self,
documentName,
documentCategory,
params=None,
documentClass=-1):
memberList = inspect.getmembers(self, predicate=inspect.ismethod)
self.featureSet = FeatureSet(documentName, documentCategory,
documentClass)
if self.functionToCall is not None\
and self.paramList is not None:
self.featureSet.setVector(self.functionToCall(*self.paramList))
return self.featureSet
if (not self.tagged) and isinstance(params, basestring):
self.textParser.tagText("temp", params)
self.tagged = True
if isinstance(params, (list, tuple)):
parameters = params
elif params is not None:
parameters = [params]
else:
parameters = None
if parameters is not None: #More efficient (less if checks), but some duplicated code
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet',
'setFunctionArgTuple',
'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x,
getattr(self, x)(*parameters))
if parameters is None:
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet',
'setFunctionArgTuple',
'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x, getattr(self, x)())
self.tagged = False
return self.featureSet
class BaseExtractor():
def __init__(self,
documentName,
indicators=None,
functionToCall=None,
paramList=None):
self.featureSet = None
self.documentName = documentName
self.tagged = False
pathToParser = os.getcwd() + "/Parsers"
self.textParser = TextParser(pathToParser)
self.htmlParser = HTMLParser()
self.functionToCall = functionToCall
self.paramList = paramList
if isinstance(indicators,
(list, tuple)): #If 'indicators' is a list or tuple
self.indicators = indicators
else:
self.indicators = []
def getFeatureSet(self,
documentName,
documentCategory,
params=None,
documentClass=-1):
memberList = inspect.getmembers(self, predicate=inspect.ismethod)
self.featureSet = FeatureSet(documentName, documentCategory,
documentClass)
if self.functionToCall is not None\
and self.paramList is not None:
self.featureSet.setVector(self.functionToCall(*self.paramList))
return self.featureSet
if (not self.tagged) and isinstance(params, basestring):
self.textParser.tagText("temp", params)
self.tagged = True
if isinstance(params, (list, tuple)):
parameters = params
elif params is not None:
parameters = [params]
else:
parameters = None
if parameters is not None: #More efficient (less if checks), but some duplicated code
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet',
'setFunctionArgTuple',
'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x,
getattr(self, x)(*parameters))
if parameters is None:
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet',
'setFunctionArgTuple',
'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x, getattr(self, x)())
self.tagged = False
return self.featureSet
def setFunctionArgTuple(self, functionArgTuple):
if functionArgTuple is not None:
self._setFunctionToCall(functionArgTuple[0])
self._setFunctionParams(functionArgTuple[1])
###Utility Functions###
#-1 means an error has occurred - e.g. wrong parameter type passed into function
def _charCountInString(self, textString, char):
if isinstance(textString, basestring) and \
isinstance(char, basestring) and len(char) == 1:
return len(textString.split(char)) - 1
else:
return -1
#If charCount == 0 return value = 1
#If charCount is far greater than 0, return value approaches 0
#0.1 constant chosen, to reduce the effect of a chosen character being introduced
#(in future constant should be based on 1/(Average Amount Of A Character In All Documents)
#Done since there could be many of these special characters, over the span of a single document,
#but not too many (max = approx. 25, for emails/websites [MUST RESEARCH TO DETERMINE IF VALID]),
#making resulting values in range over the internal [0, 1] be spread out more evenly
def _lackOfCharInString(self, textString, char):
count = self._charCountInString(textString, char)
if count != -1:
try:
return 1 / float(1 + (0.1 * count))
except Exception, e:
raise e
else:
class BaseExtractor():
def __init__(self, documentName, indicators=None, functionToCall=None, paramList=None):
self.featureSet = None
self.documentName = documentName
self.tagged = False
pathToParser = os.getcwd()+"/Parsers"
self.textParser = TextParser(pathToParser)
self.htmlParser = HTMLParser()
self.functionToCall = functionToCall
self.paramList = paramList
if isinstance(indicators, (list, tuple)): #If 'indicators' is a list or tuple
self.indicators = indicators
else:
self.indicators = []
def getFeatureSet(self, documentName, documentCategory, params=None, documentClass=-1):
memberList = inspect.getmembers(self, predicate=inspect.ismethod)
self.featureSet = FeatureSet(documentName, documentCategory, documentClass)
if self.functionToCall is not None\
and self.paramList is not None:
self.featureSet.setVector(self.functionToCall(*self.paramList))
return self.featureSet
if (not self.tagged) and isinstance(params, basestring):
self.textParser.tagText("temp", params)
self.tagged = True
if isinstance(params, (list, tuple)):
parameters = params
elif params is not None:
parameters = [params]
else:
parameters = None
if parameters is not None: #More efficient (less if checks), but some duplicated code
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet', 'setFunctionArgTuple', 'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x, getattr(self, x)(*parameters))
if parameters is None:
for x, y in memberList:
if x[0] != '_' and x not in ('getFeatureSet', 'setFunctionArgTuple', 'scrapeWebsiteFromURL'):
self.featureSet.addFeature(x, getattr(self, x)())
self.tagged = False
return self.featureSet
def setFunctionArgTuple(self, functionArgTuple):
if functionArgTuple is not None:
self._setFunctionToCall(functionArgTuple[0])
self._setFunctionParams(functionArgTuple[1])
###Utility Functions###
#-1 means an error has occurred - e.g. wrong parameter type passed into function
def _charCountInString(self, textString, char):
if isinstance(textString, basestring) and \
isinstance(char, basestring) and len(char) == 1:
return len(textString.split(char))-1
else:
return -1
#If charCount == 0 return value = 1
#If charCount is far greater than 0, return value approaches 0
#0.1 constant chosen, to reduce the effect of a chosen character being introduced
#(in future constant should be based on 1/(Average Amount Of A Character In All Documents)
#Done since there could be many of these special characters, over the span of a single document,
#but not too many (max = approx. 25, for emails/websites [MUST RESEARCH TO DETERMINE IF VALID]),
#making resulting values in range over the internal [0, 1] be spread out more evenly
def _lackOfCharInString(self, textString, char):
count = self._charCountInString(textString, char)
if count != -1:
try:
return 1/float(1+(0.1*count))
except Exception, e:
raise e
else: