def test_trainSeniorModel(self):
classStatus = 'Senior'
fileClassStatus = re.sub(' ', '', classStatus)
modelSaveFile = 'LogisticRegressionTrainedClassifiers\%sClassStatusTrainedLRModel' % fileClassStatus
featuresValueCountsSaveFile = 'LogisticRegressionTrainedClassifiers\%sClassStatusTrainedFeaturesValueCounts' % fileClassStatus
# first check to see if can open files:
testOpenModelSaveFile = open(modelSaveFile, 'rb')
testOpenModelSaveFile.close()
testOpenFVCSaveFile = open(featuresValueCountsSaveFile, 'rb')
testOpenFVCSaveFile.close()
# do training and save to files
print("Training '%s' model..." % classStatus)
testClassify = LogisticRegressionClassifyClassStatusFromPreviouslyUntrainedModel(classStatus=classStatus,
trainingPercentage=0.99,
modelSaveFile=modelSaveFile,
featuresValuesCountsSaveFile=featuresValueCountsSaveFile)
testClassify.trainAndSaveModel()
print("Training for '%s' complete." % classStatus)
def test_classifyJuniorGetResults(self):
testClassify = LogisticRegressionClassifyClassStatusFromPreviouslyUntrainedModel(
classStatus='Junior', trainingPercentage=0.8)
testClassify.trainTestAndGetResults()
def test_classifyMastersLevelGraduateGetResults(self):
testClassify = LogisticRegressionClassifyClassStatusFromPreviouslyUntrainedModel(
classStatus='Masters Level Graduate', trainingPercentage=0.8)
testClassify.trainTestAndGetResults()
def test_classifyJuniorGetResults(self):
testClassify = LogisticRegressionClassifyClassStatusFromPreviouslyUntrainedModel(classStatus='Junior',
trainingPercentage=0.8)
testClassify.trainTestAndGetResults()
def test_classifyMastersLevelGraduateGetResults(self):
testClassify = LogisticRegressionClassifyClassStatusFromPreviouslyUntrainedModel(
classStatus='Masters Level Graduate', trainingPercentage=0.8)
testClassify.trainTestAndGetResults()