示例#1
0
    def testReadFiles(self):
        p = 0.5
        eCsvReader = EgoCsvReader()
        eCsvReader.setP(p)

        dataDir = PathDefaults.getDataDir() + "infoDiffusion/"
        egoFileName = dataDir + "EgoData3.csv"
        alterFileName = dataDir + "AlterData10.csv"
        examplesList, egoIndicesR, alterIndices, egoIndicesNR, alterIndicesNR  = eCsvReader.readFiles(egoFileName, alterFileName)
        #logging.debug(examplesList.getDataField("X"))
        
        #Read in the ego and alter arrays 
        (egoArray, _) = eCsvReader.readFile(egoFileName, eCsvReader.getEgoQuestionIds())
        (alterArray, _) = eCsvReader.readFile(alterFileName, eCsvReader.getAlterQuestionIds())
        
        #Make up the correct results 
        numFeatures = examplesList.getDataFieldSize("X", 1)
        numPersonFeatures = numFeatures/2 

        #Note: no alters in this case 
        numTransmissons = 6
        X2 = numpy.zeros((numTransmissons, numFeatures))
        y2 = numpy.zeros((numTransmissons, 1))
        
        X2[0, 0:numPersonFeatures] = egoArray[0, :]
        X2[0, numPersonFeatures:numFeatures] = egoArray[1, :]
        y2[0, 0] = -1
        
        X2[1, 0:numPersonFeatures] = egoArray[0, :]
        X2[1, numPersonFeatures:numFeatures] = egoArray[2, :]
        y2[1, 0] = -1
        
        X2[2, 0:numPersonFeatures] = egoArray[1, :]
        X2[2, numPersonFeatures:numFeatures] = egoArray[0, :]
        y2[2, 0] = -1
        
        X2[3, 0:numPersonFeatures] = egoArray[1, :]
        X2[3, numPersonFeatures:numFeatures] = egoArray[2, :]
        y2[3, 0] = -1
        
        X2[4, 0:numPersonFeatures] = egoArray[2, :]
        X2[4, numPersonFeatures:numFeatures] = egoArray[0, :]
        y2[4, 0] = -1
        
        X2[5, 0:numPersonFeatures] = egoArray[2, :]
        X2[5, numPersonFeatures:numFeatures] = egoArray[1, :]
        y2[5, 0] = -1

        self.assertTrue((X2 == examplesList.getDataField("X")).all())
        self.assertTrue((y2 == examplesList.getDataField("y")).all())



        #Second test
        #================
        #I modified EgoData3 so that person 2 is the same age as person 1, and
        # hence a homophile of 1. She (2) is excluded from the non-receivers, since
        #she is a homophile of person 1.

        p = 0
        eCsvReader = EgoCsvReader()
        eCsvReader.setP(p)

        examplesList, egoIndicesR, alterIndices, egoIndicesNR, alterIndicesNR  = eCsvReader.readFiles(egoFileName, alterFileName)

        numTransmissons = 5
        X2 = numpy.zeros((numTransmissons, numFeatures))
        y2 = numpy.zeros((numTransmissons, 1))

        X2[0, 0:numPersonFeatures] = egoArray[0, :]
        X2[0, numPersonFeatures:numFeatures] = egoArray[2, :]
        y2[0, 0] = -1

        X2[1, 0:numPersonFeatures] = egoArray[1, :]
        X2[1, numPersonFeatures:numFeatures] = egoArray[0, :]
        y2[1, 0] = -1

        X2[2, 0:numPersonFeatures] = egoArray[1, :]
        X2[2, numPersonFeatures:numFeatures] = egoArray[2, :]
        y2[2, 0] = -1

        X2[3, 0:numPersonFeatures] = egoArray[2, :]
        X2[3, numPersonFeatures:numFeatures] = egoArray[0, :]
        y2[3, 0] = -1

        X2[4, 0:numPersonFeatures] = egoArray[2, :]
        X2[4, numPersonFeatures:numFeatures] = egoArray[1, :]
        y2[4, 0] = -1

        self.assertTrue((X2 == examplesList.getDataField("X")).all())
        self.assertTrue((y2 == examplesList.getDataField("y")).all())