def __init__(self, parent=None):
QtGui.QWidget.__init__(self, parent)
self.ui = Ui_ModelBuilder()
self.ui.setupUi(self)
self.Enable_Validation()
QtCore.QObject.connect(self.ui.pushButton_Execute, QtCore.SIGNAL("clicked()"), self.Execute )
QtCore.QObject.connect(self.ui.pushButton_pickle, QtCore.SIGNAL("clicked()"), self.Wild)
QtCore.QObject.connect(self.ui.pushButton_find, QtCore.SIGNAL("clicked()"), self.Find)
QtCore.QObject.connect(self.ui.radioButton_validation_year, QtCore.SIGNAL("clicked()"), self.Enable_Validation)
QtCore.QObject.connect(self.ui.radioButton_validation_CV, QtCore.SIGNAL("clicked()"), self.Enable_Validation)
class MyForm(QtGui.QMainWindow):
def __init__(self, parent=None):
QtGui.QWidget.__init__(self, parent)
self.ui = Ui_ModelBuilder()
self.ui.setupUi(self)
self.Enable_Validation()
QtCore.QObject.connect(self.ui.pushButton_Execute, QtCore.SIGNAL("clicked()"), self.Execute )
QtCore.QObject.connect(self.ui.pushButton_pickle, QtCore.SIGNAL("clicked()"), self.Wild)
QtCore.QObject.connect(self.ui.pushButton_find, QtCore.SIGNAL("clicked()"), self.Find)
QtCore.QObject.connect(self.ui.radioButton_validation_year, QtCore.SIGNAL("clicked()"), self.Enable_Validation)
QtCore.QObject.connect(self.ui.radioButton_validation_CV, QtCore.SIGNAL("clicked()"), self.Enable_Validation)
def Find(self):
data_path = QtGui.QFileDialog.getOpenFileName(self, caption="Open Data File", directory='../../data', filter='*.csv')
self.ui.lineEdit_path.setText( data_path )
def Enable_Validation(self):
if self.ui.radioButton_validation_year.isChecked() is True:
self.ui.lineEdit_year.setEnabled( True )
self.ui.lineEdit_CV_folds.setEnabled( False )
elif self.ui.radioButton_validation_CV.isChecked() is True:
self.ui.lineEdit_year.setEnabled( False )
self.ui.lineEdit_CV_folds.setEnabled( True )
def Wild(self):
selected = self.ui.tableView.selectedIndexes()[0].row()
method='pls'
if self.ui.radioButton_PLS.isChecked(): method='pls'
if self.ui.radioButton_Logistic.isChecked(): method='logistic'
if self.ui.radioButton_Boost.isChecked(): method='boosting'
model = model_script.Produce(self.result[selected], method, self.data_dict, self.target)
outfile = 'model.mdl'
o=open(outfile, 'w')
model_pickler = pickle.dump(model, o)
o.close()
def Execute(self):
if self.ui.radioButton_PLS.isChecked(): method='pls'
if self.ui.radioButton_Logistic.isChecked(): method='logistic'
if self.ui.radioButton_Boost.isChecked(): method='boosting'
threshold=[]
balance=[]
if self.ui.checkBox_Proportions.isChecked():
threshold.append(0)
balance.append(1)
if self.ui.checkBox_Counts.isChecked():
threshold.append(1)
balance.append(0)
infile = str( self.ui.lineEdit_path.text() )
self.target = model_target = str( self.ui.lineEdit_target.text() ).lower()
specificities = str( self.ui.lineEdit_specificities.text() )
specificity = [float(limit) for limit in specificities.split(',')]
#If we're training on some years to predict another
if self.ui.radioButton_validation_year.isChecked():
validation='year'
year = int( self.ui.lineEdit_year.text() )
[headers, result, self.data_dict] = model_script.Test(infile, model_target, method, year=year, specificity=specificity, balance=balance, threshold=threshold)
#If we're cross-validating on random folds of data
elif self.ui.radioButton_validation_CV.isChecked():
validation='CV'
folds = int( self.ui.lineEdit_CV_folds.text() )
[headers, result, self.data_dict] = model_script.Test_CV(infile, model_target, method, folds=folds, specificity=specificity, balance=balance, threshold=threshold)
self.result=result
'''if len(result.squeeze().shape)==1: result=list( data )
else: result = [list(row) for row in result.squeeze()]'''
self.Populate_Table(result, headers)
self.ui.pushButton_pickle.setEnabled( True )
def Populate_Table(self, data, headers):
# create the view
tv = self.ui.tableView
# set the table model
tm = MyTableModel(data, headers, self)
tv.setModel(tm)
# set the minimum size
#tv.setMinimumSize(400, 300)
# hide grid
tv.setShowGrid(True)
# set the font
#font = QtGui.QFont("Courier New", 8)
#tv.setFont(font)
# set vertical header properties
vh = tv.verticalHeader()
vh.setVisible(True)
# set horizontal header properties
hh = tv.horizontalHeader()
hh.setStretchLastSection(False)
# set column width to fit contents
tv.resizeColumnsToContents()
# set row height
#nrows = len(self.tabledata)
#for row in xrange(nrows):
# tv.setRowHeight(row, 18)
# enable sorting
#tv.setSortingEnabled(True)
return tv