def add_submodel(self):
submodel_hlayout = QtGui.QHBoxLayout()
font = QtGui.QFont()
font.setPointSize(10)
submodel_hlayout.setMargin(11)
submodel_hlayout.setSpacing(6)
submodel_hlayout.setObjectName(_fromUtf8("submodel_hlayout"))
modelchoices = self.pysat_fun.modelkeys
if modelchoices == []:
error_print('No model has been trained')
modelchoices = ['No model has been trained!']
choose_submodel = make_combobox(modelchoices)
submodel_hlayout.addWidget(choose_submodel)
submodel_min_label = QtGui.QLabel()
submodel_min_label.setObjectName(_fromUtf8("submodel_min_label"))
submodel_min_label.setFont(font)
submodel_hlayout.addWidget(submodel_min_label)
submodel_min = QtGui.QDoubleSpinBox()
submodel_min.setObjectName(_fromUtf8("submodel_min"))
submodel_min.setFont(font)
submodel_min.setMaximum(1000)
submodel_min.setMinimum(-1000)
submodel_hlayout.addWidget(submodel_min)
submodel_max_label = QtGui.QLabel()
submodel_max_label.setObjectName(_fromUtf8("submodel_max_label"))
submodel_max_label.setFont(font)
submodel_hlayout.addWidget(submodel_max_label)
submodel_max = QtGui.QDoubleSpinBox()
submodel_max.setObjectName(_fromUtf8("submodel_max"))
submodel_max.setFont(font)
submodel_max.setMaximum(1000)
submodel_max.setMinimum(-1000)
submodel_hlayout.addWidget(submodel_max)
spacerItem2 = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum)
submodel_hlayout.addItem(spacerItem2)
submodel_min_label.setText(_translate("MainWindow", "Min: ", None))
submodel_max_label.setText(_translate("MainWindow", "Max: ", None))
self.midmodel_vlayout.addLayout(submodel_hlayout)
# insert the new submodel objects into the list
self.submodel_gui_info.insert(-1, [choose_submodel, [submodel_min, submodel_max]])
# connect dropdown so spinbox ranges are updated
choose_submodel.currentIndexChanged.connect(
lambda: self.set_ranges(choose_submodel.currentText(), minspin=submodel_min, maxspin=submodel_max))
# connect so parameters are updated when things are changed
choose_submodel.currentIndexChanged.connect(lambda: self.get_sm_params())
submodel_min.valueChanged.connect(lambda: self.get_sm_params())
submodel_max.valueChanged.connect(lambda: self.get_sm_params())
# update parameters when submodel is first added
self.set_ranges(choose_submodel.currentText(), minspin=submodel_min, maxspin=submodel_max)
self.get_sm_params()
def dim_reduction_ui(self):
self.dim_reduction = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.dim_reduction.setFont(font)
self.dim_reduction.setObjectName(_fromUtf8("Dimensionality Reduction"))
self.dim_reduction_vlayout = QtGui.QVBoxLayout(self.dim_reduction)
self.dim_reduction_vlayout.setObjectName(
_fromUtf8("dim_reduction_vlayout"))
#choose data set to apply dim reduction to
self.dim_reduction_choose_data_label = QtGui.QLabel(self.dim_reduction)
self.dim_reduction_choose_data_label.setObjectName(
_fromUtf8("dim_reduction_choose_data_label"))
self.dim_reduction_vlayout.addWidget(
self.dim_reduction_choose_data_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.dim_reduction_choose_data = make_combobox(datachoices)
self.dim_reduction_vlayout.addWidget(self.dim_reduction_choose_data)
#Choose the algorithm to apply
self.dim_red_choosealg_label = QtGui.QLabel(self.dim_reduction)
self.dim_reduction_vlayout.addWidget(self.dim_red_choosealg_label)
alg_choices = ['Choose a method', 'PCA', 'ICA', 'ICA-JADE']
self.dim_red_choosealg = make_combobox(alg_choices)
self.dim_reduction_vlayout.addWidget(self.dim_red_choosealg)
self.module_layout.addWidget(self.dim_reduction)
self.dim_reduction.raise_()
self.dim_reduction.setTitle(
_translate("MainWindow", "Dimensionality Reduction", None))
self.dim_reduction_choose_data_label.setText(
_translate("dim_reduction", "Choose data:", None))
self.dim_red_choosealg_label.setText(
_translate("dim_reduction", "Choose method:", None))
self.dim_reduction_choose_data.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
self.dim_red_choosealg.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
def get_mask_ui(self):
self.get_mask = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.get_mask.setFont(font)
self.get_mask.setObjectName(_fromUtf8("get_mask"))
self.horizontalLayout = QtGui.QHBoxLayout(self.get_mask)
self.horizontalLayout.setMargin(11)
self.horizontalLayout.setSpacing(6)
self.horizontalLayout.setObjectName(_fromUtf8("horizontalLayout"))
self.choosedata_label = QtGui.QLabel(self.get_mask)
self.choosedata_label.setObjectName(_fromUtf8("choosedata_label"))
self.horizontalLayout.addWidget(self.choosedata_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.mask_choosedata = make_combobox(datachoices)
self.horizontalLayout.addWidget(self.mask_choosedata)
self.get_mask_label = QtGui.QLabel(self.get_mask)
self.get_mask_label.setObjectName(_fromUtf8("get_mask_label"))
self.horizontalLayout.addWidget(self.get_mask_label)
self.get_mask_line_edit = QtGui.QLineEdit(self.get_mask)
self.get_mask_line_edit.setReadOnly(True)
self.get_mask_line_edit.setObjectName(_fromUtf8("get_mask_line_edit"))
self.horizontalLayout.addWidget(self.get_mask_line_edit)
self.get_mask_button = QtGui.QToolButton(self.get_mask)
self.get_mask_button.setObjectName(_fromUtf8("get_mask_button"))
self.horizontalLayout.addWidget(self.get_mask_button)
self.module_layout.addWidget(self.get_mask)
self.get_mask.setTitle(_translate("MainWindow", "Mask Data", None))
self.choosedata_label.setText(
_translate("MainWindow", "Choose data: ", None))
self.get_mask_label.setText(
_translate("MainWindow", "Mask file: ", None))
self.get_mask_line_edit.setText(_translate("MainWindow", "*.csv",
None))
self.get_mask_button.setText(_translate("MainWindow", "...", None))
self.get_mask_line_edit.textChanged.connect(
lambda: self.get_mask_params())
self.mask_choosedata.currentIndexChanged.connect(
lambda: self.get_mask_params())
self.get_mask_button.clicked.connect(
lambda: self.on_getDataButton_clicked(self.get_mask_line_edit))
self.set_mask_params()
def optimize_ranges(self, ischecked, datachoices):
if not ischecked:
self.choosedata_label.deleteLater()
self.choosedata.deleteLater()
else:
font = QtGui.QFont()
font.setPointSize(10)
self.choosedata_label = QtGui.QLabel(self.submodel_predict)
self.choosedata_label.setObjectName(_fromUtf8("choosedata_label"))
self.choosedata_label.setText(
_translate("MainWindow", "Choose known data to optimize submodel ranges:", None))
self.choosedata_label.setFont(font)
self.choosedata_hlayout.addWidget(self.choosedata_label)
self.choosedata = make_combobox(datachoices)
self.choosedata_hlayout.addWidget(self.choosedata)
self.choosedata.currentIndexChanged.connect(lambda: self.get_sm_params())
self.get_sm_params()
def write_data_ui(self):
self.write_data = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.write_data.setFont(font)
self.write_data_vlayout = QtGui.QVBoxLayout(self.write_data)
self.write_data_choose_data_label = QtGui.QLabel(self.write_data)
self.write_data_choose_data_label.setText(
_translate("write_data", "Choose data set to write to .csv:",
None))
self.write_data_vlayout.addWidget(self.write_data_choose_data_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.write_data_choose_data = make_combobox(datachoices)
self.write_data_vlayout.addWidget(self.write_data_choose_data)
self.write_data_linedit_label = QtGui.QLabel(self.write_data)
self.write_data_linedit_label.setText('Specify a filename:')
self.write_data_vlayout.addWidget(self.write_data_linedit_label)
self.write_data_file = QtGui.QLineEdit(self.write_data)
self.write_data_file.setText('output.csv')
self.write_data_vlayout.addWidget(self.write_data_file)
self.module_layout.addWidget(self.write_data)
self.write_data.raise_()
self.write_data.setTitle(_translate("MainWindow", "Write to CSV",
None))
self.write_data_choose_data.currentIndexChanged.connect(
lambda: self.get_write_params())
self.write_data_file.textChanged.connect(
lambda: self.get_write_params())
self.get_write_params()
def removenull_ui(self):
self.removenull = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.removenull.setFont(font)
self.removenull.setObjectName(_fromUtf8("removenull"))
self.verticalLayout = QtGui.QVBoxLayout(self.removenull)
self.verticalLayout.setMargin(11)
self.verticalLayout.setSpacing(6)
self.verticalLayout.setObjectName(_fromUtf8("verticalLayout"))
self.removenull_vlayout = QtGui.QVBoxLayout()
self.removenull_vlayout.setMargin(11)
self.removenull_vlayout.setSpacing(6)
self.removenull_vlayout.setObjectName(_fromUtf8("removenull_vlayout"))
self.removenull_choosedata_hlayout = QtGui.QHBoxLayout()
self.removenull_choosedata_hlayout.setMargin(11)
self.removenull_choosedata_hlayout.setSpacing(6)
self.removenull_choosedata_hlayout.setObjectName(
_fromUtf8("removenull_choosedata_hlayout"))
self.removenull_choosedata_label = QtGui.QLabel(self.removenull)
self.removenull_choosedata_label.setObjectName(
_fromUtf8("removenull_choosedata_label"))
self.removenull_choosedata_hlayout.addWidget(
self.removenull_choosedata_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.removenull_choosedata = make_combobox(datachoices)
self.removenull_choosedata_hlayout.addWidget(
self.removenull_choosedata)
spacerItem = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding,
QtGui.QSizePolicy.Minimum)
self.removenull_choosedata_hlayout.addItem(spacerItem)
self.removenull_vlayout.addLayout(self.removenull_choosedata_hlayout)
self.removenull_widget = QtGui.QWidget(self.removenull)
self.removenull_widget.setMinimumSize(QtCore.QSize(0, 0))
self.removenull_widget.setObjectName(_fromUtf8("removenull_widget"))
self.horizontalLayout_2 = QtGui.QHBoxLayout(self.removenull_widget)
self.horizontalLayout_2.setMargin(11)
self.horizontalLayout_2.setSpacing(6)
self.horizontalLayout_2.setObjectName(_fromUtf8("horizontalLayout_2"))
self.start_of_sentence = QtGui.QLabel(self.removenull_widget)
self.start_of_sentence.setObjectName(_fromUtf8("start_of_sentence"))
self.horizontalLayout_2.addWidget(self.start_of_sentence)
try:
self.vars_level0 = self.pysat_fun.data[
self.removenull_choosedata.currentText(
)].df.columns.get_level_values(0)
self.vars_level1 = self.pysat_fun.data[
self.removenull_choosedata.currentText(
)].df.columns.get_level_values(1)
self.vars_level1 = list(
self.vars_level1[self.vars_level0 != 'wvl'])
self.vars_level0 = list(
self.vars_level0[self.vars_level0 != 'wvl'])
colnamechoices = self.vars_level1
except:
colnamechoices = self.pysat_fun.data[
self.removenull_choosedata.currentText()].columns.values
colnamechoices = [i for i in colnamechoices if not 'Unnamed' in i
] # remove unnamed columns from choices
self.colname_choices = make_combobox(colnamechoices)
self.horizontalLayout_2.addWidget(self.colname_choices)
self.end_of_sentence = QtGui.QLabel(self.removenull_widget)
self.end_of_sentence.setObjectName(_fromUtf8("end_of_sentence"))
self.horizontalLayout_2.addWidget(self.end_of_sentence)
spacerItem1 = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding,
QtGui.QSizePolicy.Minimum)
self.horizontalLayout_2.addItem(spacerItem1)
self.removenull_vlayout.addWidget(self.removenull_widget)
self.verticalLayout.addLayout(self.removenull_vlayout)
self.module_layout.addWidget(self.removenull)
self.removenull.setTitle(_translate("MainWindow", "Remove Null", None))
self.removenull_choosedata_label.setText(
_translate("MainWindow", "Choose data: ", None))
self.start_of_sentence.setText(
_translate("MainWindow", "Remove rows where ", None))
self.end_of_sentence.setText(_translate("MainWindow", "is null.",
None))
self.get_removenull_parameters()
self.colname_choices.currentIndexChanged.connect(
lambda: self.get_removenull_parameters())
self.removenull_choosedata.currentIndexChanged.connect(
lambda: self.get_removenull_parameters())
def stratified_folds_ui(self):
self.strat_folds = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.strat_folds.setFont(font)
self.strat_folds.setObjectName(_fromUtf8("Stratified Folds"))
self.strat_folds_vlayout = QtGui.QVBoxLayout(self.strat_folds)
self.strat_folds_vlayout.setObjectName(
_fromUtf8("strat_folds_vlayout"))
self.strat_folds_choose_data_label = QtGui.QLabel(self.strat_folds)
self.strat_folds_choose_data_label.setObjectName(
_fromUtf8("strat_folds_choose_data_label"))
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_data_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.strat_folds_choose_data = make_combobox(datachoices)
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_data)
self.strat_folds_choose_var_label = QtGui.QLabel(self.strat_folds)
self.strat_folds_choose_var_label.setObjectName(
_fromUtf8("strat_folds_choose_var_label"))
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_var_label)
varchoices = self.pysat_fun.data[
self.strat_folds_choose_data.currentText(
)].df['comp'].columns.values
self.strat_folds_choose_var = make_combobox(varchoices)
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_var)
self.strat_folds_choose_data.activated[int].connect(
self.strat_fold_change_vars)
self.strat_folds_hlayout = QtGui.QHBoxLayout()
self.strat_folds_hlayout.setObjectName(
_fromUtf8("strat_folds_hlayout"))
self.nfolds_label = QtGui.QLabel(self.strat_folds)
self.nfolds_label.setObjectName(_fromUtf8("nfolds_label"))
self.strat_folds_hlayout.addWidget(self.nfolds_label)
self.nfolds_spin = QtGui.QSpinBox(self.strat_folds)
self.nfolds_spin.setObjectName(_fromUtf8("nfolds_spin"))
self.nfolds_spin.setMinimum(1)
self.strat_folds_hlayout.addWidget(self.nfolds_spin)
self.test_fold_label = QtGui.QLabel(self.strat_folds)
self.test_fold_label.setObjectName(_fromUtf8("test_fold_label"))
self.strat_folds_hlayout.addWidget(self.test_fold_label)
self.test_fold_label = QtGui.QLabel(self.strat_folds)
self.test_fold_label.setObjectName(_fromUtf8("test_fold_label"))
self.strat_folds_hlayout.addWidget(self.test_fold_label)
foldchoices = ['1']
self.choose_test_fold = make_combobox(foldchoices)
self.choose_test_fold.setObjectName(_fromUtf8("choose_test_fold"))
self.nfolds_spin.valueChanged.connect(self.strat_fold_change_testfolds)
self.strat_folds_hlayout.addWidget(self.choose_test_fold)
self.spacerItem = QtGui.QSpacerItem(40, 20,
QtGui.QSizePolicy.Expanding,
QtGui.QSizePolicy.Minimum)
self.strat_folds_hlayout.addItem(self.spacerItem)
# self.create_folds = QtGui.QPushButton(self.strat_folds)
# self.create_folds.setObjectName(_fromUtf8("create_folds"))
# self.create_folds.setText(_translate("strat_folds", "Create Folds", None))
# self.strat_folds_hlayout.addWidget(self.create_folds)
self.strat_folds_vlayout.addLayout(self.strat_folds_hlayout)
self.module_layout.addWidget(self.strat_folds)
self.strat_folds.raise_()
self.strat_folds.setTitle(
_translate("MainWindow", "Stratified Folds", None))
self.nfolds_label.setText(_translate("strat_folds", "N folds", None))
self.test_fold_label.setText(
_translate("strat_folds", "Test Fold", None))
# self.create_folds.setText(_translate("strat_folds", "Create Folds", None))
self.strat_folds_choose_data_label.setText(
_translate("strat_folds", "Choose data to stratify:", None))
self.strat_folds_choose_var_label.setText(
_translate("strat_folds", "Choose variable on which to sort:",
None))
self.choose_test_fold.currentIndexChanged.connect(
lambda: self.get_strat_fold_params())
self.nfolds_spin.valueChanged.connect(
lambda: self.get_strat_fold_params())
self.strat_folds_choose_data.currentIndexChanged.connect(
lambda: self.get_strat_fold_params())
def sm_ui(self):
self.submodel_predict = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.submodel_predict.setFont(font)
self.submodel_predict.setObjectName(_fromUtf8("submodel_predict"))
self.verticalLayout = QtGui.QVBoxLayout(self.submodel_predict)
self.verticalLayout.setMargin(11)
self.verticalLayout.setSpacing(6)
self.verticalLayout.setObjectName(_fromUtf8("verticalLayout"))
# choose reference/full model
self.choosemodel_hlayout = QtGui.QHBoxLayout()
self.choosemodel_hlayout.setMargin(11)
self.choosemodel_hlayout.setSpacing(6)
self.choosemodel_hlayout.setObjectName(_fromUtf8("choosemodel_hlayout"))
self.choosemodel_label = QtGui.QLabel(self.submodel_predict)
self.choosemodel_label.setObjectName(_fromUtf8("choosemodel_label"))
self.choosemodel_hlayout.addWidget(self.choosemodel_label)
modelchoices = self.pysat_fun.modelkeys
if modelchoices == []:
error_print('No model has been trained')
modelchoices = ['No model has been trained!']
self.choosemodel = make_combobox(modelchoices)
self.choosemodel_hlayout.addWidget(self.choosemodel)
spacerItem = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum)
self.choosemodel_hlayout.addItem(spacerItem)
self.verticalLayout.addLayout(self.choosemodel_hlayout)
# organize submodels vertically
self.submodels_vlayout = QtGui.QVBoxLayout()
self.submodels_vlayout.setMargin(11)
self.submodels_vlayout.setSpacing(6)
self.submodels_vlayout.setObjectName(_fromUtf8("submodels_vlayout"))
# always have a low submodel
self.low_model_hlayout = QtGui.QHBoxLayout()
self.low_model_hlayout.setMargin(11)
self.low_model_hlayout.setSpacing(6)
self.low_model_hlayout.setObjectName(_fromUtf8("low_model_hlayout"))
self.low_model_label = QtGui.QLabel(self.submodel_predict)
self.low_model_label.setText('Low Model:')
self.low_model_hlayout.addWidget(self.low_model_label)
self.choose_low_model = make_combobox(modelchoices)
self.low_model_hlayout.addWidget(self.choose_low_model)
self.low_model_max_label = QtGui.QLabel(self.submodel_predict)
self.low_model_max_label.setObjectName(_fromUtf8("low_model_max_label"))
self.low_model_hlayout.addWidget(self.low_model_max_label)
self.low_model_max = QtGui.QDoubleSpinBox(self.submodel_predict)
self.low_model_max.setObjectName(_fromUtf8("low_model_max"))
self.low_model_max.setMaximum(1000)
self.low_model_max.setMinimum(-1000)
self.low_model_hlayout.addWidget(self.low_model_max)
spacerItem1 = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum)
self.low_model_hlayout.addItem(spacerItem1)
self.submodels_vlayout.addLayout(self.low_model_hlayout)
# middle submodels go here
self.midmodel_vlayout = QtGui.QVBoxLayout()
self.submodels_vlayout.addLayout(self.midmodel_vlayout)
# always have a high submodel
self.high_model_hlayout = QtGui.QHBoxLayout()
self.high_model_hlayout.setMargin(11)
self.high_model_hlayout.setSpacing(6)
self.high_model_hlayout.setObjectName(_fromUtf8("high_model_hlayout"))
self.high_model_label = QtGui.QLabel(self.submodel_predict)
self.high_model_label.setText('High Model:')
self.high_model_hlayout.addWidget(self.high_model_label)
self.choose_high_model = make_combobox(modelchoices)
self.high_model_hlayout.addWidget(self.choose_high_model)
self.high_model_min_label = QtGui.QLabel(self.submodel_predict)
self.high_model_min_label.setObjectName(_fromUtf8("high_model_min_label"))
self.high_model_hlayout.addWidget(self.high_model_min_label)
self.high_model_min = QtGui.QDoubleSpinBox(self.submodel_predict)
self.high_model_min.setObjectName(_fromUtf8("high_model_min"))
self.high_model_min.setMaximum(1000)
self.high_model_min.setMinimum(-1000)
self.high_model_hlayout.addWidget(self.high_model_min)
spacerItem3 = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum)
self.high_model_hlayout.addItem(spacerItem3)
self.submodels_vlayout.addLayout(self.high_model_hlayout)
self.verticalLayout.addLayout(self.submodels_vlayout)
# set the spinbox ranges based on the models
self.set_ranges(self.choose_high_model.currentText(), minspin=self.high_model_min)
self.set_ranges(self.choose_low_model.currentText(), maxspin=self.low_model_max)
# add or delete submodel buttons
self.add_delete_hlayout = QtGui.QHBoxLayout()
self.add_delete_hlayout.setMargin(11)
self.add_delete_hlayout.setSpacing(6)
self.add_delete_hlayout.setObjectName(_fromUtf8("add_delete_hlayout"))
self.add_submodel_button = QtGui.QPushButton(self.submodel_predict)
self.add_submodel_button.setObjectName(_fromUtf8("add_submodel_button"))
self.add_delete_hlayout.addWidget(self.add_submodel_button)
self.delete_submodel_button = QtGui.QPushButton(self.submodel_predict)
self.delete_submodel_button.setObjectName(_fromUtf8("delete_submodel_button"))
self.add_delete_hlayout.addWidget(self.delete_submodel_button)
self.optimize_checkbox = QtGui.QCheckBox(self.submodel_predict)
self.optimize_checkbox.setObjectName(_fromUtf8("optimize_checkbox"))
self.add_delete_hlayout.addWidget(self.optimize_checkbox)
spacerItem4 = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum)
self.add_delete_hlayout.addItem(spacerItem4)
self.verticalLayout.addLayout(self.add_delete_hlayout)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No Data has been loaded')
datachoices = ['No data has been loaded!']
# choose data to optimize blending
self.choosedata_hlayout = QtGui.QHBoxLayout()
self.choosedata_hlayout.setMargin(11)
self.choosedata_hlayout.setSpacing(6)
self.choosedata_hlayout.setObjectName(_fromUtf8("choosedata_hlayout"))
self.verticalLayout.addLayout(self.choosedata_hlayout)
# choose data to predict
self.predictdata_vlayout = QtGui.QVBoxLayout()
self.predictdata_vlayout.setMargin(11)
self.predictdata_vlayout.setSpacing(6)
self.predictdata_vlayout.setObjectName(_fromUtf8("predictdata_vlayout"))
self.choosedata_predict_label = QtGui.QLabel(self.submodel_predict)
self.choosedata_predict_label.setObjectName(_fromUtf8("choosedata_predict_label"))
self.predictdata_vlayout.addWidget(self.choosedata_predict_label)
self.choosedata_predict = make_combobox(datachoices)
self.predictdata_vlayout.addWidget(self.choosedata_predict)
spacerItem6 = QtGui.QSpacerItem(20, 40, QtGui.QSizePolicy.Minimum, QtGui.QSizePolicy.Expanding)
self.predictdata_vlayout.addItem(spacerItem6)
self.verticalLayout.addLayout(self.predictdata_vlayout)
self.module_layout.addWidget(self.submodel_predict)
# put submodel objects in a list
self.submodel_gui_info = [[self.choose_low_model, [-9999, self.low_model_max]],
[self.choose_high_model, [self.high_model_min, 9999]],
[self.choosemodel, [-9999, 9999]]]
self.submodel_predict.setTitle(_translate("MainWindow", "Submodel - Predict", None))
self.choosemodel_label.setText(_translate("MainWindow", "Choose reference model:", None))
self.low_model_max_label.setText(_translate("MainWindow", "Max:", None))
self.high_model_min_label.setText(_translate("MainWindow", "Min: ", None))
self.add_submodel_button.setText(_translate("MainWindow", "Add Submodel", None))
self.delete_submodel_button.setText(_translate("MainWindow", "Delete Submodel", None))
self.optimize_checkbox.setText(_translate("MainWindow", "Optimize", None))
self.choosedata_predict_label.setText(_translate("MainWindow", "Choose data to predict:", None))
# connect the add and delete submodel buttons and opt checkbox
self.add_submodel_button.clicked.connect(lambda: self.add_submodel())
self.delete_submodel_button.clicked.connect(lambda: self.del_submodel())
self.optimize_checkbox.toggled.connect(
lambda: self.optimize_ranges(self.optimize_checkbox.isChecked(), datachoices))
# connect the low and high models so spinbox ranges are updated
self.choose_low_model.currentIndexChanged.connect(
lambda: self.set_ranges(self.choose_low_model.currentText(), maxspin=self.low_model_max))
self.choose_high_model.currentIndexChanged.connect(
lambda: self.set_ranges(self.choose_high_model.currentText(), minspin=self.high_model_min))
# connect everything so that parameters get updated when changed
self.choosemodel.currentIndexChanged.connect(lambda: self.get_sm_params())
self.high_model_min.valueChanged.connect(lambda: self.get_sm_params())
self.low_model_max.valueChanged.connect(lambda: self.get_sm_params())
self.choose_low_model.currentIndexChanged.connect(lambda: self.get_sm_params())
self.choose_high_model.currentIndexChanged.connect(lambda: self.get_sm_params())
self.get_sm_params() # get initial parameters
def interpolation_ui(self):
# TODO have the comboboxes called
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No Data has been loaded')
datachoices = ['No data has been loaded!']
self.Interpolation = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.Interpolation.setFont(font)
self.Interpolation.setObjectName("Interpolation")
self.verticalLayout = QtGui.QVBoxLayout(self.Interpolation)
self.verticalLayout.setMargin(11)
self.verticalLayout.setSpacing(6)
self.verticalLayout.setObjectName("verticalLayout")
self.choosedata_layout = QtGui.QHBoxLayout()
self.choosedata_layout.setMargin(11)
self.choosedata_layout.setSpacing(6)
self.choosedata_layout.setObjectName("choosedata_layout")
self.interpolation_choosedata_label = QtGui.QLabel(self.Interpolation)
self.interpolation_choosedata_label.setObjectName(
"interpolation_choosedata_label")
self.choosedata_layout.addWidget(self.interpolation_choosedata_label)
self.interpoliation_choosedata = make_combobox(datachoices)
self.interpoliation_choosedata.setIconSize(QtCore.QSize(50, 20))
self.interpoliation_choosedata.setObjectName(
"interpolation_choosedata")
self.choosedata_layout.addWidget(self.interpoliation_choosedata)
spacerItem = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding,
QtGui.QSizePolicy.Minimum)
self.choosedata_layout.addItem(spacerItem)
self.verticalLayout.addLayout(self.choosedata_layout)
self.choosedata_layout_2 = QtGui.QHBoxLayout()
self.choosedata_layout_2.setMargin(11)
self.choosedata_layout_2.setSpacing(6)
self.choosedata_layout_2.setObjectName("choosedata_layout_2")
self.interpolation_choosedata_label_2 = QtGui.QLabel(
self.Interpolation)
self.interpolation_choosedata_label_2.setObjectName(
"interpolation_choosedata_label_2")
self.choosedata_layout_2.addWidget(
self.interpolation_choosedata_label_2)
self.interpolation_choosedata_2 = make_combobox(datachoices)
self.interpolation_choosedata_2.setIconSize(QtCore.QSize(50, 20))
self.interpolation_choosedata_2.setObjectName(
"interpolation_choosedata_2")
self.choosedata_layout_2.addWidget(self.interpolation_choosedata_2)
spacerItem1 = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding,
QtGui.QSizePolicy.Minimum)
self.choosedata_layout_2.addItem(spacerItem1)
self.verticalLayout.addLayout(self.choosedata_layout_2)
self.module_layout.addWidget(self.Interpolation)
self.Interpolation.setTitle(
_translate("MainWindow", "Interpolation", None))
self.interpolation_choosedata_label.setText(
_translate("MainWindow", "Choose data to interpolate: ", None))
self.interpolation_choosedata_label_2.setText(
_translate("MainWindow", "Choose data to use as reference: ",
None))
self.set_parameters()
def dim_red_plot_ui(self):
self.dim_red_plot = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.dim_red_plot.setFont(font)
self.dim_red_plot.setObjectName(
_fromUtf8("Dimensionality Reduction Plot"))
self.dim_red_plot_vlayout = QtGui.QVBoxLayout(self.dim_red_plot)
self.dim_red_plot_vlayout.setObjectName(
_fromUtf8("dim_red_plot_vlayout"))
#choose data set to apply dim reduction to
self.dim_red_plot_choose_data_label = QtGui.QLabel(self.dim_red_plot)
self.dim_red_plot_choose_data_label.setObjectName(
_fromUtf8("dim_red_plot_choose_data_label"))
self.dim_red_plot_choose_data_label.setText(
_translate("dim_red_plot", "Choose data:", None))
self.dim_red_plot_vlayout.addWidget(
self.dim_red_plot_choose_data_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.dim_red_plot_choose_data = make_combobox(datachoices)
self.dim_red_plot_vlayout.addWidget(self.dim_red_plot_choose_data)
#Choose the algorithm
self.dim_red_choosealg_label = QtGui.QLabel(self.dim_red_plot)
self.dim_red_choosealg_label.setText(
_translate("dim_red_plot", "Choose method:", None))
self.dim_red_plot_vlayout.addWidget(self.dim_red_choosealg_label)
alg_choices = ['Choose a method', 'PCA', 'ICA', 'ICA-JADE']
self.dim_red_choosealg = make_combobox(alg_choices)
self.dim_red_plot_vlayout.addWidget(self.dim_red_choosealg)
#choose the x and y variables
xyvarchoices = ['Choose a method first']
self.xvar_choices_label = QtGui.QLabel(self.dim_red_plot)
self.xvar_choices_label.setText('Choose X variable:')
self.xvar_choices = make_combobox(xyvarchoices)
self.xvar_choices.setObjectName(_fromUtf8("xvar_choices"))
self.dim_red_plot_vlayout.addWidget(self.xvar_choices_label)
self.dim_red_plot_vlayout.addWidget(self.xvar_choices)
self.yvar_choices_label = QtGui.QLabel(self.dim_red_plot)
self.yvar_choices_label.setText('Choose Y variable:')
self.yvar_choices = make_combobox(xyvarchoices)
self.yvar_choices.setObjectName(_fromUtf8("yvar_choices"))
self.dim_red_plot_vlayout.addWidget(self.yvar_choices_label)
self.dim_red_plot_vlayout.addWidget(self.yvar_choices)
#choose the (optional) variable to use to color code the points
self.colorchoices_label = QtGui.QLabel(self.dim_red_plot)
self.colorchoices_label.setText(
'Choose variable to color code points (optional):')
self.colorchoices = make_combobox([''])
self.colorchoices_change_vars(self.colorchoices)
self.colorchoices.setObjectName(_fromUtf8("colorchoices"))
self.dim_red_plot_vlayout.addWidget(self.colorchoices_label)
self.dim_red_plot_vlayout.addWidget(self.colorchoices)
#choose a filename for the plot
self.file_label = QtGui.QLabel(self.dim_red_plot)
self.file_label.setObjectName(_fromUtf8("file_label"))
self.file_text = QtGui.QLineEdit(self.dim_red_plot)
self.file_text.setObjectName(_fromUtf8("file_text"))
self.dim_red_plot_vlayout.addWidget(self.file_label)
self.dim_red_plot_vlayout.addWidget(self.file_text)
self.module_layout.addWidget(self.dim_red_plot)
self.dim_red_plot.raise_()
self.dim_red_plot.setTitle(
_translate("MainWindow", "Dimensionality Reduction", None))
self.dim_red_plot_choose_data.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
self.dim_red_choosealg.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
self.dim_red_choosealg.currentIndexChanged.connect(
lambda: self.xychoices_change_vars(self.xvar_choices))
self.dim_red_choosealg.currentIndexChanged.connect(
lambda: self.xychoices_change_vars(self.yvar_choices))
self.xvar_choices.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
self.yvar_choices.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
self.colorchoices.currentIndexChanged.connect(
lambda: self.get_dim_red_params())
self.file_text.textChanged.connect(lambda: self.get_dim_red_params())
def stratified_folds_ui(self):
self.strat_folds = QtGui.QGroupBox()
font = QtGui.QFont()
font.setPointSize(10)
self.strat_folds.setFont(font)
self.strat_folds.setObjectName(_fromUtf8("Stratified Folds"))
self.strat_folds_vlayout = QtGui.QVBoxLayout(self.strat_folds)
self.strat_folds_vlayout.setObjectName(_fromUtf8("strat_folds_vlayout"))
self.strat_folds_choose_data_label = QtGui.QLabel(self.strat_folds)
self.strat_folds_choose_data_label.setObjectName(_fromUtf8("strat_folds_choose_data_label"))
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_data_label)
datachoices = self.pysat_fun.datakeys
if datachoices == []:
error_print('No data has been loaded!')
datachoices = ['No data has been loaded!']
self.strat_folds_choose_data = make_combobox(datachoices)
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_data)
self.strat_folds_choose_var_label = QtGui.QLabel(self.strat_folds)
self.strat_folds_choose_var_label.setObjectName(_fromUtf8("strat_folds_choose_var_label"))
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_var_label)
varchoices = self.pysat_fun.data[self.strat_folds_choose_data.currentText()].df['comp'].columns.values
self.strat_folds_choose_var = make_combobox(varchoices)
self.strat_folds_vlayout.addWidget(self.strat_folds_choose_var)
self.strat_folds_choose_data.activated[int].connect(self.strat_fold_change_vars)
self.strat_folds_hlayout = QtGui.QHBoxLayout()
self.strat_folds_hlayout.setObjectName(_fromUtf8("strat_folds_hlayout"))
self.nfolds_label = QtGui.QLabel(self.strat_folds)
self.nfolds_label.setObjectName(_fromUtf8("nfolds_label"))
self.strat_folds_hlayout.addWidget(self.nfolds_label)
self.nfolds_spin = QtGui.QSpinBox(self.strat_folds)
self.nfolds_spin.setObjectName(_fromUtf8("nfolds_spin"))
self.nfolds_spin.setMinimum(1)
self.strat_folds_hlayout.addWidget(self.nfolds_spin)
self.test_fold_label = QtGui.QLabel(self.strat_folds)
self.test_fold_label.setObjectName(_fromUtf8("test_fold_label"))
self.strat_folds_hlayout.addWidget(self.test_fold_label)
self.test_fold_label = QtGui.QLabel(self.strat_folds)
self.test_fold_label.setObjectName(_fromUtf8("test_fold_label"))
self.strat_folds_hlayout.addWidget(self.test_fold_label)
foldchoices = ['1']
self.choose_test_fold = make_combobox(foldchoices)
self.choose_test_fold.setObjectName(_fromUtf8("choose_test_fold"))
self.nfolds_spin.valueChanged.connect(self.strat_fold_change_testfolds)
self.strat_folds_hlayout.addWidget(self.choose_test_fold)
self.spacerItem = QtGui.QSpacerItem(40, 20, QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Minimum)
self.strat_folds_hlayout.addItem(self.spacerItem)
# self.create_folds = QtGui.QPushButton(self.strat_folds)
# self.create_folds.setObjectName(_fromUtf8("create_folds"))
# self.create_folds.setText(_translate("strat_folds", "Create Folds", None))
# self.strat_folds_hlayout.addWidget(self.create_folds)
self.strat_folds_vlayout.addLayout(self.strat_folds_hlayout)
self.verticalLayout_8.addWidget(self.strat_folds)
self.strat_folds.raise_()
self.strat_folds.setTitle(_translate("MainWindow", "Stratified Folds", None))
self.nfolds_label.setText(_translate("strat_folds", "N folds", None))
self.test_fold_label.setText(_translate("strat_folds", "Test Fold", None))
# self.create_folds.setText(_translate("strat_folds", "Create Folds", None))
self.strat_folds_choose_data_label.setText(_translate("strat_folds", "Choose data to stratify:", None))
self.strat_folds_choose_var_label.setText(_translate("strat_folds", "Choose variable on which to sort:", None))
self.choose_test_fold.currentIndexChanged.connect(lambda: self.get_strat_fold_params())
self.nfolds_spin.valueChanged.connect(lambda: self.get_strat_fold_params())
self.strat_folds_choose_data.currentIndexChanged.connect(lambda: self.get_strat_fold_params())
