def __init__(self, parent):
self.parent = parent
self.model = SideBarModel()
self.view = SideBarWidget()
self.advanced_dialog = None
self.view.fit_btn.clicked.connect(self.fit)
self.view.reset_btn.clicked.connect(self.reset)
open_file_btn = self.view.input_group_box.open_file_btn
open_file_btn.clicked.connect(self.open_file)
advanced_btn = self.view.options_group_box.advanced_btn
advanced_btn.clicked.connect(self.show_advanced_dialog)
class SideBarController(object):
"""This class represents the controller of *SideBarWidget*.
:param: parent: the parent controller
:type parent: *MainWIndowsController*
:returns: an instance of *SideBarController*
"""
def __init__(self, parent):
self.parent = parent
self.model = SideBarModel()
self.view = SideBarWidget()
self.advanced_dialog = None
self.view.fit_btn.clicked.connect(self.fit)
self.view.reset_btn.clicked.connect(self.reset)
open_file_btn = self.view.input_group_box.open_file_btn
open_file_btn.clicked.connect(self.open_file)
advanced_btn = self.view.options_group_box.advanced_btn
advanced_btn.clicked.connect(self.show_advanced_dialog)
def open_file(self):
"""Shows an open file dialog and update the *InputGroupBox* with
information from selected CSV file. Scanned data *InputModel*
will be save in *InputModel*.
"""
view = self.view.input_group_box
model = self.model.input_model
file_name = self.view.input_group_box.open_file()
file_content = csvmanager.read(file_name)
if not file_name:
return # no file was selected, do nothing
if not file_content:
self.view.options_group_box.warning(Notification.INVALID_DATA)
model.file_name = file_name
model.file_content = file_content
model.file_length = len(file_content.values()[0])
model.data_range = '0:%s' % model.file_length # Default
model.data_percentage = 100.00 # Default
model.population = 1 # Default
view.update(file_name=model.file_name,
date_cb_title=file_content.keys(),
data_cb_title=file_content.keys(),
data_range=model.data_range,
data_percentage=model.data_percentage,
population=model.population)
def fit(self):
"""Starts the fitting process by collectoing information from
*InputGroupBox* and *OptionsGroupBox*. Information will triggered
to *epipylib.core.fit*.
"""
if not self.update_input_model():
return # Do nothing
if not self.update_options_model():
return # Do nothing
im = self.model.input_model
data_range = im.data_range.split(":")
from_value = int(data_range[0])
to_value = int(data_range[1])
file_content = im.file_content
try:
# X-axis = time
x_data = file_content[str(im.date_col_title)]
# Y-axis = infected individual
y_data = file_content[str(im.data_col_title)]
y_data = np.array(y_data[from_value:to_value], dtype=float)
try:
x_data = np.array(x_data[from_value:to_value], dtype=float)
except ValueError: # Try to convert dates into a valid format
x_data = dateconverter.convert(x_data)
if len(x_data) == 0: # Can not convert dates
self.view.input_group_box.show_notification(
Notification.INVALID_DATE_DATA)
return
# Convert dates
x_data = x_data[from_value:to_value]
except ValueError:
return
percentage = int(im.data_percentage)
x_data = x_data[:len(x_data) * percentage / 100]
y_data = y_data[:len(y_data) * percentage / 100]
om = self.model.options_model
epi_model = om.epidemic_model
epi_model_param = om.epidemic_model_parameters.values()
N0 = om.epidemic_model_class.init_model(N=im.population,
y0=y_data[-1])
if om.with_parameters:
fitted_data, param, corr_coef = fit(model=epi_model,
N0=N0,
xdata=x_data,
params=(epi_model_param))
else:
y_data_fit, param, corr_coef = fit(model=epi_model,
xdata=x_data,
ydata=y_data,
N0=N0,
iter=10)
om.epidemic_model_parameters = param
self.parent.set_info_text(str(self.model))
self.parent.plot_data(x_data, y_data,
x_data, y_data_fit)
def reset(self):
"""Resets *SideBarWidget* and create new *SideBarModel*."""
self.view.clear()
self.model = SideBarModel()
def set_options_model(self):
"""Sets selected epidemic model information from *AdvancedDialog*."""
param_group_box, epidemic_model_class, epidemic_model =\
self.advanced_dialog.get_selected_model()
self.view.options_group_box.add_parameter_group_box(param_group_box)
self.model.options_model.epidemic_model = epidemic_model
self.model.options_model.epidemic_model_class = epidemic_model_class
def show_advanced_dialog(self):
"""Shows the *AdvancedDialog* based on selected epidemic model from
*OptionsGroupBox*.
"""
model = self.view.options_group_box.model_combo_box.currentText()
if model == 'SIR':
self.advanced_dialog = SIRAdvancedDialog()
elif model == 'SEIR':
self.advanced_dialog = SEIRAdvancedDialog()
elif model == 'SIRS':
self.advanced_dialog = SIRSAdvancedDialog()
if self.advanced_dialog:
self.advanced_dialog.show()
self.advanced_dialog.button_box.accepted.connect(
self.set_options_model)
else:
self.view.options_group_box.warning(Notification.NO_MODEL)
def update_input_model(self):
"""Updates the *InputModel* with information from *InputGroupBox*.
:returns: success of update
:rtype: True/False
"""
view = self.view.input_group_box
model = self.model.input_model
if not model.file_content:
view.show_notification(Notification.NO_FILE)
return False
model.data_percentage = view.get_data_percentage()
date_col_title = view.get_selected_date_cb_text()
data_col_title = view.get_selected_data_cb_text()
if date_col_title == data_col_title:
view.show_notification(Notification.SAME_DATE_DATA)
return False
model.date_col_title = date_col_title
model.data_col_title = data_col_title
data_range = str(view.get_data_range())
if not data_range or data_range.startswith(':'):
view.show_notification(NO_DATA_RANGE)
return False
from_value = int(data_range.split(":")[0])
to_value = int(data_range.split(":")[1])
if to_value < from_value or to_value > model.file_length:
view.show_notification(Notification.INVALID_DATA_RANGE)
return False
model.data_range = data_range
population = view.get_population()
if not population:
view.show_notification(Notification.NO_POPULATION)
return False
model.population = population
return True
def update_options_model(self):
"""Update the *OptionsModel* with information from
*OptionsGroupBox*.
:returns: success of update
:rtype: True/False
"""
view = self.view.options_group_box
model = self.model.options_model
parameters = view.get_model_parameters()
if not parameters:
view.show_notification(Notification.NO_MODEL)
return False
model.epidemic_model_parameters = parameters
model.with_parameters = view.parameters_check_box.isChecked()
return True