Exemplo n.º 1
0
class EndpointFrame:
    """
    Object to be passed into notebook panel for the Endpoint tab
    """
    def __init__(self, parent, group_data, time_series, regression,
                 control_chart):
        """
        :param parent:  notebook panel in main view
        :type parent: Panel
        :param group_data: dvh, table_data, and stats_data
        :type group_data: dict
        :param time_series: Time Series object in notebook
        :type time_series: TimeSeriesFrame
        :param regression: Regression frame object in notebook
        :type regression: RegressionFrame
        :param control_chart: Control Chart frame object in notebook
        :type control_chart: ControlChartFrame
        """

        self.parent = parent
        self.group_data = group_data
        self.time_series = time_series
        self.regression = regression
        self.control_chart = control_chart
        self.group_data = group_data
        self.initial_columns = ['MRN', 'Tx Site', 'ROI Name', 'Volume (cc)']
        self.widths = [150, 150, 250, 100]

        self.button = {
            'add': wx.Button(self.parent, wx.ID_ANY, "Add Endpoint"),
            'del': wx.Button(self.parent, wx.ID_ANY, "Delete Endpoint"),
            'exp': wx.Button(self.parent, wx.ID_ANY, 'Export')
        }

        self.table = {
            key: wx.ListCtrl(self.parent,
                             wx.ID_ANY,
                             style=wx.BORDER_SUNKEN | wx.LC_HRULES
                             | wx.LC_REPORT | wx.LC_VRULES)
            for key in [1, 2]
        }
        for table in self.table.values():
            table.SetMinSize(get_window_size(0.623, 0.28))
        self.data_table = {key: DataTable(self.table[key]) for key in [1, 2]}

        self.endpoint_defs = DataTable(None,
                                       columns=[
                                           'label', 'output_type',
                                           'input_type', 'input_value',
                                           'units_in', 'units_out'
                                       ])

        for key in [1, 2]:
            if self.group_data[key]['dvh']:
                self.group_data[key]['dvh'].endpoints[
                    'data'] = self.data_table[key].data
                self.group_data[key]['dvh'].endpoints[
                    'defs'] = self.endpoint_defs.data

        self.__do_bind()
        self.__set_properties()
        self.__do_layout()

        self.disable_buttons()

    def __do_bind(self):
        self.parent.Bind(wx.EVT_BUTTON,
                         self.add_ep_button_click,
                         id=self.button['add'].GetId())
        self.parent.Bind(wx.EVT_BUTTON,
                         self.del_ep_button_click,
                         id=self.button['del'].GetId())
        self.parent.Bind(wx.EVT_BUTTON,
                         self.on_export_csv,
                         id=self.button['exp'].GetId())

    def __set_properties(self):
        for table in self.table.values():
            for i, column in enumerate(self.initial_columns):
                table.AppendColumn(column,
                                   format=wx.LIST_FORMAT_LEFT,
                                   width=self.widths[i])

    def __do_layout(self):
        sizer_wrapper = wx.BoxSizer(wx.VERTICAL)
        vbox = wx.BoxSizer(wx.VERTICAL)
        hbox = wx.BoxSizer(wx.HORIZONTAL)
        for key in list(self.button):
            hbox.Add(self.button[key], 0, wx.ALL, 5)
        vbox.Add(hbox, 0, wx.ALL | wx.EXPAND, 5)
        for grp in [1, 2]:
            vbox.Add(
                wx.StaticText(self.parent, wx.ID_ANY, "Query Group %s:" % grp),
                0, wx.EXPAND | wx.BOTTOM, 5)
            vbox.Add(self.table[grp], 1, wx.EXPAND, 0)
            vbox.Add((10, 10), 0, 0, 0)
        sizer_wrapper.Add(vbox, 1, wx.ALL | wx.EXPAND, 20)
        self.layout = sizer_wrapper

    def calculate_endpoints(self):

        columns = {key: [c for c in self.initial_columns] for key in [1, 2]}
        if self.data_table[1].data:
            current_labels = [
                key for key in list(self.data_table[1].data)
                if key not in columns
            ]
        else:
            current_labels = []

        eps = {
            grp: {
                'MRN': group_data['dvh'].mrn,
                'Tx Site': group_data['dvh'].get_plan_values('tx_site'),
                'ROI Name': group_data['dvh'].roi_name,
                'Volume (cc)': group_data['dvh'].volume
            }
            for grp, group_data in self.group_data.items() if group_data['dvh']
        }

        ep_defs = self.endpoint_defs.data
        for group, ep in eps.items():
            if ep_defs:
                for i, ep_name in enumerate(ep_defs['label']):

                    if ep_name not in columns[group]:
                        columns[group].append(ep_name)

                        if ep_name in current_labels:
                            ep[ep_name] = deepcopy(
                                self.data_table[group].data[ep_name])

                        else:
                            endpoint_input = ep_defs['input_type'][i]
                            endpoint_output = ep_defs['output_type'][i]

                            x = float(ep_defs['input_value'][i])
                            if endpoint_input == 'relative':
                                x /= 100.

                            dvh = self.group_data[group]['dvh']
                            if 'V' in ep_name:
                                ep[ep_name] = dvh.get_volume_of_dose(
                                    x,
                                    volume_scale=endpoint_output,
                                    dose_scale=endpoint_input)
                            else:
                                ep[ep_name] = dvh.get_dose_to_volume(
                                    x,
                                    dose_scale=endpoint_output,
                                    volume_scale=endpoint_input)

        for group, ep in eps.items():
            self.data_table[group].set_data(ep, columns[group])
            self.data_table[group].set_column_width(0, 150)
            self.data_table[group].set_column_width(1, 150)
            self.data_table[group].set_column_width(2, 200)

    def add_ep_button_click(self, evt):
        # TODO: Track down duplicate table refreshes/calculations
        dlg = AddEndpointDialog()
        res = dlg.ShowModal()
        if res == wx.ID_OK and dlg.is_endpoint_valid:
            self.endpoint_defs.append_row(dlg.endpoint_row)
            self.calculate_endpoints()
            self.enable_buttons()
            self.update_endpoints_in_dvh()
        dlg.Destroy()
        self.update_endpoints_and_radbio_in_group_data()
        self.regression.update_combo_box_choices()
        self.control_chart.update_combo_box_y_choices()
        self.time_series.update_y_axis_options()

    def del_ep_button_click(self, evt):
        dlg = DelEndpointDialog(self.data_table[1].columns)
        res = dlg.ShowModal()
        if res == wx.ID_OK:
            for value in dlg.selected_values:
                for data_table in self.data_table.values():
                    if data_table.columns and value in data_table.columns:
                        data_table.delete_column(value)
                endpoint_def_row = self.endpoint_defs.data['label'].index(
                    value)
                self.update_endpoints_in_dvh()
                self.endpoint_defs.delete_row(endpoint_def_row)
                self.update_endpoints_and_radbio_in_group_data()

            self.time_series.update_y_axis_options()
        dlg.Destroy()

        for group in self.group_data.values():
            if group['stats_data']:
                group['stats_data'].update_endpoints_and_radbio()
        self.regression.update_combo_box_choices()
        self.control_chart.update_combo_box_y_choices()

        for data_table in self.data_table.values():
            if data_table.column_count == 3:
                self.button['del'].Disable()
                self.button['exp'].Disable()

    def update_dvh(self, group_data):
        self.group_data = group_data
        self.update_endpoints_in_dvh()

    def update_endpoints_and_radbio_in_group_data(self):
        for grp, data in self.group_data.items():
            if data['stats_data']:
                data['stats_data'].update_endpoints_and_radbio()
                if grp == 2:
                    sync_variables_in_stats_data_objects(
                        self.group_data[1]['stats_data'],
                        self.group_data[2]['stats_data'])

    def update_endpoints_in_dvh(self):
        for group in [1, 2]:
            if self.group_data[group]['dvh']:
                self.group_data[group]['dvh'].endpoints[
                    'data'] = self.data_table[group].data
                self.group_data[group]['dvh'].endpoints[
                    'defs'] = self.endpoint_defs.data

    def clear_data(self):
        for data_table in self.data_table.values():
            data_table.delete_all_rows()
        self.endpoint_defs.delete_all_rows(
            force_delete_data=True)  # no attached layout, force delete

        for data_table in self.data_table.values():
            if data_table.data:
                for column in list(data_table.data):
                    if column not in self.initial_columns:
                        data_table.delete_column(column)

    def enable_buttons(self):
        for key in list(self.button):
            self.button[key].Enable()

    def disable_buttons(self):
        for key in list(self.button):
            self.button[key].Disable()

    def enable_initial_buttons(self):
        self.button['add'].Enable()

    def get_csv(self, selection=None):
        uid = {
            1: {
                'title': 'Study Instance UID',
                'data': self.group_data[1]['dvh'].uid
            }
        }
        csv = self.data_table[1].get_csv(extra_column_data=uid)
        if self.group_data[2]['dvh']:
            uid = {
                1: {
                    'title': 'Study Instance UID',
                    'data': self.group_data[2]['dvh'].uid
                }
            }
            csv = 'Group 1\n%s\n\nGroup 2\n%s' % (
                csv, self.data_table[2].get_csv(extra_column_data=uid))

        return csv

    def on_export_csv(self, evt):
        save_data_to_file(self.parent, "Export Endpoints to CSV",
                          self.get_csv())

    def get_save_data(self):
        return {
            'data_table_1': self.data_table[1].get_save_data(),
            'data_table_2': self.data_table[2].get_save_data(),
            'endpoint_defs': self.endpoint_defs.get_save_data()
        }

    def load_save_data(self, save_data):
        self.data_table[1].load_save_data(save_data['data_table_1'],
                                          ignore_layout=True)
        self.data_table[2].load_save_data(save_data['data_table_2'],
                                          ignore_layout=True)
        self.endpoint_defs.load_save_data(save_data['endpoint_defs'],
                                          ignore_layout=True)
        self.calculate_endpoints()

    @property
    def has_data(self):
        if self.endpoint_defs.data and self.endpoint_defs.data['label']:
            return True
        return False
Exemplo n.º 2
0
class DVHAMainFrame(wx.Frame):
    def __init__(self, *args, **kwds):
        kwds["style"] = kwds.get("style", 0) | wx.DEFAULT_FRAME_STYLE
        wx.Frame.__init__(self, *args, **kwds)

        self.layout_set = False

        self.sizer_dvhs = wx.BoxSizer(wx.VERTICAL)

        set_msw_background_color(
            self)  # If windows, change the background color

        self.options = Options()

        # Initial DVH object and data
        self.dvh = None
        self.data = {key: None for key in ['Plans', 'Beams', 'Rxs']}
        self.stats_data = None
        self.save_data = {}

        self.toolbar_keys = [
            'Open', 'Close', 'Save', 'Export', 'Import', 'Database', 'ROI Map',
            'Settings'
        ]
        self.toolbar_ids = {
            key: i + 1000
            for i, key in enumerate(self.toolbar_keys)
        }

        # sql_columns.py contains dictionaries of all queryable variables along with their
        # SQL columns and tables. Numerical categories include their units as well.
        self.categorical_columns = sql_columns.categorical
        self.numerical_columns = sql_columns.numerical

        # Keep track of currently selected row in the query tables
        self.selected_index_categorical = None
        self.selected_index_numerical = None

        # Load ROI Map now and pass to other objects for continuity
        # TODO: Need a method to address multiple users editing roi_map at the same time
        self.roi_map = DatabaseROIs()

        self.__add_menubar()
        self.__add_tool_bar()
        self.__add_layout_objects()
        self.__bind_layout_objects()
        self.__set_properties()
        self.__set_tooltips()
        self.__add_notebook_frames()
        self.__do_layout()

        self.disable_query_buttons('categorical')
        self.disable_query_buttons('numerical')
        self.button_query_execute.Disable()
        self.__disable_notebook_tabs()

        columns = {
            'categorical': ['category_1', 'category_2', 'Filter Type'],
            'numerical': ['category', 'min', 'max', 'Filter Type']
        }
        self.data_table_categorical = DataTable(self.table_categorical,
                                                columns=columns['categorical'])
        self.data_table_numerical = DataTable(self.table_numerical,
                                              columns=columns['numerical'])

        if not echo_sql_db():
            self.__disable_add_filter_buttons()

    def __add_tool_bar(self):
        self.frame_toolbar = wx.ToolBar(self,
                                        -1,
                                        style=wx.TB_HORIZONTAL | wx.TB_TEXT)
        self.SetToolBar(self.frame_toolbar)

        description = {
            'Open': "Open previously queried data",
            'Close': "Clear queried data",
            'Save': "Save queried data",
            # 'Print': "Print a report",
            'Export': "Export data to CSV",
            'Import': "DICOM import wizard",
            'Settings': "User Settings",
            'Database': "Database Administrator Tools",
            'ROI Map': "Define ROI name aliases"
        }

        for key in self.toolbar_keys:
            bitmap = wx.Bitmap(ICONS[key], wx.BITMAP_TYPE_ANY)
            if is_windows() or is_linux():
                bitmap = scale_bitmap(bitmap, 30, 30)
            self.frame_toolbar.AddTool(self.toolbar_ids[key], key, bitmap,
                                       wx.NullBitmap, wx.ITEM_NORMAL,
                                       description[key], "")

            if key in {'Close', 'Export', 'ROI Map'}:
                self.frame_toolbar.AddSeparator()

        self.Bind(wx.EVT_TOOL, self.on_save, id=self.toolbar_ids['Save'])
        self.Bind(wx.EVT_TOOL, self.on_open, id=self.toolbar_ids['Open'])
        self.Bind(wx.EVT_TOOL, self.on_export, id=self.toolbar_ids['Export'])
        self.Bind(wx.EVT_TOOL,
                  self.on_toolbar_database,
                  id=self.toolbar_ids['Database'])
        self.Bind(wx.EVT_TOOL,
                  self.on_toolbar_settings,
                  id=self.toolbar_ids['Settings'])
        self.Bind(wx.EVT_TOOL,
                  self.on_toolbar_roi_map,
                  id=self.toolbar_ids['ROI Map'])
        self.Bind(wx.EVT_TOOL, self.on_close, id=self.toolbar_ids['Close'])
        self.Bind(wx.EVT_TOOL,
                  self.on_toolbar_import,
                  id=self.toolbar_ids['Import'])

    def __add_menubar(self):

        self.frame_menubar = wx.MenuBar()

        file_menu = wx.Menu()
        # file_menu.Append(wx.ID_NEW, '&New')
        menu_open = file_menu.Append(wx.ID_OPEN, '&Open\tCtrl+O')
        menu_save = file_menu.Append(wx.ID_ANY, '&Save\tCtrl+S')
        menu_close = file_menu.Append(wx.ID_ANY, '&Close')

        export_plot = wx.Menu()
        export_dvhs = export_plot.Append(wx.ID_ANY, 'DVHs')
        export_time_series = export_plot.Append(wx.ID_ANY, 'Time Series')
        export_regression = export_plot.Append(wx.ID_ANY, 'Regression')
        export_control_chart = export_plot.Append(wx.ID_ANY, 'Control Chart')

        export = wx.Menu()
        export_csv = export.Append(wx.ID_ANY, 'Data to csv\tCtrl+E')
        export.AppendSubMenu(export_plot, 'Plot to html')
        file_menu.AppendSeparator()

        qmi = file_menu.Append(wx.ID_ANY, '&Quit\tCtrl+Q')

        self.data_menu = wx.Menu()

        self.data_views = {
            key: None
            for key in ['DVHs', 'Plans', 'Rxs', 'Beams']
        }
        self.data_menu.AppendSubMenu(export, '&Export')
        self.data_menu_items = {
            'DVHs': self.data_menu.Append(wx.ID_ANY, 'Show DVHs\tCtrl+1'),
            'Plans': self.data_menu.Append(wx.ID_ANY, 'Show Plans\tCtrl+2'),
            'Rxs': self.data_menu.Append(wx.ID_ANY, 'Show Rxs\tCtrl+3'),
            'Beams': self.data_menu.Append(wx.ID_ANY, 'Show Beams\tCtrl+4')
        }

        settings_menu = wx.Menu()
        menu_pref = settings_menu.Append(wx.ID_PREFERENCES)
        menu_sql = settings_menu.Append(wx.ID_ANY,
                                        '&Database Connection\tCtrl+D')
        menu_user_settings = settings_menu.Append(wx.ID_ANY,
                                                  '&User Settings\tCtrl+,')

        help_menu = wx.Menu()
        menu_about = help_menu.Append(wx.ID_ANY, '&About')

        self.Bind(wx.EVT_MENU, self.on_quit, qmi)
        self.Bind(wx.EVT_MENU, self.on_open, menu_open)
        self.Bind(wx.EVT_MENU, self.on_close, menu_close)
        self.Bind(wx.EVT_MENU, self.on_export, export_csv)
        self.Bind(wx.EVT_MENU, self.on_save, menu_save)
        self.Bind(wx.EVT_MENU, self.on_pref, menu_pref)
        self.Bind(wx.EVT_MENU, self.on_pref, menu_user_settings)
        self.Bind(wx.EVT_MENU, self.on_about, menu_about)
        self.Bind(wx.EVT_MENU, self.on_sql, menu_sql)

        self.Bind(wx.EVT_MENU, self.on_save_plot_dvhs, export_dvhs)
        self.Bind(wx.EVT_MENU, self.on_save_plot_time_series,
                  export_time_series)
        self.Bind(wx.EVT_MENU, self.on_save_plot_regression, export_regression)
        self.Bind(wx.EVT_MENU, self.on_save_plot_control_chart,
                  export_control_chart)
        self.Bind(wx.EVT_MENU, self.on_view_dvhs, self.data_menu_items['DVHs'])
        self.Bind(wx.EVT_MENU, self.on_view_plans,
                  self.data_menu_items['Plans'])
        self.Bind(wx.EVT_MENU, self.on_view_rxs, self.data_menu_items['Rxs'])
        self.Bind(wx.EVT_MENU, self.on_view_beams,
                  self.data_menu_items['Beams'])

        self.frame_menubar.Append(file_menu, '&File')
        self.frame_menubar.Append(self.data_menu, '&Data')
        self.frame_menubar.Append(settings_menu, '&Settings')
        self.frame_menubar.Append(help_menu, '&Help')
        self.SetMenuBar(self.frame_menubar)

    def __add_layout_objects(self):
        self.button_categorical = {
            'add': wx.Button(self, wx.ID_ANY, "Add Filter"),
            'del': wx.Button(self, wx.ID_ANY, "Delete Selected"),
            'edit': wx.Button(self, wx.ID_ANY, "Edit Selected")
        }
        self.button_numerical = {
            'add': wx.Button(self, wx.ID_ANY, "Add Filter"),
            'del': wx.Button(self, wx.ID_ANY, "Delete Selected"),
            'edit': wx.Button(self, wx.ID_ANY, "Edit Selected")
        }

        self.table_categorical = wx.ListCtrl(self,
                                             wx.ID_ANY,
                                             style=wx.BORDER_SUNKEN
                                             | wx.LC_REPORT)
        self.table_numerical = wx.ListCtrl(self,
                                           wx.ID_ANY,
                                           style=wx.BORDER_SUNKEN
                                           | wx.LC_REPORT)

        self.button_query_execute = wx.Button(self, wx.ID_ANY,
                                              "Query and Retrieve")

        self.notebook_main_view = wx.Notebook(self, wx.ID_ANY)
        self.tab_keys = [
            'Welcome', 'DVHs', 'Endpoints', 'Rad Bio', 'Time Series',
            'Regression', 'Control Chart'
        ]
        self.notebook_tab = {
            key: wx.Panel(self.notebook_main_view, wx.ID_ANY)
            for key in self.tab_keys
        }

        self.text_summary = wx.StaticText(self,
                                          wx.ID_ANY,
                                          "",
                                          style=wx.ALIGN_LEFT)

    def __bind_layout_objects(self):
        self.Bind(wx.EVT_LIST_ITEM_SELECTED, self.on_item_select_categorical,
                  self.table_categorical)
        self.Bind(wx.EVT_BUTTON,
                  self.add_row_categorical,
                  id=self.button_categorical['add'].GetId())
        self.Bind(wx.EVT_BUTTON,
                  self.del_row_categorical,
                  id=self.button_categorical['del'].GetId())
        self.Bind(wx.EVT_BUTTON,
                  self.edit_row_categorical,
                  id=self.button_categorical['edit'].GetId())
        self.Bind(wx.EVT_LIST_ITEM_ACTIVATED, self.doubleclick_categorical,
                  self.table_categorical)

        self.Bind(wx.EVT_LIST_ITEM_SELECTED, self.on_item_select_numerical,
                  self.table_numerical)
        self.Bind(wx.EVT_BUTTON,
                  self.add_row_numerical,
                  id=self.button_numerical['add'].GetId())
        self.Bind(wx.EVT_BUTTON,
                  self.del_row_numerical,
                  id=self.button_numerical['del'].GetId())
        self.Bind(wx.EVT_BUTTON,
                  self.edit_row_numerical,
                  id=self.button_numerical['edit'].GetId())
        self.Bind(wx.EVT_LIST_ITEM_ACTIVATED, self.doubleclick_numerical,
                  self.table_numerical)

        self.Bind(wx.EVT_BUTTON,
                  self.exec_query_button,
                  id=self.button_query_execute.GetId())

        self.Bind(wx.EVT_SIZE, self.on_resize)

    def __set_properties(self):
        self.SetTitle("DVH Analytics")

        self.frame_toolbar.Realize()

        self.table_categorical.AppendColumn("Category1",
                                            format=wx.LIST_FORMAT_LEFT,
                                            width=180)
        self.table_categorical.AppendColumn("Category2",
                                            format=wx.LIST_FORMAT_LEFT,
                                            width=150)
        self.table_categorical.AppendColumn("Filter Type",
                                            format=wx.LIST_FORMAT_LEFT,
                                            width=80)

        self.table_numerical.AppendColumn("Category",
                                          format=wx.LIST_FORMAT_LEFT,
                                          width=150)
        self.table_numerical.AppendColumn("Min",
                                          format=wx.LIST_FORMAT_LEFT,
                                          width=90)
        self.table_numerical.AppendColumn("Max",
                                          format=wx.LIST_FORMAT_LEFT,
                                          width=90)
        self.table_numerical.AppendColumn("Filter Type",
                                          format=wx.LIST_FORMAT_LEFT,
                                          width=80)

    def __set_tooltips(self):
        self.button_categorical['add'].SetToolTip(
            "Add a categorical data filter.")
        self.button_categorical['del'].SetToolTip(
            "Delete the currently selected category filter.")
        self.button_categorical['edit'].SetToolTip(
            "Edit the currently selected category filter.")
        self.button_numerical['add'].SetToolTip("Add a numerical data filter.")
        self.button_numerical['del'].SetToolTip(
            "Delete the currently selected numerical data filter.")
        self.button_numerical['edit'].SetToolTip(
            "Edit the currently selected data filter.")
        self.button_query_execute.SetToolTip(
            "Query the database with the filters entered below. At least one "
            "filter must be added.")

    def __add_notebook_frames(self):
        self.plot = PlotStatDVH(self.notebook_tab['DVHs'], self.dvh,
                                self.options)
        self.time_series = TimeSeriesFrame(self.notebook_tab['Time Series'],
                                           self.dvh, self.data, self.options)
        self.regression = RegressionFrame(self.notebook_tab['Regression'],
                                          self.stats_data, self.options)
        self.control_chart = ControlChartFrame(
            self.notebook_tab['Control Chart'], self.dvh, self.stats_data,
            self.options)
        self.radbio = RadBioFrame(self.notebook_tab['Rad Bio'], self.dvh,
                                  self.time_series, self.regression,
                                  self.control_chart)
        self.endpoint = EndpointFrame(self.notebook_tab['Endpoints'], self.dvh,
                                      self.time_series, self.regression,
                                      self.control_chart)

    def __do_layout(self):
        sizer_summary = wx.StaticBoxSizer(
            wx.StaticBox(self, wx.ID_ANY, "Summary"), wx.HORIZONTAL)
        sizer_query_numerical = wx.StaticBoxSizer(
            wx.StaticBox(self, wx.ID_ANY, "Query by Numerical Data"),
            wx.VERTICAL)

        sizer_query_categorical = wx.StaticBoxSizer(
            wx.StaticBox(self, wx.ID_ANY, "Query by Categorical Data"),
            wx.VERTICAL)

        sizer_categorical_buttons = wx.BoxSizer(wx.HORIZONTAL)
        sizer_numerical_buttons = wx.BoxSizer(wx.HORIZONTAL)

        for key in ['add', 'del', 'edit']:
            sizer_categorical_buttons.Add(self.button_categorical[key], 0,
                                          wx.ALL, 5)
            sizer_numerical_buttons.Add(self.button_numerical[key], 0, wx.ALL,
                                        5)

        sizer_query_categorical.Add(sizer_categorical_buttons, 0,
                                    wx.ALL | wx.EXPAND, 5)
        sizer_query_categorical.Add(self.table_categorical, 1,
                                    wx.ALL | wx.EXPAND, 10)

        sizer_query_numerical.Add(sizer_numerical_buttons, 0,
                                  wx.ALL | wx.EXPAND, 5)
        sizer_query_numerical.Add(self.table_numerical, 1, wx.ALL | wx.EXPAND,
                                  10)

        sizer_summary.Add(self.text_summary)

        panel_left = wx.BoxSizer(wx.VERTICAL)
        panel_left.Add(sizer_query_categorical, 0,
                       wx.EXPAND | wx.LEFT | wx.RIGHT | wx.SHAPED | wx.TOP, 5)
        panel_left.Add(sizer_query_numerical, 0,
                       wx.BOTTOM | wx.EXPAND | wx.LEFT | wx.RIGHT | wx.SHAPED,
                       5)
        panel_left.Add(self.button_query_execute, 0,
                       wx.ALIGN_CENTER | wx.LEFT | wx.RIGHT, 15)
        panel_left.Add(sizer_summary, 1, wx.ALL | wx.EXPAND, 5)

        bitmap_logo = wx.StaticBitmap(self.notebook_tab['Welcome'], wx.ID_ANY,
                                      wx.Bitmap(LOGO_PATH, wx.BITMAP_TYPE_ANY))
        text_welcome = wx.StaticText(
            self.notebook_tab['Welcome'],
            wx.ID_ANY,
            "\n\nWelcome to DVH Analytics.\nIf you already have a database built, design "
            "a query with the filters to the left.\n\n\n\nDVH Analytics is a software "
            "application to help radiation oncology departments build an in-house database "
            "of treatment planning data for the purpose of historical comparisons and "
            "statistical analysis. This code is still in development. Please contact the "
            "developer if you are interested in testing or collaborating.\n\nThe application "
            "builds a SQL database of DVHs and various planning parameters from DICOM files "
            "(i.e., Plan, Structure, Dose). Since the data is extracted directly from DICOM "
            "files, we intend to accommodate an array of treatment planning system vendors.",
            style=wx.ALIGN_CENTER)

        text_welcome_size = get_window_size(0.417, 0.476)
        text_welcome.SetMinSize(text_welcome_size)
        text_welcome.Wrap(text_welcome_size[1])

        sizer_welcome = wx.BoxSizer(wx.VERTICAL)
        sizer_welcome.Add(bitmap_logo, 0,
                          wx.ALIGN_CENTER | wx.LEFT | wx.RIGHT | wx.TOP, 100)
        sizer_welcome.Add(text_welcome, 0, wx.ALIGN_CENTER | wx.ALL, 25)
        self.notebook_tab['Welcome'].SetSizer(sizer_welcome)

        self.sizer_dvhs.Add(self.plot.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['DVHs'].SetSizer(self.sizer_dvhs)

        sizer_endpoint = wx.BoxSizer(wx.VERTICAL)
        sizer_endpoint.Add(self.endpoint.layout, 0, wx.ALL, 25)
        self.notebook_tab['Endpoints'].SetSizer(sizer_endpoint)

        sizer_rad_bio = wx.BoxSizer(wx.VERTICAL)
        sizer_rad_bio.Add(self.radbio.layout, 0, wx.ALL, 25)
        self.notebook_tab['Rad Bio'].SetSizer(sizer_rad_bio)

        sizer_time_series = wx.BoxSizer(wx.VERTICAL)
        sizer_time_series.Add(self.time_series.layout, 1, wx.EXPAND | wx.ALL,
                              25)
        self.notebook_tab['Time Series'].SetSizer(sizer_time_series)

        sizer_regression = wx.BoxSizer(wx.VERTICAL)
        sizer_regression.Add(self.regression.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['Regression'].SetSizer(sizer_regression)

        sizer_control_chart = wx.BoxSizer(wx.VERTICAL)
        sizer_control_chart.Add(self.control_chart.layout, 1,
                                wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['Control Chart'].SetSizer(sizer_control_chart)

        for key in self.tab_keys:
            self.notebook_main_view.AddPage(self.notebook_tab[key], key)

        sizer_main = wx.BoxSizer(wx.VERTICAL)
        sizer_main_wrapper = wx.BoxSizer(wx.HORIZONTAL)
        hbox_main = wx.BoxSizer(wx.HORIZONTAL)
        hbox_main.Add(panel_left, 0, wx.BOTTOM | wx.EXPAND | wx.LEFT | wx.TOP,
                      5)
        hbox_main.Add(self.notebook_main_view, 1,
                      wx.BOTTOM | wx.EXPAND | wx.RIGHT | wx.TOP, 5)
        sizer_main_wrapper.Add(hbox_main, 1, wx.EXPAND, 0)
        sizer_main.Add(sizer_main_wrapper, 1, wx.EXPAND, 0)

        self.SetSizer(sizer_main)
        self.Layout()

        self.SetSize(get_window_size(0.833, 0.857))

        self.Center()

    def __enable_notebook_tabs(self):
        for key in self.tab_keys:
            if key in {'Regression', 'Control Chart'}:
                self.notebook_tab[key].Enable(self.dvh.count > 1)
            else:
                self.notebook_tab[key].Enable()
        self.__enable_initial_buttons_in_tabs()

    def __disable_notebook_tabs(self):
        for key in self.tab_keys:
            if key != 'Welcome':
                self.notebook_tab[key].Disable()

    def __enable_initial_buttons_in_tabs(self):
        self.endpoint.enable_initial_buttons()
        self.radbio.enable_initial_buttons()
        self.time_series.enable_initial_buttons()

    def __disable_add_filter_buttons(self):
        self.button_categorical['add'].Disable()
        self.button_numerical['add'].Disable()

    def __enable_add_filter_buttons(self):
        self.button_categorical['add'].Enable()
        self.button_numerical['add'].Enable()

    def enable_query_buttons(self, query_type):
        for key in ['del', 'edit']:
            {
                'categorical': self.button_categorical[key],
                'numerical': self.button_numerical[key]
            }[query_type].Enable()

    def disable_query_buttons(self, query_type):
        for key in ['del', 'edit']:
            {
                'categorical': self.button_categorical[key],
                'numerical': self.button_numerical[key]
            }[query_type].Disable()

    def update_all_query_buttons(self):
        tables = {
            'numerical': self.data_table_numerical,
            'categorical': self.data_table_categorical
        }
        for key, table in tables.items():
            if table.data is not None:
                [self.disable_query_buttons,
                 self.enable_query_buttons][table.row_count > 0](key)
            else:
                self.disable_query_buttons(key)

        if self.data_table_numerical.row_count + self.data_table_categorical.row_count > 0:
            self.button_query_execute.Enable()
        else:
            self.button_query_execute.Disable()

    # --------------------------------------------------------------------------------------------------------------
    # Menu bar event functions
    # --------------------------------------------------------------------------------------------------------------
    def on_save(self, evt):
        if self.save_data:
            dlg = wx.FileDialog(self,
                                "Save your downloaded data to file",
                                "",
                                wildcard='*.dvha',
                                style=wx.FD_SAVE)
            dlg.SetDirectory(DATA_DIR)
            if dlg.ShowModal() == wx.ID_OK:
                self.save_data_obj()
                save_object_to_file(self.save_data, dlg.GetPath())
            dlg.Destroy()
        else:
            wx.MessageBox(
                'There is no data to save. Please query/open some data first.',
                'Save Error', wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)

    def on_open(self, evt):
        dlg = wx.FileDialog(self,
                            "Open saved data",
                            "",
                            wildcard='*.dvha',
                            style=wx.FD_FILE_MUST_EXIST | wx.FD_OPEN)
        if dlg.ShowModal() == wx.ID_OK:
            self.close()
            self.load_data_obj(dlg.GetPath())

        dlg.Destroy()

    def save_data_obj(self):
        self.save_data['dvh'] = self.dvh
        self.save_data['main_data'] = self.data
        self.save_data['time_stamp'] = datetime.now()
        self.save_data['version'] = self.options.VERSION
        # data_table_categorical and data_table_numerical saved after query to ensure these data reflect
        # the rest of the saved data
        self.save_data['endpoint'] = self.endpoint.get_save_data()
        self.save_data['time_series'] = self.time_series.get_save_data()
        self.save_data['radbio'] = self.radbio.get_save_data()
        self.save_data['regression'] = self.regression.get_save_data()

    def load_data_obj(self, abs_file_path):
        self.save_data = load_object_from_file(abs_file_path)
        self.dvh = self.save_data['dvh']
        self.data = self.save_data['main_data']

        # .load_save_data loses column widths?
        self.data_table_categorical.data = deepcopy(
            self.save_data['main_categorical']['data'])
        self.data_table_numerical.data = deepcopy(
            self.save_data['main_numerical']['data'])
        self.data_table_categorical.set_data_in_layout()
        self.data_table_numerical.set_data_in_layout()
        self.update_all_query_buttons()

        self.exec_query(load_saved_dvh_data=True)

        self.endpoint.load_save_data(self.save_data['endpoint'])
        if self.endpoint.has_data:
            self.endpoint.enable_buttons()

        self.radbio.load_save_data(self.save_data['radbio'])

        self.endpoint.update_endpoints_in_dvh()

        self.time_series.update_y_axis_options()
        self.time_series.load_save_data(self.save_data['time_series'])
        self.time_series.update_plot()

        if self.dvh.count > 1:
            self.regression.stats_data.update_endpoints_and_radbio()
            self.regression.update_combo_box_choices()
            self.regression.load_save_data(self.save_data['regression'])

            self.control_chart.update_combo_box_y_choices()

    def on_toolbar_settings(self, evt):
        self.on_pref()

    def on_toolbar_import(self, evt):
        self.check_db_then_call(ImportDicomFrame, self.roi_map, self.options)

    def on_toolbar_database(self, evt):
        self.check_db_then_call(DatabaseEditorFrame, self.roi_map)

    def on_toolbar_roi_map(self, evt):
        self.check_db_then_call(ROIMapFrame, self.roi_map)

    def check_db_then_call(self, func, *parameters):
        if not echo_sql_db():
            self.on_sql()

        if echo_sql_db():
            func(*parameters)
        else:
            wx.MessageBox(
                'Connection to SQL database could not be established.',
                'Connection Error', wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)

    # --------------------------------------------------------------------------------------------------------------
    # Query event functions
    # --------------------------------------------------------------------------------------------------------------
    def on_item_select_categorical(self, evt):
        self.selected_index_categorical = self.table_categorical.GetFirstSelected(
        )

    def on_item_select_numerical(self, evt):
        self.selected_index_numerical = self.table_numerical.GetFirstSelected()

    def add_row_categorical(self, evt):
        query_dlg(self, 'categorical')
        self.button_query_execute.Enable()
        self.update_all_query_buttons()

    def add_row_numerical(self, evt):
        query_dlg(self, 'numerical')
        self.update_all_query_buttons()

    def edit_row_categorical(self, *args):
        if self.selected_index_categorical is not None:
            query_dlg(self, 'categorical', set_values=True)

    def edit_row_numerical(self, *args):
        if self.selected_index_numerical is not None:
            query_dlg(self, 'numerical', set_values=True)

    def doubleclick_categorical(self, evt):
        self.selected_index_categorical = self.table_categorical.GetFirstSelected(
        )
        self.edit_row_categorical()

    def doubleclick_numerical(self, evt):
        self.selected_index_numerical = self.table_numerical.GetFirstSelected()
        self.edit_row_numerical()

    def del_row_categorical(self, evt):
        self.data_table_categorical.delete_row(self.selected_index_categorical)
        self.selected_index_categorical = None
        self.update_all_query_buttons()

    def del_row_numerical(self, evt):
        self.data_table_numerical.delete_row(self.selected_index_numerical)
        self.selected_index_numerical = None
        self.update_all_query_buttons()

    def exec_query_button(self, evt):
        # TODO: Thread this process
        self.exec_query()

    def exec_query(self, load_saved_dvh_data=False):
        wait = wx.BusyCursor()

        # self.dvh = None
        self.plot.clear_plot()
        self.endpoint.clear_data()
        self.time_series.clear_data()
        self.time_series.initialize_y_axis_options()
        self.regression.clear()
        self.control_chart.clear_data()
        self.control_chart.initialize_y_axis_options()
        self.radbio.clear_data()

        if not load_saved_dvh_data:
            uids, dvh_str = self.get_query()
            self.dvh = DVH(dvh_condition=dvh_str, uid=uids)

        if self.dvh.count:
            self.endpoint.update_dvh(self.dvh)
            self.text_summary.SetLabelText(self.dvh.get_summary())
            self.plot.update_plot(self.dvh)
            del wait
            self.notebook_main_view.SetSelection(1)
            self.update_data(load_saved_dvh_data=load_saved_dvh_data)
            self.time_series.update_data(self.dvh, self.data)
            if self.dvh.count > 1:
                self.control_chart.update_data(self.dvh, self.stats_data)

            self.radbio.update_dvh_data(self.dvh)

            self.__enable_notebook_tabs()

            self.save_data[
                'main_categorical'] = self.data_table_categorical.get_save_data(
                )
            self.save_data[
                'main_numerical'] = self.data_table_numerical.get_save_data()
        else:
            del wait
            wx.MessageBox(
                'No DVHs returned. Please modify query or import more data.',
                'Query Error', wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)
            self.dvh = None

    def get_query(self):

        # Used to accumulate lists of query strings for each table
        # Will assume each item in list is complete query for that SQL column
        queries = {'Plans': [], 'Rxs': [], 'Beams': [], 'DVHs': []}

        # Used to group queries by variable, will combine all queries of same variable with an OR operator
        # e.g., queries_by_sql_column['Plans'][key] = list of strings, where key is sql column
        queries_by_sql_column = {
            'Plans': {},
            'Rxs': {},
            'Beams': {},
            'DVHs': {}
        }

        # Categorical filter
        if self.data_table_categorical.row_count:
            for i, category in enumerate(
                    self.data_table_categorical.data['category_1']):
                table = self.categorical_columns[category]['table']
                col = self.categorical_columns[category]['var_name']
                value = self.data_table_categorical.data['category_2'][i]
                if col not in queries_by_sql_column[table]:
                    queries_by_sql_column[table][col] = []
                operator = ['=', '!='][{
                    'Include': 0,
                    'Exclude': 1
                }[self.data_table_categorical.data['Filter Type'][i]]]
                queries_by_sql_column[table][col].append(
                    "%s %s '%s'" % (col, operator, value))

        # Range filter
        if self.data_table_numerical.row_count:
            for i, category in enumerate(
                    self.data_table_numerical.data['category']):
                table = self.numerical_columns[category]['table']
                col = self.numerical_columns[category]['var_name']
                value_low = self.data_table_numerical.data['min'][i]
                value_high = self.data_table_numerical.data['max'][i]
                if 'date' in col:
                    value_low = "'%s'::date" % value_low
                    value_high = "'%s'::date" % value_high
                if col not in queries_by_sql_column[table]:
                    queries_by_sql_column[table][col] = []
                operator = ['BETWEEN', 'NOT BETWEEN'][{
                    'Include': 0,
                    'Exclude': 1
                }[self.data_table_numerical.data['Filter Type'][i]]]
                queries_by_sql_column[table][col].append(
                    "%s %s %s AND %s" % (col, operator, value_low, value_high))

        for table in queries:
            for col in queries_by_sql_column[table]:
                queries[table].append(
                    "(%s)" % ' OR '.join(queries_by_sql_column[table][col]))
            queries[table] = ' AND '.join(queries[table])

        uids = get_study_instance_uids(plans=queries['Plans'],
                                       rxs=queries['Rxs'],
                                       beams=queries['Beams'])['common']

        return uids, queries['DVHs']

    def update_data(self, load_saved_dvh_data=False):
        wait = wx.BusyCursor()
        tables = ['Plans', 'Rxs', 'Beams']
        if hasattr(self.dvh, 'study_instance_uid'):
            if not load_saved_dvh_data:
                condition_str = "study_instance_uid in ('%s')" % "','".join(
                    self.dvh.study_instance_uid)
                self.data = {
                    key: QuerySQL(key, condition_str)
                    for key in tables
                }
        else:
            self.data = {key: None for key in tables}
        del wait

        if hasattr(self.dvh, 'study_instance_uid'):
            wait = wx.BusyCursor()
            self.stats_data = StatsData(self.dvh, self.data)
            self.regression.stats_data = self.stats_data
            self.control_chart.stats_data = self.stats_data
            try:
                self.regression.update_combo_box_choices()
            except ValueError:
                # TODO: Print error in GUI
                pass
            self.control_chart.update_combo_box_y_choices()
            del wait

    # --------------------------------------------------------------------------------------------------------------
    # Menu bar event functions
    # --------------------------------------------------------------------------------------------------------------
    def on_quit(self, evt):
        self.Close()

    def on_close(self, evt):
        if self.dvh:
            dlg = wx.MessageDialog(self,
                                   "Clear all data and plots?",
                                   caption='Close',
                                   style=wx.YES | wx.NO | wx.NO_DEFAULT
                                   | wx.CENTER | wx.ICON_EXCLAMATION)
            dlg.Center()
            res = dlg.ShowModal()
            if res == wx.ID_YES:
                self.close()
            dlg.Destroy()

    def close(self):
        self.dvh = None
        self.data_table_categorical.delete_all_rows()
        self.data_table_numerical.delete_all_rows()
        self.plot.clear_plot()
        self.endpoint.clear_data()
        self.radbio.clear_data()
        self.time_series.clear_data()
        self.notebook_main_view.SetSelection(0)
        self.text_summary.SetLabelText("")
        self.__disable_notebook_tabs()
        self.disable_query_buttons('categorical')
        self.disable_query_buttons('numerical')
        self.button_query_execute.Disable()
        self.time_series.initialize_y_axis_options()
        self.regression.clear()
        self.control_chart.initialize_y_axis_options()
        self.control_chart.plot.clear_plot()

    def on_export(self, evt):
        if self.dvh is not None:
            ExportCSVDialog(self)
        else:
            wx.MessageBox(
                'There is no data to export! Please query some data first.',
                'Export Error', wx.OK | wx.ICON_WARNING)

    def on_about(self, evt):
        About()

    def on_pref(self, *args):
        UserSettings(self.options)

    def on_sql(self, *args):
        SQLSettingsDialog()
        [self.__disable_add_filter_buttons,
         self.__enable_add_filter_buttons][echo_sql_db()]()

    def on_save_plot_dvhs(self, evt):
        save_data_to_file(self,
                          'Save DVHs plot',
                          self.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_time_series(self, evt):
        save_data_to_file(self,
                          'Save Time Series plot',
                          self.time_series.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_regression(self, evt):
        save_data_to_file(self,
                          'Save Regression plot',
                          self.regression.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_control_chart(self, evt):
        save_data_to_file(self,
                          'Save Control Chart plot',
                          self.control_chart.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_view_dvhs(self, evt):
        self.view_table_data('DVHs')

    def on_view_plans(self, evt):
        self.view_table_data('Plans')

    def on_view_rxs(self, evt):
        self.view_table_data('Rxs')

    def on_view_beams(self, evt):
        self.view_table_data('Beams')

    def view_table_data(self, key):
        if key == 'DVHs':
            data = self.dvh
        else:
            data = self.data[key]

        if data:
            if self.get_menu_item_status(key) == 'Show':
                self.data_views[key] = QueriedDataFrame(
                    data, key, self.data_menu,
                    self.data_menu_items[key].GetId())
            else:
                self.data_views[key].on_close()
                self.data_views[key] = None
        else:
            dlg = wx.MessageDialog(self, 'Please query/open some data first.',
                                   'ERROR!', wx.ICON_ERROR | wx.OK_DEFAULT)
            dlg.ShowModal()
            dlg.Destroy()

    def get_menu_item_status(self, key):
        show_hide = [
            'Hide', 'Show'
        ]['Show' in self.data_menu.GetLabel(self.data_menu_items[key].GetId())]
        return show_hide

    def redraw_plots(self):
        if self.dvh:
            self.plot.redraw_plot()
            self.time_series.plot.redraw_plot()
            self.regression.plot.redraw_plot()
            self.control_chart.plot.redraw_plot()

    def on_resize(self, *evt):
        try:
            self.Refresh()
            self.Layout()
            wx.CallAfter(self.redraw_plots)
        except RuntimeError:
            pass
Exemplo n.º 3
0
class DVHAMainFrame(wx.Frame):
    def __init__(self, *args, **kwds):
        kwds["style"] = kwds.get("style", 0) | wx.DEFAULT_FRAME_STYLE
        wx.Frame.__init__(self, *args, **kwds)

        self.layout_set = False

        self.sizer_dvhs = wx.BoxSizer(wx.VERTICAL)

        set_msw_background_color(self)  # If windows, change the background color

        self.options = Options()

        # Initial DVH object and data
        self.save_data = {}
        self.group_data = {1: {'dvh': None,
                               'data': {key: None for key in ['Plans', 'Beams', 'Rxs']},
                               'stats_data': None},
                           2: {'dvh': None,
                               'data': {key: None for key in ['Plans', 'Beams', 'Rxs']},
                               'stats_data': None}}

        self.toolbar_keys = ['Open', 'Close', 'Save', 'Export', 'Import', 'Database', 'ROI Map', 'Settings']
        self.toolbar_ids = {key: i + 1000 for i, key in enumerate(self.toolbar_keys)}

        # sql_columns.py contains dictionaries of all queryable variables along with their
        # SQL columns and tables. Numerical categories include their units as well.
        self.categorical_columns = sql_columns.categorical
        self.numerical_columns = sql_columns.numerical

        # Keep track of currently selected row in the query tables
        self.selected_index_categorical = None
        self.selected_index_numerical = None

        # Load ROI Map now and pass to other objects for continuity
        # TODO: Need a method to address multiple users editing roi_map at the same time
        self.roi_map = DatabaseROIs()

        self.query_filters = None
        self.reset_query_filters()

        self.__add_menubar()
        self.__add_tool_bar()
        self.__add_layout_objects()
        self.__bind_layout_objects()

        columns = {'categorical': ['category_1', 'category_2', 'Filter Type'],
                   'numerical': ['category', 'min', 'max', 'Filter Type']}
        self.data_table_categorical = DataTable(self.table_categorical, columns=columns['categorical'])
        self.data_table_numerical = DataTable(self.table_numerical, columns=columns['numerical'])

        self.__set_properties()
        self.__set_tooltips()
        self.__add_notebook_frames()
        self.__do_layout()

        self.disable_query_buttons('categorical')
        self.disable_query_buttons('numerical')
        self.button_query_execute.Disable()
        self.__disable_notebook_tabs()

        self.Bind(wx.EVT_CLOSE, self.on_quit)
        self.tool_bar_windows = {key: None for key in ['import', 'database', 'roi_map']}

        wx.CallAfter(self.__catch_failed_sql_connection_on_app_launch)

        self.__do_subscribe()

    def __add_tool_bar(self):
        self.frame_toolbar = wx.ToolBar(self, -1, style=wx.TB_HORIZONTAL | wx.TB_TEXT)
        self.SetToolBar(self.frame_toolbar)

        description = {'Open': "Open previously queried data",
                       'Close': "Clear queried data",
                       'Save': "Save queried data",
                       # 'Print': "Print a report",
                       'Export': "Export data to CSV",
                       'Import': "DICOM import wizard",
                       'Settings': "User Settings",
                       'Database': "Database Administrator Tools",
                       'ROI Map': "Define ROI name aliases"}

        for key in self.toolbar_keys:
            bitmap = wx.Bitmap(ICONS[key], wx.BITMAP_TYPE_ANY)
            if is_windows() or is_linux():
                bitmap = scale_bitmap(bitmap, 30, 30)
            self.frame_toolbar.AddTool(self.toolbar_ids[key], key, bitmap,
                                       wx.NullBitmap, wx.ITEM_NORMAL, description[key], "")

            if key in {'Close', 'Export', 'ROI Map'}:
                self.frame_toolbar.AddSeparator()

        self.Bind(wx.EVT_TOOL, self.on_save, id=self.toolbar_ids['Save'])
        self.Bind(wx.EVT_TOOL, self.on_open, id=self.toolbar_ids['Open'])
        self.Bind(wx.EVT_TOOL, self.on_export, id=self.toolbar_ids['Export'])
        self.Bind(wx.EVT_TOOL, self.on_toolbar_database, id=self.toolbar_ids['Database'])
        self.Bind(wx.EVT_TOOL, self.on_toolbar_settings, id=self.toolbar_ids['Settings'])
        self.Bind(wx.EVT_TOOL, self.on_toolbar_roi_map, id=self.toolbar_ids['ROI Map'])
        self.Bind(wx.EVT_TOOL, self.on_close, id=self.toolbar_ids['Close'])
        self.Bind(wx.EVT_TOOL, self.on_toolbar_import, id=self.toolbar_ids['Import'])

    def __add_menubar(self):

        self.frame_menubar = wx.MenuBar()

        file_menu = wx.Menu()
        # file_menu.Append(wx.ID_NEW, '&New')
        menu_open = file_menu.Append(wx.ID_OPEN, '&Open\tCtrl+O')
        menu_import = file_menu.Append(wx.ID_OPEN, '&Import DICOM\tCtrl+I')
        menu_save = file_menu.Append(wx.ID_ANY, '&Save\tCtrl+S')
        menu_close = file_menu.Append(wx.ID_ANY, '&Close')

        load_model = wx.Menu()
        load_model_mvr = load_model.Append(wx.ID_ANY, 'Multi-Variable Regression')
        load_model_ml = load_model.Append(wx.ID_ANY, 'Machine Learning')

        export_plot = wx.Menu()
        export_dvhs = export_plot.Append(wx.ID_ANY, 'DVHs')
        export_time_series = export_plot.Append(wx.ID_ANY, 'Time Series')
        export_correlation = export_plot.Append(wx.ID_ANY, 'Correlation')
        export_regression = export_plot.Append(wx.ID_ANY, 'Regression')
        export_control_chart = export_plot.Append(wx.ID_ANY, 'Control Chart')

        export = wx.Menu()
        export_csv = export.Append(wx.ID_ANY, 'Data to csv\tCtrl+E')
        export.AppendSubMenu(export_plot, 'Plot to html')
        file_menu.AppendSeparator()

        qmi = file_menu.Append(wx.ID_ANY, '&Quit\tCtrl+Q')

        self.data_menu = wx.Menu()

        self.data_views = {key: None for key in ['DVHs', 'Plans', 'Rxs', 'Beams']}
        menu_db_admin = self.data_menu.Append(wx.ID_ANY, 'Database Administrator')
        self.data_menu.AppendSubMenu(load_model, 'Load &Model')
        self.data_menu.AppendSubMenu(export, '&Export')
        self.data_menu_items = {'DVHs': self.data_menu.Append(wx.ID_ANY, 'Show DVHs\tCtrl+1'),
                                'Plans': self.data_menu.Append(wx.ID_ANY, 'Show Plans\tCtrl+2'),
                                'Rxs': self.data_menu.Append(wx.ID_ANY, 'Show Rxs\tCtrl+3'),
                                'Beams': self.data_menu.Append(wx.ID_ANY, 'Show Beams\tCtrl+4'),
                                'StatsData1': self.data_menu.Append(wx.ID_ANY, 'Show Stats Data: Group 1\tCtrl+5'),
                                'StatsData2': self.data_menu.Append(wx.ID_ANY, 'Show Stats Data: Group 2\tCtrl+6')}

        settings_menu = wx.Menu()
        menu_pref = settings_menu.Append(wx.ID_PREFERENCES)
        menu_sql = settings_menu.Append(wx.ID_ANY, '&Database Connection\tCtrl+D')
        menu_roi_map = settings_menu.Append(wx.ID_ANY, '&ROI Map\tCtrl+R')

        help_menu = wx.Menu()
        menu_github = help_menu.Append(wx.ID_ANY, 'GitHub Page')
        menu_report_issue = help_menu.Append(wx.ID_ANY, 'Report an Issue')
        menu_about = help_menu.Append(wx.ID_ANY, '&About')

        self.Bind(wx.EVT_MENU, self.on_quit, qmi)
        self.Bind(wx.EVT_MENU, self.on_open, menu_open)
        self.Bind(wx.EVT_MENU, self.on_toolbar_import, menu_import)
        self.Bind(wx.EVT_MENU, self.on_load_mvr_model, load_model_mvr)
        self.Bind(wx.EVT_MENU, self.on_load_ml_model, load_model_ml)
        self.Bind(wx.EVT_MENU, self.on_close, menu_close)
        self.Bind(wx.EVT_MENU, self.on_export, export_csv)
        self.Bind(wx.EVT_MENU, self.on_save, menu_save)
        self.Bind(wx.EVT_MENU, self.on_pref, menu_pref)
        self.Bind(wx.EVT_MENU, self.on_githubpage, menu_github)
        self.Bind(wx.EVT_MENU, self.on_report_issue, menu_report_issue)
        self.Bind(wx.EVT_MENU, self.on_about, menu_about)
        self.Bind(wx.EVT_MENU, self.on_sql, menu_sql)
        self.Bind(wx.EVT_MENU, self.on_toolbar_roi_map, menu_roi_map)
        if is_mac():
            menu_user_settings = settings_menu.Append(wx.ID_ANY, '&Preferences\tCtrl+,')
            self.Bind(wx.EVT_MENU, self.on_pref, menu_user_settings)

        self.Bind(wx.EVT_MENU, self.on_save_plot_dvhs, export_dvhs)
        self.Bind(wx.EVT_MENU, self.on_save_plot_time_series, export_time_series)
        self.Bind(wx.EVT_MENU, self.on_save_plot_correlation, export_correlation)
        self.Bind(wx.EVT_MENU, self.on_save_plot_regression, export_regression)
        self.Bind(wx.EVT_MENU, self.on_save_plot_control_chart, export_control_chart)
        self.Bind(wx.EVT_MENU, self.on_toolbar_database, menu_db_admin)
        self.Bind(wx.EVT_MENU, self.on_view_dvhs, self.data_menu_items['DVHs'])
        self.Bind(wx.EVT_MENU, self.on_view_plans, self.data_menu_items['Plans'])
        self.Bind(wx.EVT_MENU, self.on_view_rxs, self.data_menu_items['Rxs'])
        self.Bind(wx.EVT_MENU, self.on_view_beams, self.data_menu_items['Beams'])
        self.Bind(wx.EVT_MENU, self.on_view_stats_data_1, self.data_menu_items['StatsData1'])
        self.Bind(wx.EVT_MENU, self.on_view_stats_data_2, self.data_menu_items['StatsData2'])

        self.frame_menubar.Append(file_menu, '&File')
        self.frame_menubar.Append(self.data_menu, '&Data')
        self.frame_menubar.Append(settings_menu, '&Settings')
        self.frame_menubar.Append(help_menu, '&Help')
        self.SetMenuBar(self.frame_menubar)

    def __add_layout_objects(self):
        self.button_categorical = {'add': wx.Button(self, wx.ID_ANY, "Add Filter"),
                                   'del': wx.Button(self, wx.ID_ANY, "Delete Selected"),
                                   'edit': wx.Button(self, wx.ID_ANY, "Edit Selected")}
        self.button_numerical = {'add': wx.Button(self, wx.ID_ANY, "Add Filter"),
                                 'del': wx.Button(self, wx.ID_ANY, "Delete Selected"),
                                 'edit': wx.Button(self, wx.ID_ANY, "Edit Selected")}

        self.table_categorical = wx.ListCtrl(self, wx.ID_ANY, style=wx.BORDER_SUNKEN | wx.LC_REPORT)
        self.table_numerical = wx.ListCtrl(self, wx.ID_ANY, style=wx.BORDER_SUNKEN | wx.LC_REPORT)

        self.radio_button_query_group = wx.RadioBox(self, wx.ID_ANY, 'Query Group', choices=['1', '2'])
        self.button_query_execute = wx.Button(self, wx.ID_ANY, "Query and Retrieve Group 1")

        self.notebook_main_view = wx.Notebook(self, wx.ID_ANY)
        self.tab_keys = ['Welcome', 'DVHs', 'Endpoints', 'Rad Bio', 'Time Series',
                         'Correlation', 'Regression', 'Control Chart']
        self.notebook_tab = {key: wx.Panel(self.notebook_main_view, wx.ID_ANY) for key in self.tab_keys}

        self.text_summary = wx.StaticText(self, wx.ID_ANY, "", style=wx.ALIGN_LEFT)

    def __bind_layout_objects(self):
        self.Bind(wx.EVT_LIST_ITEM_SELECTED, self.on_item_select_categorical, self.table_categorical)
        self.Bind(wx.EVT_BUTTON, self.add_row_categorical, id=self.button_categorical['add'].GetId())
        self.Bind(wx.EVT_BUTTON, self.del_row_categorical, id=self.button_categorical['del'].GetId())
        self.Bind(wx.EVT_BUTTON, self.edit_row_categorical, id=self.button_categorical['edit'].GetId())
        self.Bind(wx.EVT_LIST_ITEM_ACTIVATED, self.doubleclick_categorical, self.table_categorical)

        self.Bind(wx.EVT_LIST_ITEM_SELECTED, self.on_item_select_numerical, self.table_numerical)
        self.Bind(wx.EVT_BUTTON, self.add_row_numerical, id=self.button_numerical['add'].GetId())
        self.Bind(wx.EVT_BUTTON, self.del_row_numerical, id=self.button_numerical['del'].GetId())
        self.Bind(wx.EVT_BUTTON, self.edit_row_numerical, id=self.button_numerical['edit'].GetId())
        self.Bind(wx.EVT_LIST_ITEM_ACTIVATED, self.doubleclick_numerical, self.table_numerical)

        self.Bind(wx.EVT_RADIOBOX, self.on_group_select, id=self.radio_button_query_group.GetId())
        self.Bind(wx.EVT_BUTTON, self.exec_query_button, id=self.button_query_execute.GetId())

        self.Bind(wx.EVT_SIZE, self.on_resize)

    def __set_properties(self):
        self.SetTitle("DVH Analytics")

        self.frame_toolbar.Realize()

        widths = [180, 150, 80]
        self.table_categorical.AppendColumn("Category1", format=wx.LIST_FORMAT_LEFT, width=widths[0])
        self.table_categorical.AppendColumn("Category2", format=wx.LIST_FORMAT_LEFT, width=widths[1])
        self.table_categorical.AppendColumn("Filter Type", format=wx.LIST_FORMAT_LEFT, width=widths[2])
        self.data_table_categorical.widths = widths

        widths = [150, 90, 90, 80]
        self.table_numerical.AppendColumn("Category", format=wx.LIST_FORMAT_LEFT, width=widths[0])
        self.table_numerical.AppendColumn("Min", format=wx.LIST_FORMAT_LEFT, width=widths[1])
        self.table_numerical.AppendColumn("Max", format=wx.LIST_FORMAT_LEFT, width=widths[2])
        self.table_numerical.AppendColumn("Filter Type", format=wx.LIST_FORMAT_LEFT, width=widths[3])
        self.data_table_numerical.widths = widths

    def __set_tooltips(self):
        self.button_categorical['add'].SetToolTip("Add a categorical data filter.")
        self.button_categorical['del'].SetToolTip("Delete the currently selected category filter.")
        self.button_categorical['edit'].SetToolTip("Edit the currently selected category filter.")
        self.button_numerical['add'].SetToolTip("Add a numerical data filter.")
        self.button_numerical['del'].SetToolTip("Delete the currently selected numerical data filter.")
        self.button_numerical['edit'].SetToolTip("Edit the currently selected data filter.")
        self.button_query_execute.SetToolTip("Query the database with the filters entered above. At least one "
                                             "filter must be added.")

    def __add_notebook_frames(self):
        self.plot = PlotStatDVH(self.notebook_tab['DVHs'], self.group_data, self.options)
        self.time_series = TimeSeriesFrame(self.notebook_tab['Time Series'], self.group_data, self.options)
        self.correlation = CorrelationFrame(self.notebook_tab['Correlation'], self.group_data, self.options)
        self.regression = RegressionFrame(self.notebook_tab['Regression'], self.group_data, self.options)
        self.control_chart = ControlChartFrame(self.notebook_tab['Control Chart'], self.group_data, self.options)
        self.radbio = RadBioFrame(self.notebook_tab['Rad Bio'], self.group_data, self.time_series, self.regression,
                                  self.control_chart)
        self.endpoint = EndpointFrame(self.notebook_tab['Endpoints'], self.group_data, self.time_series, self.regression,
                                      self.control_chart)

    def __do_layout(self):
        sizer_summary = wx.StaticBoxSizer(wx.StaticBox(self, wx.ID_ANY, "Summary"), wx.HORIZONTAL)
        sizer_query_numerical = wx.StaticBoxSizer(wx.StaticBox(self, wx.ID_ANY, "Query by Numerical Data"),
                                                  wx.VERTICAL)

        sizer_query_categorical = wx.StaticBoxSizer(wx.StaticBox(self, wx.ID_ANY, "Query by Categorical Data"),
                                                    wx.VERTICAL)

        sizer_categorical_buttons = wx.BoxSizer(wx.HORIZONTAL)
        sizer_numerical_buttons = wx.BoxSizer(wx.HORIZONTAL)
        sizer_query_exec_buttons = wx.BoxSizer(wx.HORIZONTAL)

        for key in ['add', 'del', 'edit']:
            sizer_categorical_buttons.Add(self.button_categorical[key], 0, wx.ALL, 5)
            sizer_numerical_buttons.Add(self.button_numerical[key], 0, wx.ALL, 5)

        sizer_query_categorical.Add(sizer_categorical_buttons, 0, wx.ALL | wx.EXPAND, 5)
        sizer_query_categorical.Add(self.table_categorical, 1, wx.ALL | wx.EXPAND, 10)

        sizer_query_numerical.Add(sizer_numerical_buttons, 0, wx.ALL | wx.EXPAND, 5)
        sizer_query_numerical.Add(self.table_numerical, 1, wx.TOP | wx.LEFT | wx.RIGHT | wx.EXPAND, 10)

        sizer_summary.Add(self.text_summary)

        panel_left = wx.BoxSizer(wx.VERTICAL)
        panel_left.Add(sizer_query_categorical, 0, wx.EXPAND | wx.LEFT | wx.RIGHT | wx.SHAPED | wx.TOP, 5)
        panel_left.Add(sizer_query_numerical, 0, wx.BOTTOM | wx.EXPAND | wx.LEFT | wx.RIGHT | wx.SHAPED, 5)
        sizer_query_exec_buttons.Add(self.radio_button_query_group, 0, 0, 0)
        sizer_query_exec_buttons.Add(self.button_query_execute, 1, wx.EXPAND | wx.LEFT | wx.RIGHT | wx.ALIGN_CENTER, 10)
        panel_left.Add(sizer_query_exec_buttons, 0, wx.EXPAND | wx.ALIGN_CENTER | wx.RIGHT | wx.LEFT, 5)
        panel_left.Add(sizer_summary, 1, wx.ALL | wx.EXPAND, 5)

        bitmap_logo = wx.StaticBitmap(self.notebook_tab['Welcome'], wx.ID_ANY,
                                      wx.Bitmap(LOGO_PATH, wx.BITMAP_TYPE_ANY))
        text_welcome = wx.StaticText(self.notebook_tab['Welcome'], wx.ID_ANY,
                                     "\n\nWelcome to DVH Analytics.\nIf you already have a database built, design "
                                     "a query with the filters to the left.\n\n\n\nDVH Analytics is a software "
                                     "application to help radiation oncology departments build an in-house database "
                                     "of treatment planning data for the purpose of historical comparisons and "
                                     "statistical analysis. This code is still in development. Please contact the "
                                     "developer if you are interested in testing or collaborating.\n\nThe application "
                                     "builds a SQL database of DVHs and various planning parameters from DICOM files "
                                     "(i.e., Plan, Structure, Dose). Since the data is extracted directly from DICOM "
                                     "files, we intend to accommodate an array of treatment planning system vendors.",
                                     style=wx.ALIGN_CENTER)

        text_welcome_size = get_window_size(0.417, 0.476)
        text_welcome.SetMinSize(text_welcome_size)
        text_welcome.Wrap(text_welcome_size[1])

        sizer_welcome = wx.BoxSizer(wx.VERTICAL)
        sizer_welcome.Add(bitmap_logo, 0, wx.ALIGN_CENTER | wx.LEFT | wx.RIGHT | wx.TOP, 100)
        sizer_welcome.Add(text_welcome, 0, wx.ALIGN_CENTER | wx.ALL, 25)
        self.notebook_tab['Welcome'].SetSizer(sizer_welcome)

        self.sizer_dvhs.Add(self.plot.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['DVHs'].SetSizer(self.sizer_dvhs)

        sizer_endpoint = wx.BoxSizer(wx.VERTICAL)
        sizer_endpoint.Add(self.endpoint.layout, 0, wx.ALL, 25)
        self.notebook_tab['Endpoints'].SetSizer(sizer_endpoint)

        sizer_rad_bio = wx.BoxSizer(wx.VERTICAL)
        sizer_rad_bio.Add(self.radbio.layout, 0, wx.ALL, 25)
        self.notebook_tab['Rad Bio'].SetSizer(sizer_rad_bio)

        sizer_time_series = wx.BoxSizer(wx.VERTICAL)
        sizer_time_series.Add(self.time_series.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['Time Series'].SetSizer(sizer_time_series)

        sizer_correlation = wx.BoxSizer(wx.VERTICAL)
        sizer_correlation.Add(self.correlation.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['Correlation'].SetSizer(sizer_correlation)

        sizer_regression = wx.BoxSizer(wx.VERTICAL)
        sizer_regression.Add(self.regression.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['Regression'].SetSizer(sizer_regression)

        sizer_control_chart = wx.BoxSizer(wx.VERTICAL)
        sizer_control_chart.Add(self.control_chart.layout, 1, wx.EXPAND | wx.ALL, 25)
        self.notebook_tab['Control Chart'].SetSizer(sizer_control_chart)

        for key in self.tab_keys:
            self.notebook_main_view.AddPage(self.notebook_tab[key], key)

        sizer_main = wx.BoxSizer(wx.VERTICAL)
        sizer_main_wrapper = wx.BoxSizer(wx.HORIZONTAL)
        hbox_main = wx.BoxSizer(wx.HORIZONTAL)
        hbox_main.Add(panel_left, 0, wx.BOTTOM | wx.EXPAND | wx.LEFT | wx.TOP, 5)
        hbox_main.Add(self.notebook_main_view, 1, wx.BOTTOM | wx.EXPAND | wx.RIGHT | wx.TOP, 5)
        sizer_main_wrapper.Add(hbox_main, 1, wx.EXPAND, 0)
        sizer_main.Add(sizer_main_wrapper, 1, wx.EXPAND, 0)

        self.SetSizer(sizer_main)
        self.Layout()

        self.SetSize(get_window_size(0.833, 0.857))

        self.Center()

    def __enable_notebook_tabs(self):
        for key in self.tab_keys:
            self.notebook_tab[key].Enable()
        self.__enable_initial_buttons_in_tabs()

    def __disable_notebook_tabs(self):
        for key in self.tab_keys:
            if key != 'Welcome':
                self.notebook_tab[key].Disable()

    def __enable_initial_buttons_in_tabs(self):
        self.endpoint.enable_initial_buttons()
        self.radbio.enable_initial_buttons()
        self.time_series.enable_initial_buttons()

    def __disable_add_filter_buttons(self):
        self.button_categorical['add'].Disable()
        self.button_numerical['add'].Disable()

    def __enable_add_filter_buttons(self):
        self.button_categorical['add'].Enable()
        self.button_numerical['add'].Enable()

    def enable_query_buttons(self, query_type):
        for key in ['del', 'edit']:
            {'categorical': self.button_categorical[key],
             'numerical': self.button_numerical[key]}[query_type].Enable()

    def disable_query_buttons(self, query_type):
        for key in ['del', 'edit']:
            {'categorical': self.button_categorical[key],
             'numerical': self.button_numerical[key]}[query_type].Disable()

    def update_all_query_buttons(self):
        tables = {'numerical': self.data_table_numerical, 'categorical': self.data_table_categorical}
        for key, table in tables.items():
            if table.data is not None:
                [self.disable_query_buttons, self.enable_query_buttons][table.row_count > 0](key)
            else:
                self.disable_query_buttons(key)

        if self.data_table_numerical.row_count + self.data_table_categorical.row_count > 0:
            self.button_query_execute.Enable()
        else:
            self.button_query_execute.Disable()

        # Force user to populate group 1 first
        if self.selected_group == 2 and self.group_data[1]['dvh'] is None:
            self.button_query_execute.Disable()

    def __catch_failed_sql_connection_on_app_launch(self):
        if self.options.DB_TYPE == 'pgsql':
            if not echo_sql_db():
                wx.MessageBox('Invalid credentials!', 'Echo SQL Database', wx.OK | wx.ICON_WARNING)
                self.on_sql()
        else:  # if using sqlite
            initialize_db()

    def __do_subscribe(self):
        pub.subscribe(self.raise_error_dialog, "import_status_raise_error")

    def raise_error_dialog(self, msg):
        MemoryErrorDialog(self, msg)

    # --------------------------------------------------------------------------------------------------------------
    # Menu bar event functions
    # --------------------------------------------------------------------------------------------------------------
    def on_save(self, evt):
        if self.save_data:
            dlg = wx.FileDialog(self, "Save your session data to file", "", wildcard='*.dvha',
                                style=wx.FD_SAVE | wx.FD_OVERWRITE_PROMPT)
            dlg.SetDirectory(DATA_DIR)
            if dlg.ShowModal() == wx.ID_OK:
                self.save_data_obj()
                save_object_to_file(self.save_data, dlg.GetPath())
            dlg.Destroy()
        else:
            wx.MessageBox('There is no data to save. Please query/open some data first.', 'Save Error',
                          wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)

    def on_open(self, evt):
        dlg = wx.FileDialog(self, "Open saved data", "", wildcard='*.dvha',
                            style=wx.FD_FILE_MUST_EXIST | wx.FD_OPEN)
        if dlg.ShowModal() == wx.ID_OK:
            self.close()
            self.load_data_obj(dlg.GetPath())

        dlg.Destroy()

    def on_load_mvr_model(self, *evt):
        with wx.FileDialog(self, "Load a multi-variable linear regression model", "", wildcard='*.mvr',
                           style=wx.FD_FILE_MUST_EXIST | wx.FD_OPEN) as dlg:
            dlg.SetDirectory(MODELS_DIR)
            if dlg.ShowModal() == wx.ID_OK:
                model_file_path = dlg.GetPath()
                dlg.Destroy()
                LoadMultiVarModelFrame(model_file_path, self.group_data, self.selected_group, self.options)

    def on_load_ml_model(self, *evt):
        if self.group_data[self.selected_group]['stats_data']:
            MachineLearningModelViewer(self, self.group_data, self.selected_group, self.options)
        else:
            wx.MessageBox('No data as been queried for Group %s.' % self.selected_group, 'Error',
                          wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)

    @property
    def selected_group(self):
        return self.radio_button_query_group.GetSelection() + 1

    def save_data_obj(self):
        self.save_data['group_data'] = self.group_data
        self.save_data['query_filters'] = self.query_filters
        self.save_data['time_stamp'] = datetime.now()
        self.save_data['version'] = DefaultOptions().VERSION
        # data_table_categorical and data_table_numerical saved after query to ensure these data reflect
        # the rest of the saved data
        self.save_data['endpoint'] = self.endpoint.get_save_data()
        self.save_data['time_series'] = self.time_series.get_save_data()
        self.save_data['radbio'] = self.radbio.get_save_data()
        self.save_data['regression'] = self.regression.get_save_data()
        self.save_data['control_chart'] = self.control_chart.get_save_data()

    def load_data_obj(self, abs_file_path):
        self.save_data = load_object_from_file(abs_file_path)
        self.group_data = self.save_data['group_data']

        # .load_save_data loses column widths?
        self.radio_button_query_group.SetSelection(0)
        self.data_table_categorical.load_save_data(self.save_data['main_categorical_1'])
        self.data_table_numerical.load_save_data(self.save_data['main_numerical_1'])

        self.control_chart.load_save_data(self.save_data['control_chart'])

        self.radio_button_query_group.SetSelection(0)
        self.exec_query(load_saved_dvh_data=True, group=1)

        if 'main_categorical_2' in self.save_data.keys():
            self.radio_button_query_group.SetSelection(1)
            self.on_group_select()
            self.data_table_categorical.load_save_data(self.save_data['main_categorical_2'])
            self.data_table_numerical.load_save_data(self.save_data['main_numerical_2'])
            self.update_all_query_buttons()

            self.exec_query(load_saved_dvh_data=True, group=2)

        self.update_all_query_buttons()

        self.endpoint.load_save_data(self.save_data['endpoint'])
        if self.endpoint.has_data:
            self.endpoint.enable_buttons()

        self.radbio.load_save_data(self.save_data['radbio'])

        self.endpoint.update_endpoints_in_dvh()

        self.group_data[1]['stats_data'].update_endpoints_and_radbio()
        if self.group_data[2]['stats_data']:
            self.group_data[2]['stats_data'].update_endpoints_and_radbio()

        self.time_series.load_save_data(self.save_data['time_series'])
        self.time_series.update_plot()

        self.regression.update_combo_box_choices()
        self.regression.load_save_data(self.save_data['regression'])

        self.control_chart.update_combo_box_y_choices()

    def on_toolbar_settings(self, evt):
        self.on_pref()

    def on_toolbar_import(self, evt):
        self.check_db_then_call(ImportDicomFrame, 'import', self.roi_map, self.options)

    def on_toolbar_database(self, evt):
        self.check_db_then_call(DatabaseEditorFrame, 'database', self.roi_map, self.options)

    def on_toolbar_roi_map(self, evt):
        self.check_db_then_call(ROIMapFrame, 'roi_map', self.roi_map)

    def check_db_then_call(self, func, window_type, *parameters):
        if not echo_sql_db():
            self.on_sql()

        if echo_sql_db():
            if self.tool_bar_windows[window_type]:
                self.tool_bar_windows[window_type].Raise()
            else:
                self.tool_bar_windows[window_type] = func(*parameters)
        else:
            wx.MessageBox('Connection to SQL database could not be established.', 'Connection Error',
                          wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)

    # --------------------------------------------------------------------------------------------------------------
    # Query event functions
    # --------------------------------------------------------------------------------------------------------------
    def on_item_select_categorical(self, evt):
        self.selected_index_categorical = self.table_categorical.GetFirstSelected()

    def on_item_select_numerical(self, evt):
        self.selected_index_numerical = self.table_numerical.GetFirstSelected()

    def add_row_categorical(self, evt):
        query_dlg(self, 'categorical')
        self.button_query_execute.Enable()
        self.update_all_query_buttons()

    def add_row_numerical(self, evt):
        query_dlg(self, 'numerical')
        self.update_all_query_buttons()

    def edit_row_categorical(self, *args):
        if self.selected_index_categorical is not None:
            query_dlg(self, 'categorical', set_values=True)

    def edit_row_numerical(self, *args):
        if self.selected_index_numerical is not None:
            query_dlg(self, 'numerical', set_values=True)

    def doubleclick_categorical(self, evt):
        self.selected_index_categorical = self.table_categorical.GetFirstSelected()
        self.edit_row_categorical()

    def doubleclick_numerical(self, evt):
        self.selected_index_numerical = self.table_numerical.GetFirstSelected()
        self.edit_row_numerical()

    def del_row_categorical(self, evt):
        self.data_table_categorical.delete_row(self.selected_index_categorical)
        self.selected_index_categorical = None
        self.update_all_query_buttons()

    def del_row_numerical(self, evt):
        self.data_table_numerical.delete_row(self.selected_index_numerical)
        self.selected_index_numerical = None
        self.update_all_query_buttons()

    def exec_query_button(self, evt):
        self.exec_query()

    def exec_query(self, load_saved_dvh_data=False, group=None):
        wx.BeginBusyCursor()
        if group is not None:
            self.radio_button_query_group.SetSelection(group - 1)
        group = self.selected_group

        # TODO: retain group 1 endpoint defs after query of group 2
        self.endpoint.clear_data()

        if group == 1:
            self.plot.clear_plot()
            self.time_series.clear_data()
            self.regression.clear(self.group_data)
            self.control_chart.clear_data()
            self.radbio.clear_data()

        if not load_saved_dvh_data:
            try:
                uids, dvh_str = self.get_query()
                self.group_data[group]['dvh'] = \
                    DVH(dvh_condition=dvh_str, uid=uids, dvh_bin_width=self.options.dvh_bin_width)
            except MemoryError:
                msg = "Querying memory error. Try querying less data. At least %s DVHs returned.\n"\
                      "NOTE: Threshold of this error is dependent on your computer." % self.group_data[group]['dvh'].count
                MemoryErrorDialog(self, msg)
                self.close()
                return

        count = self.group_data[group]['dvh'].count
        if count > 1:
            try:
                self.endpoint.update_dvh(self.group_data)
                self.set_summary_text(group)
                self.plot.update_plot(self.group_data[1]['dvh'], dvh_2=self.group_data[2]['dvh'])
                wx.EndBusyCursor()
                self.update_data(load_saved_dvh_data=load_saved_dvh_data, group_2_only=bool(group-1))

                if group == 1:
                    self.notebook_main_view.SetSelection(1)
                    self.__enable_notebook_tabs()

                self.save_data['main_categorical_%s' % group] = self.data_table_categorical.get_save_data()
                self.save_data['main_numerical_%s' % group] = self.data_table_numerical.get_save_data()

                if group == 2:
                    self.regression.group = 2
                    self.control_chart.group = 2
                    self.update_stats_data_plots()

            except PlottingMemoryError as e:
                wx.EndBusyCursor()
                self.on_plotting_memory_error(str(e))
        else:
            wx.EndBusyCursor()
            msg = "%s DVHs returned. Please modify query or import more data." % ['Less than 2', 'No'][count == 0]
            wx.MessageBox(msg, 'Query Error', wx.OK | wx.OK_DEFAULT | wx.ICON_WARNING)
            self.group_data[group]['dvh'] = None

    def get_query(self):

        # Used to accumulate lists of query strings for each table
        # Will assume each item in list is complete query for that SQL column
        queries = {'Plans': [], 'Rxs': [], 'Beams': [], 'DVHs': []}

        # Used to group queries by variable, will combine all queries of same variable with an OR operator
        # e.g., queries_by_sql_column['Plans'][key] = list of strings, where key is sql column
        queries_by_sql_column = {'Plans': {}, 'Rxs': {}, 'Beams': {}, 'DVHs': {}}

        # Categorical filter
        if self.data_table_categorical.row_count:
            for i, category in enumerate(self.data_table_categorical.data['category_1']):
                table = self.categorical_columns[category]['table']
                col = self.categorical_columns[category]['var_name']
                value = self.data_table_categorical.data['category_2'][i]
                if col not in queries_by_sql_column[table]:
                    queries_by_sql_column[table][col] = []
                operator = ['=', '!='][{'Include': 0, 'Exclude': 1}[self.data_table_categorical.data['Filter Type'][i]]]
                queries_by_sql_column[table][col].append("%s %s '%s'" % (col, operator, value))

        # Range filter
        if self.data_table_numerical.row_count:
            for i, category in enumerate(self.data_table_numerical.data['category']):
                table = self.numerical_columns[category]['table']
                col = self.numerical_columns[category]['var_name']
                value_low = self.data_table_numerical.data['min'][i]
                value_high = self.data_table_numerical.data['max'][i]
                if 'date' in col:
                    value_low = "'%s'" % value_low
                    value_high = "'%s'" % value_high
                    if self.options.DB_TYPE == 'pgsql':
                        value_low = value_low + '::date'
                        value_high = value_high + '::date'
                if col not in queries_by_sql_column[table]:
                    queries_by_sql_column[table][col] = []
                operator = ['BETWEEN', 'NOT BETWEEN'][
                    {'Include': 0, 'Exclude': 1}[self.data_table_numerical.data['Filter Type'][i]]]
                queries_by_sql_column[table][col].append("%s %s %s AND %s" % (col, operator, value_low, value_high))

        for table in queries:
            for col in queries_by_sql_column[table]:
                queries[table].append("(%s)" % ' OR '.join(queries_by_sql_column[table][col]))
            queries[table] = ' AND '.join(queries[table])

        uids = get_study_instance_uids(plans=queries['Plans'], rxs=queries['Rxs'], beams=queries['Beams'])['common']

        return uids, queries['DVHs']

    def update_data(self, load_saved_dvh_data=False, group_2_only=False):
        wx.BeginBusyCursor()
        tables = ['Plans', 'Rxs', 'Beams']
        for grp, grp_data in self.group_data.items():
            if not(grp == 1 and group_2_only) or grp == 2:
                if hasattr(grp_data['dvh'], 'study_instance_uid'):
                    if not load_saved_dvh_data:
                        condition_str = "study_instance_uid in ('%s')" % "','".join(
                           grp_data['dvh'].study_instance_uid)
                        grp_data['data'] = {key: QuerySQL(key, condition_str) for key in tables}
                        grp_data['stats_data'] = StatsData(grp_data['dvh'], grp_data['data'], group=grp)
                else:
                    grp_data['data'] = {key: None for key in tables}
                    grp_data['stats_data'] = None

        if self.group_data[2]['stats_data']:
            sync_variables_in_stats_data_objects(self.group_data[1]['stats_data'],
                                                 self.group_data[2]['stats_data'])
        self.time_series.update_data(self.group_data)
        self.control_chart.update_data(self.group_data)
        self.correlation.set_data(self.group_data)
        self.regression.update_combo_box_choices()
        self.radbio.update_dvh_data(self.group_data)

        wx.EndBusyCursor()

    # --------------------------------------------------------------------------------------------------------------
    # Menu bar event functions
    # --------------------------------------------------------------------------------------------------------------
    def close_windows(self):
        for view in self.data_views.values():
            if hasattr(view, 'Destroy'):
                try:
                    view.Destroy()
                except RuntimeError:
                    pass

        for window in self.tool_bar_windows.values():
            if window and hasattr(window, 'Destroy'):
                window.Destroy()

        self.regression.close_mvr_frames()

    def on_quit(self, evt):
        self.close_windows()
        self.Destroy()

    def on_close(self, *evt):
        if self.group_data[1]['dvh']:
            dlg = wx.MessageDialog(self, "Clear all data and plots?", caption='Close',
                                   style=wx.YES | wx.NO | wx.NO_DEFAULT | wx.CENTER | wx.ICON_EXCLAMATION)
            dlg.Center()
            res = dlg.ShowModal()
            if res == wx.ID_YES:
                self.close()
                self.radio_button_query_group.SetSelection(0)
            dlg.Destroy()

    def close(self):
        self.group_data = {1: {'dvh': None,
                               'data': {key: None for key in ['Plans', 'Beams', 'Rxs']},
                               'stats_data': None},
                           2: {'dvh': None,
                               'data': {key: None for key in ['Plans', 'Beams', 'Rxs']},
                               'stats_data': None}}
        self.data_table_categorical.delete_all_rows()
        self.data_table_numerical.delete_all_rows()
        self.plot.clear_plot()
        self.endpoint.clear_data()
        self.radbio.clear_data()
        self.time_series.clear_data()
        self.notebook_main_view.SetSelection(0)
        self.text_summary.SetLabelText("")
        self.__disable_notebook_tabs()
        self.disable_query_buttons('categorical')
        self.disable_query_buttons('numerical')
        self.button_query_execute.Disable()
        self.time_series.initialize_y_axis_options()
        self.regression.clear(self.group_data)
        self.control_chart.initialize_y_axis_options()
        self.control_chart.plot.clear_plot()
        self.control_chart.group = 1
        self.close_windows()
        self.reset_query_filters()

    def on_export(self, evt):
        if self.group_data[1]['dvh'] is not None:
            ExportCSVDialog(self)
        else:
            wx.MessageBox('There is no data to export! Please query some data first.', 'Export Error',
                          wx.OK | wx.ICON_WARNING)

    @staticmethod
    def on_githubpage(evt):
        webbrowser.open_new_tab("http://dvhanalytics.com/")

    @staticmethod
    def on_report_issue(evt):
        webbrowser.open_new_tab("https://github.com/cutright/DVH-Analytics/issues")

    @staticmethod
    def on_about(evt):
        About()

    def on_pref(self, *args):
        UserSettings(self.options)

    def on_sql(self, *args):
        SQLSettingsDialog(self.options)
        [self.__disable_add_filter_buttons, self.__enable_add_filter_buttons][echo_sql_db()]()

    def on_save_plot_dvhs(self, evt):
        save_data_to_file(self, 'Save DVHs plot', self.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_time_series(self, evt):
        save_data_to_file(self, 'Save Time Series plot', self.time_series.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_correlation(self, evt):
        save_data_to_file(self, 'Save Correlation plot', self.correlation.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_regression(self, evt):
        save_data_to_file(self, 'Save Regression plot', self.regression.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_save_plot_control_chart(self, evt):
        save_data_to_file(self, 'Save Control Chart plot', self.control_chart.plot.html_str,
                          wildcard="HTML files (*.html)|*.html")

    def on_view_dvhs(self, evt):
        self.view_table_data('DVHs')

    def on_view_plans(self, evt):
        self.view_table_data('Plans')

    def on_view_rxs(self, evt):
        self.view_table_data('Rxs')

    def on_view_beams(self, evt):
        self.view_table_data('Beams')

    def on_view_stats_data_1(self, evt):
        self.view_table_data('StatsData1')

    def on_view_stats_data_2(self, evt):
        self.view_table_data('StatsData2')

    def view_table_data(self, key):
        if key == 'DVHs':
            data = {grp: self.group_data[grp]['dvh'] for grp in [1, 2]}
        elif 'StatsData' in key:
            data = {grp: self.group_data[grp]['stats_data'] for grp in [1, 2]}
        else:
            data = {grp: self.group_data[grp]['data'][key] for grp in [1, 2]}

        if data[1]:

            if self.get_menu_item_status(key) == 'Show':
                if 'StatsData' in key:
                    group = int(key[-1])
                    if group == 1 or data[2] is not None:
                        self.data_views[key] = StatsDataEditor(self.group_data, group, self.data_menu,
                                                               self.data_menu_items[key].GetId(), self.time_series,
                                                               self.regression, self.control_chart)
                    else:
                        self.no_queried_data_dlg()
                else:
                    if key == 'DVHs':
                        columns = [c for c in data[1].keys]
                    elif key == 'Rxs':
                        columns = ['plan_name', 'fx_dose', 'rx_percent', 'fxs', 'rx_dose', 'fx_grp_number',
                                   'fx_grp_count',
                                   'fx_grp_name', 'normalization_method', 'normalization_object']
                    else:
                        columns = [obj['var_name'] for obj in sql_column_info.values() if obj['table'] == key]

                    for starter_column in ['study_instance_uid', 'mrn']:
                        if starter_column in columns:
                            columns.pop(columns.index(starter_column))
                        columns.insert(0, starter_column)

                    self.data_views[key] = QueriedDataFrame(data, columns, key,
                                                            self.data_menu, self.data_menu_items[key].GetId())
            else:
                self.data_views[key].on_close()
                self.data_views[key] = None
        else:
            self.no_queried_data_dlg()

    def no_queried_data_dlg(self):
        dlg = wx.MessageDialog(self, 'Please query/open some data first.', 'ERROR!', wx.ICON_ERROR | wx.OK_DEFAULT)
        dlg.ShowModal()
        dlg.Destroy()

    def get_menu_item_status(self, key):
        show_hide = ['Hide', 'Show']['Show' in self.data_menu.GetLabel(self.data_menu_items[key].GetId())]
        return show_hide

    def redraw_plots(self):
        if self.group_data[1]['dvh']:
            self.plot.redraw_plot()
            self.time_series.plot.redraw_plot()
            self.correlation.plot.redraw_plot()
            self.regression.plot.redraw_plot()
            self.control_chart.plot.redraw_plot()

    def update_stats_data_plots(self):
        if self.group_data[1]['dvh']:
            self.time_series.update_plot()
            self.time_series.update_y_axis_options()
            self.regression.update_plot()
            self.control_chart.update_plot()

    def on_resize(self, *evt):
        try:
            self.Refresh()
            self.Layout()
            wx.CallAfter(self.redraw_plots)
        except RuntimeError:
            pass

    def on_plotting_memory_error(self, plot_type):
        plot_type = [' (Plot type: %s)' % plot_type, ''][plot_type is None]
        msg = "Plotting memory error%s. Try querying less data. At least %s DVHs returned.\n" \
              "NOTE: Threshold of this error is dependent on your computer." % (plot_type, self.group_data[1]['dvh'].count)
        MemoryErrorDialog(self, msg)
        self.close()

    def reset_query_filters(self):
        self.query_filters = {key: None for key in [1, 2]}

    def on_group_select(self, *evt):
        group = self.selected_group
        other = 3 - group

        self.button_query_execute.SetLabelText('Query and Retrieve Group %s' % group)

        self.query_filters[other] = {'main_categorical': self.data_table_categorical.get_save_data(),
                                     'main_numerical': self.data_table_numerical.get_save_data()}
        if self.query_filters[group] is not None:
            self.data_table_categorical.load_save_data(self.query_filters[group]['main_categorical'])
            self.data_table_numerical.load_save_data(self.query_filters[group]['main_numerical'])
        else:
            self.data_table_categorical.delete_all_rows()
            self.data_table_numerical.delete_all_rows()

        self.update_all_query_buttons()

        self.set_summary_text(group)

        if self.group_data[2]['stats_data']:
            self.regression.group = group
            self.regression.update_plot()
            self.control_chart.group = group
            self.control_chart.update_plot()

    def set_summary_text(self, group):
        if self.group_data[group]['dvh']:
            text = self.group_data[group]['dvh'].get_summary()
        else:
            text = ''
        self.text_summary.SetLabelText(text)
Exemplo n.º 4
0
class EndpointFrame:
    """
    Object to be passed into notebook panel for the Endpoint tab
    """
    def __init__(self, parent, dvh, time_series, regression, control_chart):
        """
        :param parent:  notebook panel in main view
        :type parent: Panel
        :param dvh: dvh data object
        :type dvh: DVH
        :param time_series: Time Series object in notebook
        :type time_series: TimeSeriesFrame
        :param regression: Regression frame object in notebook
        :type regression: RegressionFrame
        :param control_chart: Control Chart frame object in notebook
        :type control_chart: ControlChartFrame
        """

        self.parent = parent
        self.dvh = dvh
        self.time_series = time_series
        self.regression = regression
        self.control_chart = control_chart
        self.initial_columns = ['MRN', 'Tx Site', 'ROI Name', 'Volume (cc)']
        self.widths = [150, 150, 250, 100]

        self.button = {'add': wx.Button(self.parent, wx.ID_ANY, "Add Endpoint"),
                       'del': wx.Button(self.parent, wx.ID_ANY, "Delete Endpoint"),
                       'exp': wx.Button(self.parent, wx.ID_ANY, 'Export')}

        self.table = wx.ListCtrl(self.parent, wx.ID_ANY,
                                 style=wx.BORDER_SUNKEN | wx.LC_HRULES | wx.LC_REPORT | wx.LC_VRULES)
        self.table.SetMinSize(get_window_size(0.623, 0.762))
        self.data_table = DataTable(self.table)

        self.endpoint_defs = DataTable(None, columns=['label', 'output_type', 'input_type',
                                                      'input_value', 'units_in', 'units_out'])

        if dvh:
            self.dvh.endpoints['data'] = self.data_table.data
            self.dvh.endpoints['defs'] = self.endpoint_defs.data

        self.__do_bind()
        self.__set_properties()
        self.__do_layout()

        self.disable_buttons()

    def __do_bind(self):
        self.parent.Bind(wx.EVT_BUTTON, self.add_ep_button_click, id=self.button['add'].GetId())
        self.parent.Bind(wx.EVT_BUTTON, self.del_ep_button_click, id=self.button['del'].GetId())
        self.parent.Bind(wx.EVT_BUTTON, self.on_export_csv, id=self.button['exp'].GetId())

    def __set_properties(self):
        for i, column in enumerate(self.initial_columns):
            self.table.AppendColumn(column, format=wx.LIST_FORMAT_LEFT, width=self.widths[i])

    def __do_layout(self):
        sizer_wrapper = wx.BoxSizer(wx.VERTICAL)
        vbox = wx.BoxSizer(wx.VERTICAL)
        hbox = wx.BoxSizer(wx.HORIZONTAL)
        for key in list(self.button):
            hbox.Add(self.button[key], 0, wx.ALL, 5)
        vbox.Add(hbox, 0, wx.ALL | wx.EXPAND, 5)
        vbox.Add(self.table, 1, wx.EXPAND, 0)
        sizer_wrapper.Add(vbox, 1, wx.ALL | wx.EXPAND, 20)
        self.layout = sizer_wrapper

    def calculate_endpoints(self):

        columns = [c for c in self.initial_columns]
        if self.data_table.data:
            current_labels = [key for key in list(self.data_table.data) if key not in columns]
        else:
            current_labels = []

        ep = {'MRN': self.dvh.mrn,
              'Tx Site': self.dvh.get_plan_values('tx_site'),
              'ROI Name': self.dvh.roi_name,
              'Volume (cc)': self.dvh.volume}

        ep_defs = self.endpoint_defs.data
        if ep_defs:
            for i, ep_name in enumerate(ep_defs['label']):

                if ep_name not in columns:
                    columns.append(ep_name)

                    if ep_name in current_labels:
                        ep[ep_name] = deepcopy(self.data_table.data[ep_name])

                    else:
                        endpoint_input = ep_defs['input_type'][i]
                        endpoint_output = ep_defs['output_type'][i]

                        x = float(ep_defs['input_value'][i])
                        if endpoint_input == 'relative':
                            x /= 100.

                        if 'V' in ep_name:
                            ep[ep_name] = self.dvh.get_volume_of_dose(x, volume_scale=endpoint_output,
                                                                      dose_scale=endpoint_input)
                        else:
                            ep[ep_name] = self.dvh.get_dose_to_volume(x, dose_scale=endpoint_output,
                                                                      volume_scale=endpoint_input)

        self.data_table.set_data(ep, columns)
        self.data_table.set_column_width(0, 150)
        self.data_table.set_column_width(1, 150)
        self.data_table.set_column_width(2, 200)

    def add_ep_button_click(self, evt):
        dlg = AddEndpointDialog()
        res = dlg.ShowModal()
        if res == wx.ID_OK and dlg.is_endpoint_valid:
            self.endpoint_defs.append_row(dlg.endpoint_row)
            self.calculate_endpoints()
            self.enable_buttons()
            self.update_endpoints_in_dvh()
            self.time_series.update_y_axis_options()
        dlg.Destroy()
        self.regression.stats_data.update_endpoints_and_radbio()
        self.regression.update_combo_box_choices()
        self.control_chart.update_combo_box_y_choices()

    def del_ep_button_click(self, evt):
        dlg = DelEndpointDialog(self.data_table.columns)
        res = dlg.ShowModal()
        if res == wx.ID_OK:
            for value in dlg.selected_values:
                self.data_table.delete_column(value)
                endpoint_def_row = self.endpoint_defs.data['label'].index(value)
                self.update_endpoints_in_dvh()
                self.endpoint_defs.delete_row(endpoint_def_row)
            self.time_series.update_y_axis_options()
        dlg.Destroy()

        self.regression.stats_data.update_endpoints_and_radbio()
        self.regression.update_combo_box_choices()
        self.control_chart.update_combo_box_y_choices()

        if self.data_table.column_count == 3:
            self.button['del'].Disable()
            self.button['exp'].Disable()

    def update_dvh(self, dvh):
        self.dvh = dvh
        self.update_endpoints_in_dvh()

    def update_endpoints_in_dvh(self):
        if self.dvh:
            self.dvh.endpoints['data'] = self.data_table.data
            self.dvh.endpoints['defs'] = self.endpoint_defs.data

    def clear_data(self):
        self.data_table.delete_all_rows()
        self.endpoint_defs.delete_all_rows(force_delete_data=True)  # no attached layout, force delete

        if self.data_table.data:
            for column in list(self.data_table.data):
                if column not in self.initial_columns:
                    self.data_table.delete_column(column)

    def enable_buttons(self):
        for key in list(self.button):
            self.button[key].Enable()

    def disable_buttons(self):
        for key in list(self.button):
            self.button[key].Disable()

    def enable_initial_buttons(self):
        self.button['add'].Enable()

    def get_csv(self, selection=None):
        uid = {1: {'title': 'Study Instance UID',
                   'data': self.dvh.uid}}
        return self.data_table.get_csv(extra_column_data=uid)

    def on_export_csv(self, evt):
        save_data_to_file(self.parent, "Export Endpoints to CSV", self.get_csv())

    def get_save_data(self):
        return deepcopy({'data_table': self.data_table.get_save_data(),
                         'endpoint_defs': self.endpoint_defs.get_save_data()})

    def load_save_data(self, save_data):
        self.data_table.load_save_data(save_data['data_table'], ignore_layout=True)
        self.endpoint_defs.load_save_data(save_data['endpoint_defs'], ignore_layout=True)
        self.calculate_endpoints()

    @property
    def has_data(self):
        if self.endpoint_defs.data and self.endpoint_defs.data['label']:
            return True
        return False