profilevisualization.py

class DateTimeViewBox(pg.ViewBox):
    """
    Subclass of ViewBox
    """
    sigMoveToDate = pyqtSignal(np.datetime64)
    def __init__(self, parent=None):
        """
        Constructor of the CustomViewBox
        """
        super(DateTimeViewBox, self).__init__(parent)
        #self.menu = None # Override pyqtgraph ViewBoxMenu
        #self.menu = self.getMenu() # Create the menu
        #self.menu = None


    """
    def raiseContextMenu(self, ev):

        pt = self.mapDeviceToView(ev.pos())
        print(pt.x(), pt.y())
        date = num2date(pt.x())
        menu = QMenu(None)
        a = menu.addAction('Move to {}'.format(date))
        a.setData(date)
        a.triggered.connect(lambda : self.sigMoveToDate.emit(date))
        self.scene().addParentContextMenus(self, menu, ev)
        menu.exec_(ev.screenPos().toPoint())
    """



class DateTimePlotWidget(pg.PlotWidget):
    """
    Subclass of PlotWidget
    """
    def __init__(self, parent=None):
        """
        Constructor of the widget
        """
        super(DateTimePlotWidget, self).__init__(parent, viewBox=DateTimeViewBox())
        self.plotItem = pg.PlotItem(
            axisItems={'bottom':DateTimeAxis(orientation='bottom')},
            viewBox=DateTimeViewBox()
        )
        self.setCentralItem(self.plotItem)
        self.xAxisInitialized = False



class PlotSettingsModel(QAbstractTableModel):

    #sigSensorAdded = pyqtSignal(SensorPlotSettings)
    sigVisibilityChanged = pyqtSignal(TemporalProfilePlotStyle)
    sigDataChanged = pyqtSignal(TemporalProfilePlotStyle)

    regBandKey = re.compile("(?<!\w)b\d+(?!\w)", re.IGNORECASE)
    regBandKeyExact = re.compile('^' + regBandKey.pattern + '$', re.IGNORECASE)

    def __init__(self, temporalProfileCollection, plotWidget, parent=None, *args):

        #assert isinstance(tableView, QTableView)

        super(PlotSettingsModel, self).__init__(parent=parent)
        assert isinstance(temporalProfileCollection, TemporalProfileCollection)

        self.cnID = 'ID'
        self.cnSensor = 'sensor'
        self.cnExpression = LABEL_DN
        self.cnStyle = 'style'
        self.cnTemporalProfile = 'px'
        self.columNames = [self.cnTemporalProfile, self.cnSensor, self.cnStyle, self.cnExpression]

        self.mPlotSettings = []
        self.mPlotDataItems = []
        #assert isinstance(plotWidget, DateTimePlotWidget)
        self.mPlotWidget = plotWidget
        self.sortColumnIndex = 0
        self.sortOrder = Qt.AscendingOrder
        self.tpCollection = temporalProfileCollection

        assert isinstance(self.tpCollection.TS, TimeSeries)
        #self.tpCollection.TS.sigSensorAdded.connect(self.addPlotItem)
        #self.tpCollection.TS.sigSensorRemoved.connect(self.removeSensor)

        self.sort(0, Qt.AscendingOrder)
        self.dataChanged.connect(self.signaler)

    def __len__(self):
        return len(self.mPlotSettings)

    def __iter__(self):
        return iter(self.mPlotSettings)

    def __getitem__(self, slice):
        return self.mPlotSettings[slice]

    def __contains__(self, item):
        return item in self.mPlotSettings


    def testSlot(self, *args):
        print(('TESTSLOT', args))

    def columnIndex(self, name):
        return self.columNames.index(name)

    def signaler(self, idxUL, idxLR):
        if idxUL.isValid():

            plotStyle = self.idx2plotStyle(idxUL)
            cname = self.columNames[idxUL.column()]
            if cname in [self.cnSensor,self.cnStyle]:
                self.sigVisibilityChanged.emit(plotStyle)
            if cname in [self.cnExpression]:
                self.sigDataChanged.emit(plotStyle)




    def requiredBandsIndices(self, sensor):
        """
        Returns the band indices required to calculate the values for
        the different PlotStyle expressions making use of sensor
        :param sensor: SensorInstrument for which the band indices are to be returned.
        :return: [list-of-band-indices]
        """
        bandIndices = set()
        assert isinstance(sensor, SensorInstrument)
        for p in [p for p in self.mPlotSettings if p.sensor() == sensor]:
            assert isinstance(p, TemporalProfilePlotStyle)
            expression = p.expression()
            #remove leading & tailing "
            bandKeys = PlotSettingsModel.regBandKey.findall(expression)
            for bandIndex in [bandKey2bandIndex(key) for key in bandKeys]:
                bandIndices.add(bandIndex)

        return bandIndices


    def insertPlotStyles(self, plotStyles, i=None):
        """
        Inserts PlotStyle
        :param plotStyles: TemporalProfilePlotStyle | [list-of-TemporalProfilePlotStyle]
        :param i: index to insert, defaults to the last list position
        """
        if isinstance(plotStyles, TemporalProfilePlotStyle):
            plotStyles = [plotStyles]
        assert isinstance(plotStyles, list)
        for plotStyle in plotStyles:
            assert isinstance(plotStyle, TemporalProfilePlotStyle)

        if i is None:
            i = len(self.mPlotSettings)

        self.beginInsertRows(QModelIndex(), i, i + len(plotStyles)-1)
        for j, plotStyle in enumerate(plotStyles):
            assert isinstance(plotStyle, TemporalProfilePlotStyle)

            self.mPlotSettings.insert(i+j, plotStyle)
        self.endInsertRows()

    def removePlotStyles(self, plotStyles):
        """
        Removes PlotStyle instances
        :param plotStyles: TemporalProfilePlotStyle | [list-of-TemporalProfilePlotStyle]
        """
        if isinstance(plotStyles, PlotStyle):
            plotStyles = [plotStyles]
        assert isinstance(plotStyles, list)
        for plotStyle in plotStyles:
            assert isinstance(plotStyle, PlotStyle)
            if plotStyle in self.mPlotSettings:
                idx = self.plotStyle2idx(plotStyle)
                self.beginRemoveRows(QModelIndex(), idx.row(),idx.row())
                self.mPlotSettings.remove(plotStyle)
                self.endRemoveRows()

    def sort(self, col, order):
        if self.rowCount() == 0:
            return


        colName = self.columnames[col]
        r = order != Qt.AscendingOrder

        #self.beginMoveRows(idxSrc,

        if colName == self.cnSensor:
            self.mPlotSettings.sort(key = lambda sv:sv.sensor().name(), reverse=r)
        elif colName == self.cnExpression:
            self.mPlotSettings.sort(key=lambda sv: sv.expression(), reverse=r)
        elif colName == self.cnStyle:
            self.mPlotSettings.sort(key=lambda sv: sv.color, reverse=r)

    def rowCount(self, parent = QModelIndex()):
        return len(self.mPlotSettings)


    def removeRows(self, row, count , parent = QModelIndex()):

        self.beginRemoveRows(parent, row, row + count-1)

        toRemove = self.mPlotSettings[row:row + count]

        for tsd in toRemove:
            self.mPlotSettings.remove(tsd)

        self.endRemoveRows()

    def plotStyle2idx(self, plotStyle):

        assert isinstance(plotStyle, TemporalProfilePlotStyle)

        if plotStyle in self.mPlotSettings:
            i = self.mPlotSettings.index(plotStyle)
            return self.createIndex(i, 0)
        else:
            return QModelIndex()

    def idx2plotStyle(self, index):

        if index.isValid() and index.row() < self.rowCount():
            return self.mPlotSettings[index.row()]

        return None

    def columnCount(self, parent = QModelIndex()):
        return len(self.columNames)

    def data(self, index, role = Qt.DisplayRole):
        if role is None or not index.isValid():
            return None

        value = None
        columnName = self.columNames[index.column()]
        plotStyle = self.idx2plotStyle(index)
        if isinstance(plotStyle, TemporalProfilePlotStyle):
            sensor = plotStyle.sensor()
            #print(('data', columnName, role))
            if role == Qt.DisplayRole:
                if columnName == self.cnSensor:
                    if isinstance(sensor, SensorInstrument):
                        value = sensor.name()
                    else:
                        value = '<Select Sensor>'
                elif columnName == self.cnExpression:
                    value = plotStyle.expression()
                elif columnName == self.cnTemporalProfile:
                    value = plotStyle.temporalProfile().name()

            #elif role == Qt.DecorationRole:
            #    if columnName == self.cnStyle:
            #        value = plotStyle.createIcon(QSize(96,96))

            elif role == Qt.CheckStateRole:
                if columnName == self.cnTemporalProfile:
                    value = Qt.Checked if plotStyle.isVisible() else Qt.Unchecked



            elif role == Qt.UserRole:
                value = plotStyle
                if columnName == self.cnSensor:
                    value = plotStyle.sensor()
                elif columnName == self.cnExpression:
                    value = plotStyle.expression()
                elif columnName == self.cnStyle:
                    value = plotStyle
                elif columnName == self.cnTemporalProfile:
                    value == plotStyle.temporalProfile()
                else:
                    value = plotStyle
        #print(('get data',value))
        return value

    def setData(self, index, value, role=None):
        if role is None or not index.isValid():
            return False
        #print(('Set data', index.row(), index.column(), value, role))
        columnName = self.columNames[index.column()]

        if value is None:
            return False

        result = False
        plotStyle = self.idx2plotStyle(index)
        if isinstance(plotStyle, TemporalProfilePlotStyle):
            if role in [Qt.DisplayRole]:
                if columnName == self.cnExpression:
                    plotStyle.setExpression(value)
                    result = True
                elif columnName == self.cnStyle:
                    if isinstance(value, PlotStyle):
                        plotStyle.copyFrom(value)
                        result = True

            if role == Qt.CheckStateRole:
                if columnName == self.cnTemporalProfile:
                    plotStyle.setVisibility(value == Qt.Checked)
                    result = True

            if role == Qt.EditRole:
                if columnName == self.cnExpression:
                    plotStyle.setExpression(value)
                    result = True
                elif columnName == self.cnStyle:
                    plotStyle.copyFrom(value)
                    result = True
                elif columnName == self.cnSensor:
                    plotStyle.setSensor(value)
                    result = True
                elif columnName == self.cnTemporalProfile:
                    plotStyle.setTemporalProfile(value)
                    result = True

        if result:
            #save plot-style
            self.savePlotSettings(plotStyle, index='DEFAULT')
            self.dataChanged.emit(index, index)

        return result

    def savePlotSettings(self, sensorPlotSettings, index='DEFAULT'):
        return
        #todo
        assert isinstance(sensorPlotSettings, TemporalProfilePlotStyle)
        #todo: avoid dumps
        id = 'SPS.{}.{}'.format(index, sensorPlotSettings.sensor().id())
        d = pickle.dumps(sensorPlotSettings)
        SETTINGS.setValue(id, d)

    def restorePlotSettings(self, sensor, index='DEFAULT'):
        return None

        #todo
        assert isinstance(sensor, SensorInstrument)
        id = 'SPS.{}.{}'.format(index, sensor.id())
        sensorPlotSettings = SETTINGS.value(id)
        if sensorPlotSettings is not None:
            try:
                sensorPlotSettings = pickle.loads(sensorPlotSettings)
                s = ""
            except:
                sensorPlotSettings = None
                pass

        if isinstance(sensorPlotSettings, TemporalProfilePlotStyle):
            return sensorPlotSettings
        else:
            return None


    def flags(self, index):
        if index.isValid():
            columnName = self.columNames[index.column()]
            flags = Qt.ItemIsEnabled | Qt.ItemIsSelectable
            if columnName in [self.cnTemporalProfile]:
                flags = flags | Qt.ItemIsUserCheckable
            if columnName in [self.cnTemporalProfile, self.cnSensor, self.cnExpression, self.cnStyle]: #allow check state
                flags = flags | Qt.ItemIsEditable
            return flags
            #return item.qt_flags(index.column())
        return Qt.NoItemFlags

    def headerData(self, col, orientation, role):
        if Qt is None:
            return None
        if orientation == Qt.Horizontal and role == Qt.DisplayRole:
            return self.columNames[col]
        elif orientation == Qt.Vertical and role == Qt.DisplayRole:
            return col
        return None



class ProfileViewDockUI(QgsDockWidget, loadUI('profileviewdock.ui')):


    def __init__(self, parent=None):
        super(ProfileViewDockUI, self).__init__(parent)
        self.setupUi(self)

        #TBD.
        #self.line.setVisible(False)
        #self.listWidget.setVisible(False)
        self.stackedWidget.setCurrentWidget(self.page2D)
        self.plotWidget3D = None
        if OPENGL_AVAILABLE:
            l = self.labelDummy3D.parentWidget().layout()
            l.removeWidget(self.labelDummy3D)
            self.labelDummy3D.setVisible(False)
            from pyqtgraph.opengl import GLViewWidget
            self.plotWidget3D = GLViewWidget(parent=self.page3D)
            l.addWidget(self.plotWidget3D)

        #pi = self.plotWidget2D.plotItem
        #ax = DateAxis(orientation='bottom', showValues=True)
        #pi.layout.addItem(ax, 3,2)

        self.baseTitle = self.windowTitle()
        self.TS = None

        self.progressBar.setMinimum(0)
        self.progressBar.setMaximum(100)
        self.progressBar.setValue(0)
        self.progressInfo.setText('')
        self.pxViewModel2D = None
        self.pxViewModel3D = None

        self.tableView2DProfiles.horizontalHeader().setResizeMode(QHeaderView.ResizeToContents)
        self.tableView2DProfiles.setSortingEnabled(True)
        self.tableViewTemporalProfiles.horizontalHeader().setResizeMode(QHeaderView.ResizeToContents)
        self.tableViewTemporalProfiles.setSortingEnabled(True)


def dateDOY(date):
    if isinstance(date, np.datetime64):
        date = date.astype(datetime.date)
    return date.timetuple().tm_yday

def daysPerYear(year):

    if isinstance(year, np.datetime64):
        year = year.astype(datetime.date)
    if isinstance(year, datetime.date):
        year = year.timetuple().tm_year

    return dateDOY(datetime.date(year=year, month=12, day=31))

def date2num(d):
    #kindly taken from https://stackoverflow.com/questions/6451655/python-how-to-convert-datetime-dates-to-decimal-years
    if isinstance(d, np.datetime64):
        d = d.astype(datetime.datetime)
    assert isinstance(d, datetime.date)

    yearDuration = daysPerYear(d)
    yearElapsed = d.timetuple().tm_yday
    fraction = float(yearElapsed) / float(yearDuration)
    if fraction == 1.0:
        fraction = 0.9999999
    return float(d.year) + fraction

def num2date(n, dt64=True):
    n = float(n)
    if n < 1:
        n += 1

    year = int(n)
    fraction = n - year
    yearDuration = daysPerYear(year)
    yearElapsed = fraction * yearDuration

    import math
    doy = round(yearElapsed)
    if doy < 1:
        doy = 1
    try:
        date = datetime.date(year, 1, 1) + datetime.timedelta(days=doy-1)
    except:
        s = ""
    if dt64:
        return np.datetime64(date)
    else:
        return date



    #return np.datetime64('{:04}-01-01'.format(year), 'D') + np.timedelta64(int(yearElapsed), 'D')


def depr_date2num(d):
    d2 = d.astype(datetime.datetime)
    o = d2.toordinal()

    #assert d == num2date(o)

    return o

def depr_num2date(n):
    n = int(np.round(n))
    if n < 1:
        n = 1
    d = datetime.datetime.fromordinal(n)
    d = d.date()

    return np.datetime64('{:04}-{:02}-{:02}'.format(d.year,d.month,d.day), 'D')

class TemporalProfile(QObject):

    _mNextID = 0
    @staticmethod
    def nextID():
        n = TemporalProfile._mNextID
        TemporalProfile._mNextID += 1
        return n

    def __init__(self, timeSeries, spatialPoint):
        super(TemporalProfile, self).__init__()
        assert isinstance(timeSeries, TimeSeries)
        assert isinstance(spatialPoint, SpatialPoint)

        self.mTimeSeries = timeSeries
        self.mCoordinate = spatialPoint
        self.mID = TemporalProfile.nextID()
        self.mData = {}
        self.mUpdated = False
        self.mName = '#{}'.format(self.mID)

        self.mLoaded = self.mLoadedMax = 0
        self.initMetadata()
        self.updateLoadingStatus()

    def initMetadata(self):
        for tsd in self.mTimeSeries:
            assert isinstance(tsd, TimeSeriesDatum)
            meta = {'doy':tsd.doy,
                    'date':str(tsd.date)}

            self.updateData(tsd, meta)

    sigNameChanged = pyqtSignal(str)
    def setName(self, name):
        if name != self.mName:
            self.mName = name
            self.sigNameChanged.emit(self.mName)

    def name(self):
        return self.mName


    def plot(self):

        import pyqtgraph as pg

        for sensor in self.mTimeSeries.sensors():
            assert isinstance(sensor, SensorInstrument)

            plotStyle = TemporalProfilePlotStyle(self)
            plotStyle.setSensor(sensor)

            pi = TemporalProfilePlotDataItem(plotStyle)
            pi.setClickable(True)
            pw = pg.plot(title=self.name())
            pw.getPlotItem().addItem(pi)
            pi.setColor('green')
            pg.QAPP.exec_()

    def updateData(self, tsd, values):
        assert isinstance(tsd, TimeSeriesDatum)
        assert isinstance(values, dict)

        if tsd not in self.mData.keys():
            self.mData[tsd] = {}

        self.mData[tsd].update(values)
        self.updateLoadingStatus()
        self.mUpdated = True

    def resetUpdated(self):
        self.mUpdated = False

    def updated(self):
        return self.mUpdated

    def qgsFieldFromKeyValue(self, key, value):
        t = type(value)
        if t in [int, float] or np.isreal(value):

            fLen  = 0
            fPrec = 0
            fComm = ''
            fType = ''
            f = QgsField(key, QVariant.Double, 'double', 40, 5)
        else:
            f = QgsField(key, QVariant.String, 'text', 40, 5)
        return f

    def dataFromExpression(self, sensor, expression, dateType='date'):
        assert dateType in ['date','doy']
        x = []
        y = []


        if not isinstance(expression, QgsExpression):
            expression = QgsExpression(expression)
        assert isinstance(expression, QgsExpression)

        expression = QgsExpression(expression)



        fields = QgsFields()
        sensorTSDs = sorted([tsd for tsd in self.mData.keys() if tsd.sensor == sensor])
        for tsd in sensorTSDs:
            data = self.mData[tsd]
            for k, v in data.items():
                if v is not None and fields.fieldNameIndex(k) == -1:
                    fields.append(self.qgsFieldFromKeyValue(k, v))

        for i, tsd in enumerate(sensorTSDs):
            assert isinstance(tsd, TimeSeriesDatum)
            data = self.mData[tsd]
            context = QgsExpressionContext()
            scope = QgsExpressionContextScope()
            f = QgsFeature()
            f.setFields(fields)
            f.setValid(True)
            for k, v in data.items():
                if v is None:
                    continue
                idx = f.fieldNameIndex(k)
                field = f.fields().field(idx)
                if field.typeName() == 'text':
                    v = str(v)
                else:
                    v = float(v)

                f.setAttribute(k,v)

            scope.setFeature(f)
            context.appendScope(scope)
            #value = expression.evaluatePrepared(f)
            value = expression.evaluate(context)


            if value in [None, NULL]:
                s = ""
            else:
                if dateType == 'date':
                    x.append(date2num(tsd.date))
                elif dateType == 'doy':
                    x.append(tsd.doy)
                y.append(value)

        #return np.asarray(x), np.asarray(y)
        assert len(x) == len(y)
        return x, y

    def data(self, tsd):
        assert isinstance(tsd, TimeSeriesDatum)
        if self.hasData(tsd):
            return self.mData[tsd]
        else:
            return {}


    def loadingStatus(self):
        """
        Returns the loading status in terms of single pixel values.
        nLoaded = sum of single band values
        nLoadedMax = potential maximum of band values that might be loaded
        :return: (nLoaded, nLoadedMax)
        """
        return self.mLoaded, self.mLoadedMax

    def updateLoadingStatus(self):
        """
        Calculates and the loading status in terms of single pixel values.
        nMax is the sum of all bands over each TimeSeriesDatum and Sensors
        """

        self.mLoaded = self.mLoadedMax

        for tsd in self.mTimeSeries:
            assert isinstance(tsd, TimeSeriesDatum)
            self.mLoadedMax += tsd.sensor.nb
            if self.hasData(tsd):
                self.mLoaded += len([k for k in self.mData[tsd].keys() if k.startswith('b')])


    def hasData(self,tsd):
        assert isinstance(tsd, TimeSeriesDatum)
        return tsd in self.mData.keys()

    def __repr__(self):
        return 'TemporalProfile {}'.format(self.mCoordinate)



class SpectralTemporalVisualization(QObject):

    sigShowPixel = pyqtSignal(TimeSeriesDatum, QgsPoint, QgsCoordinateReferenceSystem)

    """
    Signalizes to move to specific date of interest
    """
    sigMoveToDate = pyqtSignal(np.datetime64)


    def __init__(self, ui):
        super(SpectralTemporalVisualization, self).__init__()

        assert isinstance(ui, ProfileViewDockUI), 'arg ui of type: {} {}'.format(type(ui), str(ui))
        self.ui = ui

        if DEBUG:
            import timeseriesviewer.pixelloader
            timeseriesviewer.pixelloader.DEBUG = True

        self.TS = None
        self.pixelLoader = PixelLoader()
        self.pixelLoader.sigPixelLoaded.connect(self.onPixelLoaded)
        self.pixelLoader.sigLoadingStarted.connect(lambda: self.ui.progressInfo.setText('Start loading...'))


        self.plot_initialized = False
        self.TV = ui.tableView2DProfiles
        self.TV.setSortingEnabled(False)
        self.plot2D = ui.plotWidget2D
        self.plot2D.getPlotItem().getViewBox().sigMoveToDate.connect(self.sigMoveToDate)
        self.plot2D.getPlotItem().getAxis('bottom').setLabel(LABEL_TIME)
        self.plot2D.getPlotItem().getAxis('left').setLabel(LABEL_DN)

        self.plot3D = ui.plotWidget3D
        self.plot3D.setCameraPosition(distance=50)

        ## Add a grid to the view
        if OPENGL_AVAILABLE:
            import pyqtgraph.opengl as gl
            self.glGridItem = gl.GLGridItem()
            self.glGridItem.scale(2, 2, 1)
            self.glGridItem.setDepthValue(10)  # draw grid after surfaces since they may be translucent
            self.glPlotDataItem = []
            self.plot3D.addItem(self.glGridItem)

        self.tpCollection = TemporalProfileCollection()
        self.tpCollectionListModel = TemporalProfileCollectionListModel(self.tpCollection)

        self.ui.tableViewTemporalProfiles.setModel(self.tpCollection)

        self.ui.cbTemporalProfile3D.setModel(self.tpCollectionListModel)
        #self.pxCollection.sigPixelAdded.connect(self.requestUpdate)
        #self.pxCollection.sigPixelRemoved.connect(self.clear)

        self.plotSettingsModel = None
        self.pixelLoader.sigLoadingStarted.connect(self.clear)
        self.pixelLoader.sigLoadingFinished.connect(lambda : self.plot2D.enableAutoRange('x', False))


        # self.VIEW.setItemDelegateForColumn(3, PointStyleDelegate(self.VIEW))
        self.plotData2D = dict()
        self.plotData3D = dict()

        self.updateRequested = True
        self.updateTimer = QTimer(self)
        self.updateTimer.timeout.connect(self.onDataUpdate)
        self.updateTimer.start(5000)

        self.sigMoveToDate.connect(self.onMoveToDate)

        self.initActions()

    def createNewPlotStyle(self):
        l = len(self.tpCollection)
        if l > 0:
            temporalProfile = self.tpCollection[0]
            plotStyle = TemporalProfilePlotStyle(temporalProfile)
            plotStyle.sigExpressionUpdated.connect(self.updatePlot2D)
            sensors = self.TS.Sensors.keys()
            if len(sensors) > 0:
                plotStyle.setSensor(sensors[0])
            self.plotSettingsModel.insertPlotStyles([plotStyle])
            pdi = plotStyle.createPlotItem(self.plot2D)

            assert isinstance(pdi, TemporalProfilePlotDataItem)

            self.plot2D.getPlotItem().addItem(pdi)
            #self.plot2D.getPlotItem().addItem(pg.PlotDataItem(x=[1, 2, 3], y=[1, 2, 3]))
            #plotItem.addDataItem(pdi)
            #plotItem.plot().sigPlotChanged.emit(plotItem)
            self.updatePlot2D()



    def initActions(self):

        self.ui.btnAddView.setDefaultAction(self.ui.actionAddView)
        self.ui.btnRemoveView.setDefaultAction(self.ui.actionRemoveView)
        self.ui.btnRefresh2D.setDefaultAction(self.ui.actionRefresh2D)
        self.ui.btnRefresh3D.setDefaultAction(self.ui.actionRefresh3D)
        self.ui.actionRefresh2D.triggered.connect(self.updatePlot2D)
        self.ui.actionRefresh3D.triggered.connect(self.updatePlot3D)
        self.ui.actionAddView.triggered.connect(self.createNewPlotStyle)
        #todo: self.ui.actionRemoveView.triggered.connect(self.plotSettingsModel.createPlotStyle)


    def setTimeSeries(self, TS):

        assert isinstance(TS, TimeSeries)
        self.TS = TS

        self.tpCollection.connectTimeSeries(self.TS)



        self.plotSettingsModel = PlotSettingsModel(self.tpCollection, self.plot2D, parent=self)
        self.plotSettingsModel.sigVisibilityChanged.connect(self.setVisibility)
        self.plotSettingsModel.sigDataChanged.connect(self.requestUpdate)
        self.plotSettingsModel.rowsInserted.connect(self.onRowsInserted)
        # self.plotSettingsModel.modelReset.connect(self.updatePersistantWidgets)
        self.TV.setModel(self.plotSettingsModel)
        self.delegate = PlotSettingsWidgetDelegate(self.TV, self.TS, self.tpCollectionListModel)
        self.delegate.setItemDelegates(self.TV)


    sigMoveToTSD = pyqtSignal(TimeSeriesDatum)

    def onMoveToDate(self, date):
        dt = np.asarray([np.abs(tsd.date - date) for tsd in self.TS])
        i = np.argmin(dt)
        self.sigMoveToTSD.emit(self.TS[i])


    def onPixelLoaded(self, nDone, nMax, d):
        self.ui.progressBar.setValue(nDone)
        self.ui.progressBar.setMaximum(nMax)

        assert isinstance(d, PixelLoaderTask)

        bn = os.path.basename(d.sourcePath)
        if d.success():
            t = 'Last loaded from {}.'.format(bn)
            self.tpCollection.addPixelLoaderResult(d)
            self.updateRequested = True
        else:
            t = 'Failed loading from {}.'.format(bn)
            if d.info and d.info != '':
                t += '({})'.format(d.info)
        if DEBUG:
            print(t)
        # QgsApplication.processEvents()
        self.ui.progressInfo.setText(t)

    def requestUpdate(self, *args):
        self.updateRequested = True
        #next time

    def updatePersistentWidgets(self):
        model = self.TV.model()
        if isinstance(model, PlotSettingsModel):
            colExpression = model.columnIndex(model.cnExpression)
            colStyle = model.columnIndex(model.cnStyle)

            for row in range(model.rowCount()):
                idxExpr = model.createIndex(row, colExpression)
                idxStyle = model.createIndex(row, colStyle)

                #self.TV.openPersistentEditor(idxExpr)
                #self.TV.openPersistentEditor(idxStyle)

                #self.TV.openPersistentEditor(model.createIndex(start, colStyle))
            s = ""


    def onRowsInserted(self, parent, start, end):
        model = self.TV.model()
        if isinstance(model, PlotSettingsModel):
            colExpression = model.columnIndex(model.cnExpression)
            colStyle = model.columnIndex(model.cnStyle)
            while start <= end:
                idxExpr = model.createIndex(start, colExpression)
                idxStyle = model.createIndex(start, colStyle)
                self.TV.openPersistentEditor(idxExpr)
                self.TV.openPersistentEditor(idxStyle)
                start += 1
                #self.TV.openPersistentEditor(model.createIndex(start, colStyle))
            s = ""

    def onObservationClicked(self, plotDataItem, points):
        for p in points:
            tsd = p.data()
            #print(tsd)


    def clear(self):
        #first remove from pixelCollection
        self.tpCollection.prune()

        return

        self.plotData2D.clear()
        self.plotData3D.clear()

        pi = self.plot2D.getPlotItem()
        plotItems = pi.listDataItems()
        for p in plotItems:
            p.clear()
            p.update()

        if len(self.TS) > 0:
            rng = [self.TS[0].date, self.TS[-1].date]
            rng = [date2num(d) for d in rng]
            self.plot2D.getPlotItem().setRange(xRange=rng)
        #QApplication.processEvents()
        if self.plot3D:
            pass


    def loadCoordinate(self, spatialPoints=None, LUT_bandIndices=None):
        """
        Loads a temporal profile for a single or multiple geometries.
        :param spatialPoints: SpatialPoint | [list-of-SpatialPoints]
        """
        if not isinstance(self.plotSettingsModel, PlotSettingsModel):
            return False

        if not self.pixelLoader.isReadyToLoad():
            return False

        assert isinstance(self.TS, TimeSeries)

        #Get or create the TimeSeriesProfiles which will store the loaded values

        tasks = []
        TPs = []
        theGeometries = []


        # Define a which (new) bands need to be loaded for each sensor
        if LUT_bandIndices is None:
            LUT_bandIndices = dict()
            for sensor in self.TS.Sensors:
                LUT_bandIndices[sensor] = self.plotSettingsModel.requiredBandsIndices(sensor)

        assert isinstance(LUT_bandIndices, dict)
        for sensor in self.TS.Sensors:
            assert sensor in LUT_bandIndices.keys()

        #update new / existing points
        if isinstance(spatialPoints, SpatialPoint):
            spatialPoints = [spatialPoints]

        for spatialPoint in spatialPoints:
            assert isinstance(spatialPoint, SpatialPoint)
            TP = self.tpCollection.fromSpatialPoint(spatialPoint)
            if not isinstance(TP, TemporalProfile):
                TP = TemporalProfile(self.TS, spatialPoint)
                self.tpCollection.insertTemporalProfiles(TP)
            TPs.append(TP)
            theGeometries.append(TP.mCoordinate)


        TP_ids = [TP.mID for TP in TPs]
        #each TSD is a Task
        #a Task defines which bands are to be loaded
        for tsd in self.TS:

            #do not load from invisible TSDs
            if not tsd.isVisible():
                continue

            #which bands do we need to load?
            requiredIndices = set(LUT_bandIndices[tsd.sensor])
            if len(requiredIndices) == 0:
                continue
            else:
                s = ""

            missingIndices = set()

            for TP in TPs:
                assert isinstance(TP, TemporalProfile)
                existingBandKeys = [k for k in TP.data(tsd).keys() if PlotSettingsModel.regBandKeyExact.search(k)]
                existingBandIndices = set([bandKey2bandIndex(k) for k in existingBandKeys])
                need2load = requiredIndices.difference(existingBandIndices)
                missingIndices = missingIndices.union(need2load)

            missingIndices = sorted(list(missingIndices))

            if len(missingIndices) > 0:
                task = PixelLoaderTask(tsd.pathImg, theGeometries,
                                       bandIndices=missingIndices,
                                       temporalProfileIDs=TP_ids)
                tasks.append(task)

        if len(tasks) > 0:
            aGoodDefault = 2 if len(self.TS) > 25 else 1

            self.pixelLoader.setNumberOfProcesses(SETTINGS.value('profileloader_threads', aGoodDefault))
            if DEBUG:
                print('Start loading for {} geometries from {} sources...'.format(
                    len(theGeometries), len(tasks)
                ))
            self.pixelLoader.startLoading(tasks)

        else:
            if DEBUG:
                print('Data for geometries already loaded')

    def setVisibility(self, sensorPlotStyle):
        assert isinstance(sensorPlotStyle, TemporalProfilePlotStyle)
        self.setVisibility2D(sensorPlotStyle)

    def setVisibility2D(self, sensorPlotStyle):

        self.plot2D.update()


    def addData(self, sensorView = None):