temporalprofiles2d.py

# -*- coding: utf-8 -*-
"""
/***************************************************************************
                              EO Time Series Viewer
                              -------------------
        begin                : 2017-08-04
        git sha              : $Format:%H$
        copyright            : (C) 2017 by HU-Berlin
        email                : benjamin.jakimow@geo.hu-berlin.de
 ***************************************************************************/

/***************************************************************************
 *                                                                         *
 *   This program is free software; you can redistribute it and/or modify  *
 *   it under the terms of the GNU General Public License as published by  *
 *   the Free Software Foundation; either version 2 of the License, or     *
 *   (at your option) any later version.                                   *
 *                                                                         *
 ***************************************************************************/
"""
# noinspection PyPep8Naming

import os, sys, pickle, datetime, re, collections

from collections import OrderedDict
from qgis.gui import *
from qgis.core import *
from PyQt5.Qt import *
from PyQt5.QtCore import *
from PyQt5.QtXml import *
from PyQt5.QtGui import *
from PyQt5.QtWidgets import *
import numpy as np
import pyqtgraph as pg
from pyqtgraph import functions as fn
from pyqtgraph import AxisItem
from osgeo import ogr, osr, gdal
from timeseriesviewer.timeseries import TimeSeries, TimeSeriesDatum, SensorInstrument
from timeseriesviewer.plotstyling import PlotStyle
from timeseriesviewer.pixelloader import PixelLoader, PixelLoaderTask
from timeseriesviewer.utils import *
from timeseriesviewer.models import OptionListModel, Option
LABEL_EXPRESSION_2D = 'DN or Index'
LABEL_TIME = 'Date'
DEBUG = False
OPENGL_AVAILABLE = False

try:
    import OpenGL

    OPENGL_AVAILABLE = True

except:
    pass


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

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


def sensorExampleQgsFeature(sensor, singleBandOnly=False):
    # populate with exemplary band values (generally stored as floats)

    if sensor is None:
        singleBandOnly = True

    fieldValues = collections.OrderedDict()
    if singleBandOnly:
        fieldValues['b'] = 1.0
    else:
        assert isinstance(sensor, SensorInstrument)
        for b in range(sensor.nb):
            fn = bandIndex2bandKey(b)
            fieldValues[fn] = 1.0

    date = datetime.date.today()
    doy = dateDOY(date)
    fieldValues['doy'] = doy
    fieldValues['date'] = str(date)


    fields = QgsFields()
    for k, v in fieldValues.items():
        fields.append(qgsFieldFromKeyValue(k,v))
    f = QgsFeature(fields)
    for k, v in fieldValues.items():
        f.setAttribute(k, v)
    return f


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)

    if isinstance(d, QDate):
        d = datetime.date(d.year(), d.month(), d.day())

    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, qDate=False):
    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 qDate:
        return QDate(date.year, date.month, date.day)
    if dt64:
        return np.datetime64(date)
    else:
        return date



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


def saveTemporalProfiles(profiles, path, mode='all', sep=',', loadMissingValues=False):
    if path is None or len(path) == 0:
        return

    assert mode in ['coordinate','all']

    nbMax = 0
    for sensor in profiles[0].timeSeries().sensors():
        assert isinstance(sensor, SensorInstrument)
        nbMax = max(nbMax, sensor.nb)

    ext = os.path.splitext(path)[1].lower()

    assert isinstance(ext, str)
    if ext.startswith('.'):
        ext = ext[1:]

    if loadMissingValues:
        for p in profiles:
            assert isinstance(p, TemporalProfile)
            p.loadMissingData()


    if ext == 'csv':
        #write a flat list of profiles
        lines = ['Temporal Profiles']
        lines.append(sep.join(['pid', 'name', 'date', 'img', 'location', 'band values']))

        for nP, p in enumerate(profiles):
            assert isinstance(p, TemporalProfile)
            lines.append('Profile {} "{}": {}'.format(p.mID, p.name(), p.mCoordinate))
            assert isinstance(p, TemporalProfile)
            c = p.coordinate()
            for i, tsd in enumerate(p.mTimeSeries):
                assert isinstance(tsd, TimeSeriesDatum)

                data = p.data(tsd)
                line = [p.id(), p.name(), data['date'], tsd.pathImg, c.asWkt()]
                for b in range(tsd.sensor.nb):
                    key = 'b{}'.format(b+1)
                    if key in data.keys():
                        line.append(data[key])
                    else:
                        line.append('')

                line = sep.join([str(l) for l in line])
                lines.append(line)
        file = open(path, 'w', encoding='utf8')
        file.writelines('\n'.join(lines))
        file.flush()
        file.close()

    else:

        drv = None
        for i in range(ogr.GetDriverCount()):
            d = ogr.GetDriver(i)
            driverExtensions = d.GetMetadataItem('DMD_EXTENSIONS')
            if driverExtensions is not None and ext in driverExtensions:
                drv = d
                break

        if not isinstance(drv, ogr.Driver):
            raise Exception('Unable to find a OGR driver to write {}'.format(path))


        drvMEM = ogr.GetDriverByName('Memory')
        assert isinstance(drvMEM, ogr.Driver)
        dsMEM = drvMEM.CreateDataSource('')
        srs = osr.SpatialReference()
        srs.ImportFromEPSG(4326)
        crs = QgsCoordinateReferenceSystem('EPSG:4326')
        assert isinstance(dsMEM, ogr.DataSource)
        #lines.append(sep.join(['pid', 'name', 'date', 'img', 'location', 'band values']))
        lyr = dsMEM.CreateLayer(os.path.basename(path), srs, ogr.wkbPoint)
        lyr.CreateField(ogr.FieldDefn('pid', ogr.OFTInteger64))
        lyr.CreateField(ogr.FieldDefn('name', ogr.OFTString))
        lyr.CreateField(ogr.FieldDefn('date', ogr.OFTDateTime))
        lyr.CreateField(ogr.FieldDefn('doy', ogr.OFTInteger))
        lyr.CreateField(ogr.FieldDefn('img', ogr.OFTString))
        lyr.CreateField(ogr.FieldDefn('lat', ogr.OFTReal))
        lyr.CreateField(ogr.FieldDefn('lon', ogr.OFTReal))
        lyr.CreateField(ogr.FieldDefn('nodata', ogr.OFTBinary))

        for b in range(nbMax):
            lyr.CreateField(ogr.FieldDefn('b{}'.format(b+1), ogr.OFTReal))


        for iP, p in enumerate(profiles):
            assert isinstance(p, TemporalProfile)

            c = p.coordinate().toCrs(crs)
            assert isinstance(c, SpatialPoint)

            for iT, tsd in enumerate(p.timeSeries()):
                feature = ogr.Feature(lyr.GetLayerDefn())
                assert isinstance(feature, ogr.Feature)
                data = p.data(tsd)
                assert isinstance(tsd, TimeSeriesDatum)
                feature.SetField('pid', p.id())
                feature.SetField('name', p.name())
                feature.SetField('date', str(tsd.date))
                feature.SetField('doy', tsd.doy)

                feature.SetField('img', tsd.pathImg)
                feature.SetField('lon', c.x())
                feature.SetField('lat', c.y())

                point = ogr.CreateGeometryFromWkt(c.asWkt())
                feature.SetGeometry(point)

                if 'nodata' in data.keys():
                    feature.SetField('nodata', data['nodata'])

                for b in range(tsd.sensor.nb):
                    key = 'b{}'.format(b+1)
                    if key in data.keys():
                        feature.SetField(key, data[key])
                lyr.CreateFeature(feature)
        drv.CopyDataSource(dsMEM, path)

        pass


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


def bandIndex2bandKey(i):
    assert isinstance(i, int)
    assert i >= 0
    return 'b{}'.format(i + 1)

def bandKey2bandIndex(key):
    match = regBandKeyExact.search(key)
    assert match
    idx = int(match.group()[1:]) - 1
    return idx



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

        pi = self.getPlotItem()
        pi.getAxis('bottom').setLabel(LABEL_TIME)
        pi.getAxis('left').setLabel(LABEL_EXPRESSION_2D)

        self.mInfoColor = QColor('yellow')
        self.mCrosshairLineV = pg.InfiniteLine(angle=90, movable=False)
        self.mCrosshairLineH = pg.InfiniteLine(angle=0, movable=False)
        self.mInfoLabelCursor = pg.TextItem(text='<cursor position>', anchor=(1.0, 0.0))
        self.mInfoLabelCursor.setColor(QColor('yellow'))

        self.scene().addItem(self.mInfoLabelCursor)
        self.mInfoLabelCursor.setParentItem(self.getPlotItem())
        #self.plot2DLabel.setAnchor()
        #self.plot2DLabel.anchor(itemPos=(0, 0), parentPos=(0, 0), offset=(0, 0))
        pi.addItem(self.mCrosshairLineV, ignoreBounds=True)
        pi.addItem(self.mCrosshairLineH, ignoreBounds=True)

        self.proxy2D = pg.SignalProxy(self.scene().sigMouseMoved, rateLimit=60, slot=self.onMouseMoved2D)


    def onMouseMoved2D(self, evt):
        pos = evt[0]  ## using signal proxy turns original arguments into a tuple

        plotItem = self.getPlotItem()
        if plotItem.sceneBoundingRect().contains(pos):
            vb = plotItem.vb
            assert isinstance(vb, DateTimeViewBox)
            mousePoint = vb.mapSceneToView(pos)
            x = mousePoint.x()
            if x >= 0:
                y = mousePoint.y()
                date = num2date(x)
                doy = dateDOY(date)
                plotItem.vb.updateCurrentDate(num2date(x, dt64=True))
                self.mInfoLabelCursor.setText('DN {:0.2f}\nDate {}\nDOY {}'.format(
                                              mousePoint.y(), date, doy),
                                              color=self.mInfoColor)

                s = self.size()
                pos = QPointF(s.width(), 0)
                self.mInfoLabelCursor.setVisible(vb.mActionShowCursorValues.isChecked())
                self.mInfoLabelCursor.setPos(pos)

                b = vb.mActionShowCrosshair.isChecked()
                self.mCrosshairLineH.setVisible(b)
                self.mCrosshairLineV.setVisible(b)
                self.mCrosshairLineH.pen.setColor(self.mInfoColor)
                self.mCrosshairLineV.pen.setColor(self.mInfoColor)
                self.mCrosshairLineV.setPos(mousePoint.x())
                self.mCrosshairLineH.setPos(mousePoint.y())


class DateTimeAxis(pg.AxisItem):

    def __init__(self, *args, **kwds):
        super(DateTimeAxis, self).__init__(*args, **kwds)
        self.setRange(1,3000)
        self.enableAutoSIPrefix(False)
        self.labelAngle = 0

    def logTickStrings(self, values, scale, spacing):
        s = ""


    def tickStrings(self, values, scale, spacing):
        strns = []

        if len(values) == 0:
            return []
        #assert isinstance(values[0],

        values = [num2date(v) if v > 0 else num2date(1) for v in values]
        rng = max(values)-min(values)
        ndays = rng.astype(int)

        strns = []

        for v in values:
            if ndays == 0:
                strns.append(v.astype(str))
            else:
                strns.append(v.astype(str))

        return strns

    def tickValues(self, minVal, maxVal, size):
        d = super(DateTimeAxis, self).tickValues(minVal, maxVal, size)

        return d


    def drawPicture(self, p, axisSpec, tickSpecs, textSpecs):


        p.setRenderHint(p.Antialiasing, False)
        p.setRenderHint(p.TextAntialiasing, True)

        ## draw long line along axis
        pen, p1, p2 = axisSpec
        p.setPen(pen)
        p.drawLine(p1, p2)
        p.translate(0.5, 0)  ## resolves some damn pixel ambiguity

        ## draw ticks
        for pen, p1, p2 in tickSpecs:
            p.setPen(pen)
            p.drawLine(p1, p2)


        ## Draw all text
        if self.tickFont is not None:
            p.setFont(self.tickFont)
        p.setPen(self.pen())

        #for rect, flags, text in textSpecs:
        #    p.drawText(rect, flags, text)
        #    # p.drawRect(rect)

        #see https://github.com/pyqtgraph/pyqtgraph/issues/322
        for rect, flags, text in textSpecs:
            p.save()  # save the painter state
            p.translate(rect.center())   # move coordinate system to center of text rect
            p.rotate(self.labelAngle)  # rotate text
            p.translate(-rect.center())  # revert coordinate system
            p.drawText(rect, flags, text)
            p.restore()  # restore the painter state



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
        self.mCurrentDate = np.datetime64('today')
        self.mXAxisUnit = 'date'
        xAction = [a for a in self.menu.actions() if a.text() == 'X Axis'][0]
        yAction = [a for a in self.menu.actions() if a.text() == 'Y Axis'][0]

        menuXAxis = self.menu.addMenu('X Axis')
        #define the widget to set X-Axis options
        frame = QFrame()
        l = QGridLayout()

        frame.setLayout(l)
        #l.addWidget(self, QWidget, int, int, alignment: Qt.Alignment = 0): not enough arguments
        self.rbXManualRange = QRadioButton('Manual')
        self.dateEditX0 = QDateEdit()
        self.dateEditX0.setDisplayFormat('yyyy-MM-dd')
        self.dateEditX0.setToolTip('Start time')
        self.dateEditX0.setCalendarPopup(True)
        self.dateEditX0.dateChanged.connect(self.updateXRange)
        self.dateEditX1 = QDateEdit()
        self.dateEditX1.setDisplayFormat('yyyy-MM-dd')
        self.dateEditX0.setToolTip('End time')
        self.dateEditX1.setCalendarPopup(True)
        self.dateEditX1.dateChanged.connect(self.updateXRange)

        self.rbXAutoRange = QRadioButton('Auto')
        self.rbXAutoRange.setChecked(True)
        self.rbXAutoRange.toggled.connect(self.updateXRange)


        l.addWidget(self.rbXManualRange, 0,0)
        l.addWidget(self.dateEditX0, 0,1)
        l.addWidget(self.dateEditX1, 0,2)
        l.addWidget(self.rbXAutoRange, 1, 0)

        l.setMargin(1)
        l.setSpacing(1)
        frame.setMinimumSize(l.sizeHint())
        wa = QWidgetAction(menuXAxis)
        wa.setDefaultWidget(frame)
        menuXAxis.addAction(wa)


        self.menu.insertMenu(xAction, menuXAxis)
        self.menu.removeAction(xAction)

        self.mActionMoveToDate = self.menu.addAction('Move to {}'.format(self.mCurrentDate))
        self.mActionMoveToDate.triggered.connect(lambda : self.sigMoveToDate.emit(self.mCurrentDate))
        self.mActionShowCrosshair = self.menu.addAction('Show Crosshair')
        self.mActionShowCrosshair.setCheckable(True)
        self.mActionShowCrosshair.setChecked(True)
        self.mActionShowCursorValues = self.menu.addAction('Show Mouse values')
        self.mActionShowCursorValues.setCheckable(True)
        self.mActionShowCursorValues.setChecked(True)

    sigXAxisUnitChanged = pyqtSignal(str)
    def setXAxisUnit(self, unit):
        assert unit in ['date', 'doy']
        old = self.mXAxisUnit
        self.mXAxisUnit = unit
        if old != self.mXAxisUnit:
            self.sigXAxisUnitChanged.emit(self.mXAxisUnit)

    def xAxisUnit(self):
        return self.mXAxisUnit

    def updateXRange(self, *args):
        isAutoRange = self.rbXAutoRange.isChecked()
        self.enableAutoRange('x', isAutoRange)

        self.dateEditX0.setEnabled(not isAutoRange)
        self.dateEditX1.setEnabled(not isAutoRange)

        if not isAutoRange:
            t0 = date2num(self.dateEditX0.date())
            t1 = date2num(self.dateEditX1.date())
            t0 = min(t0, t1)
            t1 = max(t0, t1)

            self.setXRange(t0, t1)

    def updateCurrentDate(self, date):
        if isinstance(date, np.datetime64):
            self.mCurrentDate = date
            self.mActionMoveToDate.setData(date)
            self.mActionMoveToDate.setText('Move maps to {}'.format(date))



    def raiseContextMenu(self, ev):

        pt = self.mapDeviceToView(ev.pos())
        self.updateCurrentDate(num2date(pt.x(), dt64=True))

        xRange, yRange = self.viewRange()
        t0 = num2date(xRange[0], qDate=True)
        t1 = num2date(xRange[1], qDate=True)
        self.dateEditX0.setDate(t0)
        self.dateEditX1.setDate(t1)

        menu = self.getMenu(ev)
        self.scene().addParentContextMenus(self, menu, ev)
        menu.exec_(ev.screenPos().toPoint())


class TemporalProfilePlotStyleBase(PlotStyle):

    sigExpressionUpdated = pyqtSignal()
    sigSensorChanged = pyqtSignal(SensorInstrument)

    def __init__(self, parent=None, temporalProfile=None):
        super(TemporalProfilePlotStyleBase, self).__init__()
        self.mSensor = None
        self.mTP = None
        self.mExpression = 'b1'
        self.mPlotItems = []
        self.mIsVisible = True

        if isinstance(temporalProfile, TemporalProfile):
            self.setTemporalProfile(temporalProfile)

    def isPlotable(self):
        return self.isVisible() and isinstance(self.temporalProfile(), TemporalProfile) and isinstance(self.sensor(), SensorInstrument)

    def createPlotItem(self):
        raise NotImplementedError()

    def temporalProfile(self):
        return self.mTP

    def setTemporalProfile(self, temporalPofile):

        b = temporalPofile != self.mTP
        self.mTP = temporalPofile
        if temporalPofile is None:
            s  =""
        else:
            assert isinstance(temporalPofile, TemporalProfile)
        if b:
            self.updateDataProperties()

    def setSensor(self, sensor):
        assert sensor is None or isinstance(sensor, SensorInstrument)
        b = sensor != self.mSensor
        self.mSensor = sensor
        if b:
            self.update()
            self.sigSensorChanged.emit(sensor)

    def sensor(self):
        return self.mSensor

    def updateStyleProperties(self):
        raise NotImplementedError()

    def updateDataProperties(self):
        raise NotImplementedError()

    def update(self):
        self.updateDataProperties()

    def setExpression(self, exp):
        assert isinstance(exp, str)
        b = self.mExpression != exp
        self.mExpression = exp
        self.updateDataProperties()
        if b:
            self
            self.sigExpressionUpdated.emit()

    def expression(self):
        return self.mExpression

    def __reduce_ex__(self, protocol):
        return self.__class__, (), self.__getstate__()

    def __getstate__(self):
        result = super(TemporalProfile2DPlotStyle, self).__getstate__()
        #remove
        del result['mTP']
        del result['mSensor']

        return result

    def isVisible(self):
        return self.mIsVisible

    def setVisibility(self, b):
        assert isinstance(b, bool)
        old = self.isVisible()
        self.mIsVisible = b

        if b != old:
            self.updateStyleProperties()
            #self.update()

    def copyFrom(self, plotStyle):
        if isinstance(plotStyle, PlotStyle):
            super(TemporalProfilePlotStyleBase, self).copyFrom(plotStyle)
            self.updateStyleProperties()

        if isinstance(plotStyle, TemporalProfilePlotStyleBase):
            self.setExpression(plotStyle.expression())
            self.setSensor(plotStyle.sensor())
            self.setTemporalProfile(plotStyle.temporalProfile())
            self.updateDataProperties()




class TemporalProfile2DPlotStyle(TemporalProfilePlotStyleBase):


    def __init__(self, temporalProfile=None):
        super(TemporalProfile2DPlotStyle, self).__init__(temporalProfile=temporalProfile)
        #PlotStyle.__init__(self)
       #TemporalProfilePlotStyleBase.__init__(self, temporalProfile=temporalProfile)

    def createPlotItem(self, plotWidget):
        pdi = TemporalProfilePlotDataItem(self)
        self.mPlotItems.append(pdi)
        return pdi

    def updateStyleProperties(self):
        for pdi in self.mPlotItems:
            assert isinstance(pdi, TemporalProfilePlotDataItem)
            pdi.updateStyle()

    def updateDataProperties(self):
        for pdi in self.mPlotItems:
            assert isinstance(pdi, TemporalProfilePlotDataItem)
            pdi.updateDataAndStyle()







class TemporalProfile(QObject):

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

    sigNameChanged = pyqtSignal(str)
    sigDataChanged = pyqtSignal()

    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 = 'Location {}'.format(self.mID)

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

    def __eq__(self, other):
        """
        Two temporal profiles are equal if they point to the same geometry
        :param other:
        :return:
        """

        if not isinstance(other, TemporalProfile):
            return False

        return other.mCoordinate == self.mCoordinate

    def coordinate(self):
        return self.mCoordinate

    def id(self):
        return self.mID

    def data(self):
        return self.mData

    def timeSeries(self):
        return self.mTimeSeries

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

            self.updateData(tsd, meta)

    def pullDataUpdate(self, d):
        assert isinstance(d, PixelLoaderTask)
        if d.success() and self.mID in d.temporalProfileIDs:
            i = d.temporalProfileIDs.index(self.mID)
            tsd = self.mTimeSeries.getTSD(d.sourcePath)
            assert isinstance(tsd, TimeSeriesDatum)

            values = {}
            if d.validPixelValues(i):
                profileData = d.resProfiles[i]

                vMean, vStd = profileData

                validValues = not isinstance(vMean, str)
                # 1. add the pixel values per returned band

                for iBand, bandIndex in enumerate(d.bandIndices):
                    key = 'b{}'.format(bandIndex + 1)
                    values[key] = vMean[iBand] if validValues else None
                    key = 'std{}'.format(bandIndex + 1)
                    values[key] = vStd[iBand] if validValues else None
            else:
                values['nodata'] = True

            self.updateData(tsd, values)


    def loadMissingData(self, showGUI=False):
        """
        Loads the missing data
        :return:
        """
        from timeseriesviewer.pixelloader import PixelLoaderTask, doLoaderTask
        tasks = []
        for tsd in self.mTimeSeries:
            missingIndices = self.missingBandIndices(tsd)

            if len(missingIndices) > 0:
                task = PixelLoaderTask(tsd.pathImg, [self.mCoordinate],
                                       bandIndices=missingIndices,
                                       temporalProfileIDs=[self.mID])
                tasks.append(task)


        for task in tasks:
            result = doLoaderTask(task)
            assert isinstance(result, PixelLoaderTask)
            self.pullDataUpdate(result)

    def missingBandIndices(self, tsd, requiredIndices=None):
        """
        Returns the band indices [0, sensor.nb) that have not been loaded yet.
        :param tsd: TimeSeriesDatum of interest
        :param requiredIndices: optional subset of possible band-indices to return the missing ones from.
        :return: [list-of-indices]
        """
        assert isinstance(tsd, TimeSeriesDatum)
        if requiredIndices is None:
            requiredIndices = list(range(tsd.sensor.nb))
        requiredIndices = [i for i in requiredIndices if i >= 0 and i < tsd.sensor.nb]
        existingBandIndices = [bandKey2bandIndex(k) for k in self.data(tsd).keys() if regBandKeyExact.search(k)]
        return [i for i in requiredIndices if i not in existingBandIndices]


    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 = TemporalProfile2DPlotStyle(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
        self.sigDataChanged.emit()

    def resetUpdatedFlag(self):
        self.mUpdated = False

    def updated(self):
        return self.mUpdated

    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.indexFromName(k) == -1:
                    fields.append(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.fields().indexFromName(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]:
                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.mNoData, self.mLoadedMax

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

        self.mLoaded = 0
        self.mLoadedMax = 0
        self.mNoData = 0

        for tsd in self.mTimeSeries:
            assert isinstance(tsd, TimeSeriesDatum)
            nb = tsd.sensor.nb

            self.mLoadedMax += nb
            if self.hasData(tsd):
                if self.isNoData(tsd):
                    self.mNoData += nb
                else:
                    self.mLoaded += len([k for k in self.mData[tsd].keys() if regBandKey.search(k)])

    def isNoData(self, tsd):
        assert isinstance(tsd, TimeSeriesDatum)
        return self.mData[tsd]['nodata']

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

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


class TemporalProfilePlotDataItem(pg.PlotDataItem):

    def __init__(self, plotStyle, parent=None):
        assert isinstance(plotStyle, TemporalProfile2DPlotStyle)


        super(TemporalProfilePlotDataItem, self).__init__([], [], parent=parent)
        self.menu = None
        #self.setFlags(QGraphicsItem.ItemIsSelectable)
        self.mPlotStyle = plotStyle
        self.setAcceptedMouseButtons(Qt.LeftButton | Qt.RightButton)
        self.mPlotStyle.sigUpdated.connect(self.updateDataAndStyle)
        self.updateStyle()

    # On right-click, raise the context menu
    def mouseClickEvent(self, ev):
        if ev.button() == QtCore.Qt.RightButton:
            if self.raiseContextMenu(ev):
                ev.accept()

    def raiseContextMenu(self, ev):
        menu = self.getContextMenus()

        # Let the scene add on to the end of our context menu
        # (this is optional)