From fff96fb255fbe590e6795d7ff2e5f5b53c6b502b Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Sun, 2 Jan 2022 20:25:28 +0100 Subject: [PATCH 01/49] Add Multi-timeframes with multiple charts --- Controller.py | 46 ++++++- finplotWindow.py | 9 +- solution.code-workspace | 8 ++ userInterface.py | 287 ++++++++++++++++++++++------------------ 4 files changed, 216 insertions(+), 134 deletions(-) create mode 100644 solution.code-workspace diff --git a/Controller.py b/Controller.py index 068108a..75a04a9 100644 --- a/Controller.py +++ b/Controller.py @@ -99,13 +99,22 @@ def resetCerebro(self): pass + # Return True if loading is successfull & the error string if False def loadData(self, dataPath, datetimeFormat, separator): # Try importing data file # We should code a widget that ask for options as : separators, date format, and so on... try: fileName = os.path.basename(dataPath) - self.dataframes[fileName] = pd.read_csv(dataPath, sep=separator, parse_dates=[0], date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), skiprows=0, header=0, index_col=0) + self.dataframes[fileName] = pd.read_csv(dataPath, + sep=separator, + parse_dates=[0], + date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + skiprows=0, + header=0, + names=["Time", "Open", "High", "Low", "Close", "Volume"], + index_col=0) + except ValueError as err: return False, "ValueError error:" + str(err) except AttributeError as err: @@ -131,14 +140,44 @@ def importData(self, fileNamesOrdered): # Add data to cerebro : only add data when all files have been selected for multi-timeframes self.cerebro.adddata(self.data) # Add the data feed + # find the time frame + timeframe = self.findTimeFrame(df) + + # Create the chart window for the good timeframe (if it does not already exists?) + self.interface.createChartDock(timeframe) + # Draw charts based on input data - self.interface.drawChart(df) + self.interface.drawChart(df, timeframe) # Enable run button self.interface.strategyTesterUI.runBacktestPB.setEnabled(True) pass + def findTimeFrame(self,df): + + if len(df.index) > 2: + dtDiff = df.index[1] - df.index[0] + + if dtDiff.seconds == 60: + return "M1" + elif dtDiff.seconds == 300: + return "M5" + elif dtDiff.seconds == 900: + return "M15" + elif dtDiff.seconds == 1800: + return "M30" + elif dtDiff.seconds == 3600: + return "H1" + elif dtDiff.seconds == 14400: + return "H4" + elif dtDiff.seconds == 86400: + return "D" + elif dtDiff.seconds == 604800: + return "W" + + pass + def addStrategy(self, strategyName): @@ -254,4 +293,5 @@ def cashChanged(self, cashString): self.startingcash = float(cashString) self.cerebro.broker.setcash(self.startingcash) - pass \ No newline at end of file + pass + diff --git a/finplotWindow.py b/finplotWindow.py index 2734fd9..edf6a97 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -35,7 +35,7 @@ def __init__(self, dockArea, dockChart, interface): ######### # Prepare the plot widgets ######### - def createPlotWidgets(self): + def createPlotWidgets(self, timeframe): # fin plot self.ax0, self.ax_rsi, self.ax_stochasticRsi, self.ax_stochastic, self.axPnL = fplt.create_plot_widget(master=self.dockArea, rows=5, init_zoom_periods=200) @@ -47,9 +47,9 @@ def createPlotWidgets(self): self.dockChart.addWidget(self.ax2.ax_widget, 3, 0, 1, 1) ''' - self.interface.dock_rsi.layout.addWidget(self.ax_rsi.ax_widget) - self.interface.dock_stochasticRsi.layout.addWidget(self.ax_stochasticRsi.ax_widget) - self.interface.dock_stochastic.layout.addWidget(self.ax_stochastic.ax_widget) + self.interface.dock_rsi[timeframe].layout.addWidget(self.ax_rsi.ax_widget) + self.interface.dock_stochasticRsi[timeframe].layout.addWidget(self.ax_stochasticRsi.ax_widget) + self.interface.dock_stochastic[timeframe].layout.addWidget(self.ax_stochastic.ax_widget) # Ax Profit & Loss self.interface.strategyResultsUI.ResultsTabWidget.widget(1).layout().addWidget(self.axPnL.ax_widget) @@ -67,6 +67,7 @@ def drawCandles(self): # Inside plot widget controls #self.createControlPanel(self.ax0.ax_widget) pass + def drawSma(self, period): self.sma_indicator = sma.Sma(self.data, period) diff --git a/solution.code-workspace b/solution.code-workspace new file mode 100644 index 0000000..876a149 --- /dev/null +++ b/solution.code-workspace @@ -0,0 +1,8 @@ +{ + "folders": [ + { + "path": "." + } + ], + "settings": {} +} \ No newline at end of file diff --git a/userInterface.py b/userInterface.py index af485eb..7f435c7 100644 --- a/userInterface.py +++ b/userInterface.py @@ -29,7 +29,6 @@ sys.path.append('../finplot') import finplot as fplt - import backtrader as bt # Ui made with Qt Designer @@ -65,6 +64,15 @@ def __init__(self,controller): self.app = QtWidgets.QApplication([]) self.win = QtWidgets.QMainWindow() + # All dock area of each time frame + self.dockAreaTimeframes = {} + self.dock_charts= {} + self.dock_rsi= {} + self.dock_stochastic= {} + self.dock_stochasticRsi= {} + self.fpltWindow = {} + self.timeFramePB = {} + # Resize windows properties self.win.resize(1600,1100) self.win.setWindowTitle("Skinok Backtrader UI") @@ -74,24 +82,89 @@ def __init__(self,controller): pass + def initialize(self): + + # Docks + self.createMainDocks() + + # Create all buttons above the chart window + self.createControlPanel() + + self.createUIs() + + # Enable run button + self.strategyTesterUI.runBacktestPB.setEnabled(False) + + self.strategyTesterUI.initialize() + + pass + + ######### + # Create all chart dock for ONE timeframe + ######### + def createChartDock(self, timeframe): + + # this need to be changed later + self.current_timeframe = timeframe + + # Each time frame has its own dock area + self.dockAreaTimeframes[timeframe] = DockArea() + self.stackedCharts.addWidget(self.dockAreaTimeframes[timeframe]) + + # Create Chart widget + self.dock_charts[timeframe] = Dock("dock_chart_"+timeframe, size = (1000, 500), closable = False, hideTitle=True) + self.dockAreaTimeframes[timeframe].addDock(self.dock_charts[timeframe]) + + # Create Order widget + self.dock_rsi[timeframe] = Dock("RSI", size = (1000, 120), closable = False, hideTitle=True) + self.dockAreaTimeframes[timeframe].addDock(self.dock_rsi[timeframe], position='bottom', relativeTo=self.dock_charts[timeframe]) + self.dock_rsi[timeframe].hide() + + self.dock_stochastic[timeframe] = Dock("Stochastic", size = (1000, 120), closable = False, hideTitle=True) + self.dockAreaTimeframes[timeframe].addDock(self.dock_stochastic[timeframe], position='bottom', relativeTo=self.dock_charts[timeframe]) + self.dock_stochastic[timeframe].hide() + + self.dock_stochasticRsi[timeframe] = Dock("Stochastic Rsi", size = (1000, 120), closable = False, hideTitle=True) + self.dockAreaTimeframes[timeframe].addDock(self.dock_stochasticRsi[timeframe], position='bottom', relativeTo=self.dock_charts[timeframe]) + self.dock_stochasticRsi[timeframe].hide() + + # Create finplot Window + self.fpltWindow[timeframe] = finplotWindow.FinplotWindow(self.dockAreaTimeframes[timeframe], self.dock_charts[timeframe], self) + self.fpltWindow[timeframe].createPlotWidgets(timeframe) + self.fpltWindow[timeframe].show() + + # Create timeframe button + self.timeFramePB[timeframe] = QtWidgets.QPushButton(self.controlPanel) + self.timeFramePB[timeframe].setText(timeframe) + self.timeFramePB[timeframe].setCheckable(True) + self.timeFramePB[timeframe].setMaximumWidth(100) + self.timeFramePB[timeframe].toggled.connect(lambda: self.toogleTimeframe(timeframe) ) + self.controlPanelLayout.insertWidget(0,self.timeFramePB[timeframe]) + + self.stackedCharts.setCurrentIndex(0) + + # init checked after connecting the slot + if self.darkmodeCB.isChecked(): + self.dark_mode_toggle() + + pass + + + ######### # Create all main window docks ######### - def createDocks(self): + def createMainDocks(self): + self.dockArea = DockArea() self.win.setCentralWidget(self.dockArea) - # Create Chart widget - self.dock_chart = Dock("dock_chart", size = (1000, 500), closable = False, hideTitle=True ) - self.dockArea.addDock(self.dock_chart, position='above') - - # Create Trade widget - #self.dock_trades = Dock("Trades", size = (1000, 200), closable = False, hideTitle=True) - #self.dockArea.addDock(self.dock_trades, position='bottom') + # Create Stacked widget + self.dock_stackedCharts = Dock("dock_stackedCharts", size = (1000, 500), closable = False, hideTitle=True ) + self.dockArea.addDock(self.dock_stackedCharts, position='above') - # Create Summary widget - #self.dock_summary = Dock("Strategy Summary", size = (200, 100), closable = False, hideTitle=True) - #self.dockArea.addDock(self.dock_summary, position='left', relativeTo=self.dock_trades) + self.stackedCharts = QtWidgets.QStackedWidget(self.dock_stackedCharts) + self.dock_stackedCharts.addWidget( self.stackedCharts, 1 , 0 ) # Create Strategy Tester Tab self.dock_strategyTester = Dock("Strategy Tester", size = (200, 500), closable = False, hideTitle=True) @@ -101,21 +174,7 @@ def createDocks(self): self.dock_strategyResultsUI = Dock("Strategy Tester", size = (1000, 250), closable = False, hideTitle=True) self.dockArea.addDock(self.dock_strategyResultsUI, position='bottom') - # Create Order widget - self.dock_rsi = Dock("RSI", size = (1000, 120), closable = False, hideTitle=True) - self.dockArea.addDock(self.dock_rsi, position='bottom', relativeTo=self.dock_chart) - self.dock_rsi.hide() - - self.dock_stochastic = Dock("Stochastic", size = (1000, 120), closable = False, hideTitle=True) - self.dockArea.addDock(self.dock_stochastic, position='bottom', relativeTo=self.dock_chart) - self.dock_stochastic.hide() - - self.dock_stochasticRsi = Dock("Stochastic Rsi", size = (1000, 120), closable = False, hideTitle=True) - self.dockArea.addDock(self.dock_stochasticRsi, position='bottom', relativeTo=self.dock_chart) - self.dock_stochasticRsi.hide() - - - #self.dock_trades.raiseDock() + pass ######### # Create all dock contents @@ -128,10 +187,6 @@ def createUIs(self): #self.createOrdersUI() self.createSummaryUI() - # Create finplot Window - self.createFinplotWindow() - self.createControlPanel() - self.createActions() self.createMenuBar() @@ -145,7 +200,7 @@ def createActions(self): # Indicators #self.indicatorsActionGroup = QtWidgets.QActionGroup(self.win) - # Ichimoku + # Ichimoku #self.addIchimokuAction = QtWidgets.QAction(QtGui.QIcon(""),"Add Ichimoku", self.indicatorsActionGroup) #self.addIchimokuAction.triggered.connect( self.addIndicator ) #self.indicatorsActionGroup.addAction(self.addIchimokuAction) @@ -166,9 +221,7 @@ def createActions(self): #self.darkModeAction = QtWidgets.QAction(QtGui.QIcon(""),"Switch Color Mode", self.optionsActionGroup) #self.darkModeAction.triggered.connect( self.dark_mode_toggle ) - #self.optionsActionGroup.addAction(self.darkModeAction) - pass ######### @@ -181,7 +234,6 @@ def createMenuBar(self): #self.indicatorsMenu = self.menubar.addMenu("Indicators") #self.indicatorsMenu.addActions(self.indicatorsActionGroup.actions()) - self.backtestDataMenu = self.menubar.addMenu("Backtest Data") self.backtestDataMenu.addActions(self.backtestDataActionGroup.actions()) @@ -396,35 +448,13 @@ def fillSummaryUI(self, brokerCash, brokerValue, tradeAnalysis): pass - ######### - # Fin plot Window - ######### - def createFinplotWindow(self): - self.fpltWindow = finplotWindow.FinplotWindow(self.dockArea, self.dock_chart, self) - self.fpltWindow.createPlotWidgets() - pass - - # - def initialize(self): - - # Docks - self.createDocks() - self.createUIs() - - # Enable run button - self.strategyTesterUI.runBacktestPB.setEnabled(False) - - self.strategyTesterUI.initialize() - - pass - ######### # Show all ######### def show(self): - self.fpltWindow.show() # prepares plots when they're all setup - #fpltWindow.autoviewrestore() + + #self.fpltWindow[timeframe].show() # prepares plots when they're all setup self.win.show() self.app.exec_() @@ -439,17 +469,17 @@ def getProgressBar(self): ######### # Draw chart ######### - def drawChart(self, data): - self.fpltWindow.setChartData(data) - self.fpltWindow.updateChart() + def drawChart(self, data, timeframe): + self.fpltWindow[timeframe].setChartData(data) + self.fpltWindow[timeframe].updateChart() pass ######### # Draw orders on chart ######### - def setOrders(self, orders): + def setOrders(self, orders, timeframe): #self.fillOrdersUI(self.myOrders) - self.fpltWindow.drawOrders(orders) + self.fpltWindow[timeframe].drawOrders(orders) pass ######### @@ -457,22 +487,22 @@ def setOrders(self, orders): # A python expert could do waaaaay better optimized on this function # But anyway... it works... ######### - def displayPnL(self, pnl_dataframe): + def displayPnL(self, pnl_dataframe, timeframe): # draw charts - self.fpltWindow.drawPnL(pnl_dataframe) + self.fpltWindow[timeframe].drawPnL(pnl_dataframe) pass ######### # Control panel overlay on top/above of the finplot window ######### def createControlPanel(self): + + self.controlPanel = QtWidgets.QWidget(self.dock_stackedCharts) + self.dock_stackedCharts.addWidget(self.controlPanel,0,0) - self.panel = QtWidgets.QWidget(self.dock_chart) - self.dock_chart.addWidget(self.panel,0,0,1,1) - - layout = QtWidgets.QHBoxLayout(self.panel) - + self.controlPanelLayout = QtWidgets.QHBoxLayout(self.controlPanel) + ''' panel.symbol = QtWidgets.QComboBox(panel) [panel.symbol.addItem(i+'USDT') for i in 'BTC ETH XRP DOGE BNB SOL ADA LTC LINK DOT TRX BCH'.split()] @@ -492,113 +522,123 @@ def createControlPanel(self): ''' # Rest - self.ResetPB = QtWidgets.QPushButton(self.panel) + self.ResetPB = QtWidgets.QPushButton(self.controlPanel) self.ResetPB.setText("Reset") self.ResetPB.setCheckable(True) self.ResetPB.setMaximumWidth(100) self.ResetPB.toggled.connect(self.resetChart) - layout.addWidget(self.ResetPB) + self.controlPanelLayout.addWidget(self.ResetPB) # Spacer spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Minimum) - layout.addSpacerItem(spacer) + self.controlPanelLayout.addSpacerItem(spacer) # SMA - self.SmaPB = QtWidgets.QPushButton(self.panel) + self.SmaPB = QtWidgets.QPushButton(self.controlPanel) self.SmaPB.setText("SMA") self.SmaPB.setCheckable(True) self.SmaPB.setMaximumWidth(100) self.SmaPB.toggled.connect(self.addSma) - layout.addWidget(self.SmaPB) + self.controlPanelLayout.addWidget(self.SmaPB) # EMA - self.EmaPB = QtWidgets.QPushButton(self.panel) + self.EmaPB = QtWidgets.QPushButton(self.controlPanel) self.EmaPB.setText("EMA") self.EmaPB.setCheckable(True) self.EmaPB.setMaximumWidth(100) self.EmaPB.toggled.connect(self.addEma) - layout.addWidget(self.EmaPB) + self.controlPanelLayout.addWidget(self.EmaPB) # Spacer spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Minimum) - layout.addSpacerItem(spacer) + self.controlPanelLayout.addSpacerItem(spacer) # RSI - self.RsiPB = QtWidgets.QPushButton(self.panel) + self.RsiPB = QtWidgets.QPushButton(self.controlPanel) self.RsiPB.setText("RSI") self.RsiPB.setCheckable(True) self.RsiPB.setMaximumWidth(100) self.RsiPB.toggled.connect(self.toogleRsi) - layout.addWidget(self.RsiPB) + self.controlPanelLayout.addWidget(self.RsiPB) # Stochastic - self.StochasticPB = QtWidgets.QPushButton(self.panel) + self.StochasticPB = QtWidgets.QPushButton(self.controlPanel) self.StochasticPB.setText("Stochastic") self.StochasticPB.setCheckable(True) self.StochasticPB.setMaximumWidth(100) self.StochasticPB.toggled.connect(self.toogleStochastic) - layout.addWidget(self.StochasticPB) + self.controlPanelLayout.addWidget(self.StochasticPB) # Stochastic RSI - self.StochasticRsiPB = QtWidgets.QPushButton(self.panel) + self.StochasticRsiPB = QtWidgets.QPushButton(self.controlPanel) self.StochasticRsiPB.setText("Stochastic RSI") self.StochasticRsiPB.setCheckable(True) self.StochasticRsiPB.setMaximumWidth(100) self.StochasticRsiPB.toggled.connect(self.toogleStochasticRsi) - layout.addWidget(self.StochasticRsiPB) + self.controlPanelLayout.addWidget(self.StochasticRsiPB) # Ichimoku - self.IchimokuPB = QtWidgets.QPushButton(self.panel) + self.IchimokuPB = QtWidgets.QPushButton(self.controlPanel) self.IchimokuPB.setText("Ichimoku") self.IchimokuPB.setCheckable(True) self.IchimokuPB.setMaximumWidth(100) self.IchimokuPB.toggled.connect(self.toogleIchimoku) - layout.addWidget(self.IchimokuPB) + self.controlPanelLayout.addWidget(self.IchimokuPB) # Spacer spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Minimum) - layout.addSpacerItem(spacer) + self.controlPanelLayout.addSpacerItem(spacer) # Dark mode - self.darkmodeCB = QtWidgets.QCheckBox(self.panel) + self.darkmodeCB = QtWidgets.QCheckBox(self.controlPanel) self.darkmodeCB.setText('Dark mode') self.darkmodeCB.toggled.connect(self.dark_mode_toggle) - # init checked after connecting the slot self.darkmodeCB.setChecked(True) - layout.addWidget(self.darkmodeCB) + self.controlPanelLayout.addWidget(self.darkmodeCB) # Volumes - self.volumesCB = QtWidgets.QCheckBox(self.panel) + self.volumesCB = QtWidgets.QCheckBox(self.controlPanel) self.volumesCB.setText('Volumes') self.volumesCB.toggled.connect(self.volumes_toggle) # init checked after connecting the slot - self.volumesCB.setChecked(True) - layout.addWidget(self.volumesCB) + self.volumesCB.setChecked(False) + self.controlPanelLayout.addWidget(self.volumesCB) - layout.insertSpacerItem( 0, QtWidgets.QSpacerItem( 0,0, hPolicy=QtWidgets.QSizePolicy.Expanding, vPolicy=QtWidgets.QSizePolicy.Preferred) ) + # Spacer + self.controlPanelLayout.insertSpacerItem(0, QtWidgets.QSpacerItem( 0,0, hPolicy=QtWidgets.QSizePolicy.Expanding, vPolicy=QtWidgets.QSizePolicy.Preferred) ) - return self.panel + return self.controlPanel ######### # Toggle anther UI Theme ######### def dark_mode_toggle(self): - self.fpltWindow.activateDarkMode(self.darkmodeCB.isChecked()) + for key,window in self.fpltWindow.items(): + window.activateDarkMode(self.darkmodeCB.isChecked()) pass ########## # INDICATORS ########## + def toogleTimeframe(self, timeframe): + + print("Display " + timeframe) + self.current_timeframe = timeframe + + self.stackedCharts.setCurrentIndex( self.stackedCharts.indexOf( self.dockAreaTimeframes[timeframe]) ) + + pass + def resetChart(self): - self.fpltWindow.resetChart() - self.fpltWindow.updateChart() + self.fpltWindow[self.current_timeframe].resetChart() + self.fpltWindow[self.current_timeframe].updateChart() pass # On chart indicators def addSma(self): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_chart) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("SMA Indicator parameters") paramDialog.addParameter("SMA Period", 14) @@ -606,7 +646,7 @@ def addSma(self): if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): period = paramDialog.getValue("SMA Period") - self.fpltWindow.drawSma( period ) + self.fpltWindow[self.current_timeframe].drawSma( period ) pass @@ -614,7 +654,7 @@ def addSma(self): def addEma(self): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_chart) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("EMA Indicator parameters") paramDialog.addParameter("EMA Period", 9) @@ -622,7 +662,7 @@ def addEma(self): if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): period = paramDialog.getValue("EMA Period") - self.fpltWindow.drawEma( period ) + self.fpltWindow[self.current_timeframe].drawEma( period ) pass @@ -631,7 +671,7 @@ def toogleRsi(self): if self.RsiPB.isChecked(): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_chart) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("RSI Indicator parameters") paramDialog.addParameter("RSI Period", 14) @@ -640,15 +680,15 @@ def toogleRsi(self): if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): period = paramDialog.getValue("RSI Period") - self.fpltWindow.drawRsi( period ) - self.dock_rsi.show() + self.fpltWindow[self.current_timeframe].drawRsi( period ) + self.dock_rsi[self.current_timeframe].show() else: # Cancel self.RsiPB.setChecked(False) - self.dock_rsi.hide() + self.dock_rsi[self.current_timeframe].hide() else: - self.dock_rsi.hide() + self.dock_rsi[self.current_timeframe].hide() pass @@ -656,7 +696,7 @@ def toogleStochastic(self): if self.StochasticPB.isChecked(): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_chart) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("Stochastic Indicator parameters") paramDialog.addParameter("Stochastic Period K", 14) @@ -669,15 +709,15 @@ def toogleStochastic(self): smooth_k = paramDialog.getValue("Stochastic Smooth K") smooth_d = paramDialog.getValue("Stochastic Smooth D") - self.fpltWindow.drawStochastic( period, smooth_k, smooth_d ) - self.dock_stochastic.show() + self.fpltWindow[self.current_timeframe].drawStochastic( period, smooth_k, smooth_d ) + self.dock_stochastic[self.current_timeframe].show() else: # Cancel self.RsiPB.setChecked(False) - self.dock_stochastic.hide() + self.dock_stochastic[self.current_timeframe].hide() else: - self.dock_stochastic.hide() + self.dock_stochastic[self.current_timeframe].hide() pass @@ -685,7 +725,7 @@ def toogleStochasticRsi(self): if self.StochasticRsiPB.isChecked(): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_chart) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("Stochastic Indicator parameters") paramDialog.addParameter("Stochastic Rsi Period K", 14) @@ -698,35 +738,28 @@ def toogleStochasticRsi(self): smooth_k = paramDialog.getValue("Stochastic Rsi Smooth K") smooth_d = paramDialog.getValue("Stochastic Rsi Smooth D") - self.fpltWindow.drawStochasticRsi( period, smooth_k, smooth_d) - self.dock_stochasticRsi.show() + self.fpltWindow[self.current_timeframe].drawStochasticRsi( period, smooth_k, smooth_d) + self.dock_stochasticRsi[self.current_timeframe].show() else: # Cancel self.RsiPB.setChecked(False) - self.dock_stochasticRsi.hide() + self.dock_stochasticRsi[self.current_timeframe].hide() else: - self.dock_stochasticRsi.hide() + self.dock_stochasticRsi[self.current_timeframe].hide() pass # On chart indicators def toogleIchimoku(self): - self.fpltWindow.setIndicator("Ichimoku", self.IchimokuPB.isChecked() ) + self.fpltWindow[self.current_timeframe].setIndicator("Ichimoku", self.IchimokuPB.isChecked() ) pass def volumes_toggle(self): - self.fpltWindow.setIndicator("Volumes", self.volumesCB.isChecked()) + self.fpltWindow[self.current_timeframe].setIndicator("Volumes", self.volumesCB.isChecked()) pass - - - ######### - # Load data files UI slots - ######### - - ######### # Obsolete (Strategy results : transcations tab) ######### From f12a1903ecca49edcd3f45200735a53eca23da40 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Sun, 2 Jan 2022 22:09:03 +0100 Subject: [PATCH 02/49] Change timeframe buttons to Radio buttons --- userInterface.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/userInterface.py b/userInterface.py index 7f435c7..cbc61af 100644 --- a/userInterface.py +++ b/userInterface.py @@ -134,7 +134,7 @@ def createChartDock(self, timeframe): self.fpltWindow[timeframe].show() # Create timeframe button - self.timeFramePB[timeframe] = QtWidgets.QPushButton(self.controlPanel) + self.timeFramePB[timeframe] = QtWidgets.QRadioButton(self.controlPanel) self.timeFramePB[timeframe].setText(timeframe) self.timeFramePB[timeframe].setCheckable(True) self.timeFramePB[timeframe].setMaximumWidth(100) From a38b8572246a4a77901408112a20b5c3948ca17e Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 5 Jan 2022 20:53:43 +0100 Subject: [PATCH 03/49] Remove already imported files from widget list --- .qt_for_python/uic/loadDataFiles.py | 100 ++++++++++++++++++++++++++++ Controller.py | 67 +++++++++++-------- loadDataFilesUI.py | 17 ++--- ui/loadDataFiles.ui | 91 +++---------------------- 4 files changed, 158 insertions(+), 117 deletions(-) create mode 100644 .qt_for_python/uic/loadDataFiles.py diff --git a/.qt_for_python/uic/loadDataFiles.py b/.qt_for_python/uic/loadDataFiles.py new file mode 100644 index 0000000..6cbeb39 --- /dev/null +++ b/.qt_for_python/uic/loadDataFiles.py @@ -0,0 +1,100 @@ +# -*- coding: utf-8 -*- + +# Form implementation generated from reading ui file 'c:\perso\trading\anaconda3\backtrader-ichimoku\ui\loadDataFiles.ui' +# +# Created by: PyQt5 UI code generator 5.15.5 +# +# WARNING: Any manual changes made to this file will be lost when pyuic5 is +# run again. Do not edit this file unless you know what you are doing. + + +from PyQt5 import QtCore, QtGui, QtWidgets + + +class Ui_Form(object): + def setupUi(self, Form): + Form.setObjectName("Form") + Form.resize(390, 458) + self.gridLayout_2 = QtWidgets.QGridLayout(Form) + self.gridLayout_2.setObjectName("gridLayout_2") + self.dataFilesListWidget = QtWidgets.QListWidget(Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Preferred) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.dataFilesListWidget.sizePolicy().hasHeightForWidth()) + self.dataFilesListWidget.setSizePolicy(sizePolicy) + self.dataFilesListWidget.setObjectName("dataFilesListWidget") + self.gridLayout_2.addWidget(self.dataFilesListWidget, 3, 0, 1, 1) + self.label_4 = QtWidgets.QLabel(Form) + self.label_4.setObjectName("label_4") + self.gridLayout_2.addWidget(self.label_4, 2, 0, 1, 1) + self.importPB = QtWidgets.QPushButton(Form) + self.importPB.setObjectName("importPB") + self.gridLayout_2.addWidget(self.importPB, 5, 0, 1, 2) + self.verticalLayout = QtWidgets.QVBoxLayout() + self.verticalLayout.setObjectName("verticalLayout") + self.gridLayout_2.addLayout(self.verticalLayout, 3, 1, 1, 1) + self.groupBox = QtWidgets.QGroupBox(Form) + self.groupBox.setObjectName("groupBox") + self.gridLayout = QtWidgets.QGridLayout(self.groupBox) + self.gridLayout.setObjectName("gridLayout") + self.label = QtWidgets.QLabel(self.groupBox) + self.label.setObjectName("label") + self.gridLayout.addWidget(self.label, 0, 0, 1, 1) + self.filePathLE = QtWidgets.QLineEdit(self.groupBox) + self.filePathLE.setObjectName("filePathLE") + self.gridLayout.addWidget(self.filePathLE, 0, 1, 1, 2) + self.openFilePB = QtWidgets.QToolButton(self.groupBox) + self.openFilePB.setObjectName("openFilePB") + self.gridLayout.addWidget(self.openFilePB, 0, 3, 1, 1) + self.label_3 = QtWidgets.QLabel(self.groupBox) + self.label_3.setObjectName("label_3") + self.gridLayout.addWidget(self.label_3, 1, 0, 1, 1) + self.datetimeFormatLE = QtWidgets.QLineEdit(self.groupBox) + self.datetimeFormatLE.setObjectName("datetimeFormatLE") + self.gridLayout.addWidget(self.datetimeFormatLE, 1, 1, 1, 2) + self.label_2 = QtWidgets.QLabel(self.groupBox) + self.label_2.setObjectName("label_2") + self.gridLayout.addWidget(self.label_2, 2, 0, 1, 1) + self.tabRB = QtWidgets.QRadioButton(self.groupBox) + self.tabRB.setChecked(True) + self.tabRB.setObjectName("tabRB") + self.gridLayout.addWidget(self.tabRB, 2, 1, 1, 1) + self.commaRB = QtWidgets.QRadioButton(self.groupBox) + self.commaRB.setObjectName("commaRB") + self.gridLayout.addWidget(self.commaRB, 2, 2, 1, 1) + self.errorLabel = QtWidgets.QLabel(self.groupBox) + self.errorLabel.setStyleSheet("color: red") + self.errorLabel.setText("") + self.errorLabel.setAlignment(QtCore.Qt.AlignCenter) + self.errorLabel.setObjectName("errorLabel") + self.gridLayout.addWidget(self.errorLabel, 4, 0, 1, 3) + self.loadFilePB = QtWidgets.QPushButton(self.groupBox) + self.loadFilePB.setObjectName("loadFilePB") + self.gridLayout.addWidget(self.loadFilePB, 3, 1, 1, 2) + self.gridLayout_2.addWidget(self.groupBox, 0, 0, 1, 2) + self.label_5 = QtWidgets.QLabel(Form) + self.label_5.setStyleSheet("font-style: italic") + self.label_5.setScaledContents(False) + self.label_5.setAlignment(QtCore.Qt.AlignCenter) + self.label_5.setWordWrap(True) + self.label_5.setObjectName("label_5") + self.gridLayout_2.addWidget(self.label_5, 4, 0, 1, 1) + + self.retranslateUi(Form) + QtCore.QMetaObject.connectSlotsByName(Form) + + def retranslateUi(self, Form): + _translate = QtCore.QCoreApplication.translate + Form.setWindowTitle(_translate("Form", "Import one or multiple data files")) + self.label_4.setText(_translate("Form", "List of all files to import in cerebro")) + self.importPB.setText(_translate("Form", "Import all data files")) + self.groupBox.setTitle(_translate("Form", "Loading a new data file")) + self.label.setText(_translate("Form", "Import a new data file")) + self.openFilePB.setText(_translate("Form", "...")) + self.label_3.setText(_translate("Form", "Date time format")) + self.label_2.setText(_translate("Form", "Separator")) + self.tabRB.setText(_translate("Form", "tab")) + self.commaRB.setText(_translate("Form", "comma")) + self.loadFilePB.setText(_translate("Form", "Load .CSV file")) + self.label_5.setText(_translate("Form", "Files should be ordered from lower (on top) to higher timeframe (at bottom).")) diff --git a/Controller.py b/Controller.py index 75a04a9..8d8b8e1 100644 --- a/Controller.py +++ b/Controller.py @@ -106,14 +106,17 @@ def loadData(self, dataPath, datetimeFormat, separator): # We should code a widget that ask for options as : separators, date format, and so on... try: fileName = os.path.basename(dataPath) - self.dataframes[fileName] = pd.read_csv(dataPath, - sep=separator, - parse_dates=[0], - date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), - skiprows=0, - header=0, - names=["Time", "Open", "High", "Low", "Close", "Volume"], - index_col=0) + + # Python contains + if not dataPath in self.dataframes: + self.dataframes[fileName] = pd.read_csv(dataPath, + sep=separator, + parse_dates=[0], + date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + skiprows=0, + header=0, + names=["Time", "Open", "High", "Low", "Close", "Volume"], + index_col=0) except ValueError as err: return False, "ValueError error:" + str(err) @@ -126,31 +129,40 @@ def loadData(self, dataPath, datetimeFormat, separator): def importData(self, fileNamesOrdered): - # Files should be loaded in the good order - for fileName in fileNamesOrdered: - - df = self.dataframes[fileName] + try: - # Datetime first column : 2012-12-28 17:45:00 - #self.dataframe['TimeInt'] = pd.to_datetime(self.dataframe.index).astype('int64') # use finplot's internal representation, which is ns - - # Pass it to the backtrader datafeed and add it to the cerebro - self.data = bt.feeds.PandasData(dataname=df, timeframe=bt.TimeFrame.Minutes) + # Files should be loaded in the good order + for fileName in fileNamesOrdered: + + df = self.dataframes[fileName] - # Add data to cerebro : only add data when all files have been selected for multi-timeframes - self.cerebro.adddata(self.data) # Add the data feed + # Datetime first column : 2012-12-28 17:45:00 + #self.dataframe['TimeInt'] = pd.to_datetime(self.dataframe.index).astype('int64') # use finplot's internal representation, which is ns + + # Pass it to the backtrader datafeed and add it to the cerebro + self.data = bt.feeds.PandasData(dataname=df, timeframe=bt.TimeFrame.Minutes) - # find the time frame - timeframe = self.findTimeFrame(df) + # Add data to cerebro : only add data when all files have been selected for multi-timeframes + self.cerebro.adddata(self.data) # Add the data feed - # Create the chart window for the good timeframe (if it does not already exists?) - self.interface.createChartDock(timeframe) + # find the time frame + timeframe = self.findTimeFrame(df) - # Draw charts based on input data - self.interface.drawChart(df, timeframe) + # Create the chart window for the good timeframe (if it does not already exists?) + self.interface.createChartDock(timeframe) - # Enable run button - self.interface.strategyTesterUI.runBacktestPB.setEnabled(True) + # Draw charts based on input data + self.interface.drawChart(df, timeframe) + + # Enable run button + self.interface.strategyTesterUI.runBacktestPB.setEnabled(True) + + return True + + except: + + print("Unexpected error:" + str(sys.exc_info()[0])) + return False pass @@ -178,7 +190,6 @@ def findTimeFrame(self,df): pass - def addStrategy(self, strategyName): #For now, only one strategy is allowed at a time diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 4ea7f86..c65287b 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -26,8 +26,6 @@ def __init__(self, controller, parent = None): self.openFilePB = self.findChild(QtWidgets.QToolButton, "openFilePB") self.loadFilePB = self.findChild(QtWidgets.QPushButton, "loadFilePB") - self.downPB = self.findChild(QtWidgets.QLineEdit, "downPB") - self.upPB = self.findChild(QtWidgets.QLineEdit, "upPB") self.deletePB = self.findChild(QtWidgets.QLineEdit, "deletePB") self.importPB = self.findChild(QtWidgets.QPushButton, "importPB") @@ -46,10 +44,8 @@ def __init__(self, controller, parent = None): pass def openFile(self): - self.dataFileName = QtWidgets.QFileDialog.getOpenFileName(self, 'Open data file', self.current_dir_path + "/data","CSV files (*.csv)")[0] self.filePathLE.setText(self.dataFileName) - pass def loadFile(self): @@ -64,7 +60,11 @@ def loadFile(self): self.errorLabel.setText("The file has been loaded correctly.") # Add file name - self.dataFilesListWidget.addItem(os.path.basename(self.dataFileName)) + fileName = os.path.basename(self.dataFileName) + items = self.dataFilesListWidget.findItems(fileName, QtCore.Qt.MatchFixedString) + + if len(items) == 0: + self.dataFilesListWidget.addItem(os.path.basename(self.dataFileName)) else: @@ -82,9 +82,10 @@ def importFiles(self): items.append(self.dataFilesListWidget.item(x).text()) # Give all ordered data path to the controller - self.controller.importData(items) - self.hide() - + if self.controller.importData(items): + self.dataFilesListWidget.clear() + self.hide() + pass ''' diff --git a/ui/loadDataFiles.ui b/ui/loadDataFiles.ui index eeef594..b99300f 100644 --- a/ui/loadDataFiles.ui +++ b/ui/loadDataFiles.ui @@ -6,8 +6,8 @@ 0 0 - 596 - 440 + 390 + 458 @@ -39,78 +39,7 @@ - - - - - - 0 - 0 - - - - - 16777215 - 16777215 - - - - Down - - - - - - - - 0 - 0 - - - - - 16777215 - 16777215 - - - - Up - - - - - - - - 0 - 0 - - - - - 16777215 - 16777215 - - - - Delete - - - - - - - Qt::Vertical - - - - 20 - 40 - - - - - + @@ -169,13 +98,6 @@ - - - - Load file - - - @@ -189,6 +111,13 @@ + + + + Load .CSV file + + + From 657ee8a40eabbb10204eb64cd0d934433189b1eb Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 5 Jan 2022 21:26:14 +0100 Subject: [PATCH 04/49] try to center indicator window EMA/SMA --- indicatorParametersUI.py | 17 ++++++++++++++--- userInterface.py | 4 ++-- 2 files changed, 16 insertions(+), 5 deletions(-) diff --git a/indicatorParametersUI.py b/indicatorParametersUI.py index c65e9f7..92a471c 100644 --- a/indicatorParametersUI.py +++ b/indicatorParametersUI.py @@ -18,13 +18,24 @@ def __init__(self, parent = None): self.parameterLayout = self.findChild(QtWidgets.QFormLayout, "parameterLayout") # Move at the center of the window - x = int(parent.sizeHint().width() / 2 - self.sizeHint().width()) - y = int(parent.sizeHint().height() / 2 - self.sizeHint().height()) + #x = int(parent.sizeHint().width() / 2 - self.sizeHint().width()) + #y = int(parent.sizeHint().height() / 2 - self.sizeHint().height()) - self.move( x, y ) + #self.move( x, y ) + pw = parent.sizeHint().width() + ph = parent.sizeHint().height() + + px = parent.x() + py = parent.y() + + myH = self.height() + + self.move( parent.sizeHint().width() - (self.width() / 2), (parent.sizeHint().height() / 2) - (self.height() / 2)) self.layout().setSizeConstraint( QtWidgets.QLayout.SetFixedSize ) + self.setStyleSheet("border: solid 1px #FFF") + pass def setTitle(self, title): diff --git a/userInterface.py b/userInterface.py index cbc61af..cf8402b 100644 --- a/userInterface.py +++ b/userInterface.py @@ -638,7 +638,7 @@ def resetChart(self): def addSma(self): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.win) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("SMA Indicator parameters") paramDialog.addParameter("SMA Period", 14) @@ -654,7 +654,7 @@ def addSma(self): def addEma(self): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) + paramDialog = indicatorParametersUI.IndicatorParametersUI(self.win) paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("EMA Indicator parameters") paramDialog.addParameter("EMA Period", 9) From 69fd088f5dabe9e5b22bc7827ca4fe88522079f1 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 5 Jan 2022 22:29:09 +0100 Subject: [PATCH 05/49] Add color & width on EMA/SMA --- finplotWindow.py | 13 +++++------ indicatorParametersUI.py | 50 ++++++++++++++++++++++++++++++++++++---- indicators/ema.py | 4 ++-- indicators/sma.py | 4 ++-- userInterface.py | 12 ++++++++-- 5 files changed, 66 insertions(+), 17 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index edf6a97..85a7482 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -67,21 +67,20 @@ def drawCandles(self): # Inside plot widget controls #self.createControlPanel(self.ax0.ax_widget) pass - - def drawSma(self, period): + def drawSma(self, period, color, width): self.sma_indicator = sma.Sma(self.data, period) - self.sma_indicator.draw(self.ax0) + self.sma_indicator.draw(self.ax0, color, width) pass - def drawEma(self, period): + def drawEma(self, period, color, width): self.ema_indicator = ema.Ema(self.data, period) - self.ema_indicator.draw(self.ax0) + self.ema_indicator.draw(self.ax0, color, width) pass - def drawRsi(self, period): + def drawRsi(self, period, color): self.rsi_indicator = rsi.Rsi(self.data, period) - self.rsi_indicator.draw(self.ax_rsi) + self.rsi_indicator.draw(self.ax_rsi, color) pass def drawStochastic(self, period, smooth_k, smooth_d): diff --git a/indicatorParametersUI.py b/indicatorParametersUI.py index 92a471c..f3fe157 100644 --- a/indicatorParametersUI.py +++ b/indicatorParametersUI.py @@ -1,4 +1,4 @@ -from PyQt5 import QtCore, QtWidgets, uic +from PyQt5 import QtCore, QtWidgets, QtGui, uic import os @@ -34,7 +34,7 @@ def __init__(self, parent = None): self.layout().setSizeConstraint( QtWidgets.QLayout.SetFixedSize ) - self.setStyleSheet("border: solid 1px #FFF") + self.setStyleSheet( "background-color: #455364" ) pass @@ -46,9 +46,13 @@ def addParameter(self, parameterName, defaultValue): lineEdit = QtWidgets.QLineEdit(parameterName, self) lineEdit.setObjectName(parameterName) lineEdit.setText(str(defaultValue)) - self.parameterLayout.addRow(parameterName, lineEdit) + pass + def addParameterColor(self, parameterName, defaultValue): + # Custom color picker + colorButton = SelectColorButton(parameterName, self) + self.parameterLayout.addRow(parameterName, colorButton) pass def getValue(self, parameterName): @@ -65,4 +69,42 @@ def getValue(self, parameterName): except: return None else: - return None \ No newline at end of file + return None + + def getColorValue(self, parameterName): + colorButton = self.findChild(SelectColorButton, parameterName) + if colorButton is not None: + try: + return colorButton.getColor().name() + except: + return None + else: + return None + + +class SelectColorButton(QtWidgets.QPushButton): + + def __init__(self, objectName, parent = None): + + super(SelectColorButton, self).__init__() + + self.setColor( QtGui.QColor("yellow") ) + + self.setObjectName(objectName) + self.setParent(parent) + self.clicked.connect(self.changeColor) + + def setColor(self,color): + self.color = color + self.updateColor() + + def getColor(self): + return self.color + + def updateColor(self): + self.setStyleSheet( "background-color: " + self.color.name() ) + + def changeColor(self): + newColor = QtWidgets.QColorDialog.getColor(self.color, self.parentWidget()) + if newColor != self.color: + self.setColor( newColor ) \ No newline at end of file diff --git a/indicators/ema.py b/indicators/ema.py index b45b18d..66c3eaf 100644 --- a/indicators/ema.py +++ b/indicators/ema.py @@ -12,8 +12,8 @@ def __init__(self, dataFrames, ema_periods=9): self.ema_df = dataFrames["Close"].ewm(span=ema_periods, adjust=False).mean() pass - def draw(self, ax, ema_color = "yellow"): - self.ema_plot = fplt.plot(self.ema_df, ax = ax, color=ema_color, width=1 ) + def draw(self, ax, ema_color = "yellow", width=1): + self.ema_plot = fplt.plot(self.ema_df, ax = ax, color=ema_color, width=width ) pass def clear(self): diff --git a/indicators/sma.py b/indicators/sma.py index 34ce7f0..f4eba78 100644 --- a/indicators/sma.py +++ b/indicators/sma.py @@ -12,8 +12,8 @@ def __init__(self, dataFrames, sma_periods=14): self.sma_df = dataFrames["Close"].rolling(window=sma_periods).mean() pass - def draw(self, ax, sma_color = "green"): - self.sma_plot = fplt.plot(self.sma_df, ax = ax, color=sma_color, width=1 ) + def draw(self, ax, sma_color = "green", width=1): + self.sma_plot = fplt.plot(self.sma_df, ax = ax, color=sma_color, width=width ) pass def clear(self): diff --git a/userInterface.py b/userInterface.py index cf8402b..5cf8cec 100644 --- a/userInterface.py +++ b/userInterface.py @@ -642,11 +642,15 @@ def addSma(self): paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("SMA Indicator parameters") paramDialog.addParameter("SMA Period", 14) + paramDialog.addParameter("Plot width", 1) + paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): period = paramDialog.getValue("SMA Period") - self.fpltWindow[self.current_timeframe].drawSma( period ) + width = paramDialog.getValue("Plot width") + qColor = paramDialog.getColorValue("Plot color") + self.fpltWindow[self.current_timeframe].drawSma( period, qColor, width) pass @@ -658,11 +662,15 @@ def addEma(self): paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("EMA Indicator parameters") paramDialog.addParameter("EMA Period", 9) + paramDialog.addParameter("Plot width", 1) + paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): period = paramDialog.getValue("EMA Period") - self.fpltWindow[self.current_timeframe].drawEma( period ) + width = paramDialog.getValue("Plot width") + qColor = paramDialog.getColorValue("Plot color") + self.fpltWindow[self.current_timeframe].drawEma( period, qColor, width ) pass From cf7cf579d9e441bbfbd956d52bd181d03e2c647d Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Sat, 8 Jan 2022 23:14:09 +0100 Subject: [PATCH 06/49] Orders and Profit chart is now well displayed in multi-timeframes --- Controller.py | 2 +- indicatorParametersUI.py | 3 ++- userInterface.py | 13 +++++++------ 3 files changed, 10 insertions(+), 8 deletions(-) diff --git a/Controller.py b/Controller.py index 8d8b8e1..7011af8 100644 --- a/Controller.py +++ b/Controller.py @@ -289,7 +289,7 @@ def displayStrategyResults(self): pnl_data['time'] = list(self.dataframes.values())[0].index # draw charts - df = pd.DataFrame(pnl_data) + df = pd.DataFrame(pnl_data) self.interface.displayPnL( df ) pass diff --git a/indicatorParametersUI.py b/indicatorParametersUI.py index f3fe157..9c71a94 100644 --- a/indicatorParametersUI.py +++ b/indicatorParametersUI.py @@ -29,8 +29,9 @@ def __init__(self, parent = None): py = parent.y() myH = self.height() + mySzH=self.sizeHint().height() - self.move( parent.sizeHint().width() - (self.width() / 2), (parent.sizeHint().height() / 2) - (self.height() / 2)) + self.move( parent.sizeHint().width() - (self.sizeHint().width() / 2), (parent.sizeHint().height() / 2) - (self.sizeHint().height() / 2)) self.layout().setSizeConstraint( QtWidgets.QLayout.SetFixedSize ) diff --git a/userInterface.py b/userInterface.py index 5cf8cec..6fa8f0c 100644 --- a/userInterface.py +++ b/userInterface.py @@ -75,7 +75,7 @@ def __init__(self,controller): # Resize windows properties self.win.resize(1600,1100) - self.win.setWindowTitle("Skinok Backtrader UI") + self.win.setWindowTitle("Skinok Backtrader UI v0.3") # Set width/height of QSplitter self.app.setStyleSheet(qdarkstyle.load_stylesheet_pyqt5()) @@ -477,9 +477,9 @@ def drawChart(self, data, timeframe): ######### # Draw orders on chart ######### - def setOrders(self, orders, timeframe): - #self.fillOrdersUI(self.myOrders) - self.fpltWindow[timeframe].drawOrders(orders) + def setOrders(self, orders): + for timeframe,fpltWindow in self.fpltWindow.items(): + fpltWindow.drawOrders(orders) pass ######### @@ -487,10 +487,11 @@ def setOrders(self, orders, timeframe): # A python expert could do waaaaay better optimized on this function # But anyway... it works... ######### - def displayPnL(self, pnl_dataframe, timeframe): + def displayPnL(self, pnl_dataframe): # draw charts - self.fpltWindow[timeframe].drawPnL(pnl_dataframe) + for timeframe, fpltwindow in self.fpltWindow.items(): + fpltwindow.drawPnL(pnl_dataframe) pass ######### From dae9ae2557eb42f6e6d9396e5926dd219c62abd5 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Sun, 9 Jan 2022 14:26:03 +0100 Subject: [PATCH 07/49] Pnl graph is now correctly displayed regarding the current timeframe --- finplotWindow.py | 10 ++++++++++ userInterface.py | 15 ++++++++++++++- 2 files changed, 24 insertions(+), 1 deletion(-) diff --git a/finplotWindow.py b/finplotWindow.py index 85a7482..76d3445 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -400,4 +400,14 @@ def drawPnL(self, pln_data): self.axPnL.show() pass + + def showPnL(self): + self.axPnL.show() + self.axPnL.ax_widget.show() + pass + + def hidePnL(self): + self.axPnL.hide() + self.axPnL.ax_widget.hide() + pass \ No newline at end of file diff --git a/userInterface.py b/userInterface.py index 6fa8f0c..a88bfa5 100644 --- a/userInterface.py +++ b/userInterface.py @@ -488,10 +488,12 @@ def setOrders(self, orders): # But anyway... it works... ######### def displayPnL(self, pnl_dataframe): - # draw charts for timeframe, fpltwindow in self.fpltWindow.items(): fpltwindow.drawPnL(pnl_dataframe) + + self.togglePnLWidget() + pass ######### @@ -628,8 +630,19 @@ def toogleTimeframe(self, timeframe): self.stackedCharts.setCurrentIndex( self.stackedCharts.indexOf( self.dockAreaTimeframes[timeframe]) ) + self.togglePnLWidget() + pass + def togglePnLWidget(self): + + # hide all PnL windows & Show the good one + for tf, fpltWindow in self.fpltWindow.items(): + if tf != self.current_timeframe: + fpltWindow.hidePnL() + else: + fpltWindow.showPnL() + def resetChart(self): self.fpltWindow[self.current_timeframe].resetChart() self.fpltWindow[self.current_timeframe].updateChart() From e248d8a9f24857715e6e645dbd27059dac44d2f8 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 12 Jan 2022 13:55:28 +0100 Subject: [PATCH 08/49] Fix: The correct chart was not loaded by default in cas of multiple files loaded --- Controller.py | 23 +++++++++++++++++------ loadDataFilesUI.py | 3 +++ userInterface.py | 16 ++++++++-------- 3 files changed, 28 insertions(+), 14 deletions(-) diff --git a/Controller.py b/Controller.py index 7011af8..1aafa52 100644 --- a/Controller.py +++ b/Controller.py @@ -38,6 +38,8 @@ from observers.SkinokObserver import SkinokObserver from wallet import Wallet + + class Controller: def __init__(self): @@ -64,6 +66,9 @@ def __init__(self): # Once everything is created, initialize data self.interface.initialize() + # Timeframes + self.timeFrameIndex = {"M1" : 0, "M5" : 10, "M15": 20, "M30": 30, "H1":40, "H4":50, "D":60, "W":70} + pass @@ -127,12 +132,16 @@ def loadData(self, dataPath, datetimeFormat, separator): return True, "" - def importData(self, fileNamesOrdered): + def importData(self, fileNames): try: + + # Sort data by timeframe + # For cerebro, we need to add lower timeframes first + fileNames.sort( key=lambda x: self.timeFrameIndex[self.findTimeFrame(self.dataframes[x])]) # Files should be loaded in the good order - for fileName in fileNamesOrdered: + for fileName in fileNames: df = self.dataframes[fileName] @@ -145,7 +154,7 @@ def importData(self, fileNamesOrdered): # Add data to cerebro : only add data when all files have been selected for multi-timeframes self.cerebro.adddata(self.data) # Add the data feed - # find the time frame + # Find timeframe timeframe = self.findTimeFrame(df) # Create the chart window for the good timeframe (if it does not already exists?) @@ -159,14 +168,16 @@ def importData(self, fileNamesOrdered): return True + except AttributeError as e: + print("AttributeError error:" + str(e)) + except KeyError as e: + print("KeyError error:" + str(e)) except: - print("Unexpected error:" + str(sys.exc_info()[0])) return False - pass - def findTimeFrame(self,df): + def findTimeFrame(self, df): if len(df.index) > 2: dtDiff = df.index[1] - df.index[0] diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index c65287b..107f429 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -81,6 +81,9 @@ def importFiles(self): for x in range(self.dataFilesListWidget.count()): items.append(self.dataFilesListWidget.item(x).text()) + # Sort item by timeframe + + # Give all ordered data path to the controller if self.controller.importData(items): self.dataFilesListWidget.clear() diff --git a/userInterface.py b/userInterface.py index a88bfa5..a52aa6a 100644 --- a/userInterface.py +++ b/userInterface.py @@ -139,9 +139,9 @@ def createChartDock(self, timeframe): self.timeFramePB[timeframe].setCheckable(True) self.timeFramePB[timeframe].setMaximumWidth(100) self.timeFramePB[timeframe].toggled.connect(lambda: self.toogleTimeframe(timeframe) ) - self.controlPanelLayout.insertWidget(0,self.timeFramePB[timeframe]) + self.timeFramePB[timeframe].toggle() - self.stackedCharts.setCurrentIndex(0) + self.controlPanelLayout.insertWidget(0,self.timeFramePB[timeframe]) # init checked after connecting the slot if self.darkmodeCB.isChecked(): @@ -625,13 +625,13 @@ def dark_mode_toggle(self): ########## def toogleTimeframe(self, timeframe): - print("Display " + timeframe) - self.current_timeframe = timeframe - - self.stackedCharts.setCurrentIndex( self.stackedCharts.indexOf( self.dockAreaTimeframes[timeframe]) ) + if self.timeFramePB[timeframe].isChecked(): + print("Display " + timeframe) + self.current_timeframe = timeframe + index = self.stackedCharts.indexOf( self.dockAreaTimeframes[timeframe]) + self.stackedCharts.setCurrentIndex( index ) + self.togglePnLWidget() - self.togglePnLWidget() - pass def togglePnLWidget(self): From fe66b699587c662b804d044ef0d271e5804c574c Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 12 Jan 2022 14:39:21 +0100 Subject: [PATCH 09/49] RSI Color --- userInterface.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/userInterface.py b/userInterface.py index a52aa6a..995bf69 100644 --- a/userInterface.py +++ b/userInterface.py @@ -697,12 +697,13 @@ def toogleRsi(self): paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("RSI Indicator parameters") paramDialog.addParameter("RSI Period", 14) + paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): period = paramDialog.getValue("RSI Period") - - self.fpltWindow[self.current_timeframe].drawRsi( period ) + qColor = paramDialog.getColorValue("Plot color") + self.fpltWindow[self.current_timeframe].drawRsi( period, qColor ) self.dock_rsi[self.current_timeframe].show() else: # Cancel From d288aed5b15e26895f40c27c98020fb2dcd437d3 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 12 Jan 2022 17:33:53 +0100 Subject: [PATCH 10/49] Indicator window is now in the middle of the screen. --- .qt_for_python/uic/indicatorParameters.py | 47 +++++++++++++++++++++++ indicatorParametersUI.py | 22 +---------- ui/indicatorParameters.ui | 4 +- userInterface.py | 12 +++--- 4 files changed, 57 insertions(+), 28 deletions(-) create mode 100644 .qt_for_python/uic/indicatorParameters.py diff --git a/.qt_for_python/uic/indicatorParameters.py b/.qt_for_python/uic/indicatorParameters.py new file mode 100644 index 0000000..44102b6 --- /dev/null +++ b/.qt_for_python/uic/indicatorParameters.py @@ -0,0 +1,47 @@ +# -*- coding: utf-8 -*- + +# Form implementation generated from reading ui file 'c:\perso\trading\anaconda3\backtrader-ichimoku\ui\indicatorParameters.ui' +# +# Created by: PyQt5 UI code generator 5.15.5 +# +# WARNING: Any manual changes made to this file will be lost when pyuic5 is +# run again. Do not edit this file unless you know what you are doing. + + +from PyQt5 import QtCore, QtGui, QtWidgets + + +class Ui_Dialog(object): + def setupUi(self, Dialog): + Dialog.setObjectName("Dialog") + Dialog.resize(400, 300) + self.gridLayout = QtWidgets.QGridLayout(Dialog) + self.gridLayout.setObjectName("gridLayout") + self.title = QtWidgets.QLabel(Dialog) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Preferred, QtWidgets.QSizePolicy.Fixed) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.title.sizePolicy().hasHeightForWidth()) + self.title.setSizePolicy(sizePolicy) + self.title.setMinimumSize(QtCore.QSize(0, 40)) + self.title.setAlignment(QtCore.Qt.AlignCenter) + self.title.setObjectName("title") + self.gridLayout.addWidget(self.title, 0, 0, 1, 1) + self.parameterLayout = QtWidgets.QFormLayout() + self.parameterLayout.setObjectName("parameterLayout") + self.gridLayout.addLayout(self.parameterLayout, 1, 0, 1, 1) + self.buttonBox = QtWidgets.QDialogButtonBox(Dialog) + self.buttonBox.setOrientation(QtCore.Qt.Horizontal) + self.buttonBox.setStandardButtons(QtWidgets.QDialogButtonBox.Cancel|QtWidgets.QDialogButtonBox.Ok) + self.buttonBox.setObjectName("buttonBox") + self.gridLayout.addWidget(self.buttonBox, 2, 0, 1, 1) + + self.retranslateUi(Dialog) + self.buttonBox.accepted.connect(Dialog.accept) + self.buttonBox.rejected.connect(Dialog.reject) + QtCore.QMetaObject.connectSlotsByName(Dialog) + + def retranslateUi(self, Dialog): + _translate = QtCore.QCoreApplication.translate + Dialog.setWindowTitle(_translate("Dialog", "Custom indicator configuration")) + self.title.setText(_translate("Dialog", "Customize indicator")) diff --git a/indicatorParametersUI.py b/indicatorParametersUI.py index 9c71a94..459ba84 100644 --- a/indicatorParametersUI.py +++ b/indicatorParametersUI.py @@ -7,7 +7,7 @@ class IndicatorParametersUI(QtWidgets.QDialog): def __init__(self, parent = None): super(IndicatorParametersUI, self).__init__() - self.setParent(parent) + #self.setParent(parent) # It does not finish by a "/" self.current_dir_path = os.path.dirname(os.path.realpath(__file__)) @@ -17,26 +17,6 @@ def __init__(self, parent = None): self.title = self.findChild(QtWidgets.QLabel, "title") self.parameterLayout = self.findChild(QtWidgets.QFormLayout, "parameterLayout") - # Move at the center of the window - #x = int(parent.sizeHint().width() / 2 - self.sizeHint().width()) - #y = int(parent.sizeHint().height() / 2 - self.sizeHint().height()) - - #self.move( x, y ) - pw = parent.sizeHint().width() - ph = parent.sizeHint().height() - - px = parent.x() - py = parent.y() - - myH = self.height() - mySzH=self.sizeHint().height() - - self.move( parent.sizeHint().width() - (self.sizeHint().width() / 2), (parent.sizeHint().height() / 2) - (self.sizeHint().height() / 2)) - - self.layout().setSizeConstraint( QtWidgets.QLayout.SetFixedSize ) - - self.setStyleSheet( "background-color: #455364" ) - pass def setTitle(self, title): diff --git a/ui/indicatorParameters.ui b/ui/indicatorParameters.ui index 785c825..f244475 100644 --- a/ui/indicatorParameters.ui +++ b/ui/indicatorParameters.ui @@ -11,7 +11,7 @@ - Dialog + Custom indicator configuration @@ -29,7 +29,7 @@ - Indicator + Customize indicator Qt::AlignCenter diff --git a/userInterface.py b/userInterface.py index 995bf69..c09ba8d 100644 --- a/userInterface.py +++ b/userInterface.py @@ -652,7 +652,7 @@ def resetChart(self): def addSma(self): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.win) + paramDialog = indicatorParametersUI.IndicatorParametersUI() paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("SMA Indicator parameters") paramDialog.addParameter("SMA Period", 14) @@ -672,7 +672,9 @@ def addSma(self): def addEma(self): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.win) + + + paramDialog = indicatorParametersUI.IndicatorParametersUI() paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("EMA Indicator parameters") paramDialog.addParameter("EMA Period", 9) @@ -693,7 +695,7 @@ def toogleRsi(self): if self.RsiPB.isChecked(): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) + paramDialog = indicatorParametersUI.IndicatorParametersUI() paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("RSI Indicator parameters") paramDialog.addParameter("RSI Period", 14) @@ -719,7 +721,7 @@ def toogleStochastic(self): if self.StochasticPB.isChecked(): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) + paramDialog = indicatorParametersUI.IndicatorParametersUI() paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("Stochastic Indicator parameters") paramDialog.addParameter("Stochastic Period K", 14) @@ -748,7 +750,7 @@ def toogleStochasticRsi(self): if self.StochasticRsiPB.isChecked(): # Show indicator parameter dialog - paramDialog = indicatorParametersUI.IndicatorParametersUI(self.dock_charts[self.current_timeframe]) + paramDialog = indicatorParametersUI.IndicatorParametersUI() paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("Stochastic Indicator parameters") paramDialog.addParameter("Stochastic Rsi Period K", 14) From 77a9bc3cf2952450ae152d045c15cdb0fd30a354 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 12 Jan 2022 17:41:46 +0100 Subject: [PATCH 11/49] Rename generic name --- Controller.py => SkinokBacktraderUI.py | 4 +--- main.py | 4 ++-- 2 files changed, 3 insertions(+), 5 deletions(-) rename Controller.py => SkinokBacktraderUI.py (99%) diff --git a/Controller.py b/SkinokBacktraderUI.py similarity index 99% rename from Controller.py rename to SkinokBacktraderUI.py index 1aafa52..a09a6b8 100644 --- a/Controller.py +++ b/SkinokBacktraderUI.py @@ -38,9 +38,7 @@ from observers.SkinokObserver import SkinokObserver from wallet import Wallet - - -class Controller: +class SkinokBacktraderUI: def __init__(self): diff --git a/main.py b/main.py index 77679fa..04bed29 100644 --- a/main.py +++ b/main.py @@ -17,7 +17,7 @@ # ############################################################################### -from Controller import Controller +from SkinokBacktraderUI import SkinokBacktraderUI -skinokTrader = Controller() +skinokTrader = SkinokBacktraderUI() skinokTrader.displayUI() From 5c4295bd3cad8112c294a53654ba363e978e9475 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 12 Jan 2022 17:44:04 +0100 Subject: [PATCH 12/49] Rename Controller in observer --- observers/SkinokObserver.py | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/observers/SkinokObserver.py b/observers/SkinokObserver.py index c5be410..9b8fde2 100644 --- a/observers/SkinokObserver.py +++ b/observers/SkinokObserver.py @@ -23,7 +23,7 @@ from backtrader import Observer -import Controller +import SkinokBacktraderUI class SkinokObserver(Observer): @@ -32,13 +32,13 @@ class SkinokObserver(Observer): def __init__(self): # Ui following - self.progressBar = Controller.interface.getProgressBar() + self.progressBar = SkinokBacktraderUI.interface.getProgressBar() self.progressBar.setMaximum(self.datas[0].close.buflen()) self.progressBar.setValue(0) - Controller.wallet.value_list = [] - Controller.wallet.equity_list = [] - Controller.wallet.cash_list = [] + SkinokBacktraderUI.wallet.value_list = [] + SkinokBacktraderUI.wallet.equity_list = [] + SkinokBacktraderUI.wallet.cash_list = [] def next(self): @@ -55,17 +55,17 @@ def next(self): pnl += trade.pnl # trade.pnlcomm if self.p.pnlcomm else trade.pnl # Portfolio update - Controller.wallet.current_value = self.wallet_value = Controller.wallet.current_value + pnl - Controller.wallet.value_list.append( Controller.wallet.current_value ) + SkinokBacktraderUI.wallet.current_value = self.wallet_value = SkinokBacktraderUI.wallet.current_value + pnl + SkinokBacktraderUI.wallet.value_list.append( SkinokBacktraderUI.wallet.current_value ) - Controller.wallet.current_equity = self.wallet_equity = self._owner.broker.getvalue() - Controller.wallet.equity_list.append(self._owner.broker.getvalue()) + SkinokBacktraderUI.wallet.current_equity = self.wallet_equity = self._owner.broker.getvalue() + SkinokBacktraderUI.wallet.equity_list.append(self._owner.broker.getvalue()) - Controller.wallet.current_cash = self.wallet_cash = self._owner.broker.getcash() - Controller.wallet.cash_list.append(self._owner.broker.getcash()) + SkinokBacktraderUI.wallet.current_cash = self.wallet_cash = self._owner.broker.getcash() + SkinokBacktraderUI.wallet.cash_list.append(self._owner.broker.getcash()) # Progress bar update self.progressBar.setValue( self.progressBar.value() + 1 ) - Controller.interface.app.processEvents() + SkinokBacktraderUI.interface.app.processEvents() \ No newline at end of file From 718b99bd4c58e45912efa179a72f4c0851b91229 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Wed, 12 Jan 2022 17:59:05 +0100 Subject: [PATCH 13/49] Add Overview 3 --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 7514c91..66772c4 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,7 @@ ![Backtrader PyQt Ui 2](./images/overview2.png "Backtrader PyQt Ui") +![Backtrader PyQt Ui 3](./images/overview3.png "Backtrader PyQt Ui") # How to install ? 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zR&`{wAZ4gvl@)osQ5K&>+vOF8`!Ygj*M7_+HRxGkvktbctS=**9bb*R=;}^jq{}pM zmeOgVCrAtn;E1Er7o}4UYH_K_HcUOUb2oNY)Qn7I%u+Gx?&;|f#<^kZi2LT;D&P1N zhR#Lwuy$p75(U*a69-w`j~cw4%p7D8=ITiAvk;&*GDV@3Gaqi#80Godute_%H@m|; z!l1_NXqwy0(MKC_)SKI!>9=z^>TWq%ogaWw?VErzP7?n1Nh%2>u%G+Z6$DMPbQ znM|lK4$v2ISlwDm=SLno^3fo}sJ&6+jxZBfQe;_nEH`hRWe{QJGeBPH&(9vuZq5x$ zZn*SP(NkB3>%FsXP*z&?>D8)>f#sj6Y)c5|`(OPaMdJ@i$s5iY91jCoCIkdhV)FNL I?&v@IKPM^>+5i9m literal 0 HcmV?d00001 diff --git a/userInterface.py b/userInterface.py index c09ba8d..041725a 100644 --- a/userInterface.py +++ b/userInterface.py @@ -848,6 +848,5 @@ def fillStrategyParameters(self, strategy): pass - \ No newline at end of file From 71630a387e63bb054e069e05efe1baa7e98551b2 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Sat, 23 Apr 2022 09:59:09 +0200 Subject: [PATCH 15/49] save code changes --- .qt_for_python/uic/loadDataFiles.py | 42 ++++--- SkinokBacktraderUI.py | 8 +- indicators/ichimoku.py | 9 ++ loadDataFilesUI.py | 3 +- strategies/AiStableBaselinesModel.py | 122 +++++++++++++++++++ strategies/AiTensorFlowModel.py | 171 ++++++++++++++++++++++++++ strategies/AiTorchModel.py | 172 +++++++++++++++++++++++++++ ui/loadDataFiles.ui | 67 +++++++---- userInterface.py | 74 +++++++++--- 9 files changed, 603 insertions(+), 65 deletions(-) create mode 100644 strategies/AiStableBaselinesModel.py create mode 100644 strategies/AiTensorFlowModel.py create mode 100644 strategies/AiTorchModel.py diff --git a/.qt_for_python/uic/loadDataFiles.py b/.qt_for_python/uic/loadDataFiles.py index 6cbeb39..9671351 100644 --- a/.qt_for_python/uic/loadDataFiles.py +++ b/.qt_for_python/uic/loadDataFiles.py @@ -14,7 +14,7 @@ class Ui_Form(object): def setupUi(self, Form): Form.setObjectName("Form") - Form.resize(390, 458) + Form.resize(488, 458) self.gridLayout_2 = QtWidgets.QGridLayout(Form) self.gridLayout_2.setObjectName("gridLayout_2") self.dataFilesListWidget = QtWidgets.QListWidget(Form) @@ -29,6 +29,7 @@ def setupUi(self, Form): self.label_4.setObjectName("label_4") self.gridLayout_2.addWidget(self.label_4, 2, 0, 1, 1) self.importPB = QtWidgets.QPushButton(Form) + self.importPB.setMinimumSize(QtCore.QSize(0, 40)) self.importPB.setObjectName("importPB") self.gridLayout_2.addWidget(self.importPB, 5, 0, 1, 2) self.verticalLayout = QtWidgets.QVBoxLayout() @@ -38,40 +39,44 @@ def setupUi(self, Form): self.groupBox.setObjectName("groupBox") self.gridLayout = QtWidgets.QGridLayout(self.groupBox) self.gridLayout.setObjectName("gridLayout") + self.semicolonRB = QtWidgets.QRadioButton(self.groupBox) + self.semicolonRB.setObjectName("semicolonRB") + self.gridLayout.addWidget(self.semicolonRB, 3, 3, 1, 1) self.label = QtWidgets.QLabel(self.groupBox) self.label.setObjectName("label") self.gridLayout.addWidget(self.label, 0, 0, 1, 1) - self.filePathLE = QtWidgets.QLineEdit(self.groupBox) - self.filePathLE.setObjectName("filePathLE") - self.gridLayout.addWidget(self.filePathLE, 0, 1, 1, 2) - self.openFilePB = QtWidgets.QToolButton(self.groupBox) - self.openFilePB.setObjectName("openFilePB") - self.gridLayout.addWidget(self.openFilePB, 0, 3, 1, 1) self.label_3 = QtWidgets.QLabel(self.groupBox) self.label_3.setObjectName("label_3") self.gridLayout.addWidget(self.label_3, 1, 0, 1, 1) - self.datetimeFormatLE = QtWidgets.QLineEdit(self.groupBox) - self.datetimeFormatLE.setObjectName("datetimeFormatLE") - self.gridLayout.addWidget(self.datetimeFormatLE, 1, 1, 1, 2) self.label_2 = QtWidgets.QLabel(self.groupBox) self.label_2.setObjectName("label_2") - self.gridLayout.addWidget(self.label_2, 2, 0, 1, 1) + self.gridLayout.addWidget(self.label_2, 3, 0, 1, 1) self.tabRB = QtWidgets.QRadioButton(self.groupBox) self.tabRB.setChecked(True) self.tabRB.setObjectName("tabRB") - self.gridLayout.addWidget(self.tabRB, 2, 1, 1, 1) + self.gridLayout.addWidget(self.tabRB, 3, 1, 1, 1) self.commaRB = QtWidgets.QRadioButton(self.groupBox) self.commaRB.setObjectName("commaRB") - self.gridLayout.addWidget(self.commaRB, 2, 2, 1, 1) + self.gridLayout.addWidget(self.commaRB, 3, 2, 1, 1) + self.filePathLE = QtWidgets.QLineEdit(self.groupBox) + self.filePathLE.setObjectName("filePathLE") + self.gridLayout.addWidget(self.filePathLE, 0, 1, 1, 3) + self.openFilePB = QtWidgets.QToolButton(self.groupBox) + self.openFilePB.setObjectName("openFilePB") + self.gridLayout.addWidget(self.openFilePB, 0, 4, 1, 1) + self.datetimeFormatLE = QtWidgets.QLineEdit(self.groupBox) + self.datetimeFormatLE.setObjectName("datetimeFormatLE") + self.gridLayout.addWidget(self.datetimeFormatLE, 1, 1, 1, 4) + self.loadFilePB = QtWidgets.QPushButton(self.groupBox) + self.loadFilePB.setMinimumSize(QtCore.QSize(0, 40)) + self.loadFilePB.setObjectName("loadFilePB") + self.gridLayout.addWidget(self.loadFilePB, 4, 1, 1, 4) self.errorLabel = QtWidgets.QLabel(self.groupBox) self.errorLabel.setStyleSheet("color: red") self.errorLabel.setText("") self.errorLabel.setAlignment(QtCore.Qt.AlignCenter) self.errorLabel.setObjectName("errorLabel") - self.gridLayout.addWidget(self.errorLabel, 4, 0, 1, 3) - self.loadFilePB = QtWidgets.QPushButton(self.groupBox) - self.loadFilePB.setObjectName("loadFilePB") - self.gridLayout.addWidget(self.loadFilePB, 3, 1, 1, 2) + self.gridLayout.addWidget(self.errorLabel, 5, 0, 1, 5) self.gridLayout_2.addWidget(self.groupBox, 0, 0, 1, 2) self.label_5 = QtWidgets.QLabel(Form) self.label_5.setStyleSheet("font-style: italic") @@ -90,11 +95,12 @@ def retranslateUi(self, Form): self.label_4.setText(_translate("Form", "List of all files to import in cerebro")) self.importPB.setText(_translate("Form", "Import all data files")) self.groupBox.setTitle(_translate("Form", "Loading a new data file")) + self.semicolonRB.setText(_translate("Form", "semicolon")) self.label.setText(_translate("Form", "Import a new data file")) - self.openFilePB.setText(_translate("Form", "...")) self.label_3.setText(_translate("Form", "Date time format")) self.label_2.setText(_translate("Form", "Separator")) self.tabRB.setText(_translate("Form", "tab")) self.commaRB.setText(_translate("Form", "comma")) + self.openFilePB.setText(_translate("Form", "...")) self.loadFilePB.setText(_translate("Form", "Load .CSV file")) self.label_5.setText(_translate("Form", "Files should be ordered from lower (on top) to higher timeframe (at bottom).")) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index a09a6b8..af1d484 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -125,6 +125,8 @@ def loadData(self, dataPath, datetimeFormat, separator): return False, "ValueError error:" + str(err) except AttributeError as err: return False, "AttributeError error:" + str(err) + except IndexError as err: + return False, "IndexError error:" + str(err) except : return False, "Unexpected error:" + str(sys.exc_info()[0]) @@ -225,7 +227,7 @@ def strategyParametersChanged(self, lineEdit, parameterName, parameterOldValue): if isinstance(param, int): self.strategyParameters[parameterName] = int(lineEdit.text()) elif isinstance(param, float): - self.strategyParameters[parameterName] = int(lineEdit.text()) + self.strategyParameters[parameterName] = float(lineEdit.text()) else: self.strategyParameters[parameterName] = lineEdit.text() @@ -246,8 +248,8 @@ def run(self): self.interface.resetChart() # Add strategy here to get modified parameters - test = self.strategyParameters - self.strategyIndex = self.cerebro.addstrategy(self.strategyClass, test) + params = self.strategyParameters + self.strategyIndex = self.cerebro.addstrategy(self.strategyClass, params) # Wallet Management : reset between each run self.cerebro.broker.setcash(self.startingcash) diff --git a/indicators/ichimoku.py b/indicators/ichimoku.py index 19c72bc..4f93966 100644 --- a/indicators/ichimoku.py +++ b/indicators/ichimoku.py @@ -14,6 +14,11 @@ class Ichimoku(): + ''' + THIS CLASS TAKE A PANDA DATAFRAME AS INPUT, AND NOT A BACKTRADER DATA FEED (Use bt.Ind.Ichimoku instead) + ''' + + ''' Developed and published in his book in 1969 by journalist Goichi Hosoda @@ -37,6 +42,10 @@ class Ichimoku(): ''' + + ''' + THIS METHOD TAKE A PANDA DATAFRAME AS INPUT, AND NOT A BACKTRADER DATA FEED (Use bt.Ind.Ichimoku instead) + ''' def __init__(self, dataFrames, tenkan = 9, kijun = 26, senkou = 52, senkou_lead = 26, chikou = 26): # Tenkan-sen (Conversion Line): (9-period high + 9-period low)/2)) diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 107f429..535e605 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -23,6 +23,7 @@ def __init__(self, controller, parent = None): self.tabRB = self.findChild(QtWidgets.QRadioButton, "tabRB") self.commaRB = self.findChild(QtWidgets.QRadioButton, "commaRB") + self.semicolonRB = self.findChild(QtWidgets.QRadioButton, "semicolonRB") self.openFilePB = self.findChild(QtWidgets.QToolButton, "openFilePB") self.loadFilePB = self.findChild(QtWidgets.QPushButton, "loadFilePB") @@ -51,7 +52,7 @@ def openFile(self): def loadFile(self): # try loading file by controller - separator = '\t' if self.tabRB.isChecked() else ',' + separator = '\t' if self.tabRB.isChecked() else ',' if self.commaRB.isChecked() else ';' success, errorMessage = self.controller.loadData(self.dataFileName, self.datetimeFormatLE.text(), separator) if success: diff --git a/strategies/AiStableBaselinesModel.py b/strategies/AiStableBaselinesModel.py new file mode 100644 index 0000000..7f5f71f --- /dev/null +++ b/strategies/AiStableBaselinesModel.py @@ -0,0 +1,122 @@ +############################################################################### +# +# Copyright (C) 2021 - Skinok +# +# 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 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . +# +############################################################################### +import backtrader as bt + +import metaStrategy as mt + +from stable_baselines3 import PPO + +import numpy as np +from enum import Enum + +# action list +class Action(Enum): + HOLD=0 + BUY=1 + SELL=2 + +# Create a subclass of Strategy to define the indicators and logic +class AiStableBaselinesModel(mt.MetaStrategy): + + params = ( + ('model', ""), # Model name + ('tradeSize', 5000), + ('atrperiod', 14), # ATR Period (standard) + ('atrdist_SL', 3), # ATR distance for stop price + ('atrdist_TP', 5), # ATR distance for take profit price + ) + + def notify_order(self, order): + if order.status == order.Completed: + #print("Order completed") + pass + + if not order.alive(): + self.order = None # indicate no order is pending + + def __init__(self, *argv): + + # used to modify parameters + super().__init__(argv[0]) + + # Ichi indicator + self.ichimoku = bt.ind.Ichimoku() + + # To set the stop price + self.atr = bt.indicators.ATR(self.data, period=self.p.atrperiod) + + self.stochastic = bt.ind.stochastic.Stochastic(self.data) + + pass + + def start(self): + self.order = None # sentinel to avoid operrations on pending order + + # Load the model + self.model = PPO.load(self.p.model) + pass + + def next(self): + + self.obseravation = self.next_observation() + + # Prepare data for Model + action, _states = self.model.predict(self.obseravation) # deterministic=True + + if not self.position: # not in the market + + if action == Action.SELL.value: + self.order = self.sell(size=self.p.tradeSize) + ldist = self.atr[0] * self.p.atrdist_SL + self.lstop = self.data.close[0] + ldist + pdist = self.atr[0] * self.p.atrdist_TP + self.take_profit = self.data.close[0] - pdist + + elif action == Action.BUY.value: + self.order = self.buy(size=self.p.tradeSize) + ldist = self.atr[0] * self.p.atrdist_SL + self.lstop = self.data.close[0] - ldist + pdist = self.atr[0] * self.p.atrdist_TP + self.take_profit = self.data.close[0] + pdist + + else: # in the market + pclose = self.data.close[0] + pstop = self.lstop # seems to be the bug + + if (not ((pstoppclose>self.take_profit))): + self.close() # Close position + + pass + + # Here you have to transform self object price and indicators into a np.array input for AI Model + # How you do it depend on your AI Model inputs + # Strategy is in the data preparation for AI :D + def next_observation(self): + + # https://stackoverflow.com/questions/53979199/tensorflow-keras-returning-multiple-predictions-while-expecting-one + + # Ichimoku + inputs = [ self.ichimoku.tenkan[0], self.ichimoku.kijun[0], self.ichimoku.senkou[0], self.ichimoku.senkou_lead[0], self.ichimoku.chikou[0] ] + + # Stochastic + inputs = inputs + [self.stochastic.percK[0] / 100.0, self.stochastic.percD[0] / 100.0] + + return np.array(inputs) + + pass \ No newline at end of file diff --git a/strategies/AiTensorFlowModel.py b/strategies/AiTensorFlowModel.py new file mode 100644 index 0000000..1480945 --- /dev/null +++ b/strategies/AiTensorFlowModel.py @@ -0,0 +1,171 @@ +############################################################################### +# +# Copyright (C) 2021 - Skinok +# +# 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 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . +# +############################################################################### +import backtrader as bt + +import metaStrategy as mt + +import tensorflow as tf +import numpy as np +from enum import Enum + +# action list +class Action(Enum): + HOLD=0 + BUY=1 + SELL=2 + +# Create a subclass of Strategy to define the indicators and logic +class AiTensorFlowModel(mt.MetaStrategy): + + params = ( + ('model', ""), # Model name + ('tradeSize', 2000), + ('atrperiod', 14), # ATR Period (standard) + ('atrdist_SL', 3), # ATR distance for stop price + ('atrdist_TP', 5), # ATR distance for take profit price + ('tenkan', 9), + ('kijun', 26), + ('senkou', 52), + ('senkou_lead', 26), # forward push + ('chikou', 26), # backwards push + ) + + def notify_order(self, order): + if order.status == order.Completed: + #print("Order completed") + pass + + if not order.alive(): + self.order = None # indicate no order is pending + + def __init__(self, *argv): + + # used to modify parameters + super().__init__(argv[0]) + + # Ichi indicator + self.ich = bt.ind.Ichimoku() + ''' + self.data, + tenkan=self.params.tenkan, + kijun=self.params.kijun, + senkou=self.params.senkou, + senkou_lead=self.params.senkou_lead, + chikou=self.params.chikou) + ''' + + # To set the stop price + self.atr = bt.indicators.ATR(self.data, period=self.p.atrperiod) + + self.stochastic = bt.ind.stochastic.Stochastic(self.data) + + pass + + def start(self): + self.order = None # sentinel to avoid operrations on pending order + + # Load the model + self.model = tf.keras.models.load_model(self.p.model) + pass + + def next(self): + + self.ai_ready = self.prepareData() + + if self.order or not self.ai_ready: + return # pending order execution + + # Prepare data for Model + predicted_actions = self.model.predict_step([self.ai_inputs]) + + # Take action with the most credibility + action = np.argmax( predicted_actions ) + + if not self.position: # not in the market + + if action == Action.SELL.value: + self.order = self.sell(size=self.p.tradeSize) + ldist = self.atr[0] * self.p.atrdist_SL + self.lstop = self.data.close[0] + ldist + pdist = self.atr[0] * self.p.atrdist_TP + self.take_profit = self.data.close[0] - pdist + + elif action == Action.BUY.value: + self.order = self.buy(size=self.p.tradeSize) + ldist = self.atr[0] * self.p.atrdist_SL + self.lstop = self.data.close[0] - ldist + pdist = self.atr[0] * self.p.atrdist_TP + self.take_profit = self.data.close[0] + pdist + + else: # in the market + pclose = self.data.close[0] + pstop = self.lstop # seems to be the bug + + if (not ((pstoppclose>self.take_profit))): + self.close() # Close position + + pass + + # Here you have to transform self object price and indicators into a np.array input for AI Model + # How you do it depend on your AI Model inputs + # Strategy is in the data preparation for AI :D + def prepareData(self): + + # https://stackoverflow.com/questions/53979199/tensorflow-keras-returning-multiple-predictions-while-expecting-one + + inputs_array = np.array([[ self.stochastic.percK[0] / 100.0, self.stochastic.percD[0] / 100.0 ]]) + + self.ai_inputs = inputs_array + + return True + """ + if len(self.ich.l.tenkan_sen) > 0 and len(self.ich.kijun_sen) > 0 and len(self.ich.senkou_span_a) > 0 and len(self.ich.senkou_span_b) > 0 and len(self.ich.chikou_span) > 0: + + tenkan_sen = self.ich.tenkan_sen[0] + kijun_sen = self.ich.kijun_sen[0] + senkou_span_a = self.ich.senkou_span_a[0] + senkou_span_b = self.ich.senkou_span_b[0] + chikou_span = self.ich.chikou_span[0] + + diff_tenkan = self.data.close[0] - tenkan_sen + diff_kijun = self.data.close[0] - kijun_sen + diff_senkou_span_a = self.data.close[0] - senkou_span_a + diff_senkou_span_b = self.data.close[0] - senkou_span_b + diff_chikou_span = self.data.close[0] - chikou_span + + inputs_array = [ diff_tenkan, + diff_kijun, + diff_senkou_span_a, + diff_senkou_span_b, + diff_chikou_span + ] + + #NormaizeArray(inputs_array) + + # AI Input + + self.ai_inputs = np.array(inputs_array).reshape(1,5) + + # AI data are ready + return True + else: + return False + """ + + pass \ No newline at end of file diff --git a/strategies/AiTorchModel.py b/strategies/AiTorchModel.py new file mode 100644 index 0000000..5a38964 --- /dev/null +++ b/strategies/AiTorchModel.py @@ -0,0 +1,172 @@ +############################################################################### +# +# Copyright (C) 2021 - Skinok +# +# 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 3 of the License, or +# (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU General Public License for more details. +# +# You should have received a copy of the GNU General Public License +# along with this program. If not, see . +# +############################################################################### +import backtrader as bt + +import metaStrategy as mt + +import numpy as np +from enum import Enum + +import torch + +# action list +class Action(Enum): + HOLD=0 + BUY=1 + SELL=2 + +# Create a subclass of Strategy to define the indicators and logic +class AiTorchModel(mt.MetaStrategy): + + params = ( + ('model', ""), # Model name + ('tradeSize', 2000), + ('atrperiod', 14), # ATR Period (standard) + ('atrdist_SL', 3), # ATR distance for stop price + ('atrdist_TP', 5), # ATR distance for take profit price + ('tenkan', 9), + ('kijun', 26), + ('senkou', 52), + ('senkou_lead', 26), # forward push + ('chikou', 26), # backwards push + ) + + def notify_order(self, order): + if order.status == order.Completed: + #print("Order completed") + pass + + if not order.alive(): + self.order = None # indicate no order is pending + + def __init__(self, *argv): + + # used to modify parameters + super().__init__(argv[0]) + + # Ichi indicator + self.ich = bt.ind.Ichimoku() + ''' + self.data, + tenkan=self.params.tenkan, + kijun=self.params.kijun, + senkou=self.params.senkou, + senkou_lead=self.params.senkou_lead, + chikou=self.params.chikou) + ''' + + # To set the stop price + self.atr = bt.indicators.ATR(self.data, period=self.p.atrperiod) + + self.stochastic = bt.ind.stochastic.Stochastic(self.data) + + pass + + def start(self): + self.order = None # sentinel to avoid operrations on pending order + + # Load the model + self.model = torch.load(self.p.model) + pass + + def next(self): + + self.ai_ready = self.prepareData() + + if self.order or not self.ai_ready: + return # pending order execution + + # Prepare data for Model + predicted_actions = self.model.predict_step([self.ai_inputs]) + + # Take action with the most credibility + action = np.argmax( predicted_actions ) + + if not self.position: # not in the market + + if action == Action.SELL.value: + self.order = self.sell(size=self.p.tradeSize) + ldist = self.atr[0] * self.p.atrdist_SL + self.lstop = self.data.close[0] + ldist + pdist = self.atr[0] * self.p.atrdist_TP + self.take_profit = self.data.close[0] - pdist + + elif action == Action.BUY.value: + self.order = self.buy(size=self.p.tradeSize) + ldist = self.atr[0] * self.p.atrdist_SL + self.lstop = self.data.close[0] - ldist + pdist = self.atr[0] * self.p.atrdist_TP + self.take_profit = self.data.close[0] + pdist + + else: # in the market + pclose = self.data.close[0] + pstop = self.lstop # seems to be the bug + + if (not ((pstoppclose>self.take_profit))): + self.close() # Close position + + pass + + # Here you have to transform self object price and indicators into a np.array input for AI Model + # How you do it depend on your AI Model inputs + # Strategy is in the data preparation for AI :D + def prepareData(self): + + # https://stackoverflow.com/questions/53979199/tensorflow-keras-returning-multiple-predictions-while-expecting-one + + inputs_array = np.array([[ self.stochastic.percK[0] / 100.0, self.stochastic.percD[0] / 100.0 ]]) + + self.ai_inputs = inputs_array + + return True + """ + if len(self.ich.l.tenkan_sen) > 0 and len(self.ich.kijun_sen) > 0 and len(self.ich.senkou_span_a) > 0 and len(self.ich.senkou_span_b) > 0 and len(self.ich.chikou_span) > 0: + + tenkan_sen = self.ich.tenkan_sen[0] + kijun_sen = self.ich.kijun_sen[0] + senkou_span_a = self.ich.senkou_span_a[0] + senkou_span_b = self.ich.senkou_span_b[0] + chikou_span = self.ich.chikou_span[0] + + diff_tenkan = self.data.close[0] - tenkan_sen + diff_kijun = self.data.close[0] - kijun_sen + diff_senkou_span_a = self.data.close[0] - senkou_span_a + diff_senkou_span_b = self.data.close[0] - senkou_span_b + diff_chikou_span = self.data.close[0] - chikou_span + + inputs_array = [ diff_tenkan, + diff_kijun, + diff_senkou_span_a, + diff_senkou_span_b, + diff_chikou_span + ] + + #NormaizeArray(inputs_array) + + # AI Input + + self.ai_inputs = np.array(inputs_array).reshape(1,5) + + # AI data are ready + return True + else: + return False + """ + + pass \ No newline at end of file diff --git a/ui/loadDataFiles.ui b/ui/loadDataFiles.ui index b99300f..4c5ac2d 100644 --- a/ui/loadDataFiles.ui +++ b/ui/loadDataFiles.ui @@ -6,7 +6,7 @@ 0 0 - 390 + 488 458 @@ -33,6 +33,12 @@ + + + 0 + 40 + + Import all data files @@ -47,20 +53,17 @@ Loading a new data file - - + + - Import a new data file + semicolon - - - - - + + - ... + Import a new data file @@ -71,17 +74,14 @@ - - - - + Separator - + tab @@ -91,14 +91,40 @@ - + comma - + + + + + + + ... + + + + + + + + + + + 0 + 40 + + + + Load .CSV file + + + + color: red @@ -111,13 +137,6 @@ - - - - Load .CSV file - - - diff --git a/userInterface.py b/userInterface.py index 041725a..2d838af 100644 --- a/userInterface.py +++ b/userInterface.py @@ -149,8 +149,6 @@ def createChartDock(self, timeframe): pass - - ######### # Create all main window docks ######### @@ -197,31 +195,27 @@ def createUIs(self): ######### def createActions(self): - # Indicators - #self.indicatorsActionGroup = QtWidgets.QActionGroup(self.win) - - # Ichimoku - #self.addIchimokuAction = QtWidgets.QAction(QtGui.QIcon(""),"Add Ichimoku", self.indicatorsActionGroup) - #self.addIchimokuAction.triggered.connect( self.addIndicator ) - #self.indicatorsActionGroup.addAction(self.addIchimokuAction) - # Data sources self.backtestDataActionGroup = QtWidgets.QActionGroup(self.win) self.openCSVAction = QtWidgets.QAction(QtGui.QIcon(""),"Open CSV File", self.backtestDataActionGroup) self.openCSVAction.triggered.connect( self.loadDataFileUI.show ) - #self.DataSourceAction = QAction(QtWidgets.QIcon(""),"Choose Data Source", self.toolbar) - #self.DataSourceAction.triggered.connect( self.l ) - #self.toolbar.addAction(self.addIchimokuAction) + # AI + self.aiActionGroup = QtWidgets.QActionGroup(self.win) + + self.loadTFModelAction = QtWidgets.QAction(QtGui.QIcon(""),"Load Tensorflow Model", self.aiActionGroup) + self.loadTFModelAction.triggered.connect( self.loadTFModel ) + + #self.loadTorchModelAction = QtWidgets.QAction(QtGui.QIcon(""),"Load Torch Model", self.aiActionGroup) + #self.loadTorchModelAction.triggered.connect( self.loadTorchModel ) + + self.loadStableBaselines3Action = QtWidgets.QAction(QtGui.QIcon(""),"Load Stable Baselines 3 Model", self.aiActionGroup) + self.loadStableBaselines3Action.triggered.connect( self.loadStableBaselinesModel ) # Options self.optionsActionGroup = QtWidgets.QActionGroup(self.win) - #self.darkModeAction = QtWidgets.QAction(QtGui.QIcon(""),"Switch Color Mode", self.optionsActionGroup) - #self.darkModeAction.triggered.connect( self.dark_mode_toggle ) - - #self.optionsActionGroup.addAction(self.darkModeAction) pass ######### @@ -237,12 +231,14 @@ def createMenuBar(self): self.backtestDataMenu = self.menubar.addMenu("Backtest Data") self.backtestDataMenu.addActions(self.backtestDataActionGroup.actions()) + self.aiMenu = self.menubar.addMenu("Artificial Intelligence") + self.aiMenu.addActions(self.aiActionGroup.actions()) + self.optionsMenu = self.menubar.addMenu("Options") self.optionsMenu.addActions(self.optionsActionGroup.actions()) pass - ######### # Strategy results : trades tab ######### @@ -266,6 +262,8 @@ def createTradesUI(self): self.strategyResultsUI.ResultsTabWidget.widget(0).layout().addWidget(self.tradeTableWidget) + pass + def fillTradesUI(self, trades): # Delete all previous results by settings row count to 0 @@ -831,7 +829,7 @@ def fillStrategyParameters(self, strategy): for parameterName, parameterValue in strategy.params._getitems(): label = QtWidgets.QLabel(parameterName) lineEdit = QtWidgets.QLineEdit(str(parameterValue)) - + lineEdit.setObjectName(parameterName) # Save the parameter to inject it in the addStrategy method self.controller.strategyParametersSave(parameterName, parameterValue) @@ -848,5 +846,43 @@ def fillStrategyParameters(self, strategy): pass + # Load an AI Model from Tensor Flow framework + def loadTFModel(self): + + ai_model_dir = QtWidgets.QFileDialog.getExistingDirectory(self.win,"Open Tensorflow Model", self.current_dir_path) + + # Add the AI Model Strategy + self.controller.addStrategy("AiTensorFlowModel") + + self.strategyTesterUI.findChild(QtWidgets.QLineEdit, "model").setText(ai_model_dir) + self.controller.strategyParametersSave("model", ai_model_dir) + + pass + # Load an AI Model from Py Torch framework + def loadTorchModel(self): + + ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.win,"Open Torch Model", self.current_dir_path, "*.zip")[0] + + # Add the AI Model Strategy + self.controller.addStrategy("AiTorchModel") + + self.strategyTesterUI.findChild(QtWidgets.QLineEdit, "model").setText(ai_model_zip_file) + self.controller.strategyParametersSave("model", ai_model_zip_file) + + pass + + # Load an AI Model from Stable Baselines framework + def loadStableBaselinesModel(self): + + ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.win,"Open Torch Model", self.current_dir_path, "*.zip")[0] + + # Add the AI Model Strategy + self.controller.addStrategy("AiStableBaselinesModel") + + self.strategyTesterUI.findChild(QtWidgets.QLineEdit, "model").setText(ai_model_zip_file) + self.controller.strategyParametersSave("model", ai_model_zip_file) + + pass + \ No newline at end of file From 4a7d59b3f82384c43adfe7daab19b4d289ab0450 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Tue, 11 Oct 2022 20:20:32 +0200 Subject: [PATCH 16/49] make it compile and rename indicators --- custom_indicators/BollingerBandsBandwitch.py | 14 + {indicators => custom_indicators}/__init__.py | 0 {indicators => custom_indicators}/ema.py | 0 {indicators => custom_indicators}/fin_macd.py | 0 {indicators => custom_indicators}/ichimoku.py | 0 {indicators => custom_indicators}/rsi.py | 0 {indicators => custom_indicators}/sma.py | 0 .../stochastic.py | 0 .../stochasticRsi.py | 0 data/Source 1/EURUSD_M15_2020.csv | 24999 ++++++++++++++++ data/Source 1/EURUSD_M15_2020_1kbar.csv | 1000 + finplotWindow.py | 12 +- strategies/AiStableBaselinesModel.py | 65 +- 13 files changed, 26082 insertions(+), 8 deletions(-) create mode 100644 custom_indicators/BollingerBandsBandwitch.py rename {indicators => custom_indicators}/__init__.py (100%) rename {indicators => custom_indicators}/ema.py (100%) rename {indicators => custom_indicators}/fin_macd.py (100%) rename {indicators => custom_indicators}/ichimoku.py (100%) rename {indicators => custom_indicators}/rsi.py (100%) rename {indicators => custom_indicators}/sma.py (100%) rename {indicators => custom_indicators}/stochastic.py (100%) rename {indicators => custom_indicators}/stochasticRsi.py (100%) create mode 100644 data/Source 1/EURUSD_M15_2020.csv create mode 100644 data/Source 1/EURUSD_M15_2020_1kbar.csv diff --git a/custom_indicators/BollingerBandsBandwitch.py b/custom_indicators/BollingerBandsBandwitch.py new file mode 100644 index 0000000..4f57282 --- /dev/null +++ b/custom_indicators/BollingerBandsBandwitch.py @@ -0,0 +1,14 @@ +from backtrader import bt + +class BollingerBandsBandwitch(bt.ind.BollingerBands): + + ''' + Extends the Bollinger Bands with a Percentage line and a Bandwitch indicator + ''' + lines = ('bandwitch',) + plotlines = dict(bandwitch=dict(_name='%Bwtch')) # display the line as %B on chart + + def __init__(self): + super(BollingerBandsBandwitch, self).__init__() + self.l.bandwitch = 100 * (self.l.top - self.l.bot) / self.l.mid + pass \ No newline at end of file diff --git a/indicators/__init__.py b/custom_indicators/__init__.py similarity index 100% rename from indicators/__init__.py rename to custom_indicators/__init__.py diff --git a/indicators/ema.py b/custom_indicators/ema.py similarity index 100% rename from indicators/ema.py rename to custom_indicators/ema.py diff --git a/indicators/fin_macd.py b/custom_indicators/fin_macd.py similarity index 100% rename from indicators/fin_macd.py rename to custom_indicators/fin_macd.py diff --git a/indicators/ichimoku.py b/custom_indicators/ichimoku.py similarity index 100% rename from indicators/ichimoku.py rename to custom_indicators/ichimoku.py diff --git a/indicators/rsi.py b/custom_indicators/rsi.py similarity index 100% rename from indicators/rsi.py rename to custom_indicators/rsi.py diff --git a/indicators/sma.py b/custom_indicators/sma.py similarity index 100% rename from indicators/sma.py rename to custom_indicators/sma.py diff --git a/indicators/stochastic.py b/custom_indicators/stochastic.py similarity index 100% rename from indicators/stochastic.py rename to custom_indicators/stochastic.py diff --git a/indicators/stochasticRsi.py b/custom_indicators/stochasticRsi.py similarity index 100% rename from indicators/stochasticRsi.py rename to custom_indicators/stochasticRsi.py diff --git a/data/Source 1/EURUSD_M15_2020.csv b/data/Source 1/EURUSD_M15_2020.csv new file mode 100644 index 0000000..0286bf9 --- /dev/null +++ b/data/Source 1/EURUSD_M15_2020.csv @@ 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07:45,1.11461,1.11481,1.11451,1.11476,1585 \ No newline at end of file diff --git a/finplotWindow.py b/finplotWindow.py index 76d3445..a4605eb 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -2,12 +2,12 @@ from pyqtgraph.graphicsItems.LegendItem import LegendItem -from indicators import ichimoku -from indicators import rsi -from indicators import stochastic -from indicators import stochasticRsi -from indicators import sma -from indicators import ema +from custom_indicators import ichimoku +from custom_indicators import rsi +from custom_indicators import stochastic +from custom_indicators import stochasticRsi +from custom_indicators import sma +from custom_indicators import ema sys.path.append('../finplot') import finplot as fplt diff --git a/strategies/AiStableBaselinesModel.py b/strategies/AiStableBaselinesModel.py index 7f5f71f..d838962 100644 --- a/strategies/AiStableBaselinesModel.py +++ b/strategies/AiStableBaselinesModel.py @@ -25,6 +25,10 @@ import numpy as np from enum import Enum +import pandas as pd + +from custom_indicators import BollingerBandsBandwitch + # action list class Action(Enum): HOLD=0 @@ -62,6 +66,25 @@ def __init__(self, *argv): self.atr = bt.indicators.ATR(self.data, period=self.p.atrperiod) self.stochastic = bt.ind.stochastic.Stochastic(self.data) + self.rsi = bt.ind.RelativeStrengthIndex(self.data) + self.bbands = bt.ind.BollingerBands(self.data) + self.bbandsPct = bt.ind.BollingerBandsPct(self.data) + self.bbandsBandwitch = BollingerBandsBandwitch.BollingerBandsBandwitch(self.data) + + self.sma_200 = bt.ind.MovingAverageSimple(self.data,period=200) + self.sma_150 = bt.ind.MovingAverageSimple(self.data,period=150) + self.sma_100 = bt.ind.MovingAverageSimple(self.data,period=100) + self.sma_50 = bt.ind.MovingAverageSimple(self.data,period=50) + self.sma_21 = bt.ind.MovingAverageSimple(self.data,period=21) + + self.ema_200 = bt.ind.ExponentialMovingAverage(self.data,period=200) + self.ema_100 = bt.ind.ExponentialMovingAverage(self.data,period=100) + self.ema_50 = bt.ind.ExponentialMovingAverage(self.data,period=50) + self.ema_26 = bt.ind.ExponentialMovingAverage(self.data,period=26) + self.ema_12 = bt.ind.ExponentialMovingAverage(self.data,period=12) + self.ema_9 = bt.ind.ExponentialMovingAverage(self.data,period=9) + + self.macd = bt.ind.MACDHisto(self.data) pass @@ -76,6 +99,11 @@ def next(self): self.obseravation = self.next_observation() + # Do nothing if a parameter is not valid yet (basically wait for all idicators to be loaded) + if pd.isna(self.obseravation).any(): + print("Waiting indicators") + return + # Prepare data for Model action, _states = self.model.predict(self.obseravation) # deterministic=True @@ -112,10 +140,43 @@ def next_observation(self): # https://stackoverflow.com/questions/53979199/tensorflow-keras-returning-multiple-predictions-while-expecting-one # Ichimoku - inputs = [ self.ichimoku.tenkan[0], self.ichimoku.kijun[0], self.ichimoku.senkou[0], self.ichimoku.senkou_lead[0], self.ichimoku.chikou[0] ] + #inputs = [ self.ichimoku.tenkan[0], self.ichimoku.kijun[0], self.ichimoku.senkou[0], self.ichimoku.senkou_lead[0], self.ichimoku.chikou[0] ] + + # OHLCV + inputs = [ self.data.open[0],self.data.high[0],self.data.low[0],self.data.close[0],self.data.volume[0] ] # Stochastic - inputs = inputs + [self.stochastic.percK[0] / 100.0, self.stochastic.percD[0] / 100.0] + inputs = inputs + [self.stochastic.percK[0], self.stochastic.percD[0]] + + # Rsi + inputs = inputs + [self.rsi.rsi[0]] + + # bbands + inputs = inputs + [self.bbands.bot[0]] # BBL + inputs = inputs + [self.bbands.mid[0]] # BBM + inputs = inputs + [self.bbands.top[0]] # BBU + inputs = inputs + [self.bbandsBandwitch.bandwitch[0]] # BBB + inputs = inputs + [self.bbandsPct.pctb[0]] # BBP + + # sma + inputs = inputs + [self.sma_200.sma[0]] + inputs = inputs + [self.sma_150.sma[0]] + inputs = inputs + [self.sma_100.sma[0]] + inputs = inputs + [self.sma_50.sma[0]] + inputs = inputs + [self.sma_21.sma[0]] + + # ema + inputs = inputs + [self.ema_200.ema[0]] + inputs = inputs + [self.ema_100.ema[0]] + inputs = inputs + [self.ema_50.ema[0]] + inputs = inputs + [self.ema_26.ema[0]] + inputs = inputs + [self.ema_12.ema[0]] + inputs = inputs + [self.ema_9.ema[0]] + + # macd + inputs = inputs + [self.macd.macd[0]] # MACD + inputs = inputs + [self.macd.histo[0]] # MACD histo + inputs = inputs + [self.macd.signal[0]] # MACD signal return np.array(inputs) From 39a3ddd88d341a0cc4632be7f13f7056c26a73d0 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Wed, 12 Oct 2022 21:32:29 +0200 Subject: [PATCH 17/49] Click on a trade teleport the chart to the good trade time --- finplotWindow.py | 19 +++++++++++++++++++ userInterface.py | 15 +++++++++++++++ 2 files changed, 34 insertions(+) diff --git a/finplotWindow.py b/finplotWindow.py index a4605eb..43efb16 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -12,6 +12,7 @@ sys.path.append('../finplot') import finplot as fplt +import pandas as pd import backtrader as bt from pyqtgraph import mkColor, mkBrush @@ -379,6 +380,24 @@ def setIndicator(self, indicatorName, activated): pass + def zoomTo(self, dateStr1, dateStr2): + + for win in fplt.windows: + for ax in win.axs: + x1 = fplt._dateStr2x(ax,dateStr1) + x2 = fplt._dateStr2x(ax,dateStr2) + + # Do not zoom exactly on the trade, so take a little bit before & after + date1 = x1[0]; + if date1 > 10: + date1 = date1 - 10 + + date2 = x2[0] + 10; + + ax.vb.update_y_zoom(date1,date2) + + pass + ############# # Show finplot Window ############# diff --git a/userInterface.py b/userInterface.py index 2d838af..1bef389 100644 --- a/userInterface.py +++ b/userInterface.py @@ -309,6 +309,21 @@ def fillTradesUI(self, trades): row += 1 + # Click on a trade line will move the chart to the corresponding trade + self.tradeTableWidget.cellClicked.connect( self.tradeClicked ); + + pass + + # Slot when a trade has been clicked + def tradeClicked(self, row, column): + + selectedItems = self.tradeTableWidget.selectedItems() # QList + if len(selectedItems) > 4: + dateTradeOpen = selectedItems[2].text() + dateTradeClose = selectedItems[3].text() + + self.fpltWindow[self.current_timeframe].zoomTo(dateTradeOpen,dateTradeClose) + pass ######### From a8c139987f89d2c514b2366dd406cdb833340d1d Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Sat, 17 Dec 2022 17:55:44 +0100 Subject: [PATCH 18/49] Delete backtest_ichimoku.py useless file --- backtest_ichimoku.py | 38 -------------------------------------- 1 file changed, 38 deletions(-) delete mode 100644 backtest_ichimoku.py diff --git a/backtest_ichimoku.py b/backtest_ichimoku.py deleted file mode 100644 index 6f6c1c3..0000000 --- a/backtest_ichimoku.py +++ /dev/null @@ -1,38 +0,0 @@ -from datetime import datetime -from ichimoku_strat1 import IchimokuStart1 - -import pandas - -from PyQt5.QtWidgets import QApplication, QGridLayout, QMainWindow, QGraphicsView, QComboBox, QLabel -from pyqtgraph.dockarea import DockArea, Dock - -import backtesting.backtesting as bt -import backtesting.lib as btlib - -import sys -sys.path.append('D:/perso/trading/anaconda3/finplot') -import finplot as fplt - -windows = [] # no gc -sounds = {} # no gc -master_data = {} -overlay_axs = [] # for keeping track of candlesticks in overlays - -import userInterface as Ui - -# Get a pandas dataframe -datapath = ('D:/perso/trading/anaconda3/backtrader-ichimoku/data/EURUSD_M15_light.csv') - -dataframe = pandas.read_csv(datapath, - sep='\t', - skiprows=0, - header=0, - parse_dates=True, - index_col=0) - -# Pass it to the backtrader datafeed and add it to the cerebro -backtest = bt.Backtest(dataframe,IchimokuStart1) -backtest.run() - -interace = Ui.UserInterface(); -interace.drawFinPlots(dataframe) \ No newline at end of file From 2abe37d80fe263ac8f13eda5d0808046f65f33a1 Mon Sep 17 00:00:00 2001 From: mole Date: Mon, 1 May 2023 17:02:58 +0800 Subject: [PATCH 19/49] user operation 1 --- loadDataFilesUI.py | 5 +++++ userInterface.py | 10 +++++----- 2 files changed, 10 insertions(+), 5 deletions(-) diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 535e605..ca88b6a 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -47,6 +47,11 @@ def __init__(self, controller, parent = None): def openFile(self): self.dataFileName = QtWidgets.QFileDialog.getOpenFileName(self, 'Open data file', self.current_dir_path + "/data","CSV files (*.csv)")[0] self.filePathLE.setText(self.dataFileName) + fileparts = os.path.split(self.dataFileName) + datafile = fileparts[1] + print(datafile[-4:]) + if datafile[-4:]=='.csv': + self.commaRB.setChecked(True) pass def loadFile(self): diff --git a/userInterface.py b/userInterface.py index 1bef389..bf2e497 100644 --- a/userInterface.py +++ b/userInterface.py @@ -542,7 +542,7 @@ def createControlPanel(self): self.ResetPB.setText("Reset") self.ResetPB.setCheckable(True) self.ResetPB.setMaximumWidth(100) - self.ResetPB.toggled.connect(self.resetChart) + self.ResetPB.toggled[bool].connect(self.resetChart) self.controlPanelLayout.addWidget(self.ResetPB) # Spacer @@ -554,7 +554,7 @@ def createControlPanel(self): self.SmaPB.setText("SMA") self.SmaPB.setCheckable(True) self.SmaPB.setMaximumWidth(100) - self.SmaPB.toggled.connect(self.addSma) + self.SmaPB.toggled[bool].connect(self.addSma) self.controlPanelLayout.addWidget(self.SmaPB) # EMA @@ -562,7 +562,7 @@ def createControlPanel(self): self.EmaPB.setText("EMA") self.EmaPB.setCheckable(True) self.EmaPB.setMaximumWidth(100) - self.EmaPB.toggled.connect(self.addEma) + self.EmaPB.toggled[bool].connect(self.addEma) self.controlPanelLayout.addWidget(self.EmaPB) # Spacer @@ -574,7 +574,7 @@ def createControlPanel(self): self.RsiPB.setText("RSI") self.RsiPB.setCheckable(True) self.RsiPB.setMaximumWidth(100) - self.RsiPB.toggled.connect(self.toogleRsi) + self.RsiPB.toggled[bool].connect(self.toogleRsi) self.controlPanelLayout.addWidget(self.RsiPB) # Stochastic @@ -582,7 +582,7 @@ def createControlPanel(self): self.StochasticPB.setText("Stochastic") self.StochasticPB.setCheckable(True) self.StochasticPB.setMaximumWidth(100) - self.StochasticPB.toggled.connect(self.toogleStochastic) + self.StochasticPB.toggled[bool].connect(self.toogleStochastic) self.controlPanelLayout.addWidget(self.StochasticPB) # Stochastic RSI From 2d94a141549bfbe9ac8cc34f223f1f09f9e47014 Mon Sep 17 00:00:00 2001 From: mole Date: Mon, 1 May 2023 17:16:20 +0800 Subject: [PATCH 20/49] combobox ok --- loadDataFilesUI.py | 9 ++++++--- ui/loadDataFiles.ui | 2 +- 2 files changed, 7 insertions(+), 4 deletions(-) diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index ca88b6a..b33c103 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -19,8 +19,8 @@ def __init__(self, controller, parent = None): uic.loadUi( self.current_dir_path + "/ui/loadDataFiles.ui", self) self.filePathLE = self.findChild(QtWidgets.QLineEdit, "filePathLE") - self.datetimeFormatLE = self.findChild(QtWidgets.QLineEdit, "datetimeFormatLE") - + self.datetimeFormatLE = self.findChild(QtWidgets.QComboBox, "datetimeFormatLE") + self.tabRB = self.findChild(QtWidgets.QRadioButton, "tabRB") self.commaRB = self.findChild(QtWidgets.QRadioButton, "commaRB") self.semicolonRB = self.findChild(QtWidgets.QRadioButton, "semicolonRB") @@ -35,7 +35,10 @@ def __init__(self, controller, parent = None): self.dataFilesListWidget = self.findChild(QtWidgets.QListWidget, "dataFilesListWidget") # Default values - self.datetimeFormatLE.setText("%Y-%m-%d %H:%M:%S") + self.datetimeFormatLE.addItem("%Y-%m-%d %H:%M:%S") + self.datetimeFormatLE.addItem("%Y-%m-%d %H:%M") + self.datetimeFormatLE.addItem("%Y-%m-%d %H") + self.datetimeFormatLE.addItem("%Y-%m-%d") # Connect slots : open file self.openFilePB.clicked.connect( self.openFile ) diff --git a/ui/loadDataFiles.ui b/ui/loadDataFiles.ui index 4c5ac2d..111bf72 100644 --- a/ui/loadDataFiles.ui +++ b/ui/loadDataFiles.ui @@ -109,7 +109,7 @@ - + From 829f5c8ef58589f77fd24569077ddf873a7e8c72 Mon Sep 17 00:00:00 2001 From: mole Date: Tue, 2 May 2023 21:05:43 +0800 Subject: [PATCH 21/49] combobox text --- loadDataFilesUI.py | 2 +- userInterface.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index b33c103..7c39c54 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -61,7 +61,7 @@ def loadFile(self): # try loading file by controller separator = '\t' if self.tabRB.isChecked() else ',' if self.commaRB.isChecked() else ';' - success, errorMessage = self.controller.loadData(self.dataFileName, self.datetimeFormatLE.text(), separator) + success, errorMessage = self.controller.loadData(self.dataFileName, self.datetimeFormatLE.currentText(), separator) if success: diff --git a/userInterface.py b/userInterface.py index bf2e497..5290876 100644 --- a/userInterface.py +++ b/userInterface.py @@ -55,7 +55,7 @@ class UserInterface: ######### def __init__(self,controller): - self.controller = controller + self.controller = controller # SkinokBacktraderUI # It does not finish by a "/" self.current_dir_path = os.path.dirname(os.path.realpath(__file__)) From 99ab9a50458bfd13a590e3061af04291d77d608f Mon Sep 17 00:00:00 2001 From: mole Date: Tue, 2 May 2023 21:13:02 +0800 Subject: [PATCH 22/49] fix import time delta total_seconds() issue --- SkinokBacktraderUI.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index af1d484..690d8ea 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -182,21 +182,21 @@ def findTimeFrame(self, df): if len(df.index) > 2: dtDiff = df.index[1] - df.index[0] - if dtDiff.seconds == 60: + if dtDiff.total_seconds() == 60: return "M1" - elif dtDiff.seconds == 300: + elif dtDiff.total_seconds() == 300: return "M5" - elif dtDiff.seconds == 900: + elif dtDiff.total_seconds() == 900: return "M15" - elif dtDiff.seconds == 1800: + elif dtDiff.total_seconds() == 1800: return "M30" - elif dtDiff.seconds == 3600: + elif dtDiff.total_seconds() == 3600: return "H1" - elif dtDiff.seconds == 14400: + elif dtDiff.total_seconds() == 14400: return "H4" - elif dtDiff.seconds == 86400: + elif dtDiff.total_seconds() == 86400: return "D" - elif dtDiff.seconds == 604800: + elif dtDiff.total_seconds() == 604800: return "W" pass From a999202ef7e0c9ada8aed7690cdea816e87b8c81 Mon Sep 17 00:00:00 2001 From: michael xu Date: Sat, 6 May 2023 15:01:24 +0800 Subject: [PATCH 23/49] Combobox date format --- SkinokBacktraderUI.py | 16 ++++++++-------- loadDataFilesUI.py | 16 ++++++++++++---- ui/loadDataFiles.ui | 2 +- userInterface.py | 10 +++++----- 4 files changed, 26 insertions(+), 18 deletions(-) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index af1d484..690d8ea 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -182,21 +182,21 @@ def findTimeFrame(self, df): if len(df.index) > 2: dtDiff = df.index[1] - df.index[0] - if dtDiff.seconds == 60: + if dtDiff.total_seconds() == 60: return "M1" - elif dtDiff.seconds == 300: + elif dtDiff.total_seconds() == 300: return "M5" - elif dtDiff.seconds == 900: + elif dtDiff.total_seconds() == 900: return "M15" - elif dtDiff.seconds == 1800: + elif dtDiff.total_seconds() == 1800: return "M30" - elif dtDiff.seconds == 3600: + elif dtDiff.total_seconds() == 3600: return "H1" - elif dtDiff.seconds == 14400: + elif dtDiff.total_seconds() == 14400: return "H4" - elif dtDiff.seconds == 86400: + elif dtDiff.total_seconds() == 86400: return "D" - elif dtDiff.seconds == 604800: + elif dtDiff.total_seconds() == 604800: return "W" pass diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 535e605..7c39c54 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -19,8 +19,8 @@ def __init__(self, controller, parent = None): uic.loadUi( self.current_dir_path + "/ui/loadDataFiles.ui", self) self.filePathLE = self.findChild(QtWidgets.QLineEdit, "filePathLE") - self.datetimeFormatLE = self.findChild(QtWidgets.QLineEdit, "datetimeFormatLE") - + self.datetimeFormatLE = self.findChild(QtWidgets.QComboBox, "datetimeFormatLE") + self.tabRB = self.findChild(QtWidgets.QRadioButton, "tabRB") self.commaRB = self.findChild(QtWidgets.QRadioButton, "commaRB") self.semicolonRB = self.findChild(QtWidgets.QRadioButton, "semicolonRB") @@ -35,7 +35,10 @@ def __init__(self, controller, parent = None): self.dataFilesListWidget = self.findChild(QtWidgets.QListWidget, "dataFilesListWidget") # Default values - self.datetimeFormatLE.setText("%Y-%m-%d %H:%M:%S") + self.datetimeFormatLE.addItem("%Y-%m-%d %H:%M:%S") + self.datetimeFormatLE.addItem("%Y-%m-%d %H:%M") + self.datetimeFormatLE.addItem("%Y-%m-%d %H") + self.datetimeFormatLE.addItem("%Y-%m-%d") # Connect slots : open file self.openFilePB.clicked.connect( self.openFile ) @@ -47,13 +50,18 @@ def __init__(self, controller, parent = None): def openFile(self): self.dataFileName = QtWidgets.QFileDialog.getOpenFileName(self, 'Open data file', self.current_dir_path + "/data","CSV files (*.csv)")[0] self.filePathLE.setText(self.dataFileName) + fileparts = os.path.split(self.dataFileName) + datafile = fileparts[1] + print(datafile[-4:]) + if datafile[-4:]=='.csv': + self.commaRB.setChecked(True) pass def loadFile(self): # try loading file by controller separator = '\t' if self.tabRB.isChecked() else ',' if self.commaRB.isChecked() else ';' - success, errorMessage = self.controller.loadData(self.dataFileName, self.datetimeFormatLE.text(), separator) + success, errorMessage = self.controller.loadData(self.dataFileName, self.datetimeFormatLE.currentText(), separator) if success: diff --git a/ui/loadDataFiles.ui b/ui/loadDataFiles.ui index 4c5ac2d..111bf72 100644 --- a/ui/loadDataFiles.ui +++ b/ui/loadDataFiles.ui @@ -109,7 +109,7 @@ - + diff --git a/userInterface.py b/userInterface.py index 1bef389..bf2e497 100644 --- a/userInterface.py +++ b/userInterface.py @@ -542,7 +542,7 @@ def createControlPanel(self): self.ResetPB.setText("Reset") self.ResetPB.setCheckable(True) self.ResetPB.setMaximumWidth(100) - self.ResetPB.toggled.connect(self.resetChart) + self.ResetPB.toggled[bool].connect(self.resetChart) self.controlPanelLayout.addWidget(self.ResetPB) # Spacer @@ -554,7 +554,7 @@ def createControlPanel(self): self.SmaPB.setText("SMA") self.SmaPB.setCheckable(True) self.SmaPB.setMaximumWidth(100) - self.SmaPB.toggled.connect(self.addSma) + self.SmaPB.toggled[bool].connect(self.addSma) self.controlPanelLayout.addWidget(self.SmaPB) # EMA @@ -562,7 +562,7 @@ def createControlPanel(self): self.EmaPB.setText("EMA") self.EmaPB.setCheckable(True) self.EmaPB.setMaximumWidth(100) - self.EmaPB.toggled.connect(self.addEma) + self.EmaPB.toggled[bool].connect(self.addEma) self.controlPanelLayout.addWidget(self.EmaPB) # Spacer @@ -574,7 +574,7 @@ def createControlPanel(self): self.RsiPB.setText("RSI") self.RsiPB.setCheckable(True) self.RsiPB.setMaximumWidth(100) - self.RsiPB.toggled.connect(self.toogleRsi) + self.RsiPB.toggled[bool].connect(self.toogleRsi) self.controlPanelLayout.addWidget(self.RsiPB) # Stochastic @@ -582,7 +582,7 @@ def createControlPanel(self): self.StochasticPB.setText("Stochastic") self.StochasticPB.setCheckable(True) self.StochasticPB.setMaximumWidth(100) - self.StochasticPB.toggled.connect(self.toogleStochastic) + self.StochasticPB.toggled[bool].connect(self.toogleStochastic) self.controlPanelLayout.addWidget(self.StochasticPB) # Stochastic RSI From 6ad9a17fafd4e9e69bf18044e8545b057dcc104d Mon Sep 17 00:00:00 2001 From: mole Date: Mon, 8 May 2023 23:15:31 +0800 Subject: [PATCH 24/49] pandas 2.0 read_csv(), use date_format instead date_parser --- SkinokBacktraderUI.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index 690d8ea..6e8761f 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -112,10 +112,18 @@ def loadData(self, dataPath, datetimeFormat, separator): # Python contains if not dataPath in self.dataframes: + # self.dataframes[fileName] = pd.read_csv(dataPath, + # sep=separator, + # parse_dates=[0], + # date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + # skiprows=0, + # header=0, + # names=["Time", "Open", "High", "Low", "Close", "Volume"], + # index_col=0) self.dataframes[fileName] = pd.read_csv(dataPath, sep=separator, parse_dates=[0], - date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + date_format=datetimeFormat, skiprows=0, header=0, names=["Time", "Open", "High", "Low", "Close", "Volume"], From 1f97b6a8dee012ec60e03e83955626ee42d3d56b Mon Sep 17 00:00:00 2001 From: mole Date: Tue, 9 May 2023 22:44:54 +0800 Subject: [PATCH 25/49] fix typing error --- finplotWindow.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index 43efb16..181dbd9 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -388,11 +388,11 @@ def zoomTo(self, dateStr1, dateStr2): x2 = fplt._dateStr2x(ax,dateStr2) # Do not zoom exactly on the trade, so take a little bit before & after - date1 = x1[0]; + date1 = x1[0] if date1 > 10: date1 = date1 - 10 - date2 = x2[0] + 10; + date2 = x2[0] + 10 ax.vb.update_y_zoom(date1,date2) From 83d5946098e0b906356fc206b605cb78ac3de7b7 Mon Sep 17 00:00:00 2001 From: michael xu Date: Wed, 10 May 2023 09:05:00 +0800 Subject: [PATCH 26/49] pandas 1.43 or 2.0.1 --- SkinokBacktraderUI.py | 34 ++++++++++++++++++---------------- 1 file changed, 18 insertions(+), 16 deletions(-) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index 6e8761f..8e96f71 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -112,22 +112,24 @@ def loadData(self, dataPath, datetimeFormat, separator): # Python contains if not dataPath in self.dataframes: - # self.dataframes[fileName] = pd.read_csv(dataPath, - # sep=separator, - # parse_dates=[0], - # date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), - # skiprows=0, - # header=0, - # names=["Time", "Open", "High", "Low", "Close", "Volume"], - # index_col=0) - self.dataframes[fileName] = pd.read_csv(dataPath, - sep=separator, - parse_dates=[0], - date_format=datetimeFormat, - skiprows=0, - header=0, - names=["Time", "Open", "High", "Low", "Close", "Volume"], - index_col=0) + if pd.__version__=='1.4.3': + self.dataframes[fileName] = pd.read_csv(dataPath, + sep=separator, + parse_dates=[0], + date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + skiprows=0, + header=0, + names=["Time", "Open", "High", "Low", "Close", "Volume"], + index_col=0) + else: + self.dataframes[fileName] = pd.read_csv(dataPath, + sep=separator, + parse_dates=[0], + date_format=datetimeFormat, + skiprows=0, + header=0, + names=["Time", "Open", "High", "Low", "Close", "Volume"], + index_col=0) except ValueError as err: return False, "ValueError error:" + str(err) From 6bcb9b70e25acdd282352646918fbc695eb6c025 Mon Sep 17 00:00:00 2001 From: mole Date: Wed, 10 May 2023 21:09:33 +0800 Subject: [PATCH 27/49] automatic set file timestamp format --- loadDataFilesUI.py | 18 +++++++++++++++++- 1 file changed, 17 insertions(+), 1 deletion(-) diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 7c39c54..ffe8da3 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -1,5 +1,5 @@ from PyQt5 import QtCore, QtWidgets, uic - +import pandas as pd import os class LoadDataFilesUI(QtWidgets.QWidget): @@ -55,6 +55,22 @@ def openFile(self): print(datafile[-4:]) if datafile[-4:]=='.csv': self.commaRB.setChecked(True) + df = pd.read_csv(self.dataFileName, nrows=1) + + # print(df) + timestring = df.iloc[0,0] + ncolon = timestring.count(':') + if ncolon==2: + self.datetimeFormatLE.setCurrentIndex(0) + elif ncolon==1: + self.datetimeFormatLE.setCurrentIndex(1) + else: + nspace = timestring.count(' ') + if nspace==1: + self.datetimeFormatLE.setCurrentIndex(2) + else: + self.datetimeFormatLE.setCurrentIndex(3) + pass def loadFile(self): From 230d0db5b8161e58ae01b60e85b6679b82fbba0c Mon Sep 17 00:00:00 2001 From: mole Date: Wed, 10 May 2023 23:28:01 +0800 Subject: [PATCH 28/49] part fix zoom issue --- finplotWindow.py | 21 ++++++++++++++++++--- 1 file changed, 18 insertions(+), 3 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index 181dbd9..1975187 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -13,6 +13,8 @@ import finplot as fplt import pandas as pd +import numpy as np +from datetime import datetime as dt import backtrader as bt from pyqtgraph import mkColor, mkBrush @@ -379,13 +381,26 @@ def setIndicator(self, indicatorName, activated): self.updateChart() pass - + + def _date_str2x(self, ax, date_str): + df = ax.getAxis('bottom').vb.datasrc.df + dftime = np.array(df.iloc[:, 0]) + lsttime = dftime.tolist() + # print(dftime) + # print(lsttime) + + xtime = dt.strptime(date_str, '%Y-%m-%d %H:%M:%S') + xint = int((xtime.timestamp()+8*3600)*1e9) + print(xint,lsttime[0]) + x = lsttime.index(xint) + return [x] + def zoomTo(self, dateStr1, dateStr2): for win in fplt.windows: for ax in win.axs: - x1 = fplt._dateStr2x(ax,dateStr1) - x2 = fplt._dateStr2x(ax,dateStr2) + x1 = self._date_str2x(ax, dateStr1) + x2 = self._date_str2x(ax, dateStr2) # Do not zoom exactly on the trade, so take a little bit before & after date1 = x1[0] From 714b07f11b577c355b2389a8c44d102a5e737bd4 Mon Sep 17 00:00:00 2001 From: michael xu Date: Thu, 11 May 2023 15:46:12 +0800 Subject: [PATCH 29/49] try fix zoom bug --- finplotWindow.py | 37 +++++++++++++++++++++++++++---------- strategyTesterUI.py | 3 ++- 2 files changed, 29 insertions(+), 11 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index 1975187..f12bc49 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -33,6 +33,9 @@ def __init__(self, dockArea, dockChart, interface): self.IndVolumesActivated = False + self.last_zoom_x = [] + self.last_zoom_date = [] + pass ######### @@ -383,16 +386,30 @@ def setIndicator(self, indicatorName, activated): pass def _date_str2x(self, ax, date_str): - df = ax.getAxis('bottom').vb.datasrc.df - dftime = np.array(df.iloc[:, 0]) - lsttime = dftime.tolist() - # print(dftime) - # print(lsttime) - - xtime = dt.strptime(date_str, '%Y-%m-%d %H:%M:%S') - xint = int((xtime.timestamp()+8*3600)*1e9) - print(xint,lsttime[0]) - x = lsttime.index(xint) + print(type(ax.getAxis('bottom').vb.datasrc)) + if ax.getAxis('bottom').vb.datasrc is None: + x=self.last_zoom_x[self.last_zoom_date.index(date_str)] + else: + if self.last_zoom_date is not None and len(self.last_zoom_date) == 2: + self.last_zoom_date = [] + self.last_zoom_x = [] + + df = ax.getAxis('bottom').vb.datasrc.df + dftime = np.array(df.iloc[:, 0]) + lsttime = dftime.tolist() + # print(dftime) + # print(lsttime) + + xtime = dt.strptime(date_str, '%Y-%m-%d %H:%M:%S') + xint = int((xtime.timestamp()+8*3600)*1e9) + print(xint,lsttime[0]) + x = lsttime.index(xint) + if self.last_zoom_date is None: + self.last_zoom_date = [date_str] + self.last_zoom_x = [x] + else: + self.last_zoom_date = self.last_zoom_date.append(date_str) + self.last_zoom_x = self.last_zoom_x.append(x) return [x] def zoomTo(self, dateStr1, dateStr2): diff --git a/strategyTesterUI.py b/strategyTesterUI.py index c9bd13b..f50e141 100644 --- a/strategyTesterUI.py +++ b/strategyTesterUI.py @@ -32,10 +32,11 @@ def initialize(self): # Remove straty .py file name self.strategyBaseName = [] for stratName in self.strategyNames: + # here remove file extension self.strategyBaseName.append(QtCore.QFileInfo(stratName).baseName()) self.strategyNameCB.addItems(self.strategyBaseName) - + self.strategyNameCB.setCurrentIndex(self.strategyNameCB.count()-1) pass def run(self): From 328cc1ce061c620003d223c05b235d3405f80140 Mon Sep 17 00:00:00 2001 From: michael xu Date: Thu, 11 May 2023 15:47:10 +0800 Subject: [PATCH 30/49] new shanghai market data add --- data/sh600000.csv | 5431 +++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 5431 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deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index f12bc49..bf861e1 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -33,8 +33,8 @@ def __init__(self, dockArea, dockChart, interface): self.IndVolumesActivated = False - self.last_zoom_x = [] - self.last_zoom_date = [] + self.last_ax_data_xtick = [] + pass @@ -387,29 +387,24 @@ def setIndicator(self, indicatorName, activated): def _date_str2x(self, ax, date_str): print(type(ax.getAxis('bottom').vb.datasrc)) + print(date_str) + if ax.getAxis('bottom').vb.datasrc is None: - x=self.last_zoom_x[self.last_zoom_date.index(date_str)] - else: - if self.last_zoom_date is not None and len(self.last_zoom_date) == 2: - self.last_zoom_date = [] - self.last_zoom_x = [] + df = self.last_ax_data_xtick + else: df = ax.getAxis('bottom').vb.datasrc.df - dftime = np.array(df.iloc[:, 0]) - lsttime = dftime.tolist() - # print(dftime) - # print(lsttime) - - xtime = dt.strptime(date_str, '%Y-%m-%d %H:%M:%S') - xint = int((xtime.timestamp()+8*3600)*1e9) - print(xint,lsttime[0]) - x = lsttime.index(xint) - if self.last_zoom_date is None: - self.last_zoom_date = [date_str] - self.last_zoom_x = [x] - else: - self.last_zoom_date = self.last_zoom_date.append(date_str) - self.last_zoom_x = self.last_zoom_x.append(x) + + dftime = np.array(df.iloc[:, 0]) + lsttime = dftime.tolist() + # print(dftime) + # print(lsttime) + + xtime = dt.strptime(date_str, '%Y-%m-%d %H:%M:%S') + xint = int((xtime.timestamp()+8*3600)*1e9) + print(xint,lsttime[0]) + x = lsttime.index(xint) + return [x] def zoomTo(self, dateStr1, dateStr2): From 530f1895ea91d915e5177787eee27f0d0a66008d Mon Sep 17 00:00:00 2001 From: michael xu Date: Thu, 11 May 2023 16:51:37 +0800 Subject: [PATCH 32/49] fix bug --- finplotWindow.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/finplotWindow.py b/finplotWindow.py index bf861e1..49b9b04 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -390,10 +390,10 @@ def _date_str2x(self, ax, date_str): print(date_str) if ax.getAxis('bottom').vb.datasrc is None: - df = self.last_ax_data_xtick else: df = ax.getAxis('bottom').vb.datasrc.df + self.last_ax_data_xtick = df dftime = np.array(df.iloc[:, 0]) lsttime = dftime.tolist() From e74e08d19ba35bb9c68f302bc87760b2abe39a4f Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Sun, 14 May 2023 15:35:54 +0200 Subject: [PATCH 33/49] Update README.md spaces missing --- README.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 66772c4..16b5a77 100644 --- a/README.md +++ b/README.md @@ -20,9 +20,9 @@ pip install git+https://github.com/backtrader2/backtrader matplotlib requests \ # How to use it ? -* Put your CSV Data in the *data* folder -* Create your strategy and put it in the *strategies* folder - Your strategy *file* name should be exactly the same as the strategy *class* name +* Put your CSV Data in the *data* folder +* Create your strategy and put it in the *strategies* folder + Your strategy *file* name should be exactly the same as the strategy *class* name You can take a look at the provided exemples From 919b5ac838d1126903ed6a87b05bfc74fb15b452 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Sun, 14 May 2023 20:10:00 +0200 Subject: [PATCH 34/49] Migration to QT6 completed ! Bim --- .qt_for_python/uic/indicatorParameters.py | 4 +- .qt_for_python/uic/loadDataFiles.py | 2 +- SkinokBacktraderUI.py | 6 --- indicatorParametersUI.py | 2 +- loadDataFilesUI.py | 2 +- main.py | 3 +- qt.conf | 2 + strategyResultsUI.py | 2 +- strategyTesterUI.py | 2 +- userInterface.py | 45 ++++++++++------------- 10 files changed, 29 insertions(+), 41 deletions(-) create mode 100644 qt.conf diff --git a/.qt_for_python/uic/indicatorParameters.py b/.qt_for_python/uic/indicatorParameters.py index 44102b6..f812316 100644 --- a/.qt_for_python/uic/indicatorParameters.py +++ b/.qt_for_python/uic/indicatorParameters.py @@ -2,13 +2,13 @@ # Form implementation generated from reading ui file 'c:\perso\trading\anaconda3\backtrader-ichimoku\ui\indicatorParameters.ui' # -# Created by: PyQt5 UI code generator 5.15.5 +# Created by: PyQt6 UI code generator 5.15.5 # # WARNING: Any manual changes made to this file will be lost when pyuic5 is # run again. Do not edit this file unless you know what you are doing. -from PyQt5 import QtCore, QtGui, QtWidgets +from PyQt6 import QtCore, QtGui, QtWidgets class Ui_Dialog(object): diff --git a/.qt_for_python/uic/loadDataFiles.py b/.qt_for_python/uic/loadDataFiles.py index 9671351..5a80d49 100644 --- a/.qt_for_python/uic/loadDataFiles.py +++ b/.qt_for_python/uic/loadDataFiles.py @@ -8,7 +8,7 @@ # run again. Do not edit this file unless you know what you are doing. -from PyQt5 import QtCore, QtGui, QtWidgets +from PyQt6 import QtCore, QtGui, QtWidgets class Ui_Form(object): diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index af1d484..054381d 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -17,15 +17,12 @@ # ############################################################################### -import pandas - #import sys #sys.path.append('D:/perso/trading/anaconda3/backtrader2') import backtrader as bt from CerebroEnhanced import * import sys, os -from backtrader.order import BuyOrder, SellOrder sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/observers') sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/strategies') sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/../finplot') @@ -69,7 +66,6 @@ def __init__(self): pass - def resetCerebro(self): # create a "Cerebro" engine instance @@ -101,7 +97,6 @@ def resetCerebro(self): pass - # Return True if loading is successfull & the error string if False def loadData(self, dataPath, datetimeFormat, separator): @@ -267,7 +262,6 @@ def run(self): pass - def displayStrategyResults(self): # Stats on trades #portfolio_stats = self.strat_results.analyzers.getbyname('PyFolio') diff --git a/indicatorParametersUI.py b/indicatorParametersUI.py index 459ba84..9f51aac 100644 --- a/indicatorParametersUI.py +++ b/indicatorParametersUI.py @@ -1,4 +1,4 @@ -from PyQt5 import QtCore, QtWidgets, QtGui, uic +from PyQt6 import QtCore, QtWidgets, QtGui, uic import os diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 535e605..8ffedd1 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -1,4 +1,4 @@ -from PyQt5 import QtCore, QtWidgets, uic +from PyQt6 import QtCore, QtWidgets, uic import os diff --git a/main.py b/main.py index 04bed29..8d45805 100644 --- a/main.py +++ b/main.py @@ -18,6 +18,5 @@ ############################################################################### from SkinokBacktraderUI import SkinokBacktraderUI - skinokTrader = SkinokBacktraderUI() -skinokTrader.displayUI() +skinokTrader.displayUI() \ No newline at end of file diff --git a/qt.conf b/qt.conf new file mode 100644 index 0000000..62c2c18 --- /dev/null +++ b/qt.conf @@ -0,0 +1,2 @@ +[Platforms] +WindowsArguments = dpiawareness=2 \ No newline at end of file diff --git a/strategyResultsUI.py b/strategyResultsUI.py index 97fcfb5..d290fae 100644 --- a/strategyResultsUI.py +++ b/strategyResultsUI.py @@ -1,4 +1,4 @@ -from PyQt5 import QtCore, QtWidgets, uic +from PyQt6 import QtCore, QtWidgets, uic import os diff --git a/strategyTesterUI.py b/strategyTesterUI.py index c9bd13b..1bd7629 100644 --- a/strategyTesterUI.py +++ b/strategyTesterUI.py @@ -1,4 +1,4 @@ -from PyQt5 import QtCore, QtWidgets, uic +from PyQt6 import QtCore, QtWidgets, uic import os diff --git a/userInterface.py b/userInterface.py index 1bef389..8bc30e4 100644 --- a/userInterface.py +++ b/userInterface.py @@ -17,18 +17,16 @@ # ############################################################################### -from PyQt5 import QtWidgets +from PyQt6 import QtWidgets +from PyQt6 import QtGui +from PyQt6 import QtCore -from PyQt5 import QtGui -from PyQt5 import QtCore from numpy import NaN from pyqtgraph.dockarea import DockArea, Dock -import sys, os +import os -sys.path.append('../finplot') -import finplot as fplt import backtrader as bt # Ui made with Qt Designer @@ -40,12 +38,7 @@ # Import Chart lib import finplotWindow - -import datetime - import qdarkstyle - -import pandas as pd import functools class UserInterface: @@ -53,7 +46,7 @@ class UserInterface: ######### # ######### - def __init__(self,controller): + def __init__(self, controller): self.controller = controller @@ -78,7 +71,7 @@ def __init__(self,controller): self.win.setWindowTitle("Skinok Backtrader UI v0.3") # Set width/height of QSplitter - self.app.setStyleSheet(qdarkstyle.load_stylesheet_pyqt5()) + self.app.setStyleSheet(qdarkstyle._load_stylesheet()) pass @@ -196,25 +189,25 @@ def createUIs(self): def createActions(self): # Data sources - self.backtestDataActionGroup = QtWidgets.QActionGroup(self.win) + self.backtestDataActionGroup = QtGui.QActionGroup(self.win) - self.openCSVAction = QtWidgets.QAction(QtGui.QIcon(""),"Open CSV File", self.backtestDataActionGroup) + self.openCSVAction = QtGui.QAction(QtGui.QIcon(""),"Open CSV File", self.backtestDataActionGroup) self.openCSVAction.triggered.connect( self.loadDataFileUI.show ) # AI - self.aiActionGroup = QtWidgets.QActionGroup(self.win) + self.aiActionGroup = QtGui.QActionGroup(self.win) - self.loadTFModelAction = QtWidgets.QAction(QtGui.QIcon(""),"Load Tensorflow Model", self.aiActionGroup) + self.loadTFModelAction = QtGui.QAction(QtGui.QIcon(""),"Load Tensorflow Model", self.aiActionGroup) self.loadTFModelAction.triggered.connect( self.loadTFModel ) #self.loadTorchModelAction = QtWidgets.QAction(QtGui.QIcon(""),"Load Torch Model", self.aiActionGroup) #self.loadTorchModelAction.triggered.connect( self.loadTorchModel ) - self.loadStableBaselines3Action = QtWidgets.QAction(QtGui.QIcon(""),"Load Stable Baselines 3 Model", self.aiActionGroup) + self.loadStableBaselines3Action = QtGui.QAction(QtGui.QIcon(""),"Load Stable Baselines 3 Model", self.aiActionGroup) self.loadStableBaselines3Action.triggered.connect( self.loadStableBaselinesModel ) # Options - self.optionsActionGroup = QtWidgets.QActionGroup(self.win) + self.optionsActionGroup = QtGui.QActionGroup(self.win) pass @@ -252,13 +245,13 @@ def createTradesUI(self): self.tradeTableWidget.verticalHeader().setVisible(False) self.tradeTableWidget.horizontalHeader().setStretchLastSection(True) - self.tradeTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.Stretch) + self.tradeTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.ResizeMode.Stretch) #self.tradeTableWidget.setStyleSheet("alternate-background-color: #AAAAAA;background-color: #CCCCCC;") self.tradeTableWidget.setAlternatingRowColors(True) self.tradeTableWidget.setSortingEnabled(True) - self.tradeTableWidget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) - self.tradeTableWidget.setEditTriggers(QtWidgets.QAbstractItemView.NoEditTriggers) + self.tradeTableWidget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectionBehavior.SelectRows) + self.tradeTableWidget.setEditTriggers(QtWidgets.QAbstractItemView.EditTrigger.NoEditTriggers) self.strategyResultsUI.ResultsTabWidget.widget(0).layout().addWidget(self.tradeTableWidget) @@ -546,7 +539,7 @@ def createControlPanel(self): self.controlPanelLayout.addWidget(self.ResetPB) # Spacer - spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Minimum) + spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Policy.Minimum) self.controlPanelLayout.addSpacerItem(spacer) # SMA @@ -566,7 +559,7 @@ def createControlPanel(self): self.controlPanelLayout.addWidget(self.EmaPB) # Spacer - spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Minimum) + spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Policy.Minimum) self.controlPanelLayout.addSpacerItem(spacer) # RSI @@ -602,7 +595,7 @@ def createControlPanel(self): self.controlPanelLayout.addWidget(self.IchimokuPB) # Spacer - spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Minimum) + spacer = QtWidgets.QSpacerItem(50,20,QtWidgets.QSizePolicy.Policy.Minimum) self.controlPanelLayout.addSpacerItem(spacer) # Dark mode @@ -621,7 +614,7 @@ def createControlPanel(self): self.controlPanelLayout.addWidget(self.volumesCB) # Spacer - self.controlPanelLayout.insertSpacerItem(0, QtWidgets.QSpacerItem( 0,0, hPolicy=QtWidgets.QSizePolicy.Expanding, vPolicy=QtWidgets.QSizePolicy.Preferred) ) + self.controlPanelLayout.insertSpacerItem(0, QtWidgets.QSpacerItem( 0,0, hPolicy=QtWidgets.QSizePolicy.Policy.Expanding, vPolicy=QtWidgets.QSizePolicy.Policy.Preferred) ) return self.controlPanel From 476c6c618e434e59a818444ee51a764c9882b300 Mon Sep 17 00:00:00 2001 From: michael xu Date: Tue, 16 May 2023 09:00:29 +0800 Subject: [PATCH 35/49] QT6 QtWidgets.QDialog.DialogCode.Accepted issue --- userInterface.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/userInterface.py b/userInterface.py index 657d9c8..1ccf09e 100644 --- a/userInterface.py +++ b/userInterface.py @@ -666,7 +666,7 @@ def addSma(self): paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("SMA Period") width = paramDialog.getValue("Plot width") qColor = paramDialog.getColorValue("Plot color") @@ -688,7 +688,7 @@ def addEma(self): paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("EMA Period") width = paramDialog.getValue("Plot width") qColor = paramDialog.getColorValue("Plot color") @@ -708,7 +708,7 @@ def toogleRsi(self): paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("RSI Period") qColor = paramDialog.getColorValue("Plot color") self.fpltWindow[self.current_timeframe].drawRsi( period, qColor ) @@ -735,7 +735,7 @@ def toogleStochastic(self): paramDialog.addParameter("Stochastic Smooth D", 3) paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("Stochastic Period K") smooth_k = paramDialog.getValue("Stochastic Smooth K") smooth_d = paramDialog.getValue("Stochastic Smooth D") @@ -764,7 +764,7 @@ def toogleStochasticRsi(self): paramDialog.addParameter("Stochastic Rsi Smooth D", 3) paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("Stochastic Rsi Period K") smooth_k = paramDialog.getValue("Stochastic Rsi Smooth K") smooth_d = paramDialog.getValue("Stochastic Rsi Smooth D") From 55bf70c81d183fe702f92c8c074d90a9d6f76e8f Mon Sep 17 00:00:00 2001 From: michael xu Date: Tue, 16 May 2023 09:00:29 +0800 Subject: [PATCH 36/49] QT6 QtWidgets.QDialog.DialogCode.Accepted issue --- userInterface.py | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/userInterface.py b/userInterface.py index 657d9c8..3a19106 100644 --- a/userInterface.py +++ b/userInterface.py @@ -666,7 +666,7 @@ def addSma(self): paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("SMA Period") width = paramDialog.getValue("Plot width") qColor = paramDialog.getColorValue("Plot color") @@ -688,7 +688,7 @@ def addEma(self): paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted: period = paramDialog.getValue("EMA Period") width = paramDialog.getValue("Plot width") qColor = paramDialog.getColorValue("Plot color") @@ -702,13 +702,13 @@ def toogleRsi(self): if self.RsiPB.isChecked(): # Show indicator parameter dialog paramDialog = indicatorParametersUI.IndicatorParametersUI() - paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) + paramDialog.setWindowFlags(QtCore.Qt.WindowType.CustomizeWindowHint) paramDialog.setTitle("RSI Indicator parameters") paramDialog.addParameter("RSI Period", 14) paramDialog.addParameterColor("Plot color", "#FFFF00") paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted: period = paramDialog.getValue("RSI Period") qColor = paramDialog.getColorValue("Plot color") self.fpltWindow[self.current_timeframe].drawRsi( period, qColor ) @@ -728,14 +728,14 @@ def toogleStochastic(self): if self.StochasticPB.isChecked(): # Show indicator parameter dialog paramDialog = indicatorParametersUI.IndicatorParametersUI() - paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) + paramDialog.setWindowFlags(QtCore.Qt.WindowType.CustomizeWindowHint) paramDialog.setTitle("Stochastic Indicator parameters") paramDialog.addParameter("Stochastic Period K", 14) paramDialog.addParameter("Stochastic Smooth K", 3) paramDialog.addParameter("Stochastic Smooth D", 3) paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted: period = paramDialog.getValue("Stochastic Period K") smooth_k = paramDialog.getValue("Stochastic Smooth K") smooth_d = paramDialog.getValue("Stochastic Smooth D") @@ -757,14 +757,14 @@ def toogleStochasticRsi(self): if self.StochasticRsiPB.isChecked(): # Show indicator parameter dialog paramDialog = indicatorParametersUI.IndicatorParametersUI() - paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) + paramDialog.setWindowFlags(QtCore.Qt.WindowType.CustomizeWindowHint) paramDialog.setTitle("Stochastic Indicator parameters") paramDialog.addParameter("Stochastic Rsi Period K", 14) paramDialog.addParameter("Stochastic Rsi Smooth K", 3) paramDialog.addParameter("Stochastic Rsi Smooth D", 3) paramDialog.adjustSize() - if (paramDialog.exec() == QtWidgets.QDialog.Accepted ): + if (paramDialog.exec() == QtWidgets.QDialog.DialogCode.Accepted ): period = paramDialog.getValue("Stochastic Rsi Period K") smooth_k = paramDialog.getValue("Stochastic Rsi Smooth K") smooth_d = paramDialog.getValue("Stochastic Rsi Smooth D") @@ -814,13 +814,13 @@ def createTransactionsUI(self, trades): row += 1 self.transactionTableWidget.horizontalHeader().setStretchLastSection(True) - self.transactionTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.Stretch) + self.transactionTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.ResizeMode.Stretch) self.transactionTableWidget.setStyleSheet("alternate-background-color: #AAAAAA;background-color: #CCCCCC;") self.transactionTableWidget.setAlternatingRowColors(True) self.transactionTableWidget.setSortingEnabled(True) - self.transactionTableWidget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) - self.transactionTableWidget.setEditTriggers(QtWidgets.QAbstractItemView.NoEditTriggers) + self.transactionTableWidget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectionBehavior.SelectRows) + self.transactionTableWidget.setEditTriggers(QtWidgets.QAbstractItemView.EditTrigger.NoEditTriggers) self.dock_transactions.addWidget(self.transactionTableWidget) From d83084d8f9a8f09cf73d4368e4dcdccf781fc2c8 Mon Sep 17 00:00:00 2001 From: michael xu Date: Tue, 16 May 2023 15:07:42 +0800 Subject: [PATCH 37/49] use time.timezone to replace fix timezone setting --- finplotWindow.py | 3 ++- userInterface.py | 28 ++++++++++++++-------------- 2 files changed, 16 insertions(+), 15 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index 2665c8b..ee2f035 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -15,6 +15,7 @@ import pandas as pd import numpy as np from datetime import datetime as dt +import time as _time import backtrader as bt from pyqtgraph import mkColor, mkBrush @@ -401,7 +402,7 @@ def _date_str2x(self, ax, date_str): # print(lsttime) xtime = dt.strptime(date_str, '%Y-%m-%d %H:%M:%S') - xint = int((xtime.timestamp()+8*3600)*1e9) + xint = int((xtime.timestamp()-_time.timezone)*1e9) print(xint,lsttime[0]) x = lsttime.index(xint) diff --git a/userInterface.py b/userInterface.py index dacf754..6fc5b9f 100644 --- a/userInterface.py +++ b/userInterface.py @@ -273,31 +273,31 @@ def fillTradesUI(self, trades): # Trade id item = QtWidgets.QTableWidgetItem( str(trade.ref) ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,0,item) item = QtWidgets.QTableWidgetItem( "Buy" if trade.long else "Sell" ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,1,item) item = QtWidgets.QTableWidgetItem( str(bt.num2date(trade.dtopen)) ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,2,item) item = QtWidgets.QTableWidgetItem( str(bt.num2date(trade.dtclose)) ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,3,item) item = QtWidgets.QTableWidgetItem( str(trade.price) ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,4,item) item = QtWidgets.QTableWidgetItem( str(trade.commission) ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,5,item) item = QtWidgets.QTableWidgetItem( str(trade.pnlcomm) ) - item.setTextAlignment(QtCore.Qt.AlignCenter) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.tradeTableWidget.setItem(row,6,item) row += 1 @@ -332,13 +332,13 @@ def createOrdersUI(self): self.orderTableWidget.setHorizontalHeaderLabels( labels ) self.orderTableWidget.horizontalHeader().setStretchLastSection(True) - self.orderTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.Stretch) + self.orderTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.ResizeMode.Stretch) self.orderTableWidget.setStyleSheet("alternate-background-color: #AAAAAA;background-color: #CCCCCC;") self.orderTableWidget.setAlternatingRowColors(True) self.orderTableWidget.setSortingEnabled(True) - self.orderTableWidget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectRows) - self.orderTableWidget.setEditTriggers(QtWidgets.QAbstractItemView.NoEditTriggers) + self.orderTableWidget.setSelectionBehavior(QtWidgets.QAbstractItemView.SelectionBehavior.SelectRows) + self.orderTableWidget.setEditTriggers(QtWidgets.QAbstractItemView.EditTrigger.NoEditTriggers) self.dock_orders.addWidget(self.orderTableWidget) @@ -806,10 +806,10 @@ def createTransactionsUI(self, trades): row = 0 for date,values in trades: #for trade in trades: - self.transactionTableWidget.setItem(row,0,QtWidgets.QTableWidgetItem( date.strftime("%Y/%m/%d %H:%M:%S") )) - self.transactionTableWidget.setItem(row,1,QtWidgets.QTableWidgetItem( str(values[0][0]) )) - self.transactionTableWidget.setItem(row,2,QtWidgets.QTableWidgetItem( str(values[0][1]) )) - self.transactionTableWidget.setItem(row,3,QtWidgets.QTableWidgetItem( str(values[0][2]) )) + self.transactionTableWidget.setItem(row, 0, QtWidgets.QTableWidgetItem(date.strftime("%Y/%m/%d %H:%M:%S"))) + self.transactionTableWidget.setItem(row, 1, QtWidgets.QTableWidgetItem(str(values[0][0]))) + self.transactionTableWidget.setItem(row, 2, QtWidgets.QTableWidgetItem(str(values[0][1]))) + self.transactionTableWidget.setItem(row, 3, QtWidgets.QTableWidgetItem(str(values[0][2]))) row += 1 From 22a6c5f3df8e07e163fff493b5f1de5c7424472f Mon Sep 17 00:00:00 2001 From: michael xu Date: Wed, 17 May 2023 15:38:55 +0800 Subject: [PATCH 38/49] time format --- data/sh600000.csv | 10860 ++++++++++++++++++++++---------------------- 1 file changed, 5430 insertions(+), 5430 deletions(-) diff --git a/data/sh600000.csv b/data/sh600000.csv index 511942f..9e5abb5 100644 --- a/data/sh600000.csv +++ b/data/sh600000.csv @@ -1,5431 +1,5431 @@ Time,Open,High,Low,Close,Volume -1999/11/10,29.5,29.8,27,27.75,1740850 -1999/11/11,27.58,28.38,27.53,27.71,294034 -1999/11/12,27.86,28.29,27.77,28.04,150079 -1999/11/15,28.2,28.25,27.7,27.75,119210 -1999/11/16,27.88,27.97,26.48,26.55,232231 -1999/11/17,26.5,27.18,26.37,27.18,100525 -1999/11/18,27.2,27.58,26.78,27.02,84465 -1999/11/19,27.5,27.53,26.8,26.88,53749 -1999/11/22,26.88,26.95,26.3,26.45,55354 -1999/11/23,26.45,26.55,26.1,26.45,38439 -1999/11/24,26.44,26.55,26.01,26.43,40980 -1999/11/25,26.3,26.66,26.02,26.4,57252 -1999/11/26,26.43,26.66,26.15,26.45,22826 -1999/11/29,26.45,26.83,26.22,26.33,26812 -1999/11/30,26.3,26.5,26.11,26.4,23713 -1999/12/1,26.31,26.9,26.21,26.6,28651 -1999/12/2,26.52,26.72,26.22,26.26,19384 -1999/12/3,26.25,26.65,26.2,26.36,25525 -1999/12/6,26.3,26.35,25.6,25.66,69839 -1999/12/7,25.6,25.85,25.5,25.6,39557 -1999/12/8,25.6,25.76,25.5,25.53,22365 -1999/12/9,25.5,25.55,25.3,25.36,25646 -1999/12/10,25.36,26.1,25.22,25.97,35539 -1999/12/13,25.98,26.45,25.6,25.92,70584 -1999/12/14,25.7,26,25.7,26,16184 -1999/12/15,26,26.9,25.9,26.45,67978 -1999/12/16,26.5,26.5,25.95,26,36162 -1999/12/17,26,26.13,25.51,25.58,35653 -1999/12/21,25.45,25.55,25.14,25.24,42153 -1999/12/22,25.24,25.35,25.05,25.15,30835 -1999/12/23,25.2,25.3,24.7,24.78,41615 -1999/12/24,24.6,25.07,24.59,24.75,28324 -1999/12/27,24.75,25,24.5,24.58,22337 -1999/12/28,24.54,25.08,24.5,24.6,31766 -1999/12/29,24.71,24.97,24.57,24.66,22842 -1999/12/30,24.9,24.99,24.65,24.75,23331 -2000/1/4,24.98,25.78,24.75,25.57,44960 -2000/1/5,25.57,25.98,25.15,25.28,52528 -2000/1/6,25.18,26.3,25.05,25.99,62296 -2000/1/7,26.3,27.5,26.12,26.9,213553 -2000/1/10,27,27.85,26.71,27.25,165397 -2000/1/11,27.25,27.3,26.12,26.2,93907 -2000/1/12,26,26,24.8,25.12,352749 -2000/1/13,25,25.25,24.8,24.9,79756 -2000/1/14,24.88,25,23.91,24.2,178618 -2000/1/17,24.08,24.44,23.75,24.4,81015 -2000/1/18,24.5,24.57,23.88,24.14,76933 -2000/1/19,24.14,24.29,23.98,24.13,46584 -2000/1/20,24.12,24.65,24.1,24.44,51144 -2000/1/21,24.51,24.63,24.08,24.27,81386 -2000/1/24,24.2,24.25,23.95,24.18,92502 -2000/1/25,24.18,25.16,24.18,24.59,77422 -2000/1/26,24.6,24.8,24.31,24.41,27377 -2000/1/27,24.47,24.78,24.2,24.59,63350 -2000/1/28,24.6,25.1,24.56,25.04,123627 -2000/2/14,26,27.48,25.5,27.2,237391 -2000/2/15,27.2,27.48,25.65,25.68,262676 -2000/2/16,25.5,25.55,24.91,25.2,190690 -2000/2/17,25.25,26.4,24.23,24.9,230447 -2000/2/18,24.9,25,24.3,24.68,96934 -2000/2/21,24.75,26.3,24.2,25.8,255105 -2000/2/22,25.88,26,24.6,24.75,105175 -2000/2/23,24.6,25.25,24.5,24.6,69145 -2000/2/24,24.6,25,24.5,24.82,46481 -2000/2/25,24.9,24.97,24.5,24.6,58148 -2000/2/28,24.6,25.25,24.35,25.08,93734 -2000/2/29,25.21,25.6,24.8,25.17,109559 -2000/3/1,25.2,27.1,25.17,25.82,417051 -2000/3/2,25.78,26,25.1,25.42,129998 -2000/3/3,25.6,26.7,25.58,26,161098 -2000/3/6,26.48,26.9,25.55,25.6,206161 -2000/3/7,25.2,26.3,25.01,25.8,111329 -2000/3/8,26,26.18,25.43,25.69,57714 -2000/3/9,25.7,27.49,25.38,26.4,264909 -2000/3/10,26.4,26.5,25.51,25.62,105700 -2000/3/13,25.6,25.98,25.36,25.53,55663 -2000/3/14,25,25.42,24.8,25.42,113751 -2000/3/15,25.4,25.42,25,25.14,42199 -2000/3/16,25,25.08,24.28,24.5,75702 -2000/3/17,24.5,25.2,24.4,24.86,42704 -2000/3/20,24.5,25.2,24.5,25.02,43876 -2000/3/21,25.18,25.2,24.82,25,44099 -2000/3/22,25.08,25.71,24.88,25.34,45220 -2000/3/23,25.35,25.68,25.2,25.51,58872 -2000/3/24,26.01,27.05,25.51,25.51,218564 -2000/3/27,25.71,26.26,25.4,25.9,61611 -2000/3/28,26.03,26.3,25.25,25.5,70742 -2000/3/29,25.55,25.7,25.06,25.18,74952 -2000/3/30,25.25,25.72,25.25,25.38,44007 -2000/3/31,25.45,25.58,25.1,25.22,43203 -2000/4/3,25.2,25.5,25.1,25.24,34984 -2000/4/4,25.2,25.2,24.86,24.9,43070 -2000/4/5,24.9,25.49,24.88,25.15,34270 -2000/4/6,25.15,25.39,25.06,25.31,29275 -2000/4/7,25.42,25.9,25.38,25.69,60063 -2000/4/10,25.72,25.9,25.43,25.54,33278 -2000/4/11,25.6,26.08,25.4,25.56,62139 -2000/4/12,25.62,26,25.35,25.45,46344 -2000/4/13,25.45,25.88,25.4,25.6,42065 -2000/4/14,25.68,26.2,25.6,25.83,112504 -2000/4/17,26,26.2,25.18,25.3,79768 -2000/4/18,25.31,25.45,25.01,25.32,38945 -2000/4/19,25.45,25.78,25.19,25.3,27555 -2000/4/20,25.3,25.5,25.19,25.32,36366 -2000/4/21,25,25.49,25,25.15,23545 -2000/4/24,25.15,25.2,24.75,24.82,59137 -2000/4/25,24.81,25.09,24.78,24.84,23095 -2000/4/26,24.88,25.57,24.8,25,35593 -2000/4/27,25,25.2,24.68,24.74,32841 -2000/4/28,24.74,25,24.65,25,32108 -2000/5/9,24.9,24.9,24.35,24.43,26060 -2000/5/10,24.4,24.51,23.98,24,58738 -2000/5/11,24,24.27,23.8,23.9,33882 -2000/5/12,23.93,24.1,23.85,23.94,29692 -2000/5/15,23.95,24,23.01,23.06,40783 -2000/5/16,23.07,23.45,23.06,23.2,20713 -2000/5/17,23.25,23.35,23.06,23.15,21336 -2000/5/18,23.15,23.3,23,23.25,29466 -2000/5/19,23.3,23.69,23.25,23.5,27920 -2000/5/22,23.5,23.88,23.3,23.69,36081 -2000/5/23,23.85,23.96,23.3,23.47,28879 -2000/5/24,23.5,23.8,23.3,23.63,34564 -2000/5/25,23.7,24.5,23.65,24.29,76043 -2000/5/26,24.33,24.45,23.85,23.9,36149 -2000/5/29,23.9,23.98,23.6,23.74,31477 -2000/5/30,23.74,23.95,23.35,23.4,29706 -2000/5/31,23.4,23.88,23.3,23.45,35973 -2000/6/1,23.5,23.68,23.36,23.44,22703 -2000/6/2,23.5,23.97,23.4,23.7,30472 -2000/6/5,23.8,23.97,23.59,23.65,36028 -2000/6/6,23.66,23.98,23.65,23.84,26269 -2000/6/7,23.9,24.18,23.72,23.92,35076 -2000/6/8,23.99,24.34,23.81,23.91,42101 -2000/6/9,24,24.25,23.51,23.55,24508 -2000/6/12,23.5,23.72,23.39,23.62,19572 -2000/6/13,23.68,24,23.66,23.84,17875 -2000/6/14,24,24.69,23.95,24.18,95156 -2000/6/15,24.3,24.55,24.15,24.36,30139 -2000/6/16,24.45,24.5,23.88,23.97,25611 -2000/6/19,24,24.15,23.68,23.8,18308 -2000/6/20,23.8,23.83,23.61,23.65,13883 -2000/6/21,23.6,23.75,23.5,23.7,15679 -2000/6/22,23.75,23.8,23.51,23.54,17817 -2000/6/23,23.54,23.67,23.4,23.56,24541 -2000/6/26,23.57,23.69,23.47,23.57,24138 -2000/6/27,23.6,23.67,23.38,23.42,27711 -2000/6/28,23.43,23.7,23.35,23.41,24315 -2000/6/29,23.45,23.6,23.23,23.3,34828 -2000/6/30,23.3,23.7,23.25,23.55,22713 -2000/7/3,23.5,23.5,23.2,23.23,20275 -2000/7/4,23.2,23.3,23.12,23.25,15151 -2000/7/5,23.25,23.47,23.15,23.22,14218 -2000/7/6,23.15,23.27,23.01,23.08,13200 -2000/7/7,23.08,23.32,23.05,23.25,12940 -2000/7/10,23.3,23.4,23.06,23.11,19900 -2000/7/11,23.11,23.57,23.1,23.46,24146 -2000/7/12,23.5,23.95,23.46,23.6,31938 -2000/7/13,23.78,23.8,23.36,23.44,19778 -2000/7/14,23.45,23.6,23.27,23.6,20484 -2000/7/17,23.65,23.69,23.34,23.4,16672 -2000/7/18,23.4,23.47,23.25,23.35,15962 -2000/7/19,23.4,23.8,23.36,23.71,27666 -2000/7/20,23.8,23.88,23.42,23.45,18706 -2000/7/21,23.8,23.8,23.44,23.54,19835 -2000/7/24,23.56,23.65,23.28,23.31,13787 -2000/7/25,23.3,23.52,23.2,23.52,15141 -2000/7/26,23.5,23.52,23.29,23.39,13503 -2000/7/27,23.4,25.7,23.4,24.53,237187 -2000/7/28,24.4,24.7,23.98,23.99,40805 -2000/7/31,24.03,24.4,23.98,24.05,29560 -2000/8/1,24.06,24.35,24,24.05,16546 -2000/8/2,24.11,24.18,23.8,23.85,20594 -2000/8/3,23.9,24.19,23.66,23.9,23795 -2000/8/4,23.91,24.05,23.7,23.88,20349 -2000/8/7,23.9,24,23.78,23.86,15183 -2000/8/8,24,24.03,23.8,23.9,13345 -2000/8/9,23.9,24.3,23.87,24.07,20450 -2000/8/10,24.2,24.2,23.85,23.9,20390 -2000/8/11,23.9,24.05,23.8,23.9,21733 -2000/8/14,23.9,24.42,23.9,24.12,24085 -2000/8/15,24.12,24.18,24,24.07,13245 -2000/8/16,24.07,24.23,23.87,24.13,19144 -2000/8/17,24.11,24.5,24,24.18,28808 -2000/8/18,24.21,24.38,24.02,24.05,10712 -2000/8/21,24.12,24.14,23.92,23.97,18193 -2000/8/22,24.05,24.06,23.8,23.8,17501 -2000/8/23,23.7,23.88,23.2,23.6,38334 -2000/8/24,23.6,23.97,23.48,23.61,17217 -2000/8/25,23.61,23.97,23.4,23.75,23917 -2000/8/28,23.75,23.95,23.6,23.69,14328 -2000/8/29,23.69,23.69,23.48,23.52,17146 -2000/8/30,23.52,23.6,23.3,23.34,20149 -2000/8/31,23.24,23.49,23.22,23.25,18889 -2000/9/1,23.24,23.5,23.2,23.2,19728 -2000/9/4,23.22,23.4,23.05,23.16,13452 -2000/9/5,23.2,23.3,22.3,22.42,52586 -2000/9/6,22.4,22.42,22.02,22.06,30081 -2000/9/7,22.06,22.5,22.06,22.18,13773 -2000/9/8,22.2,22.3,22.1,22.2,13229 -2000/9/11,22.2,22.55,22.18,22.22,12997 -2000/9/12,22.35,22.48,22.2,22.4,10404 -2000/9/13,22.39,22.97,22.36,22.51,17509 -2000/9/14,22.5,22.6,22.25,22.29,8711 -2000/9/15,22.29,22.37,22.1,22.16,9509 -2000/9/18,22.19,22.28,21.72,21.78,13794 -2000/9/19,21.7,21.7,21.08,21.2,20006 -2000/9/20,21.16,21.49,21,21.3,13800 -2000/9/21,21.35,21.58,21.06,21.27,17702 -2000/9/22,21.27,21.38,21.09,21.24,10624 -2000/9/25,21.25,21.57,21.18,21.28,12041 -2000/9/26,21.39,21.6,21.3,21.43,10174 -2000/9/27,21.5,22,21.5,21.8,13255 -2000/9/28,21.95,21.98,21.48,21.5,7698 -2000/9/29,21.5,21.77,21.5,21.6,6183 -2000/10/9,21.6,21.69,21.25,21.35,7534 -2000/10/10,21.35,21.97,21.3,21.96,14769 -2000/10/11,21.99,22.26,21.8,21.81,18001 -2000/10/12,21.88,21.96,21.55,21.59,7156 -2000/10/13,21.7,21.96,21.6,21.79,9987 -2000/10/16,21.81,21.88,21.31,21.35,5366 -2000/10/17,21.3,21.48,21.23,21.38,4623 -2000/10/18,21.38,21.61,21.32,21.43,5213 -2000/10/19,21.45,21.5,21.27,21.3,5366 -2000/10/20,21.3,21.67,21.19,21.61,9469 -2000/10/23,21.63,22.09,21.6,21.7,15990 -2000/10/24,21.7,21.85,21.55,21.62,5896 -2000/10/25,21.62,22.08,21.56,21.91,15745 -2000/10/26,21.98,21.99,21.65,21.67,7885 -2000/10/27,21.68,21.7,21.36,21.44,20009 -2000/10/30,21.4,21.5,21.34,21.4,8758 -2000/10/31,21.41,21.5,21.28,21.3,9665 -2000/11/1,21.38,21.8,21.28,21.42,7217 -2000/11/2,21.41,21.8,21.31,21.6,21013 -2000/11/3,21.61,21.68,21.38,21.42,7412 -2000/11/6,21.42,21.45,21.33,21.37,8795 -2000/11/7,21.38,21.5,21.28,21.36,9994 -2000/11/8,21.35,21.6,21.3,21.43,9129 -2000/11/9,21.46,21.79,21.45,21.7,10604 -2000/11/10,21.75,22.28,21.73,21.9,33701 -2000/11/13,21.95,22.25,21.95,22.08,24969 -2000/11/14,22.1,22.2,21.89,22.05,19659 -2000/11/15,22.05,22.48,22.01,22.23,32205 -2000/11/16,22.25,22.4,21.98,22.05,20095 -2000/11/17,22.1,22.25,21.84,21.92,16040 -2000/11/20,21.89,21.89,21.7,21.74,11524 -2000/11/21,21.84,22.18,21.84,21.89,15843 -2000/11/23,22.3,22.48,22,22.18,22109 -2000/11/24,22.22,23.35,22.22,22.5,125544 -2000/11/27,22.4,22.5,22,22.07,24587 -2000/11/28,22.07,22.35,22.03,22.24,13537 -2000/11/29,22.25,22.26,21.85,21.99,15686 -2000/11/30,21.98,22.12,21.84,21.98,16262 -2000/12/1,22,22.11,21.88,22,10960 -2000/12/4,22,22.05,21.74,21.9,15292 -2000/12/5,21.9,22.2,21.88,22,10740 -2000/12/6,22.1,22.1,21.73,21.74,11614 -2000/12/7,21.73,21.9,21.58,21.61,10689 -2000/12/8,21.61,21.72,21.6,21.65,8831 -2000/12/11,21.65,21.65,21.3,21.33,11650 -2000/12/12,21.31,21.7,21.3,21.7,8739 -2000/12/13,21.7,21.73,21.4,21.43,9338 -2000/12/14,21.48,22.05,21.48,21.75,10262 -2000/12/15,21.95,22.13,21.71,21.95,16034 -2000/12/18,22.01,22.4,21.8,22.12,20279 -2000/12/19,22.12,22.12,21.45,21.5,23778 -2000/12/20,21.4,21.44,21.3,21.35,20584 -2000/12/21,21.35,21.65,21.28,21.32,15811 -2000/12/22,21.33,21.4,21.02,21.06,29937 -2000/12/25,21.05,21.08,20.5,20.63,35596 -2000/12/26,20.6,20.78,20.55,20.61,15804 -2000/12/27,20.65,20.8,20.5,20.75,17209 -2000/12/28,20.75,20.75,20.53,20.59,13093 -2000/12/29,20.65,20.87,20.6,20.75,9757 -2001/1/2,20.75,21,20.6,20.92,12490 -2001/1/3,20.92,20.96,20.71,20.82,14895 -2001/1/4,20.82,20.84,20.6,20.65,18174 -2001/1/5,20.65,20.7,20.28,20.38,28200 -2001/1/8,20.36,20.36,19.85,19.87,32480 -2001/1/9,19.87,20.23,19.75,20.2,19889 -2001/1/10,20.2,20.43,20.1,20.25,16731 -2001/1/11,20.3,20.85,20.3,20.39,17684 -2001/1/12,20.4,20.54,20.19,20.37,12750 -2001/1/15,20.38,20.48,19.9,19.92,15619 -2001/1/16,19.9,20.18,19.8,20.1,10797 -2001/1/17,20.11,20.5,20.1,20.25,8154 -2001/1/18,20.26,20.59,20.26,20.55,10379 -2001/1/19,20.7,20.82,20.6,20.77,17033 -2001/2/5,20.86,20.91,20.2,20.22,9714 -2001/2/6,20.2,20.2,19.92,20.19,8194 -2001/2/7,20.21,20.35,20.01,20.02,4814 -2001/2/8,20.05,20.1,19.85,19.88,9872 -2001/2/9,19.88,20.28,19.88,20.02,9204 -2001/2/12,20.02,20.55,19.92,20.4,9517 -2001/2/13,20.4,20.45,20.14,20.2,4381 -2001/2/14,20.15,20.2,20,20.02,5823 -2001/2/15,20.02,20.1,19.89,19.96,6208 -2001/2/16,19.96,20.02,19.88,19.92,6945 -2001/2/19,19.92,20.16,19.92,20.16,5558 -2001/2/20,20.18,20.2,19.82,19.92,7465 -2001/2/21,20,20,19.3,19.32,15138 -2001/2/22,19.3,19.35,19.12,19.19,10393 -2001/2/23,19.18,19.99,19,19.76,14785 -2001/2/26,20.65,20.65,19.88,19.94,13298 -2001/2/27,19.94,19.94,19.68,19.79,5392 -2001/2/28,19.8,19.9,19.68,19.85,3865 -2001/3/1,19.82,20.14,19.71,19.9,4554 -2001/3/2,19.99,20.7,19.98,20.45,37078 -2001/3/5,20.5,20.62,20.25,20.27,10613 -2001/3/6,20.26,20.38,20.08,20.27,7379 -2001/3/7,20.28,20.68,20.28,20.41,8407 -2001/3/8,20.4,21.14,20.1,20.9,40195 -2001/3/9,20.95,21.08,20.7,20.93,25269 -2001/3/12,20.93,20.93,20.61,20.72,7337 -2001/3/13,20.65,20.7,20.32,20.4,8826 -2001/3/14,20.4,20.98,20.25,20.58,11988 -2001/3/15,20.6,20.73,20.5,20.5,8914 -2001/3/16,20.51,20.9,20.42,20.51,7649 -2001/3/19,20.5,20.55,20.35,20.5,7547 -2001/3/20,20.5,20.75,20.46,20.49,9509 -2001/3/21,20.56,21.1,20.56,21,26458 -2001/3/22,21.1,21.39,21.01,21.13,25947 -2001/3/23,21.13,21.24,20.61,20.63,16568 -2001/3/26,20.61,20.93,20.55,20.78,8881 -2001/3/27,20.85,21.03,20.62,21,12432 -2001/3/28,21,21.05,20.76,20.88,12382 -2001/3/29,20.88,21.2,20.87,20.9,15546 -2001/3/30,20.9,21.02,20.8,20.98,10675 -2001/4/2,21.11,21.49,21,21.33,22464 -2001/4/3,21.34,21.44,21.1,21.22,19334 -2001/4/4,21.23,21.59,20.86,20.99,29682 -2001/4/5,21.01,21.35,21.01,21.3,11803 -2001/4/6,21.38,21.5,21.22,21.3,12623 -2001/4/9,21.3,21.35,21.05,21.25,8087 -2001/4/10,21.3,21.38,21.13,21.28,8222 -2001/4/11,21.35,21.48,21.26,21.38,16296 -2001/4/12,21.43,21.46,21.11,21.18,16259 -2001/4/13,21.18,21.38,21.01,21.2,11544 -2001/4/16,21.2,21.44,21.08,21.19,17318 -2001/4/17,21.2,21.25,20.95,20.99,19188 -2001/4/18,21,21.04,20.71,20.71,17055 -2001/4/19,20.71,20.98,20.54,20.6,17273 -2001/4/20,20.6,20.78,20.51,20.52,14953 -2001/4/23,20.51,20.52,20.28,20.49,17243 -2001/4/24,20.5,20.66,20.38,20.51,8071 -2001/4/25,20.55,20.58,20.08,20.14,11869 -2001/4/26,20,20.14,19.9,19.95,14541 -2001/4/27,19.96,20.48,19.95,20.33,11105 -2001/4/30,20.32,20.4,20,20.11,6356 -2001/5/8,20.1,20.19,19.98,20.02,7298 -2001/5/9,20.02,20.07,19.97,20,10104 -2001/5/10,20,20.3,20,20.05,5519 -2001/5/11,20.07,20.3,20.02,20.2,6690 -2001/5/14,20.25,20.35,20.08,20.33,10244 -2001/5/15,20.4,20.45,20.23,20.33,8073 -2001/5/16,20.35,20.68,20.25,20.5,12650 -2001/5/17,20.58,20.6,20.22,20.25,8300 -2001/5/18,20.22,20.24,20,20.15,15049 -2001/5/21,20.16,20.25,20.1,20.25,17568 -2001/5/22,20.38,20.5,20.2,20.23,10576 -2001/5/23,20.23,20.49,20.21,20.45,20445 -2001/5/24,20.46,20.49,20.28,20.29,12842 -2001/5/25,20.3,20.35,20.08,20.12,14393 -2001/5/29,20.26,20.35,19.89,19.99,9941 -2001/5/30,20,20.26,19.96,20.11,15356 -2001/5/31,20.14,20.2,20,20,14562 -2001/6/1,20,20.45,19.97,20.23,15967 -2001/6/4,20.3,20.35,20.06,20.08,12407 -2001/6/5,20.1,20.48,20.09,20.28,10160 -2001/6/6,20.3,20.4,20.23,20.37,10285 -2001/6/7,20.4,20.83,20.33,20.81,46215 -2001/6/8,20.81,20.85,20.6,20.66,14786 -2001/6/11,20.66,20.8,20.48,20.65,12407 -2001/6/12,20.61,20.8,20.5,20.56,13407 -2001/6/13,20.6,20.72,20.5,20.59,14467 -2001/6/14,20.62,20.75,20.18,20.2,19541 -2001/6/15,20.1,20.3,20,20.19,22106 -2001/6/18,20.15,20.17,19.7,19.82,20722 -2001/6/19,19.8,19.97,19.72,19.82,8469 -2001/6/20,19.82,19.98,19.75,19.85,17567 -2001/6/21,19.88,20.17,19.88,20.01,8047 -2001/6/22,20.17,20.23,20.05,20.21,6715 -2001/6/25,20.25,20.3,20.05,20.21,9493 -2001/6/26,20.28,20.28,20.1,20.15,10545 -2001/6/27,20.1,20.18,20.01,20.06,8479 -2001/6/28,20.06,20.11,19.91,19.92,10292 -2001/6/29,19.92,20.04,19.92,19.95,6183 -2001/7/2,19.95,20,19.8,19.89,4760 -2001/7/3,19.94,19.95,19.78,19.89,5940 -2001/7/4,19.9,20.05,19.85,19.99,4273 -2001/7/5,20.03,20.58,20.03,20.12,17905 -2001/7/6,20.15,20.25,20,20,5189 -2001/7/9,20,20,19.88,19.93,4675 -2001/7/10,19.92,19.98,19.89,19.98,3340 -2001/7/11,20,20.09,19.85,19.89,4066 -2001/7/12,19.89,19.89,19.65,19.7,8515 -2001/7/13,19.75,19.86,19.51,19.55,7885 -2001/7/16,19.61,19.98,19.35,19.39,10055 -2001/7/17,19.4,19.4,19.04,19.16,20445 -2001/7/18,19.18,19.4,19.18,19.3,6045 -2001/7/19,19.31,20.2,19.31,19.93,23719 -2001/7/20,20,20.08,19.78,19.93,10199 -2001/7/23,20,20.25,19.93,19.95,9509 -2001/7/24,19.95,19.96,19.58,19.69,7912 -2001/7/25,19.6,19.68,19.35,19.39,6699 -2001/7/26,19.38,20.39,19.2,19.69,8730 -2001/7/27,19.65,19.75,19.36,19.59,5985 -2001/7/30,19.4,19.4,18.42,18.45,22549 -2001/7/31,18.3,18.6,17.68,17.81,20018 -2001/8/1,18,18.25,17.9,18.24,12006 -2001/8/2,18.24,18.25,17.6,17.86,9983 -2001/8/3,17.89,17.95,17.65,17.79,8164 -2001/8/6,16.8,16.8,16.01,16.01,70546 -2001/8/7,15.5,15.72,14.88,15.57,58668 -2001/8/8,15.5,15.55,15.15,15.2,17012 -2001/8/9,15.18,15.5,15.16,15.4,11467 -2001/8/10,15.48,15.95,15.48,15.82,19510 -2001/8/13,15.82,16.01,15.7,15.82,11124 -2001/8/14,15.82,16.2,15.77,15.9,14964 -2001/8/15,15.92,15.95,15.8,15.88,4457 -2001/8/16,15.88,15.95,15.6,15.64,6007 -2001/8/17,15.55,15.68,15.49,15.62,5823 -2001/8/20,15.7,16.08,15.65,16.05,8931 -2001/8/21,16.08,16.17,15.8,15.86,4496 -2001/8/22,15.8,15.8,15.45,15.5,10190 -2001/8/23,15.4,15.8,15.22,15.53,5403 -2001/8/24,15.85,15.86,15.24,15.35,7809 -2001/8/27,15.3,15.31,15.1,15.11,12755 -2001/8/28,15.1,15.4,15.01,15.4,8264 -2001/8/29,15.45,15.6,15.3,15.35,7115 -2001/8/30,15.31,15.55,15.25,15.32,2980 -2001/8/31,15.32,15.45,15.3,15.4,3611 -2001/9/3,15.35,15.45,15.28,15.3,5470 -2001/9/4,15.3,15.74,15.25,15.72,9049 -2001/9/6,15.38,15.68,15.01,15.46,12455 -2001/9/7,15.42,15.45,15.05,15.06,8832 -2001/9/10,14.99,15.46,14.85,15.4,11031 -2001/9/11,15.4,15.41,15.25,15.33,6769 -2001/9/12,14.81,15.15,14.8,15.02,16151 -2001/9/13,15.02,15.24,15,15.02,4555 -2001/9/14,15.17,15.17,14.82,14.85,6341 -2001/9/17,14.84,14.85,14.51,14.52,9872 -2001/9/18,14.5,14.82,14.48,14.68,5997 -2001/9/19,14.7,15.6,14.55,15.45,20003 -2001/9/20,15.5,15.55,15.1,15.12,16209 -2001/9/21,15,15.23,14.9,15.07,4813 -2001/9/24,15,15.07,14.93,14.98,4639 -2001/9/25,15,15.18,14.9,15.06,4863 -2001/9/26,15.05,15.05,14.8,14.85,5449 -2001/9/27,14.8,15,14.75,14.93,3428 -2001/9/28,15,15.3,14.93,15.22,6655 -2001/10/8,15.22,15.4,14.85,14.87,4791 -2001/10/9,14.88,15.2,14.8,15.08,3842 -2001/10/10,15.1,15.12,14.72,14.85,6998 -2001/10/11,14.81,14.93,14.53,14.54,8174 -2001/10/12,14.6,15.44,14.38,15.2,18555 -2001/10/15,15.3,15.6,15.06,15.56,21253 -2001/10/16,15.56,15.68,15.21,15.48,15967 -2001/10/17,15.43,15.99,15.16,15.7,41460 -2001/10/18,15.68,15.93,15.35,15.43,16359 -2001/10/19,15.4,15.42,14.75,15,26658 -2001/10/22,15,15.3,14.75,14.83,13720 -2001/10/23,16.31,16.31,15.85,16.31,108297 -2001/10/24,16.8,16.81,16.26,16.36,84275 -2001/10/25,16.26,16.4,15.91,16.04,33137 -2001/10/26,16.02,16.42,16,16.36,24922 -2001/10/29,16.38,16.51,16.35,16.38,14148 -2001/10/30,16.36,16.4,16,16.07,9193 -2001/10/31,16,16.2,15.88,16.19,7417 -2001/11/1,16.22,16.39,16.01,16.3,9982 -2001/11/2,16.2,16.28,16,16.03,6760 -2001/11/5,16.03,16.03,15.77,15.78,9265 -2001/11/6,15.9,15.95,15.75,15.88,6961 -2001/11/7,15.78,15.88,15.3,15.3,11634 -2001/11/8,15.15,15.53,15.09,15.45,8858 -2001/11/9,15.45,16.15,15.28,16.03,15770 -2001/11/12,16,16.08,15.76,15.76,5820 -2001/11/13,15.7,16,15.52,15.73,5557 -2001/11/14,15.7,15.94,15.7,15.88,4647 -2001/11/15,15.8,15.95,15.7,15.88,3912 -2001/11/16,16.88,16.9,16.03,16.03,27355 -2001/11/19,16.05,16.2,16,16.19,27356 -2001/11/20,16.26,16.55,16.21,16.32,6339 -2001/11/21,16.35,16.78,16.3,16.69,28545 -2001/11/22,16.69,17.04,16.68,16.94,57947 -2001/11/23,17,17.02,16.76,16.9,29375 -2001/11/26,16.85,16.85,16.61,16.69,10565 -2001/11/27,16.69,16.81,16.65,16.81,7196 -2001/11/28,16.9,17.02,16.81,16.85,13798 -2001/11/29,16.89,16.9,16.53,16.6,12749 -2001/11/30,16.6,16.66,16.48,16.63,14978 -2001/12/3,16.63,16.88,16.6,16.67,9727 -2001/12/4,16.68,17.05,16.68,17.04,24481 -2001/12/5,17,17.15,16.6,16.67,18090 -2001/12/6,16.65,16.85,16.58,16.7,7854 -2001/12/7,16.7,16.7,16.48,16.49,12806 -2001/12/10,16.47,16.59,16.3,16.52,10287 -2001/12/11,16.52,16.58,16.33,16.4,7722 -2001/12/12,16.32,16.35,16.13,16.15,12034 -2001/12/13,16.15,16.2,16.01,16.09,9481 -2001/12/14,16.02,16.26,16.02,16.06,5507 -2001/12/17,16.08,16.22,15.71,16.06,14012 -2001/12/18,15.91,16.25,15.91,16.18,5003 -2001/12/19,16.18,16.47,16.18,16.28,14518 -2001/12/20,16.15,16.25,15.8,15.87,9053 -2001/12/21,15.87,15.93,15.69,15.77,7172 -2001/12/24,15.72,15.8,15.33,15.35,8288 -2001/12/25,15.35,15.46,15.19,15.27,10193 -2001/12/26,15.38,15.46,15.28,15.46,8056 -2001/12/27,15.45,15.53,15.26,15.27,8364 -2001/12/28,15.28,15.43,15.19,15.39,7946 -2001/12/31,15.45,15.7,15.34,15.69,6135 -2002/1/4,15.6,15.6,15.28,15.36,3655 -2002/1/7,15.3,15.3,14.93,15,10572 -2002/1/8,15,15.27,14.96,15,5907 -2002/1/9,15.05,15.17,14.96,15,7011 -2002/1/10,15,15.14,14.61,15.03,12855 -2002/1/11,15.1,15.1,14.8,14.8,5104 -2002/1/14,14.67,14.67,14.39,14.42,12542 -2002/1/15,14.42,14.58,14.21,14.24,6113 -2002/1/16,14.15,14.45,13.92,14.34,13130 -2002/1/17,14.19,14.23,13.7,13.84,12087 -2002/1/18,13.79,14,13.4,13.88,11798 -2002/1/21,13.69,13.79,13.2,13.27,14271 -2002/1/22,13.26,13.6,13,13.1,9921 -2002/1/23,13.1,13.86,12.98,13.84,14571 -2002/1/24,13.76,14.16,13.4,13.97,22000 -2002/1/25,14.06,14.06,13.7,13.88,8187 -2002/1/28,13.92,13.99,13.01,13.06,16981 -2002/1/29,12.95,13.4,12.8,13.28,13224 -2002/1/30,13.28,13.32,13.12,13.19,6525 -2002/1/31,14.51,14.51,13.8,14.14,51649 -2002/2/1,14.3,14.42,13.96,14.05,21787 -2002/2/5,14.35,14.7,14.28,14.44,22330 -2002/2/6,14.5,14.55,14,14.15,13936 -2002/2/7,14.15,14.52,14.1,14.51,14794 -2002/2/8,14.6,14.73,14.4,14.58,20171 -2002/2/25,14.55,14.7,14.1,14.24,20055 -2002/2/26,14.2,14.2,13.65,13.97,19031 -2002/2/27,14,14.25,13.92,14.08,7933 -2002/2/28,14.1,14.1,13.92,13.93,6231 -2002/3/1,13.9,14.05,13.82,13.84,5660 -2002/3/4,13.7,13.98,13.68,13.97,3754 -2002/3/5,13.98,14.3,13.96,14.2,12223 -2002/3/6,14.28,14.61,14.21,14.26,21617 -2002/3/7,14.26,14.87,14.22,14.77,22234 -2002/3/8,14.88,15.35,14.7,15.09,54866 -2002/3/11,15.25,15.44,15,15.41,34695 -2002/3/12,15.38,15.51,15,15.09,39409 -2002/3/13,15.05,16.6,15.02,16.17,296797 -2002/3/14,16.03,16.87,16.03,16.65,160663 -2002/3/15,16.72,17.11,16.29,16.37,99202 -2002/3/18,16.66,17.15,16.5,16.88,82738 -2002/3/19,16.6,17.15,16.58,17.04,83294 -2002/3/20,17.1,17.25,16.81,17.04,76317 -2002/3/21,17.38,17.47,16.95,17.08,77800 -2002/3/22,17.08,17.15,16.7,16.86,47794 -2002/3/25,16.9,17.03,16.68,16.93,29689 -2002/3/26,16.95,16.95,16.5,16.59,28534 -2002/3/27,16.57,16.95,16.52,16.81,28455 -2002/3/28,16.53,17.03,16.53,16.85,23755 -2002/3/29,16.84,16.85,16.31,16.4,26479 -2002/4/1,16.5,16.55,16.21,16.45,14209 -2002/4/2,16.48,16.58,16.3,16.38,13416 -2002/4/3,16.39,16.8,16.36,16.79,15720 -2002/4/4,16.78,17.05,16.57,16.94,33316 -2002/4/5,17.03,17.05,16.8,16.9,20426 -2002/4/8,16.95,17.04,16.82,16.93,14931 -2002/4/9,17.25,17.25,16.6,16.77,29259 -2002/4/10,16.79,16.92,16.72,16.87,17580 -2002/4/11,16.87,16.87,16.51,16.55,14610 -2002/4/12,16.52,16.75,16.42,16.6,10130 -2002/4/15,16.56,16.67,16.53,16.56,9425 -2002/4/16,16.5,16.59,16.45,16.52,5966 -2002/4/17,16.5,16.55,16.33,16.43,9963 -2002/4/18,16.45,16.5,16.25,16.42,11337 -2002/4/19,16.4,16.75,16.23,16.63,11639 -2002/4/22,16.5,16.5,16.3,16.4,6777 -2002/4/23,16.32,16.58,16.27,16.4,7075 -2002/4/24,16.4,16.42,16.07,16.23,8787 -2002/4/25,16.25,16.25,15.8,15.93,13980 -2002/4/26,15.93,16.12,15.93,16.09,12776 -2002/4/29,16.09,16.26,15.98,16.24,14946 -2002/4/30,16.21,16.75,16.15,16.5,14940 -2002/5/8,16.58,16.67,16.4,16.4,5960 -2002/5/9,16.32,16.64,16.28,16.37,10034 -2002/5/10,16.49,16.49,16.11,16.16,5644 -2002/5/13,16.13,16.13,15.85,15.89,18722 -2002/5/14,15.86,15.96,15.65,15.7,9805 -2002/5/15,15.72,15.8,15.35,15.37,17582 -2002/5/16,15.3,15.35,14.96,15.01,20676 -2002/5/17,15.05,15.3,15,15.22,10083 -2002/5/20,15.22,15.22,14.83,14.94,10468 -2002/5/21,15.25,15.42,14.94,15.29,21167 -2002/5/22,15.35,15.35,15.02,15.07,7245 -2002/5/23,15.1,15.3,14.97,14.99,9449 -2002/5/24,15,15.07,14.66,14.85,10819 -2002/5/27,14.9,14.95,14.67,14.73,9158 -2002/5/28,14.88,14.89,14.61,14.65,7377 -2002/5/29,14.8,14.84,14.4,14.45,15352 -2002/5/30,14.56,14.58,14.29,14.49,9542 -2002/5/31,14.5,14.69,14.36,14.38,6434 -2002/6/3,14.3,14.3,14.09,14.16,6437 -2002/6/4,14.2,14.67,14.18,14.49,18503 -2002/6/5,14.4,14.54,14.18,14.21,8760 -2002/6/6,14.2,14.79,14.11,14.67,12552 -2002/6/7,14.68,14.85,14.5,14.73,9957 -2002/6/10,14.75,14.96,14.64,14.75,5742 -2002/6/11,14.7,14.88,14.7,14.78,6210 -2002/6/12,14.78,14.85,14.56,14.66,4216 -2002/6/13,14.7,14.74,14.46,14.46,4624 -2002/6/14,14.46,14.52,14.36,14.37,4626 -2002/6/17,14.37,14.4,14.25,14.38,3032 -2002/6/18,14.38,14.8,14.38,14.69,7732 -2002/6/19,14.7,14.7,14.51,14.56,2711 -2002/6/20,14.95,14.95,14.67,14.67,3662 -2002/6/21,14.8,15.29,14.78,15.25,21423 -2002/6/24,16.78,16.78,16.26,16.78,126375 -2002/6/25,16.8,18.3,16.6,17.32,209743 -2002/6/26,17.2,17.5,16.91,17.06,64297 -2002/6/27,17.06,17.39,16.9,17.12,33542 -2002/7/1,17.77,18.07,17.3,17.35,109170 -2002/7/2,17.2,17.68,17.15,17.53,32376 -2002/7/3,17.52,17.77,17.4,17.69,45252 -2002/7/4,17.7,17.73,17.29,17.38,31551 -2002/7/5,17.35,17.45,17.22,17.38,17523 -2002/7/8,17.5,17.57,17.31,17.38,16596 -2002/7/9,17.38,17.45,17.2,17.34,19136 -2002/7/10,17.32,17.34,16.8,16.82,33664 -2002/7/11,16.78,16.97,16.74,16.81,16675 -2002/7/12,16.81,16.95,16.79,16.83,9889 -2002/7/15,16.85,17.3,16.7,17.26,19941 -2002/7/16,17.05,17.44,17.03,17.22,23265 -2002/7/17,17.22,17.3,16.9,17.27,10334 -2002/7/18,17.27,17.54,17.13,17.35,21821 -2002/7/19,17.3,17.82,17.3,17.76,63687 -2002/7/22,17.76,17.79,17.26,17.37,27110 -2002/7/23,17.25,17.78,17.21,17.5,55058 -2002/7/24,17.49,17.76,17.46,17.57,33987 -2002/7/25,17.6,17.76,17.28,17.36,24160 -2002/7/26,17.21,17.35,17.03,17.07,23518 -2002/7/29,17.06,17.24,16.99,17.21,14215 -2002/7/30,17.18,17.8,17.18,17.58,44363 -2002/7/31,17.46,17.77,17.29,17.45,29523 -2002/8/1,17.4,17.56,17.17,17.4,9901 -2002/8/2,17.4,17.69,17.3,17.49,17158 -2002/8/5,17.49,17.49,17.1,17.27,13988 -2002/8/6,17.1,17.48,17.1,17.34,13757 -2002/8/7,17.4,17.42,17.23,17.4,7092 -2002/8/8,17.4,17.64,17.4,17.44,18295 -2002/8/9,17.2,17.55,17.2,17.38,12505 -2002/8/12,17.29,17.37,17.18,17.33,10365 -2002/8/13,17.28,17.28,16.89,16.96,46579 -2002/8/14,16.8,17,16.7,16.92,22080 -2002/8/15,17,17.01,16.88,16.9,6022 -2002/8/16,16.9,17,16.75,16.93,10838 -2002/8/19,17,17.32,16.95,17.24,20321 -2002/8/20,17.3,18.26,17.25,18.16,186993 -2002/8/21,18.2,18.6,18.03,18.4,197640 -2002/8/22,12.28,12.36,12.18,12.31,106873 -2002/8/23,12.3,12.92,12.25,12.78,318431 -2002/8/26,12.8,12.87,12.66,12.77,120087 -2002/8/27,12.77,12.81,12.46,12.59,119374 -2002/8/28,12.55,12.71,12.52,12.62,43176 -2002/8/29,12.62,12.75,12.45,12.48,49905 -2002/8/30,12.48,12.55,12.41,12.49,26103 -2002/9/2,12.49,12.6,12.41,12.52,28737 -2002/9/3,12.6,13.02,12.6,13,127257 -2002/9/4,13,13.02,12.76,12.84,66623 -2002/9/5,12.82,12.82,12.43,12.58,90131 -2002/9/6,12.5,12.6,12.41,12.43,45733 -2002/9/9,12.4,12.4,12.14,12.24,53743 -2002/9/10,12.2,12.4,12.18,12.33,27784 -2002/9/11,12.36,12.49,12.15,12.35,42383 -2002/9/12,12.32,12.45,12.22,12.33,20049 -2002/9/13,12.3,12.38,12.29,12.33,13994 -2002/9/16,12.3,12.3,11.88,11.9,58124 -2002/9/17,11.91,12.1,11.75,11.95,27965 -2002/9/18,11.95,11.95,11.85,11.85,13166 -2002/9/19,11.83,12.18,11.63,12.1,33728 -2002/9/23,11.85,12.02,11.71,11.89,15404 -2002/9/24,11.9,11.98,11.86,11.9,11880 -2002/9/25,11.9,12.08,11.86,11.92,14841 -2002/9/26,11.9,12.02,11.88,11.91,13946 -2002/9/27,12.01,12.1,11.8,11.87,41718 -2002/10/8,11.8,11.8,11.48,11.5,20239 -2002/10/9,11.55,11.59,11.35,11.39,14964 -2002/10/10,11.39,11.52,10.95,11.03,31467 -2002/10/11,11.04,11.15,10.8,10.83,27068 -2002/10/14,10.8,10.86,10.55,10.8,16872 -2002/10/15,10.8,10.87,10.55,10.61,18876 -2002/10/16,10.6,10.96,10.6,10.93,21956 -2002/10/17,10.95,10.98,10.6,10.66,18593 -2002/10/18,10.66,10.91,10.6,10.84,12597 -2002/10/21,10.84,11,10.71,10.91,10149 -2002/10/22,10.95,11.2,10.92,11.12,26264 -2002/10/23,11.15,11.26,10.98,11.02,22571 -2002/10/24,11.1,11.11,10.84,10.86,14168 -2002/10/25,10.86,10.96,10.78,10.79,10893 -2002/10/28,10.81,10.81,10.48,10.62,19493 -2002/10/29,10.61,10.75,10.5,10.75,11160 -2002/10/30,10,10.81,10,10.7,5346 -2002/10/31,10.7,10.9,10.7,10.71,12960 -2002/11/1,10.7,10.79,10.63,10.73,6041 -2002/11/4,10.89,11.03,10.8,11.02,19637 -2002/11/5,11.1,11.38,11.02,11.21,43412 -2002/11/6,11.25,11.3,11.11,11.19,18400 -2002/11/7,11.2,11.35,11.18,11.3,26652 -2002/11/8,11.5,11.6,10.97,11,54779 -2002/11/11,11,11.1,10.6,10.72,46013 -2002/11/12,10.75,11.01,10.69,10.89,62715 -2002/11/13,10.8,10.89,10.7,10.88,21288 -2002/11/14,10.88,10.89,10.66,10.68,14172 -2002/11/15,10.65,10.89,10.61,10.77,17356 -2002/11/18,10.77,10.95,10.66,10.72,20688 -2002/11/19,10.7,10.78,10.63,10.75,15519 -2002/11/20,10.73,10.76,10.41,10.45,23714 -2002/11/21,10.42,10.43,10.16,10.17,24904 -2002/11/22,10.17,10.4,10.02,10.25,20892 -2002/11/25,10.2,10.5,10.11,10.26,8653 -2002/11/26,10.3,10.37,10.05,10.06,11300 -2002/11/27,9.99,10.12,9.88,10.05,23189 -2002/11/28,10.08,10.3,10,10.29,13802 -2002/11/29,10.35,10.55,10.21,10.37,30438 -2002/12/2,10.35,10.35,10.07,10.1,14922 -2002/12/3,10.1,10.22,10,10.18,7436 -2002/12/4,10.25,10.38,10.18,10.2,12265 -2002/12/5,10.23,10.25,10.02,10.1,16175 -2002/12/6,10.1,10.2,10.02,10.11,5727 -2002/12/9,10.1,10.13,10,10.07,8096 -2002/12/10,10.07,10.13,9.99,9.99,12867 -2002/12/11,9.97,10,9.9,9.95,8466 -2002/12/12,10,10.19,9.88,9.9,23980 -2002/12/13,9.85,10.01,9.76,9.93,11810 -2002/12/16,10,10,9.9,9.99,13763 -2002/12/17,9.99,10.07,9.93,10,16946 -2002/12/18,10.02,10.09,9.99,10,12083 -2002/12/19,10,10,9.9,9.97,6012 -2002/12/20,10,10.09,9.92,10.06,12324 -2002/12/23,10.05,10.18,10.05,10.07,13160 -2002/12/24,10.06,10.07,9.94,9.97,15314 -2002/12/25,9.98,10,9.9,9.93,15452 -2002/12/26,9.89,9.9,9.6,9.62,22191 -2002/12/27,9.6,9.62,9.36,9.45,18217 -2002/12/30,9,10.1,8.86,9.67,80540 -2002/12/31,10,10.01,9.24,9.86,143519 -2003/1/2,9.48,9.48,8.98,9.25,61753 -2003/1/9,9.25,9.5,9.01,9.32,162521 -2003/1/10,9.4,9.99,9.34,9.63,206162 -2003/1/13,9.6,9.66,9.21,9.32,98620 -2003/1/14,9.3,10.25,9.28,10.25,356248 -2003/1/15,10.25,10.3,9.8,10.05,185010 -2003/1/16,9.96,10.07,9.81,10,154881 -2003/1/17,10,10.38,9.99,10.19,337743 -2003/1/20,9.5,10.08,9.48,9.94,1165811 -2003/1/21,9.91,10.11,9.65,9.68,400298 -2003/1/22,9.67,9.88,9.48,9.66,223834 -2003/1/23,9.65,9.78,9.56,9.6,92219 -2003/1/24,9.59,9.9,9.56,9.88,199758 -2003/1/27,9.92,10.17,9.85,10.07,339745 -2003/1/28,10.03,10.24,10,10.17,167219 -2003/1/29,10.18,10.55,10.17,10.31,343671 -2003/2/10,10.3,10.3,10.05,10.09,135949 -2003/2/11,10.05,10.24,10.04,10.2,73639 -2003/2/12,10.2,10.32,10.11,10.31,99943 -2003/2/13,10.31,10.42,10.09,10.13,143431 -2003/2/14,10.12,10.29,10.09,10.15,89572 -2003/2/17,10.15,10.2,9.95,9.99,109806 -2003/2/18,9.99,10.07,9.84,9.95,129760 -2003/2/19,9.98,10.05,9.85,10.04,71872 -2003/2/20,10.05,10.06,9.89,9.95,71264 -2003/2/21,9.95,9.95,9.61,9.63,125412 -2003/2/24,9.59,9.73,9.58,9.64,62300 -2003/2/25,9.53,9.86,9.5,9.77,76209 -2003/2/26,9.78,9.93,9.77,9.8,61143 -2003/2/27,9.85,10.04,9.82,10,113320 -2003/2/28,9.99,10.02,9.79,9.82,85205 -2003/3/3,9.85,9.97,9.78,9.91,32916 -2003/3/4,9.93,10.16,9.93,10.1,145971 -2003/3/5,10.09,10.1,9.92,10,56896 -2003/3/6,10,10.03,9.83,9.85,65822 -2003/3/7,9.82,9.91,9.8,9.85,47357 -2003/3/10,9.85,9.9,9.7,9.71,63860 -2003/3/11,9.7,9.75,9.65,9.71,65758 -2003/3/12,9.7,9.79,9.65,9.79,35777 -2003/3/13,9.78,9.85,9.71,9.73,47619 -2003/3/14,9.75,9.85,9.69,9.78,28415 -2003/3/17,9.77,9.8,9.69,9.78,45873 -2003/3/18,9.82,10.08,9.81,9.92,140807 -2003/3/19,9.9,10.38,9.9,10.24,369649 -2003/3/20,10.21,10.37,10.15,10.24,240136 -2003/3/21,10.24,10.52,10.24,10.44,266013 -2003/3/24,10.45,10.57,10.35,10.47,173386 -2003/3/25,10.47,10.48,10.27,10.33,142985 -2003/3/26,10.3,10.61,10.27,10.48,243224 -2003/3/27,10.48,11.06,10.35,10.92,341723 -2003/3/28,10.91,11.12,10.82,10.94,342229 -2003/3/31,10.94,11.21,10.9,11.15,199165 -2003/4/1,11.15,11.38,11.02,11.16,261788 -2003/4/2,11.16,11.24,11.1,11.19,121509 -2003/4/3,11.19,11.19,10.91,10.94,142632 -2003/4/4,10.9,11.33,10.87,11.27,172861 -2003/4/7,11.27,11.65,11.27,11.35,279556 -2003/4/8,11.32,11.55,11.21,11.37,131034 -2003/4/9,11.37,11.95,11.25,11.7,292477 -2003/4/10,11.88,12.1,11.57,11.76,319147 -2003/4/11,11.8,12.06,11.69,11.88,228671 -2003/4/14,11.93,12.5,11.76,12.39,402228 -2003/4/15,12.39,12.7,12.19,12.46,235825 -2003/4/16,12.46,13.63,12.46,12.92,624600 -2003/4/17,12.93,13.2,12.55,12.74,310911 -2003/4/18,12.8,13,12.12,12.25,238715 -2003/4/21,12.39,12.39,11.84,12.1,339602 -2003/4/22,12.1,12.3,11.98,12.14,118854 -2003/4/23,12.15,12.17,11.91,11.95,168390 -2003/4/24,11.88,11.92,11.18,11.37,309348 -2003/4/28,11.5,12.51,11.25,12.51,507786 -2003/4/30,13,13.2,12.58,12.93,605845 -2003/5/12,12.95,13.92,12.66,13.71,455088 -2003/5/13,13.7,13.96,12.98,12.99,563705 -2003/5/14,12.88,13.47,12.8,13.38,279553 -2003/5/15,13.35,13.72,13.16,13.46,271388 -2003/5/16,13.44,13.89,13.28,13.54,203895 -2003/5/19,13.54,13.59,13.13,13.25,179615 -2003/5/20,13.18,13.23,12.9,12.91,163835 -2003/5/21,12.92,13.25,12.92,12.99,121828 -2003/5/22,12.92,13.65,12.9,13.64,265477 -2003/5/23,13.65,13.86,13.51,13.63,306561 -2003/5/26,13.63,13.96,13.5,13.8,248977 -2003/5/27,13.88,14.2,13.79,13.89,275484 -2003/5/28,13.92,14.08,13.38,13.46,211352 -2003/5/29,13.4,13.52,13.15,13.39,188356 -2003/5/30,13.4,13.6,13.3,13.4,147142 -2003/6/2,13.41,13.49,13.13,13.45,89627 -2003/6/3,13.48,13.55,13.1,13.16,112684 -2003/6/4,13.1,13.43,12.99,13.37,131894 -2003/6/5,13.38,13.55,13.17,13.19,87161 -2003/6/6,13.15,13.28,12.96,12.97,114879 -2003/6/9,12.95,13,12.52,12.61,118743 -2003/6/10,12.6,12.85,12.51,12.6,119358 -2003/6/11,12.62,12.93,12.61,12.92,101517 -2003/6/12,13,13,12.66,12.76,56167 -2003/6/13,12.7,12.97,12.65,12.79,104100 -2003/6/16,12.78,12.79,12.45,12.51,74048 -2003/6/17,12.51,12.52,12.23,12.26,144304 -2003/6/18,12.26,12.4,12.2,12.28,151061 -2003/6/19,12.29,12.45,12.21,12.42,136771 -2003/6/20,12.4,12.48,12.05,12.06,94767 -2003/6/23,11.96,12.05,11.8,11.84,87657 -2003/6/24,11.77,11.93,11.67,11.78,87740 -2003/6/25,11.8,11.84,11.5,11.57,78680 -2003/6/26,11.53,11.92,11.47,11.73,158733 -2003/6/27,11.74,11.83,11.5,11.64,82190 -2003/6/30,11.55,11.84,11.48,11.67,57119 -2003/7/1,11.6,11.95,11.6,11.77,110718 -2003/7/2,11.8,12.1,11.69,12.08,97445 -2003/7/3,12.08,12.12,11.9,12.01,68084 -2003/7/4,12,12,11.6,11.71,97636 -2003/7/7,11.58,11.78,11.53,11.7,52050 -2003/7/8,11.7,11.95,11.65,11.81,46793 -2003/7/9,11.8,11.85,11.55,11.59,41848 -2003/7/10,11.59,12.03,11.56,12,149600 -2003/7/11,12.01,12.2,11.9,12.02,144516 -2003/7/14,12.08,12.1,11.93,11.97,34760 -2003/7/15,12,12.19,11.96,12.04,55800 -2003/7/16,12.1,12.25,12.07,12.15,45773 -2003/7/17,12.2,12.39,12.12,12.3,108506 -2003/7/18,12.3,12.33,11.88,11.92,112999 -2003/7/21,11.88,11.9,11.7,11.8,56355 -2003/7/22,11.89,12,11.38,11.5,179782 -2003/7/23,11.51,11.59,11.43,11.56,52611 -2003/7/24,11.5,11.54,11.38,11.52,54483 -2003/7/25,11.46,11.52,11.2,11.29,82150 -2003/7/28,11.26,11.26,11,11.13,105666 -2003/7/29,11.15,11.26,11.06,11.2,61462 -2003/7/30,11.22,11.25,10.99,11.13,48963 -2003/7/31,11.14,11.2,10.99,11.09,57987 -2003/8/1,11.09,11.25,11,11.2,50749 -2003/8/4,11.2,11.43,11.15,11.42,60137 -2003/8/5,11.43,11.45,11.3,11.37,25745 -2003/8/6,11.36,11.36,11.13,11.18,37296 -2003/8/7,11.15,11.51,11.08,11.3,53782 -2003/8/8,11.33,11.33,11.06,11.09,37709 -2003/8/11,11.05,11.2,11.01,11.17,21331 -2003/8/12,11.2,11.36,11.16,11.27,33510 -2003/8/13,11.3,11.32,11.08,11.1,20572 -2003/8/14,11.08,11.22,10.96,11,42364 -2003/8/15,11,11.1,10.85,10.9,51961 -2003/8/18,10.89,10.99,10.8,10.87,19452 -2003/8/19,10.81,10.95,10.81,10.86,23939 -2003/8/20,10.86,10.89,10.74,10.8,27062 -2003/8/21,10.8,10.85,10.69,10.72,21722 -2003/8/22,10.72,10.95,10.5,10.52,47740 -2003/8/25,10.28,10.48,10.24,10.33,37758 -2003/8/26,10.33,10.42,10.25,10.35,38156 -2003/8/27,10.5,10.5,10.27,10.33,34206 -2003/8/28,10.52,10.52,10.17,10.17,53695 -2003/8/29,10.14,10.35,10.12,10.35,32761 -2003/9/1,10.35,10.54,10.27,10.51,62899 -2003/9/2,10.5,10.56,10.28,10.31,41250 -2003/9/3,10.3,10.44,10.26,10.34,39778 -2003/9/4,10.3,10.44,10.29,10.32,36707 -2003/9/5,10.33,10.38,10,10.08,44641 -2003/9/8,10.09,10.09,9.89,10.02,64789 -2003/9/9,10.02,10.03,9.8,9.98,68257 -2003/9/10,9.97,10.1,9.87,10.08,47307 -2003/9/11,10.1,10.25,10.04,10.13,49346 -2003/9/12,10.11,10.12,9.79,9.98,59671 -2003/9/15,10,10.04,9.58,9.74,69641 -2003/9/16,9.74,9.75,9.43,9.62,73983 -2003/9/17,9.61,9.61,9.35,9.42,60198 -2003/9/18,9.4,9.51,9.3,9.47,68330 -2003/9/19,9.6,9.78,9.49,9.72,133173 -2003/9/22,9.74,9.74,9.49,9.56,38301 -2003/9/23,9.55,10,9.5,9.98,166182 -2003/9/24,10,10.08,9.87,9.99,96440 -2003/9/25,10.02,10.06,9.81,9.92,54869 -2003/9/26,9.9,9.97,9.8,9.87,43491 -2003/9/29,9.84,9.84,9.38,9.48,67655 -2003/9/30,9.5,9.63,9.25,9.53,49109 -2003/10/8,9.55,9.56,9.43,9.51,21589 -2003/10/9,9.51,9.61,9.48,9.49,19574 -2003/10/10,9.48,9.78,9.29,9.68,84493 -2003/10/13,9.68,9.79,9.65,9.72,64838 -2003/10/14,9.72,9.75,9.45,9.52,51046 -2003/10/15,9.5,9.67,9.15,9.22,136502 -2003/10/16,9.2,9.3,9.11,9.18,40541 -2003/10/17,9.19,9.4,9.17,9.35,60111 -2003/10/20,9.33,9.33,9.17,9.19,19048 -2003/10/21,9.19,9.28,8.85,9,98534 -2003/10/22,9,9.36,8.9,9.28,117650 -2003/10/23,9.28,9.43,9.2,9.22,93122 -2003/10/24,9.22,9.25,9,9.1,71468 -2003/10/27,9.11,9.13,8.97,9.01,68760 -2003/10/28,9,9.28,8.95,9.21,62885 -2003/10/29,9.37,9.57,9.2,9.56,164335 -2003/10/30,9.56,9.6,9.39,9.41,65524 -2003/10/31,9.4,9.55,9.28,9.39,35217 -2003/11/3,9.38,9.55,9.34,9.52,43020 -2003/11/4,9.52,10.04,9.52,9.75,184216 -2003/11/5,9.74,9.87,9.63,9.72,78339 -2003/11/6,9.75,9.78,9.38,9.4,78370 -2003/11/7,9.38,9.4,9.17,9.19,64525 -2003/11/10,9.15,9.3,9.09,9.27,53816 -2003/11/11,9.27,9.35,9.09,9.18,40998 -2003/11/12,8.8,8.9,8.6,8.77,108355 -2003/11/13,8.77,8.82,8.67,8.73,55663 -2003/11/14,8.73,8.9,8.73,8.83,23524 -2003/11/17,8.82,8.82,8.68,8.72,24580 -2003/11/18,8.8,8.8,8.55,8.58,26689 -2003/11/19,8.58,8.83,8.5,8.75,29870 -2003/11/20,8.77,9.08,8.76,9.03,62559 -2003/11/21,9.06,9.35,8.9,8.92,78634 -2003/11/24,9,9.49,8.95,9.44,127651 -2003/11/25,9.48,9.82,9.47,9.54,201397 -2003/11/26,9.53,9.53,9.4,9.52,60508 -2003/11/27,9.52,9.59,9.28,9.31,54978 -2003/11/28,9.3,9.4,9.27,9.32,37584 -2003/12/1,9.38,9.7,9.33,9.68,95023 -2003/12/2,9.7,9.76,9.56,9.57,77357 -2003/12/3,9.56,9.73,9.39,9.6,179700 -2003/12/4,9.6,9.92,9.58,9.83,228799 -2003/12/5,9.86,9.88,9.69,9.8,82702 -2003/12/8,9.85,9.88,9.53,9.64,71161 -2003/12/9,9.67,9.67,9.4,9.58,56469 -2003/12/10,9.9,10.29,9.72,9.91,332048 -2003/12/11,10.08,10.28,9.99,10.21,354556 -2003/12/15,10.28,10.38,10.18,10.21,161483 -2003/12/16,10.18,10.18,9.85,10.04,100769 -2003/12/17,10.04,10.15,9.9,9.98,68676 -2003/12/18,9.9,10.06,9.86,9.99,54613 -2003/12/19,10,10.12,9.72,10,102459 -2003/12/22,10,10.35,9.72,10.35,170635 -2003/12/23,10.46,10.57,10.35,10.46,137485 -2003/12/24,10.5,10.77,10.5,10.54,139161 -2003/12/25,10.53,10.58,10.39,10.4,78836 -2003/12/26,10.37,10.5,10.33,10.47,76903 -2003/12/29,10.43,10.5,10.2,10.32,87502 -2003/12/30,10.34,10.6,10.2,10.51,100506 -2003/12/31,10.5,10.65,10.2,10.53,113937 -2004/1/2,10.4,10.66,10.32,10.5,115652 -2004/1/5,10.5,11.05,10.48,11.03,204553 -2004/1/6,11.03,11.67,11.03,11.36,293606 -2004/1/7,11.4,11.78,11.36,11.56,169769 -2004/1/8,11.58,11.7,11.4,11.63,103170 -2004/1/9,11.62,11.82,11.27,11.47,193471 -2004/1/12,11.47,11.98,11.4,11.95,217507 -2004/1/13,12,12.1,11.57,11.75,127278 -2004/1/14,11.75,11.75,11.33,11.39,108516 -2004/1/15,11.37,11.51,11.34,11.36,67888 -2004/1/16,11.41,11.44,11.28,11.4,77613 -2004/1/29,11.4,11.7,11.22,11.68,71238 -2004/1/30,11.68,11.69,11.18,11.25,74349 -2004/2/2,11.86,11.94,11.31,11.67,156184 -2004/2/3,11.66,11.9,11.56,11.89,113089 -2004/2/4,11.89,12.15,11.85,12,169434 -2004/2/5,13.18,13.18,12.03,12.23,237274 -2004/2/6,12.2,12.49,11.95,12.22,195767 -2004/2/9,12.11,12.36,12.11,12.35,71974 -2004/2/10,12.41,12.46,11.96,12,108534 -2004/2/11,12,12.05,11.68,11.75,128275 -2004/2/12,11.75,11.85,11.4,11.51,160468 -2004/2/13,11.5,11.76,11.45,11.55,85631 -2004/2/16,11.55,11.94,11.55,11.93,79616 -2004/2/17,11.93,12,11.77,11.78,88458 -2004/2/18,11.78,12.07,11.58,11.74,127779 -2004/2/19,11.7,11.84,11.4,11.5,125762 -2004/2/20,11.5,11.79,11.4,11.7,110907 -2004/2/23,11.7,11.74,11.25,11.28,208820 -2004/2/24,11.23,11.24,10.77,10.98,157257 -2004/2/25,11,11.05,10.62,10.66,143270 -2004/2/26,10.6,10.78,10.57,10.76,71218 -2004/2/27,10.88,10.95,10.72,10.85,108086 -2004/3/1,10.86,10.88,10.54,10.79,127682 -2004/3/2,10.8,11.01,10.8,10.92,109421 -2004/3/3,10.95,11.07,10.77,10.77,80261 -2004/3/4,10.67,10.88,10.6,10.86,72548 -2004/3/5,10.9,10.96,10.66,10.69,45285 -2004/3/8,10.68,10.72,10.36,10.38,70899 -2004/3/9,10.38,10.5,10.29,10.34,71444 -2004/3/10,10.38,10.75,10.36,10.74,88255 -2004/3/11,10.78,10.86,10.7,10.79,95871 -2004/3/12,10.8,10.85,10.56,10.6,77077 -2004/3/15,10.6,11.09,10.6,11.05,144347 -2004/3/16,11.06,11.13,10.94,11.08,126315 -2004/3/17,11.1,11.21,10.99,11.17,130429 -2004/3/18,11.22,11.3,10.91,10.94,133021 -2004/3/19,10.94,11.06,10.9,11,120422 -2004/3/22,11.06,11.34,11,11.33,153864 -2004/3/23,11.33,11.33,11.1,11.2,151149 -2004/3/24,11.08,11.15,10.95,11,105841 -2004/3/25,11.03,11.33,11.03,11.1,110857 -2004/3/26,11.12,11.2,10.96,11.05,50647 -2004/3/29,11.02,11.15,11,11,43377 -2004/3/31,10.97,11,10.77,10.86,64505 -2004/4/1,10.9,11.12,10.88,11.11,70453 -2004/4/2,11.13,11.26,11.12,11.14,74581 -2004/4/5,11.16,11.35,11.13,11.2,79527 -2004/4/6,11.2,11.28,10.98,11.15,96349 -2004/4/7,11.16,11.2,10.94,10.95,100793 -2004/4/8,10.95,10.96,10.59,10.6,283106 -2004/4/9,10.6,10.7,10.4,10.49,145653 -2004/4/12,10.4,10.57,10.3,10.51,59625 -2004/4/13,10.52,10.6,10.28,10.3,86396 -2004/4/14,10.27,10.36,10.05,10.14,86753 -2004/4/15,10.15,10.29,10.06,10.09,62777 -2004/4/16,10.1,10.33,10.05,10.3,61986 -2004/4/19,10.3,10.31,10.15,10.19,43887 -2004/4/20,10.18,10.48,10.13,10.28,63442 -2004/4/21,10.29,10.45,10,10.05,91573 -2004/4/22,10,10.21,10,10.06,96684 -2004/4/23,10.1,10.1,9.82,9.86,121282 -2004/4/26,9.88,10.01,9.86,10,37904 -2004/4/27,10.06,10.19,9.99,10.06,45976 -2004/4/28,9.5,9.99,9.5,9.85,83723 -2004/4/29,9.85,10.06,9.75,9.78,102304 -2004/4/30,9.8,9.96,9.5,9.62,126837 -2004/5/10,9.62,9.69,9.4,9.41,36161 -2004/5/11,9.4,9.53,9.3,9.38,42026 -2004/5/12,9.4,9.65,9.38,9.59,47914 -2004/5/13,9.62,9.68,9.58,9.63,26535 -2004/5/14,9.65,9.66,9.4,9.44,26806 -2004/5/17,9.44,9.48,9.25,9.28,44140 -2004/5/18,9.38,9.41,9.14,9.4,45452 -2004/5/19,9.42,9.51,9.26,9.39,38920 -2004/5/20,9.39,9.52,9.25,9.25,51801 -2004/5/21,9.29,9.38,9.25,9.36,34665 -2004/5/24,9.34,9.38,9.26,9.3,55693 -2004/5/25,9.35,9.38,9.21,9.23,36267 -2004/5/26,9.22,9.35,9.19,9.33,33024 -2004/5/27,9.34,9.52,9.26,9.47,45747 -2004/5/28,9.47,9.48,9.38,9.38,22297 -2004/6/1,9.42,9.6,9.41,9.52,51949 -2004/6/2,9.52,9.65,9.48,9.5,48511 -2004/6/3,9.5,9.5,9.28,9.28,30271 -2004/6/4,9.28,9.48,9.27,9.31,18961 -2004/6/7,9.3,9.3,9.18,9.24,32205 -2004/6/8,9.2,9.31,8.9,9,51867 -2004/6/9,9,9.04,8.88,8.9,41036 -2004/6/10,8.9,9.04,8.9,9,27837 -2004/6/11,9,9.11,8.76,8.78,55228 -2004/6/14,8.77,8.78,8.54,8.6,45925 -2004/6/15,8.6,9.11,8.55,8.94,54139 -2004/6/16,8.95,9.04,8.83,8.96,37891 -2004/6/17,8.99,9.02,8.78,8.79,19442 -2004/6/18,8.8,8.86,8.51,8.66,51995 -2004/6/21,8.66,8.85,8.58,8.84,23345 -2004/6/22,8.83,8.96,8.76,8.82,20890 -2004/6/23,8.82,8.89,8.75,8.86,18447 -2004/6/24,8.86,8.9,8.78,8.8,13388 -2004/6/25,8.8,8.95,8.65,8.69,22747 -2004/6/28,8.67,8.8,8.61,8.65,19711 -2004/6/29,8.7,8.87,8.63,8.83,22253 -2004/6/30,8.83,8.88,8.77,8.79,23394 -2004/7/1,8.82,9.03,8.79,9.01,40715 -2004/7/2,9.01,9.13,8.92,9.02,46829 -2004/7/5,9,9.15,8.95,9.14,24328 -2004/7/6,9.16,9.32,9.1,9.18,51951 -2004/7/7,9.16,9.2,9.09,9.09,21159 -2004/7/8,9.1,9.19,9.06,9.18,16675 -2004/7/9,9.18,9.27,9.12,9.15,20849 -2004/7/12,9.1,9.1,8.93,8.95,32548 -2004/7/13,8.91,9.02,8.89,8.99,15354 -2004/7/14,8.99,9.12,8.93,9.09,39513 -2004/7/15,9.09,9.32,9.09,9.32,66115 -2004/7/16,9.34,9.48,9.33,9.39,52316 -2004/7/19,9.39,9.59,9.34,9.51,50306 -2004/7/20,9.47,9.52,9.36,9.39,47330 -2004/7/21,9.36,9.41,9.3,9.4,16489 -2004/7/22,9.38,9.42,9.13,9.19,62911 -2004/7/23,9.17,9.27,9.13,9.26,41079 -2004/7/26,9.27,9.37,9.17,9.29,56901 -2004/7/27,9.25,9.36,9.21,9.27,38361 -2004/7/28,9.25,9.35,8.98,9.06,39900 -2004/7/29,9.06,9.21,9.06,9.19,26117 -2004/7/30,9.21,9.23,9.1,9.11,27547 -2004/8/2,9.1,9.1,8.95,9.01,25334 -2004/8/3,9.02,9.02,8.5,8.53,118146 -2004/8/4,8.58,8.77,8.18,8.67,171756 -2004/8/5,8.65,8.66,8.4,8.42,32574 -2004/8/6,8.4,8.61,8.35,8.49,37321 -2004/8/9,8.49,8.65,8.39,8.59,33798 -2004/8/10,8.6,8.72,8.56,8.7,28251 -2004/8/11,8.71,8.74,8.59,8.66,17014 -2004/8/12,8.61,8.61,8.45,8.56,29039 -2004/8/13,8.55,8.75,8.49,8.71,68314 -2004/8/16,8.7,8.82,8.67,8.7,26299 -2004/8/17,8.69,8.75,8.59,8.67,19471 -2004/8/18,8.66,8.84,8.65,8.76,39986 -2004/8/19,8.76,8.81,8.71,8.72,27805 -2004/8/20,8.7,8.9,8.7,8.8,20230 -2004/8/23,8.8,8.8,8.54,8.57,33031 -2004/8/24,8.57,8.66,8.54,8.62,12824 -2004/8/25,8.62,8.65,8.55,8.59,11237 -2004/8/26,8.6,8.63,8.56,8.58,6646 -2004/8/27,8.58,8.62,8.5,8.52,9161 -2004/8/30,8.52,8.65,8.44,8.59,8879 -2004/8/31,8.7,8.9,8.66,8.74,27396 -2004/9/1,8.75,8.77,8.48,8.5,17270 -2004/9/2,8.5,8.56,8.41,8.55,14852 -2004/9/3,8.56,8.57,8.45,8.48,15921 -2004/9/6,8.48,8.48,8.35,8.4,17890 -2004/9/7,8.4,8.5,8.4,8.49,10266 -2004/9/8,8.5,8.52,8.4,8.46,9708 -2004/9/9,8.45,8.45,8.35,8.38,14441 -2004/9/10,8.35,8.4,8.23,8.37,15847 -2004/9/13,8.36,8.36,8.18,8.2,15283 -2004/9/14,8.26,8.5,8.22,8.45,34873 -2004/9/15,8.54,8.83,8.42,8.7,80535 -2004/9/16,8.88,8.94,8.75,8.78,75673 -2004/9/17,8.78,9.04,8.76,9.03,92664 -2004/9/20,9.03,9.33,9.03,9.32,128152 -2004/9/21,9.34,9.34,9.1,9.19,82736 -2004/9/22,9.18,9.3,8.85,8.9,110684 -2004/9/23,8.9,9.22,8.81,9.19,39136 -2004/9/24,9.26,9.33,8.98,8.98,181148 -2004/9/27,9.01,9.17,8.68,8.7,71656 -2004/9/28,8.7,8.82,8.65,8.74,34664 -2004/9/29,8.71,8.75,8.53,8.56,48640 -2004/9/30,8.56,8.59,8.41,8.49,50038 -2004/10/8,8.49,8.52,8.28,8.51,44687 -2004/10/11,8.48,8.58,8.4,8.48,42073 -2004/10/12,8.48,8.48,8.23,8.28,39779 -2004/10/13,8.3,8.38,8.29,8.32,60784 -2004/10/14,8.33,8.35,8.2,8.24,46948 -2004/10/15,8.24,8.31,8.18,8.22,44181 -2004/10/18,8.2,8.25,7.97,8.04,47708 -2004/10/19,8.02,8.23,7.98,8.05,30907 -2004/10/20,8.05,8.05,7.77,7.85,69857 -2004/10/21,7.84,7.84,7.25,7.3,198368 -2004/10/22,7.3,7.45,7.2,7.33,69332 -2004/10/25,7.45,7.49,7.16,7.19,62800 -2004/10/26,7.18,7.37,7.13,7.35,63002 -2004/10/27,7.36,7.48,7.3,7.45,46908 -2004/10/28,7.49,7.55,7.4,7.51,64903 -2004/10/29,7.5,7.75,7.29,7.41,262017 -2004/11/1,7.4,7.42,7.25,7.31,58851 -2004/11/2,7.31,7.45,7.24,7.44,36303 -2004/11/3,7.42,7.57,7.4,7.49,46361 -2004/11/4,7.5,7.61,7.34,7.38,33461 -2004/11/5,7.42,7.52,7.35,7.44,17888 -2004/11/8,7.41,7.47,7.36,7.45,12612 -2004/11/9,7.45,7.48,7.37,7.4,13386 -2004/11/10,7.41,7.74,7.38,7.67,73986 -2004/11/11,7.66,7.76,7.59,7.6,95549 -2004/11/12,7.6,7.67,7.51,7.62,32937 -2004/11/15,7.62,7.7,7.47,7.59,43623 -2004/11/16,7.61,7.66,7.55,7.64,30454 -2004/11/17,7.66,7.66,7.47,7.53,38455 -2004/11/18,7.52,7.54,7.47,7.53,30214 -2004/11/19,7.55,7.7,7.55,7.63,38141 -2004/11/22,7.62,7.68,7.55,7.67,29367 -2004/11/23,7.67,7.67,7.54,7.55,26936 -2004/11/24,7.55,7.61,7.5,7.5,23104 -2004/11/25,7.5,7.5,7.37,7.4,59664 -2004/11/26,7.4,7.48,7.38,7.41,32140 -2004/11/29,7.4,7.47,7.3,7.31,28214 -2004/11/30,7.31,7.32,7.2,7.24,44947 -2004/12/1,7.22,7.27,7.21,7.23,21220 -2004/12/2,7.23,7.28,7.19,7.25,23717 -2004/12/3,7.27,7.3,7.23,7.23,24575 -2004/12/6,7.23,7.28,7.18,7.24,23814 -2004/12/7,7.24,7.35,7.23,7.29,25770 -2004/12/8,7.35,7.4,7.3,7.33,22586 -2004/12/9,7.34,7.61,7.27,7.43,93354 -2004/12/10,7.43,7.45,7.3,7.33,33837 -2004/12/13,7.26,7.33,7.2,7.28,23375 -2004/12/14,7.29,7.29,7.16,7.2,28848 -2004/12/15,7.19,7.28,7.13,7.18,37148 -2004/12/16,7.2,7.39,7.14,7.22,63923 -2004/12/17,7.18,7.26,7.16,7.17,31151 -2004/12/20,7.15,7.22,7.06,7.07,31543 -2004/12/21,7.1,7.14,6.96,6.98,32096 -2004/12/22,6.98,7.12,6.97,7.1,36628 -2004/12/23,7.11,7.31,7.08,7.12,110477 -2004/12/24,7.11,7.2,7.07,7.11,36124 -2004/12/27,7.1,7.15,6.99,7.03,28074 -2004/12/28,7.04,7.07,6.97,7.02,14431 -2004/12/29,7.03,7.09,6.98,7,19173 -2004/12/30,7,7.04,6.95,7,28732 -2004/12/31,7,7.06,6.99,7,24103 -2005/1/4,6.98,6.98,6.82,6.88,38089 -2005/1/5,6.88,6.88,6.72,6.77,52252 -2005/1/6,6.8,6.83,6.63,6.68,42981 -2005/1/7,6.68,6.76,6.65,6.7,43629 -2005/1/10,6.8,6.95,6.73,6.93,71153 -2005/1/11,6.93,7.02,6.9,7.01,68952 -2005/1/12,7.02,7.03,6.91,6.97,27974 -2005/1/13,6.95,7.02,6.94,6.96,12848 -2005/1/14,6.96,7.08,6.9,6.92,17310 -2005/1/17,6.9,6.92,6.79,6.8,26208 -2005/1/18,6.8,6.88,6.73,6.88,15958 -2005/1/19,6.88,6.88,6.76,6.78,10294 -2005/1/20,6.75,6.78,6.65,6.72,21106 -2005/1/21,6.72,7.39,6.7,7.39,413737 -2005/1/24,7.67,7.76,7.42,7.65,467508 -2005/1/25,7.55,7.56,7.36,7.47,267953 -2005/1/26,7.47,7.59,7.38,7.42,162308 -2005/1/27,7.39,7.51,7.25,7.3,108080 -2005/1/28,7.28,7.46,7.21,7.44,104111 -2005/1/31,7.4,7.44,7.28,7.37,76626 -2005/2/1,7.36,7.56,7.32,7.5,114257 -2005/2/2,7.5,7.95,7.46,7.88,239071 -2005/2/3,7.88,7.9,7.63,7.66,137771 -2005/2/4,7.66,8.3,7.6,8.12,241704 -2005/2/16,8.16,8.28,8.01,8.04,127186 -2005/2/17,8.04,8.04,7.8,7.87,115674 -2005/2/18,7.88,7.96,7.75,7.8,80919 -2005/2/21,7.95,8.12,7.85,8.07,168369 -2005/2/22,8.07,8.18,7.99,8.11,103037 -2005/2/23,8.11,8.11,7.88,7.91,153737 -2005/2/24,7.9,8.03,7.84,7.88,101870 -2005/2/25,7.95,8.11,7.9,7.97,114734 -2005/2/28,7.95,7.95,7.66,7.74,174379 -2005/3/1,7.75,7.75,7.57,7.62,109238 -2005/3/2,7.62,7.72,7.55,7.6,88165 -2005/3/3,7.6,7.74,7.58,7.73,62804 -2005/3/4,7.73,7.74,7.61,7.66,50818 -2005/3/7,7.62,7.71,7.6,7.65,28201 -2005/3/8,7.69,7.81,7.5,7.78,131324 -2005/3/9,7.78,7.8,7.55,7.57,131850 -2005/3/10,7.6,7.66,7.4,7.45,83274 -2005/3/11,7.45,7.54,7.38,7.41,58579 -2005/3/14,7.42,7.45,7.25,7.37,70781 -2005/3/15,7.38,7.4,7.13,7.16,76734 -2005/3/16,7.16,7.22,7.13,7.16,51493 -2005/3/17,7.18,7.27,7.13,7.13,63911 -2005/3/18,7.13,7.27,7.12,7.19,53242 -2005/3/21,7.2,7.28,7.16,7.24,35636 -2005/3/22,7.24,7.24,6.83,6.84,89448 -2005/3/23,6.84,7.01,6.78,6.91,74145 -2005/3/24,6.91,6.95,6.81,6.91,35456 -2005/3/25,6.91,6.94,6.82,6.86,30012 -2005/3/28,6.86,6.9,6.79,6.9,29395 -2005/3/29,6.9,7.01,6.9,6.92,34022 -2005/3/30,6.92,6.93,6.74,6.75,42913 -2005/3/31,6.73,6.93,6.7,6.92,39312 -2005/4/1,6.92,7.4,6.83,7.24,112411 -2005/4/4,7.05,7.11,6.96,7,63075 -2005/4/5,7,7.05,6.96,7.02,25922 -2005/4/6,7,7.2,6.85,7.19,83599 -2005/4/7,7.2,7.74,7.16,7.4,193899 -2005/4/8,7.4,7.58,7.32,7.52,99440 -2005/4/11,7.53,7.71,7.42,7.49,137110 -2005/4/12,7.48,7.5,7.36,7.38,64880 -2005/4/13,7.4,7.69,7.4,7.48,93626 -2005/4/14,7.48,7.54,7.33,7.35,55578 -2005/4/15,7.28,7.3,7.14,7.26,58009 -2005/4/18,7.15,7.25,7.09,7.14,50184 -2005/4/19,7.11,7.22,7.11,7.21,62365 -2005/4/20,7.19,7.19,6.87,6.91,75756 -2005/4/21,6.91,7,6.89,6.92,37527 -2005/4/22,6.88,6.99,6.85,6.96,55562 -2005/4/25,6.91,7.04,6.9,7,53921 -2005/4/26,7,7.11,6.97,7.04,34607 -2005/4/28,6.95,6.95,6.6,6.87,99318 -2005/4/29,6.86,7.2,6.8,7.02,91394 -2005/5/9,7.09,7.1,6.89,6.9,44088 -2005/5/10,6.9,7.1,6.89,7.04,49067 -2005/5/11,7.05,7.17,7.01,7.06,55283 -2005/5/12,7.05,7.05,6.82,6.82,54174 -2005/5/13,6.8,6.96,6.75,6.86,38520 -2005/5/16,6.85,6.93,6.76,6.88,21429 -2005/5/17,6.88,7.04,6.83,6.94,29984 -2005/5/18,7,7.02,6.84,6.9,38101 -2005/5/19,6.91,7.06,6.88,7.04,35161 -2005/5/20,7.05,7.06,6.95,6.96,22623 -2005/5/23,6.96,6.96,6.75,6.81,69166 -2005/5/24,6.77,6.89,6.76,6.85,31534 -2005/5/25,6.88,6.96,6.8,6.82,31386 -2005/5/26,6.83,6.88,6.7,6.74,32253 -2005/5/27,6.74,6.82,6.66,6.7,26403 -2005/5/30,6.7,6.8,6.62,6.79,19256 -2005/5/31,6.79,6.83,6.68,6.7,28306 -2005/6/1,6.7,6.74,6.55,6.59,35054 -2005/6/2,6.58,6.65,6.41,6.48,66712 -2005/6/3,6.46,6.69,6.46,6.6,53526 -2005/6/6,6.59,6.72,6.5,6.68,28446 -2005/6/7,6.7,6.8,6.61,6.66,34119 -2005/6/8,7.33,7.33,6.69,7.18,156885 -2005/6/9,7.18,7.25,7.02,7.12,131936 -2005/6/10,7.12,7.37,7.06,7.17,150261 -2005/6/13,7.17,7.26,7.01,7.11,59610 -2005/6/14,7.14,7.18,7.05,7.07,54630 -2005/6/15,7.05,7.08,6.95,6.99,41289 -2005/6/16,7.01,7.34,7.01,7.32,221680 -2005/6/17,7.34,7.52,7.25,7.46,187577 -2005/6/20,7.52,7.7,7.39,7.56,209778 -2005/6/21,7.59,7.71,7.5,7.6,144592 -2005/6/22,7.57,7.74,7.54,7.72,132548 -2005/6/23,7.75,7.76,7.55,7.6,88286 -2005/6/24,7.55,7.69,7.47,7.62,132683 -2005/6/27,7.75,7.85,7.6,7.66,117670 -2005/6/29,7.6,7.62,7.45,7.53,60143 -2005/6/30,7.51,7.8,7.41,7.65,72035 -2005/7/1,7.58,7.58,7.31,7.36,47087 -2005/7/4,7.3,7.44,7.26,7.43,30881 -2005/7/5,7.43,7.5,7.3,7.4,25783 -2005/7/6,7.43,7.51,7.38,7.41,22130 -2005/7/7,7.38,7.5,7.31,7.35,21416 -2005/7/8,7.35,7.36,7.2,7.22,27017 -2005/7/11,7.31,7.46,7.3,7.32,35031 -2005/7/12,7.3,8.03,7.25,7.87,195931 -2005/7/13,7.8,7.85,7.69,7.73,59279 -2005/7/14,7.7,7.86,7.68,7.77,43116 -2005/7/15,7.78,7.89,7.76,7.79,70777 -2005/7/18,7.75,7.92,7.72,7.89,63641 -2005/7/19,7.89,8.13,7.83,7.92,113748 -2005/7/20,7.9,8.08,7.85,7.9,63991 -2005/7/21,7.92,7.98,7.76,7.92,63858 -2005/7/22,8.02,8.32,7.96,8.18,228375 -2005/7/25,8.2,8.34,8.12,8.27,118445 -2005/7/26,8.22,8.5,8.21,8.31,153660 -2005/7/27,8.3,8.35,8.17,8.3,85429 -2005/7/28,8.3,8.4,8.2,8.28,80140 -2005/7/29,8.26,8.34,8.2,8.34,73488 -2005/8/1,8.33,8.39,8.09,8.13,99844 -2005/8/2,8.1,8.22,8.1,8.21,74603 -2005/8/3,8.22,8.33,8.19,8.22,89788 -2005/8/4,8.2,8.28,8.14,8.19,43281 -2005/8/5,8.16,8.46,8.15,8.42,121316 -2005/8/8,8.46,8.62,8.45,8.47,94712 -2005/8/9,8.45,8.54,8.36,8.5,69337 -2005/8/10,8.5,8.73,8.45,8.65,92126 -2005/8/11,8.65,8.85,8.61,8.76,128609 -2005/8/12,8.77,8.86,8.49,8.51,105416 -2005/8/15,8.52,8.65,8.48,8.65,78476 -2005/8/16,8.68,8.84,8.43,8.49,143837 -2005/8/17,8.45,8.6,8.35,8.55,104593 -2005/8/18,8.55,8.57,8.18,8.23,120575 -2005/8/19,8.2,8.41,8.2,8.38,74688 -2005/8/22,8.38,8.42,8.25,8.38,45005 -2005/8/23,8.41,8.42,8.23,8.3,47106 -2005/8/24,8.35,8.52,8.31,8.47,140069 -2005/8/25,8.45,8.57,8.42,8.52,48080 -2005/8/26,8.58,8.69,8.47,8.51,42414 -2005/8/29,8.51,8.6,8.45,8.45,50494 -2005/8/30,8.45,8.51,8.4,8.46,24791 -2005/8/31,8.42,8.52,8.4,8.48,44417 -2005/9/1,8.48,8.68,8.39,8.62,94493 -2005/9/2,8.6,8.65,8.55,8.63,53723 -2005/9/5,8.63,8.66,8.54,8.56,37593 -2005/9/6,8.54,8.55,8.38,8.4,58420 -2005/9/7,8.39,8.47,8.31,8.44,55144 -2005/9/8,8.46,8.55,8.4,8.54,64385 -2005/9/9,8.52,8.58,8.46,8.48,44448 -2005/9/12,8.5,8.67,8.5,8.61,66828 -2005/9/13,8.61,8.64,8.52,8.64,34854 -2005/9/14,8.64,8.96,8.61,8.85,111143 -2005/9/15,8.86,8.88,8.8,8.86,34845 -2005/9/16,8.86,9.02,8.84,8.9,62436 -2005/9/19,8.9,8.97,8.82,8.85,39076 -2005/9/20,8.86,8.88,8.67,8.71,42595 -2005/9/21,8.66,8.76,8.47,8.49,49920 -2005/9/22,8.47,8.51,8.12,8.27,71246 -2005/9/23,8.2,8.32,8.14,8.17,34844 -2005/9/26,8.2,8.32,8.18,8.21,22869 -2005/9/27,8.21,8.31,7.96,8.06,40161 -2005/9/29,8.11,8.27,8.11,8.18,26284 -2005/9/30,8.18,8.32,8.18,8.3,27977 -2005/10/10,8.26,8.41,8.21,8.39,27507 -2005/10/11,8.37,8.47,8.31,8.47,31483 -2005/10/12,8.47,8.53,8.38,8.5,52833 -2005/10/13,8.49,8.6,8.49,8.5,58605 -2005/10/14,8.5,8.54,8.23,8.23,35704 -2005/10/17,8.23,8.33,8.18,8.3,24926 -2005/10/18,8.3,8.35,8.12,8.15,34299 -2005/10/19,8.18,8.47,8.18,8.4,65622 -2005/10/20,8.4,8.82,8.35,8.78,121918 -2005/10/21,8.78,8.94,8.7,8.72,103567 -2005/10/24,8.7,8.74,8.58,8.73,32998 -2005/10/25,8.72,8.75,8.57,8.61,30746 -2005/10/26,8.6,8.61,8.29,8.33,70139 -2005/10/27,8.31,8.45,8.23,8.3,46304 -2005/10/28,8.3,8.39,8.1,8.3,59498 -2005/10/31,8.31,8.66,8.3,8.52,68992 -2005/11/1,8.48,8.62,8.48,8.6,47013 -2005/11/2,8.68,8.68,8.5,8.54,36217 -2005/11/3,8.53,8.58,8.07,8.2,122621 -2005/11/4,8.2,8.33,8.15,8.3,51429 -2005/11/7,8.29,8.29,8.11,8.16,45441 -2005/11/8,8.15,8.3,8.08,8.29,40530 -2005/11/9,8.29,8.42,8.24,8.37,53121 -2005/11/10,8.35,8.42,8.26,8.29,46971 -2005/11/11,8.2,8.37,8.2,8.33,22767 -2005/11/14,8.32,8.33,8.12,8.13,32616 -2005/11/15,8.13,8.27,8.12,8.15,28616 -2005/11/16,8.2,8.3,8.15,8.26,21182 -2005/11/17,8.26,8.31,8.17,8.26,7499 -2005/11/18,8.26,8.66,8.26,8.65,82510 -2005/11/21,8.6,8.65,8.52,8.61,32598 -2005/11/22,8.59,8.59,8.46,8.46,18847 -2005/11/23,8.45,8.66,8.41,8.59,21154 -2005/11/24,8.62,8.8,8.55,8.72,60608 -2005/11/25,8.71,8.76,8.65,8.73,26183 -2005/11/28,8.73,8.76,8.6,8.66,33348 -2005/11/29,8.62,8.67,8.55,8.65,36790 -2005/11/30,8.62,8.87,8.59,8.81,72897 -2005/12/1,8.81,8.83,8.63,8.69,95823 -2005/12/2,8.67,8.82,8.64,8.78,48521 -2005/12/5,8.75,8.82,8.66,8.72,37466 -2005/12/6,8.67,8.9,8.62,8.87,60821 -2005/12/7,8.89,8.91,8.79,8.89,41313 -2005/12/8,8.89,8.99,8.78,8.79,57885 -2005/12/9,8.71,9.13,8.71,9.06,95382 -2005/12/12,9.06,9.18,9,9.11,68955 -2005/12/13,9.11,9.16,9.02,9.11,35558 -2005/12/14,9.1,9.45,9.1,9.32,133558 -2005/12/15,9.35,9.46,9.27,9.33,73650 -2005/12/16,9.33,9.41,9.26,9.31,64106 -2005/12/19,9.3,9.33,9.18,9.3,68924 -2005/12/20,9.3,9.59,9.28,9.56,77269 -2005/12/21,9.56,9.85,9.53,9.58,142932 -2005/12/22,9.56,9.75,9.56,9.72,57978 -2005/12/23,9.72,9.85,9.65,9.74,61011 -2005/12/26,9.74,10.03,9.73,9.89,122230 -2005/12/27,9.9,9.95,9.6,9.66,75147 -2005/12/28,9.64,9.73,9.57,9.66,75879 -2005/12/29,9.62,9.82,9.61,9.74,76467 -2005/12/30,9.77,9.95,9.72,9.75,121611 -2006/1/4,9.82,10.28,9.8,10.25,163333 -2006/1/5,10.25,10.5,10.16,10.42,177381 -2006/1/6,10.4,10.83,10.3,10.72,186432 -2006/1/9,10.75,10.76,10.44,10.59,168938 -2006/1/10,10.58,10.75,10.31,10.62,143593 -2006/1/11,10.58,10.73,10.46,10.65,93245 -2006/1/12,10.62,10.74,10.48,10.71,58095 -2006/1/13,10.7,10.95,10.33,10.42,136454 -2006/1/16,10.42,10.44,10.03,10.07,133244 -2006/1/17,10.05,10.4,10,10.3,116692 -2006/1/18,10.65,10.95,10.48,10.95,133458 -2006/1/19,10.95,11.31,10.88,11.13,185364 -2006/1/20,11.1,11.2,10.9,11.11,87636 -2006/1/23,11.02,11.22,10.9,10.99,90165 -2006/1/24,10.95,11.16,10.81,10.93,87890 -2006/1/25,10.93,11.29,10.91,11.27,88900 -2006/2/6,11.32,11.63,11.31,11.54,128835 -2006/2/7,11.54,11.59,11.12,11.26,93658 -2006/2/8,11.2,11.53,11.2,11.34,140609 -2006/2/9,11.32,11.32,10.93,11.03,124903 -2006/2/10,10.93,11.1,10.85,11.07,116884 -2006/2/13,11.08,11.1,10.83,11.06,67068 -2006/2/14,11.08,11.2,10.93,11.14,46612 -2006/2/16,11.32,11.48,11.15,11.29,181929 -2006/2/17,11.26,11.72,11.17,11.58,189012 -2006/2/20,11.56,11.85,11.45,11.71,135688 -2006/2/21,11.69,11.97,11.67,11.9,187026 -2006/2/22,11.95,11.97,11.78,11.83,136080 -2006/2/23,11.78,12.05,11.75,12,112957 -2006/2/24,11.99,12.2,11.97,12.19,315504 -2006/3/9,11.49,11.49,10.97,11.01,391081 -2006/3/10,10.9,11.08,10.76,10.84,142287 -2006/3/13,10.84,11.05,10.84,11.01,94054 -2006/3/14,11.01,11.1,10.61,10.64,131764 -2006/3/15,10.64,10.82,10.58,10.75,119832 -2006/3/16,10.75,11.04,10.7,10.84,139330 -2006/3/17,10.86,10.92,10.75,10.77,99733 -2006/3/20,10.75,10.93,10.53,10.86,185135 -2006/5/12,10.06,10.66,9.8,10.21,1410869 -2006/5/15,10.2,10.28,9.72,10.08,961230 -2006/5/16,10.06,10.29,9.77,10.04,599343 -2006/5/17,10.05,10.24,9.95,10.15,418709 -2006/5/18,10.1,10.11,9.8,9.96,276242 -2006/5/19,9.94,10.16,9.85,10.09,383717 -2006/5/22,10.06,10.09,9.83,9.87,395597 -2006/5/23,9.81,9.82,9.46,9.51,314318 -2006/5/24,9.51,10.26,9.51,10,632652 -2006/5/25,9.95,10.08,9.81,9.95,212903 -2006/5/26,9.95,10.33,9.94,10.22,380975 -2006/5/29,10.23,10.31,10.05,10.23,230727 -2006/5/31,10.2,10.3,9.94,9.97,230889 -2006/6/1,10,10.37,9.93,10.17,373009 -2006/6/2,10.18,10.23,9.95,10,217844 -2006/6/5,9.98,9.98,9.67,9.92,209459 -2006/6/6,9.9,9.97,9.75,9.79,141114 -2006/6/7,9.7,9.72,9.07,9.08,304841 -2006/6/8,9.01,9.05,8.7,8.95,288278 -2006/6/9,8.94,9,8.72,8.75,132809 -2006/6/12,8.7,9.13,8.58,9.07,202029 -2006/6/13,9,9.08,8.84,8.89,125755 -2006/6/14,8.82,8.86,8.67,8.72,84453 -2006/6/16,8.8,9.34,8.79,9.3,204101 -2006/6/19,9.1,9.29,9.03,9.21,173391 -2006/6/20,9.2,9.53,9.1,9.49,169113 -2006/6/21,9.45,9.51,9.29,9.4,158045 -2006/6/22,9.3,9.73,9.3,9.59,158973 -2006/6/23,9.58,9.88,9.52,9.82,208560 -2006/6/26,9.82,10.02,9.81,10,169145 -2006/6/27,10,10.03,9.75,9.8,96023 -2006/6/28,9.77,9.86,9.71,9.74,49230 -2006/6/29,9.71,10.05,9.71,9.88,141378 -2006/6/30,9.95,10.04,9.85,9.91,128074 -2006/7/3,9.93,10.31,9.9,10.3,312133 -2006/7/4,10.3,10.33,10,10.13,193953 -2006/7/5,10.1,10.13,9.65,9.67,156091 -2006/7/6,9.68,9.81,9.65,9.73,88328 -2006/7/7,9.76,9.79,9.51,9.54,149146 -2006/7/10,9.78,9.8,9.6,9.67,132549 -2006/7/11,9.71,9.78,9.6,9.76,112483 -2006/7/12,9.76,9.85,9.7,9.71,113622 -2006/7/13,9.66,9.66,9.19,9.28,183044 -2006/7/14,9.25,9.55,9.19,9.36,121878 -2006/7/17,9.3,9.42,9.24,9.36,56235 -2006/7/18,9.36,9.38,9.26,9.35,42156 -2006/7/19,9.34,9.34,9.2,9.23,53705 -2006/7/20,9.26,9.32,9.23,9.27,44413 -2006/7/21,9.28,9.54,9.25,9.39,79773 -2006/7/24,9.2,9.57,9.1,9.45,63126 -2006/7/25,9.45,9.5,9.29,9.31,87951 -2006/7/26,9.35,9.4,9.22,9.31,72080 -2006/7/27,9.26,9.45,9.14,9.19,72128 -2006/7/28,9.2,9.24,8.99,9.06,90944 -2006/7/31,9.02,9.02,8.78,8.8,97491 -2006/8/1,8.8,8.9,8.74,8.76,70032 -2006/8/2,8.75,8.84,8.6,8.7,83698 -2006/8/3,8.75,8.92,8.7,8.87,55911 -2006/8/4,8.9,9,8.8,8.83,79796 -2006/8/7,8.8,9.06,8.74,8.88,61618 -2006/8/8,8.88,9.16,8.88,9.11,61541 -2006/8/9,9.12,9.23,9,9,68865 -2006/8/10,9.01,9.24,9.01,9.21,89430 -2006/8/11,9.2,9.27,9.18,9.26,53025 -2006/8/14,9.26,9.45,9.18,9.23,85320 -2006/8/15,9.22,9.42,9.15,9.4,57967 -2006/8/16,9.44,9.66,9.38,9.52,172723 -2006/8/17,9.5,9.5,9.3,9.34,52174 -2006/8/18,9.28,9.46,9.28,9.29,42026 -2006/8/21,9.09,9.44,8.96,9.4,63633 -2006/8/22,9.34,9.71,9.34,9.58,135009 -2006/8/23,9.58,9.8,9.58,9.67,141390 -2006/8/24,9.67,9.72,9.52,9.68,84979 -2006/8/25,9.7,9.72,9.55,9.59,89796 -2006/8/28,9.61,10.05,9.54,9.91,317751 -2006/8/29,9.9,10.06,9.72,9.77,212149 -2006/8/30,9.74,9.8,9.61,9.74,76477 -2006/8/31,9.75,10,9.75,9.83,182475 -2006/9/1,9.81,9.82,9.5,9.6,116365 -2006/9/4,9.61,9.82,9.6,9.74,83088 -2006/9/5,9.76,10.02,9.76,9.89,348566 -2006/9/6,9.96,10.03,9.87,10.03,189899 -2006/9/7,10.02,10.27,10.02,10.05,219142 -2006/9/8,10.1,10.26,9.96,10.25,208662 -2006/9/11,10.24,10.61,10.23,10.6,371181 -2006/9/12,10.58,10.68,10.48,10.5,246887 -2006/9/13,10.5,10.89,10.48,10.57,222989 -2006/9/14,10.58,10.82,10.33,10.46,194888 -2006/9/15,10.49,10.69,10.39,10.47,200072 -2006/9/18,10.46,10.52,10.05,10.25,291506 -2006/9/19,10.24,10.55,10.21,10.39,176517 -2006/9/20,10.38,10.66,10.36,10.61,209078 -2006/9/21,10.63,10.94,10.63,10.89,291200 -2006/9/22,10.96,11.1,10.58,10.64,431613 -2006/9/25,10.59,10.67,10.19,10.34,283909 -2006/9/26,10.32,10.33,10.08,10.15,242769 -2006/9/27,10.15,10.42,10.14,10.4,105694 -2006/9/28,10.4,10.53,10.33,10.46,124172 -2006/9/29,10.54,10.64,10.49,10.62,128800 -2006/10/9,10.88,11.68,10.88,11.68,553133 -2006/10/10,11.6,12.04,11.52,11.8,470710 -2006/10/11,11.79,12.05,11.67,11.97,170817 -2006/10/12,11.97,12.5,11.92,12.12,251663 -2006/10/13,12.06,12.57,11.97,12.18,186803 -2006/10/16,12.2,12.58,12.15,12.4,210501 -2006/10/17,12.37,12.37,11.92,12.05,200692 -2006/10/18,12.03,12.92,11.95,12.91,228333 -2006/10/19,12.88,12.96,12.69,12.95,161604 -2006/10/20,12.88,13.38,12.81,13.15,229657 -2006/10/23,13.01,13.35,12.7,12.76,177183 -2006/10/24,12.72,13.13,12.72,13.12,136765 -2006/10/25,13.16,13.98,13.16,13.79,309021 -2006/10/26,13.7,14.08,13.47,14.02,196529 -2006/10/27,13.95,14.5,13.7,13.72,265185 -2006/10/30,13.61,13.69,13.22,13.4,164296 -2006/10/31,13.4,14.08,13.4,13.98,122869 -2006/11/1,13.98,13.98,13.44,13.83,185817 -2006/11/2,13.79,13.79,13.13,13.33,166603 -2006/11/3,13.3,13.76,13.3,13.58,168607 -2006/11/6,13.37,13.75,13.34,13.58,149859 -2006/11/7,13.67,14.45,13.67,14.37,236378 -2006/11/8,14.25,14.26,13.85,13.98,119901 -2006/11/9,13.95,14.98,13.9,14.73,220868 -2006/11/10,14.7,15.75,14.66,15.16,369421 -2006/11/13,15.03,15.6,14.36,14.42,304539 -2006/11/14,14.6,15.15,14.43,14.99,247355 -2006/11/15,15,15.3,14.72,15.23,277140 -2006/11/22,15.9,16.74,15.36,16.4,441712 -2006/11/23,16.39,16.93,16.3,16.55,178778 -2006/11/24,16.4,16.46,15.73,16.05,166071 -2006/11/27,15.79,15.96,15.2,15.55,174353 -2006/11/28,15.49,16,15.45,15.85,135769 -2006/11/29,15.4,16.12,15.23,15.93,146218 -2006/11/30,15.8,16.85,15.78,16.83,305308 -2006/12/1,16.87,17.1,16.3,16.54,220679 -2006/12/4,16.45,17.3,16.36,17.18,290350 -2006/12/5,17.21,18,17.11,17.28,235475 -2006/12/6,17.2,17.77,16.38,17,235044 -2006/12/7,16.94,17.77,16.92,17.07,261701 -2006/12/8,16.7,17.2,16.3,16.37,221259 -2006/12/11,16.12,16.96,16.12,16.93,208372 -2006/12/12,16.99,17.65,16.73,17.28,174008 -2006/12/13,17.4,17.5,16.79,16.98,255512 -2006/12/14,17.27,17.5,16.5,16.86,158182 -2006/12/15,17,17.68,16.8,17.65,224876 -2006/12/18,17.8,18.2,17.68,18.02,239409 -2006/12/19,18.02,18.3,17.48,17.79,184245 -2006/12/20,17.5,17.8,17.25,17.6,167693 -2006/12/21,17.6,17.8,17.12,17.2,221740 -2006/12/22,17.08,17.59,16.96,17.39,212803 -2006/12/25,17.6,18.67,17.55,18.36,329431 -2006/12/26,18.3,18.7,17.9,18.14,222236 -2006/12/27,18.2,19.38,18,19.37,199181 -2006/12/28,19.46,21.22,19.4,20.17,266291 -2006/12/29,20.33,21.53,20.32,21.31,281221 -2007/1/4,21.65,23.44,19.96,21.46,508894 -2007/1/5,21.46,21.46,19.52,20.83,357056 -2007/1/8,20.8,21.68,20.61,21.25,254889 -2007/1/9,21.03,22.9,21,22.79,329619 -2007/1/10,22.83,24.28,22.83,23.63,352768 -2007/1/11,23.5,24.33,22.52,23.22,228859 -2007/1/12,22.9,23.37,22.2,22.6,232148 -2007/1/15,22.92,24,22.71,23.95,228229 -2007/1/16,24.01,24.45,23.2,23.78,201942 -2007/1/17,23.85,24.01,22.54,22.94,292171 -2007/1/18,22.7,23.01,20.65,21.39,353450 -2007/1/19,21.5,22.3,21.5,21.82,296652 -2007/1/22,22.5,23.1,21.95,22.59,421726 -2007/1/23,22.88,24.85,22.32,24.85,491352 -2007/1/24,24.91,25.99,24.11,24.7,352938 -2007/1/25,24.3,25.5,23.81,24.37,286076 -2007/1/26,24.05,26.81,23.8,26.58,371711 -2007/1/29,26.4,27.8,25.97,27.19,374506 -2007/1/30,27,28.33,25.8,26.33,388509 -2007/1/31,26.28,26.28,23.7,24.99,281170 -2007/2/1,24.4,25.16,24.2,24.59,175139 -2007/2/2,24.65,24.97,22.33,23,199090 -2007/2/5,22.65,23.1,21.52,21.7,272387 -2007/2/6,21.68,23.44,20.59,23.17,519051 -2007/2/7,22.88,24.5,22.82,24,401711 -2007/2/8,23.95,24.14,23.01,23.52,167338 -2007/2/9,23.3,23.63,22.5,22.54,161642 -2007/2/12,22.9,24.2,22.6,24.14,145918 -2007/2/13,24.29,25.28,24.09,24.63,109159 -2007/2/14,24.8,25.58,24.48,25.04,130270 -2007/2/15,25.41,26.14,25.3,25.62,135387 -2007/2/16,25.66,26.15,25.25,25.49,224284 -2007/2/26,25.26,25.26,23.91,24.26,254432 -2007/2/27,24.24,24.4,21.83,21.85,389475 -2007/2/28,21.38,22.48,21.18,22.32,332595 -2007/3/1,22.52,22.82,21.61,21.87,234793 -2007/3/2,21.89,22.19,21.43,21.95,238131 -2007/3/5,21.7,22.38,21.2,21.65,180287 -2007/3/6,21.8,23.82,21.79,23.6,545484 -2007/3/7,23.27,24.64,23.02,23.9,339338 -2007/3/8,23.9,24.28,23.41,24.15,123814 -2007/3/9,24.29,25.18,24.25,24.82,305024 -2007/3/12,24.8,24.81,23.69,24,189584 -2007/3/13,24,24,23.31,23.61,111121 -2007/3/14,23.01,23.22,22.51,22.91,224636 -2007/3/15,23.11,24.2,23.1,24.11,204241 -2007/3/16,24.4,24.58,22.88,23.11,159516 -2007/3/19,22.61,25.42,22.55,25.37,520669 -2007/3/20,25.19,25.42,24.65,25.03,233310 -2007/3/21,25.05,26.5,25.03,26.17,448859 -2007/3/22,26.37,26.63,25.8,26.28,350928 -2007/3/23,26.35,26.6,25.11,25.76,269493 -2007/3/26,25,26.14,24.8,25.83,214000 -2007/3/27,25.85,25.85,25.01,25.31,145782 -2007/3/28,25.21,26.3,24.9,25.94,287433 -2007/3/29,26.07,28.32,25.9,26.69,443594 -2007/3/30,26.21,27,26.18,26.72,151772 -2007/4/2,26.9,28.3,26.7,28.04,217709 -2007/4/3,28.1,28.42,27.8,27.99,215339 -2007/4/4,27.89,29,27.8,28.48,157604 -2007/4/5,28.5,29.8,28.5,29.09,229585 -2007/4/6,28.64,29.15,27.9,28.25,180051 -2007/4/9,28.25,29.5,27.9,28.6,142711 -2007/4/10,28.55,29.33,28.35,29.29,260173 -2007/4/11,29.3,31.26,29.3,30.55,251636 -2007/4/12,30.5,30.99,29.88,30.04,171993 -2007/4/13,30.09,30.38,29.5,29.84,156221 -2007/4/16,29.6,31.34,29.17,30.7,154580 -2007/4/17,30.89,30.99,28.88,29.84,171080 -2007/4/18,29.83,29.83,28.48,28.81,243835 -2007/4/19,28.81,29,26.4,27.03,261149 -2007/4/20,27.35,28.19,27.1,27.95,211064 -2007/4/23,27.96,28.66,27.6,28.6,308398 -2007/4/24,28.71,28.8,27.75,27.94,204340 -2007/4/25,27.85,30.1,27.11,28.82,273237 -2007/4/26,29.15,29.45,28,28.38,239526 -2007/4/27,28.45,28.59,27.15,27.49,360346 -2007/4/30,27.2,27.52,26.6,26.9,382334 -2007/5/8,27.66,28.41,27.25,28.13,333968 -2007/5/9,27.8,29.03,27.35,28.89,492098 -2007/5/10,28.94,30.45,28.8,29.29,502662 -2007/5/11,28.9,29.57,28.16,29.29,360527 -2007/5/14,28.78,30.12,28.5,29.26,1007490 -2007/5/15,29,29.3,26.99,27.07,582898 -2007/5/16,27.02,27.85,26.99,27.36,374643 -2007/5/17,27.4,28.3,27.27,27.94,448783 -2007/5/18,27.99,28.15,27.48,27.74,263810 -2007/5/21,27.01,27.8,27,27.55,438435 -2007/5/23,27.5,28.1,27.4,27.7,443952 -2007/5/24,28,29.5,27.96,29.11,801706 -2007/5/25,29,30.85,28.82,29.44,518265 -2007/5/28,29.8,30.2,29.47,29.65,301058 -2007/5/29,29.65,30.06,29.5,29.72,265231 -2007/5/30,27.5,31.24,27.5,30.69,756722 -2007/5/31,31.3,33.76,31.28,33.76,649701 -2007/6/1,33.69,35.66,33,33.01,471051 -2007/6/4,33.76,33.99,31,32.44,282444 -2007/6/5,31.9,33,29.2,32.79,329276 -2007/6/6,31.9,32.86,31,32.27,236678 -2007/6/7,32.41,34,32.16,32.73,255289 -2007/6/8,32.7,32.7,31.18,31.6,272818 -2007/6/11,31.6,32.95,30.7,32.32,398198 -2007/6/12,31.9,32.57,31,32.39,310928 -2007/6/13,32.3,34.3,32.3,33.63,378747 -2007/6/14,33.21,34.78,32.35,34.19,340053 -2007/6/15,33.51,36.83,33.5,35.91,427099 -2007/6/18,36.4,38.23,36.4,36.99,447070 -2007/6/19,36.55,38.1,36.3,36.97,225559 -2007/6/20,36.97,36.97,35.2,35.31,144517 -2007/6/21,35.2,37.16,35.19,36.4,235682 -2007/6/22,36.4,38.5,35.85,37.39,223017 -2007/6/25,37.32,39.15,37.31,37.87,353977 -2007/6/26,37.4,38,35.9,37.19,199879 -2007/6/27,37.19,38.8,36.61,38.65,202849 -2007/6/28,38.71,39.5,37.39,37.59,128205 -2007/6/29,36.8,38.05,36.18,36.59,165050 -2007/7/2,36.2,36.5,34.34,35.48,164983 -2007/7/3,35.48,36.32,34.5,35.89,96485 -2007/7/4,35.95,36.2,34.1,34.28,109050 -2007/7/5,33.71,34.4,33.33,33.55,68324 -2007/7/6,33.15,34.7,32.52,34.64,105949 -2007/7/9,34.71,36.2,34,35.63,126299 -2007/7/10,35.73,37.34,35.73,36.16,131907 -2007/7/11,35.98,36.85,35.6,36.45,99966 -2007/7/12,36.65,37.32,36.15,37.3,118566 -2007/7/13,37.3,37.3,35.9,36.44,42551 -2007/7/16,36.68,36.68,34.8,34.89,52770 -2007/7/17,34.66,36.72,34.3,36.33,115114 -2007/7/18,36.14,38.2,36.11,36.58,280917 -2007/7/19,36.25,37.8,36.25,37.38,147844 -2007/7/20,37.56,41.12,37.38,41.07,471575 -2007/7/23,41.4,42.8,41.15,41.68,253212 -2007/7/24,41.75,42.5,40.55,41.83,187913 -2007/7/25,42,43,41.83,42.3,119485 -2007/7/26,42.3,42.35,41.13,41.38,133739 -2007/7/27,41,41,39.82,40.47,163586 -2007/7/30,40.3,41.3,39.9,41,167418 -2007/7/31,40.7,41.1,39.5,40.25,212695 -2007/8/1,40.55,42.19,40,40.39,216850 -2007/8/2,40.7,42.27,40.7,41.81,178893 -2007/8/3,42.11,44.58,42.11,44.23,272467 -2007/8/6,44.6,46.17,43.3,45.04,153587 -2007/8/7,45,45.45,43.95,44.09,151665 -2007/8/8,43.42,45.48,43,44,189407 -2007/8/9,43.8,46.08,43.8,45.2,168625 -2007/8/10,45.22,45.7,43.51,44.59,146096 -2007/8/13,44.56,46,40.14,44,251802 -2007/8/14,43.5,46.11,43.01,45.48,270155 -2007/8/15,45.5,46.5,44.88,45.95,143585 -2007/8/16,45.69,46.02,43.9,44.27,105204 -2007/8/17,43.83,44.7,41.8,42.04,242393 -2007/8/20,43.14,45.05,43.14,44.96,189500 -2007/8/21,45.1,47.4,44.98,46.9,236165 -2007/8/22,46.01,50.09,46.01,49.39,281288 -2007/8/23,49.39,51,48.25,49.95,239773 -2007/8/24,49.85,53.25,49.5,52.68,293155 -2007/8/27,52.68,54.28,51.5,52.01,210761 -2007/8/28,52,53.39,50.98,52,178002 -2007/8/29,52,53.35,51.5,51.88,122212 -2007/8/30,52.48,53.83,52.48,52.96,126702 -2007/8/31,53,55.1,52.9,55,162347 -2007/9/3,55.38,57.9,55.38,56.04,171063 -2007/9/4,56,56.5,53.4,54.37,187614 -2007/9/5,54,54.4,52.5,53.19,115662 -2007/9/6,53.38,54.7,52.2,53.25,203689 -2007/9/7,52.2,53.83,50.9,51.91,114633 -2007/9/10,51,53.65,50.18,53.19,107625 -2007/9/11,53.13,54.1,50.48,50.95,111279 -2007/9/12,50.14,51.79,49.3,49.76,147141 -2007/9/13,50.29,51.75,49.7,50.91,140834 -2007/9/14,51.02,52.18,50.05,50.91,154547 -2007/9/17,51.4,52.65,51.26,51.56,293776 -2007/9/18,51.97,52.28,49.3,49.9,126994 -2007/9/19,49.65,51.1,48.95,49.52,78876 -2007/9/20,49.91,51.08,49.1,49.74,116793 -2007/9/21,49.71,50.3,47.7,48.98,183069 -2007/9/24,49,50.25,48.82,50.2,167216 -2007/9/25,50.53,51,49.16,49.72,81276 -2007/9/26,49.2,50.92,48.58,48.71,209936 -2007/9/27,48.62,50.6,48.62,50.4,191963 -2007/9/28,51.17,52.79,50.55,52.5,176109 -2007/10/8,53.64,56.15,53.2,55.1,193187 -2007/10/9,55.1,56.01,53.51,54.98,86598 -2007/10/10,55,56.88,53.71,54.13,112873 -2007/10/11,54.26,56.15,54.26,55.97,230665 -2007/10/12,55.99,57.38,51.5,54.99,144463 -2007/10/15,55,56.1,52.5,53.96,180019 -2007/10/16,54.01,56.1,54.01,55.07,184583 -2007/10/17,54.91,57.1,53.51,54.73,290390 -2007/10/18,54.6,54.73,51.5,51.65,139783 -2007/10/19,52.18,52.83,50.11,51.21,145478 -2007/10/22,50.88,52.32,49.46,52,114649 -2007/10/23,51.88,53.5,51.55,52.59,163961 -2007/10/24,53.1,56.3,52.52,54.97,166058 -2007/10/25,54.69,56.4,54.4,55.07,143873 -2007/10/26,54.8,58.5,54,58.07,185884 -2007/10/29,57.55,60.91,57.1,58.05,165028 -2007/10/30,58.06,58.7,56.7,57.75,117980 -2007/10/31,58.85,59.29,56.3,58.79,155240 -2007/11/1,58.2,60.08,57.55,59.68,88095 -2007/11/2,58.95,59.79,56.7,57.87,54719 -2007/11/5,56.8,57.8,54.82,54.91,70404 -2007/11/6,54.64,55.5,54,54.2,81726 -2007/11/7,54.5,55.8,54.12,55.68,59333 -2007/11/8,55.7,55.7,52.32,52.93,102389 -2007/11/9,52.4,54.37,52.31,53.68,129116 -2007/11/12,52.43,55.78,52.43,55.44,221987 -2007/11/13,55.97,56.37,52,52.88,64180 -2007/11/14,53.2,54.25,51.7,53.91,105653 -2007/11/15,53.85,55.99,53.5,54.78,74625 -2007/11/16,54,54.78,52.5,52.86,45467 -2007/11/19,52.66,53.3,50.26,50.8,90253 -2007/11/20,50.5,51,48.8,50.28,110774 -2007/11/21,50.41,52.09,49.19,49.36,82685 -2007/11/22,49,49.33,46.4,46.92,131901 -2007/11/23,46.5,48.1,46.5,48,54252 -2007/11/26,48.56,50,47.6,47.82,106790 -2007/11/27,47.69,48.5,47,47.69,30359 -2007/11/28,48.03,48.66,47.56,47.96,28991 -2007/11/29,48.88,52.08,48.5,51.71,133525 -2007/11/30,51.8,52.2,50.49,51.89,105728 -2007/12/3,51.36,54.51,51.12,53.66,112702 -2007/12/4,53.69,54.65,52.7,53.17,60119 -2007/12/5,53,54.25,52.95,53.96,56509 -2007/12/6,54.05,55.98,53.35,55.77,104178 -2007/12/7,55.8,56.1,55,55.6,48584 -2007/12/10,54.11,54.42,53.31,54.26,165827 -2007/12/11,54.3,54.7,51.9,53.06,133997 -2007/12/12,52.24,52.24,49.18,49.93,283446 -2007/12/13,49.12,50.23,48.38,48.47,197453 -2007/12/14,48.03,49.5,47.71,49.47,160677 -2007/12/17,48.99,48.99,45.9,46.51,175297 -2007/12/18,46.25,47.5,45.5,46.02,110979 -2007/12/19,46.51,47.8,46.46,47.37,75297 -2007/12/20,47.9,50.1,47.5,49.41,98929 -2007/12/21,49.1,50.46,48.77,49.13,154451 -2007/12/24,49.61,50.35,49.15,50.07,136832 -2007/12/25,50.2,50.8,49.79,50.24,136293 -2007/12/26,50.27,51.04,49.5,50.09,166403 -2007/12/27,50.02,51.6,49.45,51.57,251088 -2007/12/28,51.5,53.15,51.21,52.8,153610 -2008/1/2,53,55.05,51.81,53.55,131584 -2008/1/3,53,53.55,49.58,50.87,211347 -2008/1/4,50.95,53.61,50.02,53.01,139250 -2008/1/7,52.78,56.45,52.68,55.99,228043 -2008/1/8,56.2,57.19,56,56.39,161255 -2008/1/9,56.39,57.5,55.5,56.86,102511 -2008/1/10,57.08,57.88,56.5,56.96,217966 -2008/1/11,56.9,61.97,56.9,61.59,231544 -2008/1/14,61,61.39,59,59.19,142918 -2008/1/15,59.68,61.13,58.88,59.14,161222 -2008/1/16,58.1,58.5,54.3,55.82,175253 -2008/1/17,55.01,57.28,53.8,56.47,108675 -2008/1/18,55.98,57.56,55.4,57.05,83246 -2008/1/21,56.9,56.9,54,54.06,76278 -2008/1/22,52,54.5,48.65,50,237331 -2008/1/23,51.2,52.94,50.6,52.21,142449 -2008/1/24,52.8,53.08,49.99,51.46,109841 -2008/1/25,51,54.28,49.21,53.2,224258 -2008/1/28,52.5,52.5,49.65,50.59,71826 -2008/1/29,51.15,52.28,48.6,50.39,57172 -2008/1/30,50.4,50.7,45.8,47.73,148543 -2008/1/31,46.8,48.2,44.8,46,128975 -2008/2/1,46,47.68,44.85,47.23,120040 -2008/2/4,49,51.95,49,51.95,190052 -2008/2/5,52.4,52.5,50.9,51.4,113230 -2008/2/13,50,50.8,48.86,48.98,88990 -2008/2/14,49.78,51.15,49.67,50.03,65639 -2008/2/15,49.88,49.88,48.3,48.82,39435 -2008/2/18,49.81,51.2,49.1,50.22,55582 -2008/2/19,50.26,51.2,48.8,51.09,156283 -2008/2/20,50.5,50.5,45.98,45.98,733089 -2008/2/21,42.1,44.62,41.5,43.23,427392 -2008/2/22,42.9,42.9,39.97,39.98,278454 -2008/2/25,39.71,39.8,38.25,39,191011 -2008/2/26,40.48,41.8,39.45,40.49,238235 -2008/2/27,40.38,42.12,38.8,40.62,281058 -2008/2/28,39.48,41.63,39.21,40.89,150332 -2008/2/29,41.01,42.3,41,42.13,174203 -2008/3/3,41.65,43.05,40.78,42.83,131701 -2008/3/4,42.85,43,38.9,38.98,356841 -2008/3/5,39.5,40,38.65,39.15,127748 -2008/3/6,39.68,41.91,38.75,40.1,179861 -2008/3/7,39.1,40.58,39.05,39.44,122712 -2008/3/10,39.18,39.18,36.36,36.46,222600 -2008/3/11,36.28,36.5,34.98,35.45,204877 -2008/3/12,36.55,36.78,33,33.3,273057 -2008/3/13,32.98,34.1,32.53,33.77,231674 -2008/3/14,33.74,33.85,31.84,32.44,232353 -2008/3/17,32.25,33.78,31.62,32.62,164829 -2008/3/18,32.38,33.8,31.68,32.58,184440 -2008/3/20,31.02,35.17,30.01,34.7,300570 -2008/3/21,34.6,35.5,33.69,34.28,255930 -2008/3/24,34.65,34.79,30.85,30.85,337217 -2008/3/25,30.31,32.1,29.63,31.43,249858 -2008/3/26,31.89,33.5,31.89,33.04,365398 -2008/3/27,32.3,33.97,31.82,33.26,219029 -2008/3/28,33,36.06,32.65,35.82,400005 -2008/3/31,34.58,36.58,34.21,35.4,275568 -2008/4/1,35.02,36.55,33.3,35.35,250548 -2008/4/2,36.04,37.85,35.61,36.3,419024 -2008/4/3,35.99,36.57,34.75,36.5,282785 -2008/4/7,36,37.7,35.61,37.48,283704 -2008/4/8,37.51,37.55,36.2,37.33,254121 -2008/4/9,36.7,37.02,34.33,34.43,254974 -2008/4/10,34.46,35.17,33.33,34.41,177867 -2008/4/11,35,35.6,34.42,34.82,169789 -2008/4/14,35,35.58,31.91,32.2,425570 -2008/4/15,32.35,32.7,30.4,32.08,349592 -2008/4/16,31.9,32.55,30.8,31.31,216461 -2008/4/17,31.4,32.18,30,30.51,203809 -2008/4/18,30,31.2,28.91,30.52,208420 -2008/4/21,32.88,32.91,30.38,31.04,424904 -2008/4/22,30.3,32.83,29.9,32.61,293161 -2008/4/23,32.41,35.44,32,35.29,379089 -2008/4/24,29.68,29.72,28.55,29.72,775806 -2008/4/25,29,30.71,28.6,29.32,634977 -2008/4/28,28.95,30.12,28.58,29.23,447696 -2008/4/29,29.11,30.2,29.1,29.79,362681 -2008/4/30,30.03,32.6,30.03,32.4,549837 -2008/5/5,33.12,33.29,31.58,32.66,534179 -2008/5/6,32,32.4,31.3,31.65,409838 -2008/5/7,31.1,31.75,29.26,29.32,589670 -2008/5/8,28.9,29.9,28.5,29.59,328438 -2008/5/9,29.72,29.9,27.4,28.08,744493 -2008/5/12,27.5,29.6,27.19,29.28,494600 -2008/5/13,28.45,29.4,28,28.54,362927 -2008/5/14,28.61,31.1,28.61,31.03,634348 -2008/5/15,31.41,31.5,30,30.08,431170 -2008/5/16,29.99,31.02,29.9,30.62,406147 -2008/5/19,30.49,30.7,29.8,30.22,180401 -2008/5/20,30.25,30.75,28.48,28.59,362749 -2008/5/21,28.25,29.1,27.4,28.58,401431 -2008/5/22,28.07,28.27,27.4,27.7,310809 -2008/5/23,27.7,28.7,27.69,28.26,324732 -2008/5/26,27.95,27.95,27,27.26,226837 -2008/5/27,27.25,27.6,26.97,27.27,181119 -2008/5/28,27.3,29.2,27.27,28.56,378047 -2008/5/29,28.48,28.63,27.5,27.55,209597 -2008/5/30,27.73,28.44,27.7,28.12,211375 -2008/6/2,27.88,28.88,27.75,28.44,233500 -2008/6/3,28.3,28.9,28.15,28.69,268424 -2008/6/4,28.68,28.8,27.69,28.38,199115 -2008/6/5,28.2,29.08,27.95,28.79,278814 -2008/6/6,28.9,29.34,28.53,28.61,246108 -2008/6/10,27,27.39,25.75,25.75,331906 -2008/6/11,25.23,25.23,24.3,24.73,284255 -2008/6/12,24.48,24.73,23.6,24.13,277866 -2008/6/13,24.01,24.55,23.73,23.87,189985 -2008/6/16,24.01,24.52,23.5,24,186132 -2008/6/17,23.96,24.51,23.72,24.09,232869 -2008/6/18,23.96,25.62,23.65,25.23,276463 -2008/6/19,25,25,23,23.03,192468 -2008/6/20,23.16,25.18,22.45,24.4,517290 -2008/6/23,23.83,24.36,23.5,24.03,117721 -2008/6/24,23.8,24.88,23.8,24.5,155269 -2008/6/25,24.49,25.25,24.17,24.92,250357 -2008/6/26,24.9,25.13,24.2,24.53,223900 -2008/6/27,23.65,23.65,22.61,22.99,262442 -2008/6/30,22.6,23.14,21.75,22,184726 -2008/7/1,22.2,22.38,19.99,20.13,387371 -2008/7/2,20.15,20.27,19.4,20.2,262193 -2008/7/3,19.7,21.13,19.51,20.42,262911 -2008/7/4,21.29,21.4,20.6,20.95,378659 -2008/7/7,21.19,22.65,21.01,22.41,417064 -2008/7/8,22.55,23.09,21.83,22.39,352263 -2008/7/9,22.75,24.16,22.75,23.44,582634 -2008/7/10,22.89,24.36,22.8,23.69,537653 -2008/7/11,23.53,23.78,22.7,23.29,409432 -2008/7/14,22.9,23.9,22.85,23.5,184105 -2008/7/15,23.61,23.65,21.8,21.83,414416 -2008/7/16,21.3,21.57,20.45,20.81,284804 -2008/7/17,21.36,21.6,20.01,20.42,320049 -2008/7/18,20.8,21.47,20.12,21.3,336102 -2008/7/21,21.01,22.29,20.82,22.13,318406 -2008/7/22,22,22.34,21.8,22.01,189683 -2008/7/23,22.36,22.68,21.88,21.9,251903 -2008/7/24,22.24,23.76,22.15,23.69,509212 -2008/7/25,23.19,24.24,23.01,23.91,558695 -2008/7/28,24.2,25.1,23.76,24.05,410422 -2008/7/29,23.5,23.8,23.01,23.55,242526 -2008/7/30,24.15,24.25,23.09,23.44,225183 -2008/7/31,23.53,23.54,22.54,22.71,237357 -2008/8/1,22.45,24.2,22.35,23.88,317555 -2008/8/4,23.3,24.24,23.18,23.29,243369 -2008/8/5,23.9,24.03,23.1,23.25,312304 -2008/8/6,23.5,23.97,23.27,23.7,222424 -2008/8/7,23.65,23.95,22.8,23.16,222476 -2008/8/8,23.1,23.21,21.59,21.67,247861 -2008/8/11,21.64,23.3,21.41,21.91,434407 -2008/8/12,21.6,22,21,21.54,173777 -2008/8/13,21.38,21.49,20.53,21.27,205574 -2008/8/14,21.29,21.43,20.61,21.11,218217 -2008/8/15,21.11,21.75,20.66,21.26,195891 -2008/8/18,21.26,21.34,20.1,20.12,172973 -2008/8/19,19.9,20.9,19.82,20.53,169025 -2008/8/20,20.28,22.58,20,22.58,477983 -2008/8/21,22.19,22.66,21.65,21.92,295407 -2008/8/22,21.8,21.91,20.88,21.23,227930 -2008/8/25,21.3,21.88,20.98,21.25,143767 -2008/8/26,20.8,21.56,20.55,20.75,169778 -2008/8/27,20.68,21.32,20.56,20.99,171533 -2008/8/28,21.05,21.7,20.9,21.32,171995 -2008/8/29,21.58,22.05,21.25,21.97,244063 -2008/9/1,21.65,21.82,20.58,20.69,266362 -2008/9/2,20.5,20.78,19.9,20.07,262089 -2008/9/3,20.07,20.19,18.95,19.19,310175 -2008/9/4,19.15,19.15,18.27,18.94,476703 -2008/9/5,18.2,18.49,17.9,17.99,347505 -2008/9/8,18.2,18.28,17.52,17.67,236946 -2008/9/9,17.8,17.94,17.5,17.71,249919 -2008/9/10,17.54,17.85,16.98,17.25,365249 -2008/9/11,17.19,17.2,15.83,15.93,531795 -2008/9/12,15.99,16.3,15.61,15.93,379490 -2008/9/16,15,15,14.34,14.34,802176 -2008/9/17,13.8,14.06,13,13.34,879603 -2008/9/18,12.89,14.45,12.71,13.87,1145038 -2008/9/19,15.26,15.26,15,15.26,675512 -2008/9/22,16.77,16.79,15.59,16.79,2261011 -2008/9/23,15.8,16.34,15.58,15.66,1082443 -2008/9/24,15,15.38,14.6,15.35,797896 -2008/9/25,15.23,16.25,15,15.68,1025480 -2008/9/26,15.85,16.08,15.28,15.62,578385 -2008/10/6,15.01,15.03,14.06,14.06,655419 -2008/10/7,13.33,14.28,13.31,13.86,519144 -2008/10/8,13.21,13.43,12.58,12.94,781823 -2008/10/9,13.06,13.3,12.6,12.88,579117 -2008/10/10,12.1,12.71,11.92,12.3,666313 -2008/10/13,12.29,13.53,12.18,13.53,1022246 -2008/10/14,14.1,14.53,13.26,13.33,1325250 -2008/10/15,13.18,13.96,13,13.92,692931 -2008/10/16,13.2,13.57,13.05,13.16,608074 -2008/10/17,13.5,13.55,12.9,13.35,480214 -2008/10/20,13.19,14.14,12.83,14.09,630288 -2008/10/21,14.06,14.25,13.54,13.58,699504 -2008/10/22,13.34,13.89,13.25,13.27,439721 -2008/10/23,12.86,12.93,12.27,12.91,742029 -2008/10/24,12.8,12.88,12,12.14,689114 -2008/10/27,11.81,11.83,11,11.01,563252 -2008/10/28,10.81,12.11,10.77,12.1,1063479 -2008/10/29,12.06,12.43,11.76,11.86,993836 -2008/10/30,11.89,12.66,11.84,12.17,709453 -2008/10/31,12.21,12.24,11.66,11.74,589091 -2008/11/3,11.6,12.38,11.53,11.95,475056 -2008/11/4,11.82,12.24,11.6,12.02,393298 -2008/11/5,12.25,13.22,12.2,12.76,989551 -2008/11/6,12.28,12.39,12.02,12.13,536093 -2008/11/7,11.81,13.08,11.73,12.76,791412 -2008/11/10,13.32,14.04,13.05,14.04,1330335 -2008/11/11,13.92,14.27,13.78,13.82,977181 -2008/11/12,13.61,14.47,13.61,14.18,792386 -2008/11/13,13.83,15.09,13.8,14.81,1192620 -2008/11/14,15.05,15.16,14.6,14.95,1156767 -2008/11/17,14.81,15.35,14.7,15.26,945645 -2008/11/18,15.17,15.37,13.73,13.73,1233211 -2008/11/19,13.8,15,13.74,14.76,893983 -2008/11/21,13.88,14.84,13.44,14.19,1186878 -2008/11/24,13.98,14.04,13.25,13.27,642139 -2008/11/25,13.65,13.74,12.86,13.14,482962 -2008/11/26,13.14,13.25,12.75,12.99,467197 -2008/11/27,13.71,13.85,12.88,12.92,1139802 -2008/11/28,12.65,12.65,11.9,11.99,1122281 -2008/12/1,11.9,12.3,11.63,12.19,624735 -2008/12/2,11.87,12.28,11.69,12.07,728934 -2008/12/3,12.31,12.94,12.23,12.9,1284943 -2008/12/4,13.24,13.94,13.17,13.36,1895744 -2008/12/5,13.25,13.7,13.2,13.57,881932 -2008/12/8,13.85,14.81,13.85,14.77,1574854 -2008/12/9,14.99,15.04,14.11,14.15,1269096 -2008/12/10,14.22,15.5,14.22,15.43,1975459 -2008/12/11,15.05,15.28,14.71,14.86,1455962 -2008/12/12,14.61,14.74,13.6,13.88,1118391 -2008/12/15,14.25,14.37,13.69,14.03,785350 -2008/12/16,13.78,14.14,13.39,14.04,626874 -2008/12/17,14.12,14.26,13.75,13.8,736396 -2008/12/18,13.81,14.9,13.56,14.83,1211006 -2008/12/19,14.59,15.05,14.53,14.67,1055108 -2008/12/22,14.67,14.68,14.11,14.24,600471 -2008/12/23,14.19,14.19,13.54,13.66,798079 -2008/12/24,13.47,13.98,13.41,13.74,549509 -2008/12/25,13.78,13.86,13.33,13.45,384169 -2008/12/26,13.45,13.65,13.26,13.41,411875 -2008/12/29,13.19,13.41,13,13.18,453395 -2008/12/30,13.2,13.49,13.05,13.31,406552 -2008/12/31,13.32,13.5,13.15,13.25,259070 -2009/1/5,13.51,13.77,13.35,13.72,503143 -2009/1/6,13.92,14.6,13.92,14.48,958496 -2009/1/7,14.48,14.58,14.22,14.29,618939 -2009/1/8,13.88,13.95,13.56,13.65,601220 -2009/1/9,13.68,14.16,13.68,14.09,567305 -2009/1/12,14.09,14.64,14.07,14.3,754046 -2009/1/13,13.92,14.2,13.8,13.99,524560 -2009/1/14,13.96,15.24,13.88,15.12,1130278 -2009/1/15,14.8,15.44,14.7,15.11,1198118 -2009/1/16,15.2,16.1,15.2,15.62,1124420 -2009/1/19,15.85,16.83,15.83,15.96,1084712 -2009/1/20,15.92,16.28,15.81,16.2,498246 -2009/1/21,15.86,16.8,15.78,16.37,618324 -2009/1/22,16.45,16.74,16.03,16.48,404504 -2009/1/23,16.28,16.95,16.28,16.69,521515 -2009/2/2,16.8,16.91,16.23,16.31,438752 -2009/2/3,16.39,16.86,16.28,16.69,519221 -2009/2/4,16.85,17.67,16.8,17.53,605140 -2009/2/5,17.49,17.78,16.92,17.11,624910 -2009/2/6,17.28,17.67,17,17.56,587789 -2009/2/9,18,18.06,17.5,17.79,530120 -2009/2/10,17.72,17.85,17.22,17.75,521029 -2009/2/11,17.35,18.22,16.97,17.56,1157760 -2009/2/12,17.56,17.59,16.6,16.93,871124 -2009/2/13,16.86,17.47,16.86,17.4,744770 -2009/2/16,17.46,18.17,17.46,18.12,1040640 -2009/2/17,18.13,18.6,17.7,17.77,964790 -2009/2/18,17.29,17.7,16.87,16.99,766889 -2009/2/19,17.15,17.28,16.38,16.68,677805 -2009/2/20,16.5,16.87,16.32,16.84,584222 -2009/2/23,16.63,17.92,16.32,17.58,982311 -2009/2/24,17.11,17.37,16.37,16.43,918693 -2009/2/25,16.72,17.65,16.11,17.09,1246891 -2009/2/26,16.8,18.15,16.72,17.21,2178602 -2009/2/27,17.23,17.99,16.88,17.78,1925315 -2009/3/2,17.79,17.88,16.49,17.62,1411489 -2009/3/3,16.9,17.41,16.81,16.94,1144142 -2009/3/4,16.94,18.63,16.88,18.63,1642202 -2009/3/5,19.12,19.87,18.71,19.19,2192474 -2009/3/6,18.9,19.85,18.9,19.43,1453233 -2009/3/9,19.6,20.15,18.35,18.53,1260164 -2009/3/10,18.3,19.1,17.88,18.93,796228 -2009/3/11,19.51,19.69,18.41,18.59,1006778 -2009/3/12,18.25,18.54,17.84,18.28,605069 -2009/3/13,18.52,18.72,18.06,18.19,604241 -2009/3/16,17.92,19.09,17.9,19,713087 -2009/3/17,19,19.82,18.81,19.64,775893 -2009/3/18,19.79,19.85,19.36,19.39,683754 -2009/3/19,19.38,19.72,19.18,19.7,643238 -2009/3/20,19.61,19.75,19.04,19.31,538702 -2009/3/23,19.22,20.31,19.1,20.21,835330 -2009/3/24,20.88,21.06,20.25,20.48,823677 -2009/3/25,20.39,21.38,20.2,20.76,814434 -2009/3/26,21.18,21.8,20.88,21.71,1092864 -2009/3/27,21.91,22.22,21.61,22.17,921132 -2009/3/30,22.05,22.3,21.68,22,740879 -2009/3/31,21.44,22.08,20.9,21.92,719119 -2009/4/1,22.05,22.24,21.7,21.81,752386 -2009/4/2,21.81,22.14,21.5,21.86,1022555 -2009/4/3,22.15,22.8,21.82,22.27,1229427 -2009/4/7,22.12,22.5,21.68,21.89,727703 -2009/4/8,21.77,22.11,20.9,20.94,744578 -2009/4/9,20.95,22.08,20.95,22.03,635012 -2009/4/10,22.51,22.65,21.9,22.22,934388 -2009/4/13,22.4,22.9,22.21,22.53,948714 -2009/4/14,22.45,23,22.32,22.74,537532 -2009/4/15,22.7,22.88,22.1,22.51,626552 -2009/4/16,22.5,22.75,21.89,22.46,719314 -2009/4/17,22.3,22.51,21.9,22.03,555098 -2009/4/20,22.1,22.63,22.06,22.54,474969 -2009/4/21,22,22.39,21.6,22.09,678276 -2009/4/22,22.22,22.74,21.62,21.68,837612 -2009/4/23,21.5,21.75,21.25,21.67,439447 -2009/4/24,21.86,22.03,21.35,21.37,381510 -2009/4/27,21.37,21.56,20.5,20.82,400104 -2009/4/28,20.69,21.24,20.59,21.05,378797 -2009/4/29,21.11,23.16,21.02,23.06,1383823 -2009/4/30,22.97,23.32,22.8,23.17,1141162 -2009/5/4,23.27,24.15,23.15,23.82,931560 -2009/5/6,23.95,24.88,23.7,24.49,903009 -2009/5/7,24.56,25.2,24.25,24.6,744942 -2009/5/8,24.48,25.13,24.24,24.82,617528 -2009/5/11,25.11,26.65,24.81,24.9,855039 -2009/5/12,24.63,25.69,24.58,25.39,567918 -2009/5/13,25.45,25.61,25,25.31,426480 -2009/5/14,24.98,25.08,24.44,24.82,466978 -2009/5/15,25,25.35,24.92,25.14,336748 -2009/5/18,24.99,25.2,24.45,25.18,308847 -2009/5/19,25.6,26.18,25.6,25.99,552057 -2009/5/20,25.98,26.05,25.5,25.57,290706 -2009/5/21,25.3,25.88,24.7,24.8,592717 -2009/5/22,24.75,25.19,24.55,24.8,403196 -2009/5/25,24.15,25.14,24.15,24.88,446552 -2009/5/26,24.95,25.07,24.58,24.61,302950 -2009/5/27,24.75,25.99,24.75,25.65,597699 -2009/6/1,26.05,26.52,25.85,26.45,587096 -2009/6/2,26.65,26.72,26.05,26.12,425842 -2009/6/3,26.31,28.73,26.31,28.73,922296 -2009/6/4,28.85,30.11,28.67,30.06,973447 -2009/6/5,30.24,30.53,29.61,30.28,682548 -2009/6/8,30.29,31.16,29.6,30.66,925423 -2009/6/9,21.81,21.94,20.89,21.32,777988 -2009/6/10,21.28,21.5,20.8,21,1060064 -2009/6/11,21.02,21.31,20.86,21.04,690167 -2009/6/12,21.02,21.1,20.2,20.43,742118 -2009/6/15,20.52,21.45,20.4,21.42,910192 -2009/6/16,21.13,21.4,20.75,21.05,754686 -2009/6/17,21.05,21.24,20.35,21.16,743558 -2009/6/18,21.17,21.8,21,21.39,980756 -2009/6/19,21.47,22.05,21.42,21.8,836111 -2009/6/22,22.16,22.53,22,22.14,878064 -2009/6/23,21.71,23,21.56,22.45,1239294 -2009/6/24,22.2,22.55,21.91,22.35,736080 -2009/6/25,22.31,22.58,22.04,22.14,497881 -2009/6/26,22.2,23.1,22.18,22.98,945210 -2009/6/29,23,23.32,22.85,23.21,617329 -2009/6/30,23.3,23.35,22.9,23.02,528754 -2009/7/1,23.06,24.19,22.92,24.14,678696 -2009/7/2,24.21,24.99,24.15,24.48,797407 -2009/7/3,24.3,24.96,24.2,24.93,611581 -2009/7/6,24.95,25.68,24.95,25.4,605776 -2009/7/7,25.41,25.41,24.5,24.55,864292 -2009/7/8,24.2,24.6,23.5,24.31,907448 -2009/7/9,24.33,24.67,23.8,24.45,709827 -2009/7/10,24.47,24.59,24,24.22,465768 -2009/7/13,23.8,24.18,23.39,23.44,723048 -2009/7/14,23.57,24.33,23.57,24.2,617618 -2009/7/15,24.36,24.75,24,24.26,567402 -2009/7/16,24.56,25.4,24.19,25.07,1066051 -2009/7/17,25.1,25.32,24.76,25.06,646985 -2009/7/20,25.13,25.39,24.79,25.29,682617 -2009/7/21,25.3,25.59,24.8,24.87,763612 -2009/7/22,24.82,25.38,24.71,25.17,669985 -2009/7/23,25.25,25.87,25,25.55,741761 -2009/7/24,25.7,25.85,24.9,25.26,664963 -2009/7/27,25.46,25.84,25.25,25.7,618141 -2009/7/28,25.72,26.1,25.3,25.59,612889 -2009/7/29,25.54,26.58,23.53,25.01,1215285 -2009/7/30,25.3,26.95,25.29,26.89,1608112 -2009/7/31,27.07,27.19,26.41,27.17,1025235 -2009/8/3,27.35,27.36,26.6,27.1,730277 -2009/8/4,27.16,27.16,25.95,26.31,926484 -2009/8/5,26.1,26.3,25.4,25.63,869011 -2009/8/6,25.39,25.9,24.51,25.18,867285 -2009/8/7,25,25.6,24.68,24.87,686594 -2009/8/10,25.15,25.4,24,24.43,691011 -2009/8/11,24.58,24.65,24,24.34,547696 -2009/8/12,24.26,24.4,23.1,23.12,847156 -2009/8/13,23.15,24,22.7,23.88,877932 -2009/8/14,23.88,24.17,23.11,23.54,879526 -2009/8/17,22.99,23.67,22.3,22.34,915819 -2009/8/18,22.01,22.58,21.65,22.37,623947 -2009/8/19,22.4,22.68,21,21.34,758225 -2009/8/20,21.33,22.4,21.1,22.25,745852 -2009/8/21,22.3,23.25,22.07,22.71,995276 -2009/8/24,23,23.09,22,22.34,1049875 -2009/8/25,22.2,22.2,20.11,20.78,1655846 -2009/8/26,20.5,21.16,20.1,20.69,996958 -2009/8/27,20.7,20.95,19.96,20.16,1097415 -2009/8/28,20.08,20.39,18.75,19,1728810 -2009/8/31,18.98,18.98,17.76,17.84,1209632 -2009/9/1,17.76,18.96,17.66,18.54,1194999 -2009/9/2,18.26,19.33,18.12,19.27,1409148 -2009/9/3,19.31,20.32,19.02,20.23,1544971 -2009/9/4,20.2,20.61,20,20.17,1112600 -2009/9/7,20.32,20.61,19.7,19.94,935955 -2009/9/8,19.79,20.25,19.4,20.22,1011385 -2009/9/9,20.44,20.44,19.79,20.07,1049951 -2009/9/10,20.09,20.09,19.6,19.74,730207 -2009/9/11,19.7,21.58,19.61,21.53,2057149 -2009/9/14,21.45,21.74,21.11,21.62,1397873 -2009/9/15,21.65,22.2,21.13,21.79,1283555 -2009/9/16,21.53,21.68,20.93,21.13,1168198 -2009/9/17,21.4,21.79,21.37,21.5,1025353 -2009/9/18,21.56,21.6,20.31,20.46,1340642 -2009/9/21,20,20,19.02,19.85,1407564 -2009/9/22,19.6,19.85,18.96,19.06,1183157 -2009/9/23,19.12,19.58,18.97,19.19,1023629 -2009/9/24,19.08,20.43,18.97,20.06,1706197 -2009/9/25,19.78,20,19.19,19.54,805589 -2009/9/28,19.58,19.77,19,19.1,584806 -2009/9/29,19.16,19.75,18.96,19.67,898262 -2009/9/30,19.81,19.95,19.5,19.65,977001 -2009/10/9,20.16,21.09,20,20.99,1131790 -2009/10/12,21.18,21.61,20.7,20.74,958486 -2009/10/13,20.57,21.24,20.52,21.13,559183 -2009/10/14,21.15,21.63,21.04,21.29,868650 -2009/10/15,21.6,21.88,21.28,21.38,621020 -2009/10/16,21.5,21.67,21,21.58,694678 -2009/10/19,21.49,22.48,21.38,22.32,1122239 -2009/10/20,22.6,22.9,22.33,22.81,1126794 -2009/10/21,22.81,23.09,22.6,22.65,834046 -2009/10/22,22.6,22.74,22.29,22.43,673022 -2009/10/23,22.45,23.17,22.45,22.92,899608 -2009/10/26,22.99,23.15,22.7,22.83,504021 -2009/10/27,22.55,22.83,21.9,21.99,673936 -2009/10/28,21.88,22.14,21.3,21.83,681076 -2009/10/29,21.4,21.8,21.25,21.57,924677 -2009/10/30,21.99,22.34,21.69,21.74,651604 -2009/11/2,21.2,23.28,21.08,22.97,1097255 -2009/11/3,23,23.35,22.9,23.17,859253 -2009/11/4,23.11,24.09,23.01,23.67,972524 -2009/11/5,23.58,23.9,23.37,23.55,525438 -2009/11/6,23.8,24.15,23.5,23.63,637508 -2009/11/9,23.6,23.65,22.95,23.51,832275 -2009/11/10,23.57,23.9,23.4,23.49,654087 -2009/11/11,23.39,23.39,23.08,23.26,655910 -2009/11/12,23.3,23.58,22.99,23.11,728658 -2009/11/13,23,23.45,22.88,23.42,603708 -2009/11/16,23.6,24.12,23.51,24.01,984956 -2009/11/17,24.19,24.58,24,24.04,782706 -2009/11/18,24.06,24.23,23.85,23.98,523680 -2009/11/19,24.01,24.14,23.55,23.8,804450 -2009/11/20,23.65,23.79,23.18,23.62,982032 -2009/11/23,23.61,23.64,23.25,23.59,823708 -2009/11/24,23.76,23.83,22.95,23.01,1286594 -2009/11/25,23.1,23.25,22.34,23.18,1121081 -2009/11/26,23.08,23.08,21.9,21.99,1351406 -2009/11/27,21.7,22.17,21.32,21.46,1085323 -2009/11/30,21.79,22.1,21.5,22.02,920614 -2009/12/1,21.88,22.18,21.39,22.06,1201794 -2009/12/2,22.28,22.69,22.06,22.27,1075806 -2009/12/3,22.23,22.28,21.9,22.11,776311 -2009/12/4,22.03,23.3,21.76,23.2,2223381 -2009/12/7,23,23.34,22.89,23.02,1194398 -2009/12/8,22.9,22.97,22.28,22.47,992065 -2009/12/9,22.1,22.36,21.85,21.91,791865 -2009/12/10,22.08,22.34,21.9,22.09,589194 -2009/12/11,22.13,22.42,21.95,22.11,539309 -2009/12/14,22.01,22.76,21.45,22.47,1041665 -2009/12/15,22.34,22.36,21.9,22.01,764003 -2009/12/16,21.88,22.28,21.75,21.88,537262 -2009/12/17,21.94,22.08,21.38,21.4,660254 -2009/12/18,21.2,21.29,20.67,20.73,819139 -2009/12/21,20.73,21.01,20.42,20.65,526525 -2009/12/22,20.76,20.79,20,20.01,663462 -2009/12/23,20.06,20.2,19.8,20.06,603373 -2009/12/24,20.17,20.72,19.93,20.69,854723 -2009/12/25,20.5,20.57,20.2,20.35,682354 -2009/12/28,20.35,20.98,20.35,20.77,610966 -2009/12/29,20.79,20.96,20.61,20.93,493787 -2009/12/30,20.98,21.76,20.9,21.63,1107758 -2009/12/31,21.73,21.88,21.5,21.69,632966 -2010/1/4,21.83,21.87,21.16,21.19,661913 -2010/1/5,21.41,21.58,20.79,21.35,1151479 -2010/1/6,21.29,21.3,20.88,20.93,967826 -2010/1/7,20.88,21.04,20.3,20.46,852361 -2010/1/8,20.34,20.8,20.3,20.69,657076 -2010/1/11,21.6,21.8,20.57,20.69,1163048 -2010/1/12,20.63,20.97,20.26,20.8,823511 -2010/1/13,20.25,20.35,19.8,19.83,1463997 -2010/1/14,19.87,20.02,19.64,19.97,773408 -2010/1/15,20.02,20.25,19.72,20.04,691837 -2010/1/18,19.91,20.29,19.87,20.24,699402 -2010/1/19,20.25,20.59,20.21,20.35,699661 -2010/1/20,20.42,20.53,19.6,19.79,807765 -2010/1/21,19.88,20.57,19.76,20.47,934182 -2010/1/22,20.2,21.1,20.01,20.9,1544460 -2010/1/25,20.56,20.98,20.42,20.46,802327 -2010/1/26,20.49,20.9,20.17,20.69,919366 -2010/1/27,20.67,20.8,19.78,19.86,942644 -2010/1/28,19.78,19.85,19.38,19.7,586917 -2010/1/29,19.6,20.04,19.48,19.62,536901 -2010/2/1,19.62,19.62,19,19.22,516694 -2010/2/2,19.33,19.7,19.17,19.24,489696 -2010/2/3,19.31,19.93,19.01,19.89,764931 -2010/2/4,19.61,19.89,19.6,19.66,461621 -2010/2/5,19.2,19.68,19.16,19.42,438960 -2010/2/8,19.45,19.5,19.08,19.22,372310 -2010/2/9,19.2,19.49,19.17,19.42,264962 -2010/2/10,19.59,19.75,19.5,19.68,307095 -2010/2/11,19.69,19.8,19.59,19.64,273755 -2010/2/12,19.73,19.88,19.66,19.81,296825 -2010/2/22,19.73,19.86,19.58,19.68,334307 -2010/2/23,19.65,19.65,19.25,19.49,305709 -2010/2/24,19.35,19.68,19.24,19.66,389784 -2010/2/25,19.75,20.8,19.75,20.74,1944760 -2010/3/11,21,21.8,20.9,21.3,2302718 -2010/3/12,21.32,21.52,21.02,21.04,749118 -2010/3/15,21,21.15,20.58,20.68,581273 -2010/3/16,20.63,21.2,20.51,21.19,563430 -2010/3/17,21.23,21.75,20.95,21.67,907404 -2010/3/18,21.66,22.21,21.55,21.7,889838 -2010/3/19,21.82,22.04,21.5,21.8,447567 -2010/3/22,21.85,22.35,21.85,22.21,966360 -2010/3/23,22.25,22.43,21.89,22,625663 -2010/3/24,22.05,22.39,22,22.03,510929 -2010/3/25,21.96,21.96,21.46,21.61,525123 -2010/3/26,21.52,22.51,21.52,22.26,824978 -2010/3/29,22.45,23.12,22.31,22.98,1394993 -2010/3/31,23.07,23.09,22.7,22.78,542014 -2010/4/1,22.77,23.12,22.65,22.85,581792 -2010/4/2,22.86,23.1,22.8,22.91,407775 -2010/4/6,23.05,23.38,22.91,22.99,538096 -2010/4/7,23,23.08,22.54,22.78,506016 -2010/4/8,22.5,22.97,22.5,22.58,468763 -2010/4/9,22.6,23.02,22.59,22.94,383927 -2010/4/12,23,23.05,22.21,22.43,578956 -2010/4/13,22.4,23.12,22.25,23.03,840639 -2010/4/14,23.12,23.12,22.76,22.88,388655 -2010/4/15,22.96,22.98,22.49,22.77,423118 -2010/4/16,22.67,22.68,22.02,22.06,549648 -2010/4/19,21.69,21.69,20.49,20.56,1232700 -2010/4/20,20.55,20.7,20,20.54,638663 -2010/4/21,20.46,20.89,20.29,20.86,557376 -2010/4/22,20.69,20.69,20.08,20.19,696007 -2010/4/23,20.2,20.85,19.95,20.39,837729 -2010/4/26,20.42,20.79,20.22,20.46,461795 -2010/4/27,20.26,20.36,19.78,20.11,578343 -2010/4/29,20.25,20.6,20.16,20.19,540963 -2010/4/30,20.3,20.63,20.16,20.59,522657 -2010/5/4,20.22,20.57,19.9,20.19,461705 -2010/5/5,19.95,20.35,19.67,20.31,547338 -2010/5/6,20.1,20.1,19,19.04,746695 -2010/5/7,18.66,19.08,18.45,18.55,615583 -2010/5/10,18.72,19.15,18.5,18.98,453600 -2010/5/11,19.44,19.52,18.5,18.75,593963 -2010/5/12,18.47,19.24,18.43,19.19,811305 -2010/5/13,19.1,19.96,19,19.71,780356 -2010/5/14,19.51,19.64,19.23,19.4,383212 -2010/5/17,19.17,19.17,18.6,18.66,438048 -2010/5/18,18.73,19.5,18.72,19.35,621686 -2010/5/19,19.16,19.67,19,19.26,400466 -2010/5/20,19.1,19.45,18.79,18.91,388774 -2010/5/21,18.48,19.3,18.4,19.23,407778 -2010/5/24,19.38,20,19.38,19.74,619112 -2010/5/25,19.6,19.66,18.99,19.14,525063 -2010/5/26,19.21,19.38,18.94,19.11,255925 -2010/5/27,19.08,19.32,18.8,19.31,312812 -2010/5/28,19.52,19.6,19.03,19.13,323376 -2010/5/31,18.9,19.11,18.5,18.54,517799 -2010/6/1,18.47,18.73,18.3,18.42,418388 -2010/6/2,18.38,18.48,18.07,18.4,314854 -2010/6/3,18.49,18.6,18.16,18.2,414700 -2010/6/4,18.13,18.28,18.05,18.17,288046 -2010/6/7,17.9,18.05,17.59,17.64,474099 -2010/6/8,17.69,17.81,17.18,17.4,400517 -2010/6/9,17.49,18.54,17.17,18.5,932209 -2010/6/10,13.7,14,13.66,13.7,524378 -2010/6/11,13.77,14.17,13.71,13.82,631793 -2010/6/17,13.91,14.13,13.77,13.85,478957 -2010/6/18,13.86,14.2,13.78,13.9,657819 -2010/6/21,14,14.64,13.85,14.48,989215 -2010/6/22,14.42,14.67,14.36,14.49,430365 -2010/6/23,14.4,14.53,14.09,14.25,391505 -2010/6/24,14.21,14.5,14.04,14.34,343871 -2010/6/25,14.25,14.48,14.2,14.4,325357 -2010/6/28,14.4,14.65,14.22,14.43,489301 -2010/6/29,14.45,14.5,13.74,13.76,654947 -2010/6/30,13.69,13.86,13.52,13.6,345590 -2010/7/1,13.56,13.8,13.48,13.5,329893 -2010/7/2,13.55,13.68,13.14,13.67,447853 -2010/7/5,13.45,13.75,13.21,13.53,359896 -2010/7/6,13.54,13.85,13.45,13.83,501699 -2010/7/7,13.74,13.83,13.6,13.76,339773 -2010/7/8,13.88,14.06,13.73,13.79,451018 -2010/7/9,13.81,14.49,13.69,14.23,768564 -2010/7/12,14.23,14.66,14.15,14.43,582992 -2010/7/13,14.21,14.37,14.06,14.17,449138 -2010/7/14,14.22,14.64,14.22,14.41,603633 -2010/7/15,14.41,14.62,14.07,14.1,474603 -2010/7/16,14,14.23,13.9,14.15,408923 -2010/7/19,14.07,14.63,13.98,14.53,657087 -2010/7/20,14.59,14.96,14.5,14.65,790728 -2010/7/21,14.68,14.73,14.51,14.65,449025 -2010/7/22,14.59,14.85,14.49,14.8,565094 -2010/7/23,14.8,15.15,14.73,14.92,767992 -2010/7/26,14.92,15,14.76,14.89,403696 -2010/7/27,14.81,14.81,14.56,14.61,521033 -2010/7/28,14.7,15.14,14.58,15.07,855322 -2010/7/29,15.1,15.22,14.92,15.08,696494 -2010/7/30,15,15.05,14.86,14.98,330831 -2010/8/2,14.91,15.3,14.87,15.3,654210 -2010/8/3,15.31,15.34,14.9,14.91,628547 -2010/8/4,14.9,14.93,14.54,14.79,752700 -2010/8/5,14.75,14.75,14.42,14.53,644611 -2010/8/6,14.5,14.74,14.3,14.69,639043 -2010/8/9,14.65,14.8,14.5,14.6,658178 -2010/8/10,14.62,14.69,14.03,14.07,709349 -2010/8/11,14.05,14.29,14.01,14.12,401860 -2010/8/12,13.98,14.12,13.82,13.89,520928 -2010/8/13,13.93,14.02,13.7,13.99,651230 -2010/8/16,13.91,14.38,13.85,14.3,702981 -2010/8/17,14.31,14.47,14.18,14.41,582801 -2010/8/18,14.42,14.59,14.25,14.3,724676 -2010/8/19,14.3,14.56,14.13,14.45,889056 -2010/8/20,14.3,14.55,14.16,14.19,624822 -2010/8/23,14.2,14.58,14.2,14.34,575252 -2010/8/24,14.32,14.54,14.15,14.38,482565 -2010/8/25,14.29,14.33,13.98,14.03,494992 -2010/8/26,14.16,14.19,13.93,13.97,297042 -2010/8/27,13.99,14.13,13.88,13.98,356490 -2010/8/30,14.06,14.2,13.97,14.1,520652 -2010/8/31,14.04,14.13,13.92,13.99,513130 -2010/9/1,14.07,14.34,13.79,13.99,904793 -2010/9/2,14.28,14.28,13.95,14.07,676941 -2010/9/3,14.07,14.07,13.83,13.95,618943 -2010/9/6,14.01,14.26,13.88,14.23,1045819 -2010/9/7,14.25,14.34,14.05,14.16,582358 -2010/9/8,14.05,14.07,13.8,13.89,861685 -2010/9/9,13.89,13.9,13.45,13.54,1114656 -2010/9/10,13.55,13.61,13.3,13.51,534106 -2010/9/13,13.45,13.65,13.3,13.49,724123 -2010/9/14,13.58,13.67,13.41,13.5,616539 -2010/9/15,13.53,13.53,13.3,13.33,448611 -2010/9/16,13.3,13.3,12.9,13.02,734391 -2010/9/17,13.09,13.13,12.9,12.96,432806 -2010/9/21,13,13.1,12.87,12.94,336715 -2010/9/27,13,13.02,12.89,12.93,432037 -2010/9/28,12.92,12.92,12.57,12.58,639881 -2010/9/29,12.2,12.69,12.12,12.49,799165 -2010/9/30,12.37,12.99,12.32,12.96,764206 -2010/10/8,13.09,13.47,12.86,13.36,992433 -2010/10/11,13.37,14.05,13.36,13.89,1682403 -2010/10/12,13.83,13.98,13.7,13.96,1089292 -2010/10/13,13.97,14.49,13.88,14.44,2117174 -2010/10/14,14.51,15,14.34,14.39,2195005 -2010/10/15,14.32,15.29,14.29,15.25,2820111 -2010/10/18,15.6,15.95,15.21,15.35,2670977 -2010/10/19,15.35,15.4,15,15.36,1442022 -2010/10/20,15.23,15.75,15.1,15.27,1857679 -2010/10/21,15.27,15.29,14.55,14.69,1504261 -2010/10/22,14.64,14.74,14.38,14.55,1098965 -2010/10/25,14.58,14.95,14.24,14.72,1434746 -2010/10/26,14.76,14.97,14.4,14.62,1077892 -2010/10/27,14.56,14.98,14.39,14.43,1215444 -2010/10/28,14.43,14.7,14.27,14.57,993195 -2010/10/29,14.68,14.68,14.3,14.48,972258 -2010/11/1,14.51,14.74,14.47,14.65,1162412 -2010/11/2,14.65,14.78,14.27,14.5,1375756 -2010/11/3,14.5,14.98,14.36,14.69,1929277 -2010/11/4,14.75,14.83,14.5,14.7,1594397 -2010/11/5,14.86,14.94,14.58,14.72,1482536 -2010/11/8,14.78,15.12,14.74,14.91,1589999 -2010/11/9,14.95,15,14.4,14.51,1686926 -2010/11/10,14.45,14.45,13.98,14.12,1856595 -2010/11/11,14.11,14.45,14.05,14.24,1407412 -2010/11/12,14.14,14.14,13.36,13.38,1624688 -2010/11/15,13.45,13.59,13.16,13.53,1023309 -2010/11/16,13.4,13.41,12.97,13.03,1013464 -2010/11/17,12.92,13.36,12.85,13.13,889364 -2010/11/18,13.25,13.31,13.05,13.19,518681 -2010/11/19,13.24,13.26,12.86,13.12,802256 -2010/11/22,12.9,13.03,12.8,12.87,818713 -2010/11/23,12.83,12.83,12.52,12.66,825344 -2010/11/24,12.65,12.92,12.64,12.79,593674 -2010/11/25,12.9,13.07,12.69,13,855512 -2010/11/26,13.09,13.2,12.91,13.04,721702 -2010/11/29,12.97,13.05,12.84,12.96,444562 -2010/11/30,12.92,12.98,12.53,12.69,704655 -2010/12/1,12.66,12.82,12.62,12.74,316993 -2010/12/2,12.95,12.97,12.75,12.79,467356 -2010/12/3,12.81,12.89,12.73,12.82,335623 -2010/12/6,12.87,13.12,12.81,13.05,672339 -2010/12/7,13,13.11,12.87,13.06,503710 -2010/12/8,13.04,13.07,12.87,12.91,463752 -2010/12/9,12.85,12.86,12.68,12.7,500524 -2010/12/10,12.64,12.85,12.63,12.78,339219 -2010/12/13,12.83,13.03,12.73,13,838820 -2010/12/14,13,13.09,12.88,12.95,548295 -2010/12/15,12.96,13.07,12.91,12.94,720405 -2010/12/16,12.93,12.94,12.73,12.79,607535 -2010/12/17,12.78,12.78,12.66,12.72,573870 -2010/12/20,12.74,12.75,12.31,12.43,918318 -2010/12/21,12.45,12.87,12.35,12.79,972560 -2010/12/22,12.78,12.85,12.5,12.54,580375 -2010/12/23,12.57,13.01,12.48,12.7,855136 -2010/12/24,12.6,12.87,12.53,12.74,613306 -2010/12/27,12.91,12.98,12.48,12.51,629166 -2010/12/28,12.5,12.68,12.36,12.38,506440 -2010/12/29,12.42,12.51,12.3,12.39,437815 -2010/12/30,12.4,12.47,12.19,12.31,494863 -2010/12/31,12.33,12.4,12.25,12.39,701008 -2011/1/4,12.42,12.68,12.3,12.61,1043015 -2011/1/5,12.7,12.91,12.63,12.71,1070142 -2011/1/6,12.73,12.89,12.6,12.67,639541 -2011/1/7,12.69,13.51,12.58,13.23,2787976 -2011/1/10,13.11,13.34,12.93,13.07,1280075 -2011/1/11,13,13.42,13,13.4,1145026 -2011/1/12,13.44,13.5,13.21,13.49,1030667 -2011/1/13,13.49,13.55,13.33,13.34,554122 -2011/1/14,13.29,13.29,13.07,13.14,589005 -2011/1/17,12.97,13.1,12.41,12.61,851263 -2011/1/18,12.57,12.78,12.52,12.69,398810 -2011/1/19,12.7,12.83,12.58,12.82,391450 -2011/1/20,12.77,12.81,12.47,12.48,453628 -2011/1/21,12.49,13.18,12.48,12.75,690013 -2011/1/24,12.72,12.85,12.61,12.74,400259 -2011/1/25,12.75,12.95,12.67,12.87,494025 -2011/1/26,12.9,12.93,12.82,12.88,324884 -2011/1/27,12.75,12.87,12.51,12.83,696495 -2011/1/28,12.77,12.84,12.59,12.69,530004 -2011/1/31,12.7,12.78,12.6,12.72,527676 -2011/2/1,12.73,12.77,12.65,12.76,418248 -2011/2/9,12.71,12.83,12.59,12.63,503448 -2011/2/10,12.61,12.79,12.57,12.77,474017 -2011/2/11,12.75,12.78,12.63,12.75,865247 -2011/2/14,12.73,13.2,12.72,13.14,1555229 -2011/2/15,13.15,13.2,13,13.03,1117431 -2011/2/16,12.98,13.02,12.88,12.96,1081310 -2011/2/17,13.04,13.21,12.98,13.08,1078963 -2011/2/18,13.04,13.18,12.91,13.04,681162 -2011/2/21,12.93,13.02,12.86,13.01,761845 -2011/2/22,12.99,12.99,12.6,12.65,933550 -2011/2/23,12.62,12.73,12.51,12.61,668118 -2011/2/24,12.6,12.61,12.48,12.6,972819 -2011/2/25,12.59,12.76,12.52,12.65,612265 -2011/2/28,12.65,12.74,12.55,12.71,507190 -2011/3/1,12.73,13.01,12.73,12.95,1286302 -2011/3/2,12.88,13.34,12.83,13.18,1982105 -2011/3/3,13.18,13.79,13.18,13.45,2636963 -2011/3/4,13.39,13.59,13.33,13.56,1207980 -2011/3/7,13.58,13.82,13.47,13.61,1213317 -2011/3/8,13.59,13.82,13.54,13.63,951742 -2011/3/9,13.68,13.79,13.58,13.61,755694 -2011/3/10,13.57,13.57,13.21,13.24,941456 -2011/3/11,13.22,13.29,13.02,13.1,646829 -2011/3/14,13.09,13.21,13.07,13.12,440649 -2011/3/15,13.08,13.08,12.74,12.91,927258 -2011/3/16,12.89,13.08,12.82,13.01,629018 -2011/3/17,12.88,12.97,12.81,12.86,468295 -2011/3/18,12.95,13.03,12.85,12.9,437708 -2011/3/21,12.9,13.05,12.86,12.94,467081 -2011/3/22,12.98,13.31,12.83,13.18,700188 -2011/3/23,13.15,13.38,13.11,13.28,562383 -2011/3/24,13.3,13.38,13.12,13.18,396292 -2011/3/25,13.21,13.57,13.21,13.4,831436 -2011/3/28,13.55,13.71,13.41,13.44,896926 -2011/3/29,13.47,13.85,13.46,13.62,1165974 -2011/3/30,13.73,14,13.65,13.85,1717232 -2011/3/31,13.85,13.9,13.51,13.62,782908 -2011/4/1,13.6,14.17,13.6,14.14,1394846 -2011/4/6,14.15,14.6,14.15,14.59,1912427 -2011/4/7,14.58,14.7,14.47,14.55,989510 -2011/4/8,14.53,14.7,14.39,14.52,684317 -2011/4/11,14.56,14.9,14.49,14.53,1209068 -2011/4/12,14.49,14.67,14.29,14.43,876811 -2011/4/13,14.34,15.05,14.33,14.99,1144755 -2011/4/14,15.08,15.26,14.92,14.96,1263969 -2011/4/15,14.9,15.15,14.8,15.08,729728 -2011/4/18,15.01,15.2,14.9,15,796810 -2011/4/19,14.85,15,14.56,14.57,854983 -2011/4/20,14.6,14.8,14.41,14.51,608692 -2011/4/21,14.63,14.8,14.49,14.55,569559 -2011/4/22,14.55,14.65,14.38,14.45,475996 -2011/4/25,14.57,14.73,14.4,14.54,759792 -2011/4/26,14.58,14.76,14.5,14.75,841600 -2011/4/27,14.83,14.99,14.45,14.62,974708 -2011/4/29,14.7,14.74,14,14.28,1016886 -2011/5/3,14.24,14.41,14.12,14.29,470355 -2011/5/4,14.2,14.37,13.74,13.83,810012 -2011/5/5,13.75,13.99,13.63,13.88,469746 -2011/5/6,13.72,13.97,13.66,13.82,367574 -2011/5/9,13.8,13.97,13.7,13.76,305547 -2011/5/10,13.8,13.99,13.71,13.97,367954 -2011/5/11,13.97,14.05,13.81,13.88,273440 -2011/5/12,13.81,13.94,13.64,13.65,370595 -2011/5/13,13.68,13.83,13.49,13.83,521496 -2011/5/16,13.75,13.91,13.68,13.69,374888 -2011/5/17,13.7,14,13.62,13.91,482823 -2011/5/18,13.89,14.22,13.84,14.15,546245 -2011/5/19,14.18,14.32,14.1,14.14,444711 -2011/5/20,14.13,14.35,14.1,14.24,516522 -2011/5/23,14.17,14.23,13.8,13.86,495298 -2011/5/24,13.82,13.94,13.79,13.85,333022 -2011/5/25,13.82,13.86,13.58,13.6,304564 -2011/5/26,13.71,13.75,13.56,13.65,321655 -2011/5/27,13.68,13.89,13.57,13.69,426907 -2011/5/30,13.65,13.86,13.57,13.8,327735 -2011/5/31,13.81,13.87,13.64,13.86,548623 -2011/6/1,13.8,13.88,13.69,13.74,433731 -2011/6/2,13.6,13.65,13.07,13.21,780542 -2011/6/3,10.02,10.14,10,10.09,384820 -2011/6/7,10.04,10.13,9.98,10.1,321127 -2011/6/8,10.11,10.12,9.78,9.92,713996 -2011/6/9,9.9,9.9,9.67,9.69,506502 -2011/6/10,9.71,9.8,9.68,9.74,415142 -2011/6/13,9.7,9.83,9.62,9.79,334995 -2011/6/14,9.78,10.04,9.73,9.92,597637 -2011/6/15,9.9,9.9,9.69,9.72,506425 -2011/6/16,9.67,9.71,9.59,9.61,436841 -2011/6/17,9.61,9.69,9.55,9.56,381518 -2011/6/20,9.55,9.67,9.51,9.65,491558 -2011/6/21,9.66,9.72,9.63,9.68,440324 -2011/6/22,9.73,9.73,9.57,9.63,444027 -2011/6/23,9.62,9.79,9.5,9.74,514630 -2011/6/24,9.69,10.18,9.67,10.1,1086083 -2011/6/27,10.1,10.21,10,10.07,618798 -2011/6/28,10.07,10.08,9.89,10,486259 -2011/6/29,10,10.04,9.74,9.76,921158 -2011/6/30,9.78,9.97,9.74,9.84,894779 -2011/7/1,9.85,9.86,9.65,9.74,849504 -2011/7/4,9.79,10.12,9.78,10.1,1377042 -2011/7/5,10.1,10.18,9.99,10.05,798442 -2011/7/6,10.01,10.01,9.8,9.92,780834 -2011/7/7,10.09,10.15,9.9,9.93,1103062 -2011/7/8,9.95,10.25,9.93,10.14,961787 -2011/7/11,10.05,10.13,9.96,10.05,772976 -2011/7/12,9.97,10.02,9.84,9.88,737797 -2011/7/13,9.93,10.08,9.87,10.01,605172 -2011/7/14,10,10.1,9.97,10.1,722446 -2011/7/15,10.05,10.14,9.99,10.09,666560 -2011/7/18,10.1,10.1,9.93,10,882961 -2011/7/19,9.94,9.96,9.82,9.85,777904 -2011/7/20,9.9,9.94,9.77,9.84,637610 -2011/7/21,9.83,9.85,9.64,9.73,736489 -2011/7/22,9.75,9.78,9.67,9.7,524884 -2011/7/25,9.65,9.67,9.37,9.43,881891 -2011/7/26,9.43,9.55,9.38,9.42,451250 -2011/7/27,9.38,9.42,9.35,9.39,482132 -2011/7/28,9.33,9.34,9.15,9.22,656638 -2011/7/29,9.25,9.61,9.13,9.4,954878 -2011/8/1,9.33,9.46,9.27,9.32,449301 -2011/8/2,9.25,9.31,9.13,9.26,413650 -2011/8/3,9.19,9.31,9.17,9.26,315238 -2011/8/4,9.31,9.4,9.27,9.28,304106 -2011/8/5,9.09,9.15,9,9.03,719522 -2011/8/8,8.95,9.09,8.62,8.73,986247 -2011/8/9,8.52,8.95,8.47,8.87,1109252 -2011/8/10,9.02,9.08,8.87,8.91,672959 -2011/8/11,8.73,9.15,8.71,9.1,747825 -2011/8/12,9.12,9.15,8.98,9.03,511626 -2011/8/15,9.07,9.39,8.99,9.37,894934 -2011/8/16,9.35,9.51,9.27,9.35,921941 -2011/8/17,9.34,9.41,9.28,9.28,445356 -2011/8/18,9.32,9.33,9.09,9.12,408322 -2011/8/19,8.99,9.08,8.94,9.02,555450 -2011/8/22,9.04,9.15,8.95,8.98,427626 -2011/8/23,9.03,9.19,8.93,9.18,482109 -2011/8/24,9.21,9.34,9.08,9.1,533222 -2011/8/25,9.15,9.53,9.11,9.48,1210389 -2011/8/26,9.42,9.51,9.32,9.46,619982 -2011/8/29,9.29,9.29,9.13,9.18,753309 -2011/8/30,9.25,9.4,9.15,9.19,491668 -2011/8/31,9.18,9.35,9.16,9.29,343494 -2011/9/1,9.31,9.43,9.28,9.37,585060 -2011/9/2,9.35,9.4,9.2,9.29,320398 -2011/9/5,9.2,9.22,9.11,9.15,308407 -2011/9/6,9.09,9.22,9.03,9.11,421395 -2011/9/7,9.13,9.38,9.08,9.29,405985 -2011/9/8,9.3,9.33,9.2,9.26,284137 -2011/9/9,9.3,9.41,9.22,9.3,380558 -2011/9/13,9.18,9.22,9.12,9.15,276272 -2011/9/14,9.2,9.21,8.94,9.1,505921 -2011/9/15,9.1,9.17,8.94,8.95,567650 -2011/9/16,9.02,9.07,8.95,8.98,422241 -2011/9/19,8.91,8.92,8.79,8.81,415102 -2011/9/20,8.8,8.92,8.73,8.86,345516 -2011/9/21,8.86,9.22,8.76,9.09,703531 -2011/9/22,9.01,9.02,8.8,8.82,537920 -2011/9/23,8.71,8.81,8.61,8.73,541648 -2011/9/26,8.65,8.72,8.4,8.44,817484 -2011/9/27,8.52,8.58,8.48,8.52,402526 -2011/9/28,8.59,8.6,8.4,8.43,424074 -2011/9/29,8.39,8.52,8.33,8.45,437578 -2011/9/30,8.48,8.64,8.44,8.54,604688 -2011/10/10,8.52,8.56,8.41,8.42,324284 -2011/10/11,8.78,8.78,8.48,8.57,591303 -2011/10/12,8.54,8.92,8.49,8.85,894122 -2011/10/13,8.82,8.94,8.76,8.87,512988 -2011/10/14,8.84,8.88,8.73,8.83,405042 -2011/10/17,8.84,9.05,8.82,8.92,460098 -2011/10/18,8.85,8.9,8.75,8.78,411153 -2011/10/19,8.78,8.92,8.75,8.84,361884 -2011/10/20,8.77,8.86,8.64,8.73,506585 -2011/10/21,8.75,8.97,8.7,8.89,593070 -2011/10/24,8.91,9.21,8.87,9.16,949321 -2011/10/25,9.18,9.25,9.08,9.16,663149 -2011/10/26,9.13,9.3,9.05,9.18,684548 -2011/10/27,9.26,9.35,9.21,9.26,455858 -2011/10/28,9.4,9.55,9.26,9.38,825028 -2011/10/31,9.35,9.35,9.16,9.21,507788 -2011/11/1,9.15,9.34,9.11,9.18,571989 -2011/11/2,9.08,9.37,9.04,9.36,593978 -2011/11/3,9.38,9.39,9.22,9.24,843496 -2011/11/4,9.35,9.36,9.23,9.31,425650 -2011/11/7,9.25,9.28,9.16,9.18,328700 -2011/11/8,9.24,9.3,9.14,9.21,316933 -2011/11/9,9.24,9.29,9.18,9.27,279516 -2011/11/10,9.2,9.25,9.04,9.05,466362 -2011/11/11,9.06,9.17,9.05,9.08,252618 -2011/11/14,9.18,9.27,9.13,9.21,422970 -2011/11/15,9.2,9.22,9.13,9.18,300134 -2011/11/16,9.18,9.18,8.87,8.92,640286 -2011/11/17,8.94,8.97,8.84,8.86,320075 -2011/11/18,8.8,8.89,8.76,8.8,368199 -2011/11/21,8.84,8.85,8.67,8.74,323553 -2011/11/22,8.7,8.81,8.68,8.75,306699 -2011/11/23,8.76,8.77,8.62,8.69,263702 -2011/11/24,8.62,8.76,8.6,8.7,244601 -2011/11/25,8.7,8.72,8.6,8.62,213665 -2011/11/28,8.63,8.68,8.57,8.6,239677 -2011/11/29,8.66,8.74,8.62,8.73,259606 -2011/11/30,8.69,8.73,8.47,8.5,449718 -2011/12/1,8.74,8.95,8.73,8.81,890491 -2011/12/2,8.78,8.85,8.71,8.8,386381 -2011/12/5,8.84,8.91,8.63,8.8,401883 -2011/12/6,8.76,8.84,8.7,8.73,264403 -2011/12/7,8.74,8.83,8.7,8.78,233509 -2011/12/8,8.78,8.83,8.68,8.78,219097 -2011/12/9,8.73,8.78,8.64,8.7,295140 -2011/12/12,8.68,8.74,8.64,8.66,230353 -2011/12/13,8.64,8.72,8.56,8.58,476007 -2011/12/14,8.57,8.65,8.54,8.6,273350 -2011/12/15,8.56,8.62,8.48,8.49,415188 -2011/12/16,8.51,8.65,8.49,8.62,377303 -2011/12/19,8.57,8.64,8.37,8.61,452650 -2011/12/20,8.58,8.75,8.56,8.59,383770 -2011/12/21,8.66,8.72,8.5,8.53,416377 -2011/12/22,8.49,8.59,8.45,8.53,426827 -2011/12/23,8.54,8.61,8.49,8.54,232632 -2011/12/26,8.52,8.56,8.42,8.47,317888 -2011/12/27,8.47,8.53,8.4,8.44,310757 -2011/12/28,8.43,8.46,8.25,8.38,420110 -2011/12/29,8.35,8.38,8.29,8.35,400550 -2011/12/30,8.39,8.51,8.38,8.49,529825 -2012/1/4,8.54,8.56,8.39,8.41,342014 -2012/1/5,8.47,8.82,8.47,8.65,1321162 -2012/1/6,8.63,8.78,8.62,8.71,617787 -2012/1/9,8.72,8.99,8.68,8.95,801362 -2012/1/10,8.95,9.1,8.88,9.07,720046 -2012/1/11,9.05,9.1,8.98,9,492612 -2012/1/12,9,9.21,8.99,9.09,604870 -2012/1/13,9.11,9.18,8.97,9.04,567253 -2012/1/16,9,9.12,8.96,8.97,331002 -2012/1/17,9,9.26,8.79,9.2,973573 -2012/1/18,9.16,9.23,9,9.04,580893 -2012/1/19,9.05,9.22,9.02,9.2,686456 -2012/1/20,9.25,9.43,9.17,9.42,950527 -2012/1/30,9.4,9.41,9.2,9.22,718832 -2012/1/31,9.24,9.28,9.16,9.22,354641 -2012/2/1,9.2,9.26,9.05,9.08,396479 -2012/2/2,9.12,9.42,9.08,9.4,879733 -2012/2/3,9.35,9.5,9.32,9.44,971353 -2012/2/6,9.46,9.51,9.29,9.39,636913 -2012/2/7,9.32,9.36,9.18,9.24,513914 -2012/2/8,9.23,9.48,9.23,9.45,642707 -2012/2/9,9.45,9.48,9.36,9.4,502739 -2012/2/10,9.36,9.48,9.32,9.37,518365 -2012/2/13,9.25,9.37,9.18,9.27,492050 -2012/2/14,9.24,9.28,9.13,9.19,530249 -2012/2/15,9.16,9.29,9.14,9.23,550648 -2012/2/16,9.25,9.28,9.14,9.19,475018 -2012/2/17,9.25,9.31,9.2,9.26,417433 -2012/2/20,9.41,9.41,9.25,9.26,577400 -2012/2/21,9.27,9.31,9.2,9.28,427574 -2012/2/22,9.28,9.36,9.2,9.32,814478 -2012/2/23,9.32,9.4,9.28,9.33,877549 -2012/2/24,9.35,9.53,9.31,9.51,1283418 -2012/2/27,9.57,9.62,9.45,9.48,1266640 -2012/2/28,9.48,9.7,9.46,9.66,1361211 -2012/2/29,9.67,9.67,9.51,9.54,777578 -2012/3/1,9.5,9.59,9.49,9.55,462379 -2012/3/2,9.55,9.7,9.54,9.69,740132 -2012/3/5,9.74,9.75,9.58,9.58,660980 -2012/3/6,9.53,9.61,9.41,9.44,684504 -2012/3/7,9.39,9.44,9.33,9.34,510772 -2012/3/8,9.39,9.5,9.37,9.46,548286 -2012/3/9,9.47,9.51,9.42,9.47,475105 -2012/3/12,9.44,9.45,9.33,9.38,527844 -2012/3/13,9.39,9.53,9.35,9.47,614302 -2012/3/14,9.53,9.61,9.32,9.36,992803 -2012/3/15,9.36,9.45,9.16,9.19,706739 -2012/3/16,9.25,9.34,9.2,9.25,725846 -2012/3/19,9.26,9.32,9.24,9.28,502280 -2012/3/20,9.25,9.26,9.12,9.12,627256 -2012/3/21,9.18,9.19,9.02,9.08,518671 -2012/3/22,9.09,9.21,9.03,9.12,386512 -2012/3/23,9.1,9.12,9.02,9.06,352684 -2012/3/26,9.05,9.17,9.05,9.13,336928 -2012/3/27,9.15,9.17,9.08,9.12,272946 -2012/3/28,9.12,9.14,8.93,8.97,435653 -2012/3/29,8.94,9,8.85,8.87,483914 -2012/3/30,8.92,8.97,8.88,8.93,505870 -2012/4/5,8.9,8.95,8.81,8.93,763520 -2012/4/6,8.93,8.96,8.84,8.94,566825 -2012/4/9,8.89,8.94,8.83,8.84,348898 -2012/4/10,8.86,8.93,8.78,8.92,451470 -2012/4/11,8.87,8.95,8.85,8.89,393971 -2012/4/12,8.89,9.14,8.87,9.12,645716 -2012/4/13,9.11,9.15,9.02,9.14,611757 -2012/4/16,9.08,9.12,9.04,9.06,386148 -2012/4/17,9.06,9.09,8.93,8.93,494660 -2012/4/18,8.93,9.14,8.92,9.12,671180 -2012/4/19,9.1,9.16,9.06,9.12,484880 -2012/4/20,9.1,9.32,9.09,9.31,772408 -2012/4/23,9.27,9.33,9.21,9.24,418391 -2012/4/24,9.23,9.55,9.22,9.38,1131655 -2012/4/25,9.34,9.44,9.33,9.35,664890 -2012/4/26,9.42,9.46,9.3,9.37,538269 -2012/4/27,9.39,9.45,9.35,9.41,471150 -2012/5/2,9.48,9.59,9.41,9.56,1076970 -2012/5/3,9.51,9.55,9.42,9.46,605601 -2012/5/4,9.47,9.5,9.39,9.49,716599 -2012/5/7,9.43,9.48,9.34,9.42,822257 -2012/5/8,9.41,9.42,9.28,9.36,867213 -2012/5/9,9.3,9.31,9.18,9.2,650669 -2012/5/10,9.21,9.24,9.11,9.16,675763 -2012/5/11,9.16,9.23,9.12,9.16,355327 -2012/5/14,9.21,9.23,9.06,9.08,708966 -2012/5/15,9,9.05,8.98,9.04,604300 -2012/5/16,9.03,9.03,8.89,8.91,755357 -2012/5/17,8.93,9.02,8.9,8.97,430927 -2012/5/18,8.92,8.92,8.82,8.86,619502 -2012/5/21,8.86,8.91,8.83,8.87,466796 -2012/5/22,8.9,8.97,8.88,8.96,675497 -2012/5/23,8.95,8.96,8.85,8.89,619798 -2012/5/24,8.88,8.94,8.81,8.85,497572 -2012/5/25,8.85,8.86,8.77,8.79,458878 -2012/5/28,8.8,8.88,8.77,8.87,523477 -2012/5/29,8.86,8.98,8.82,8.95,934786 -2012/5/30,8.92,8.93,8.79,8.82,880365 -2012/5/31,8.79,8.8,8.75,8.77,670112 -2012/6/1,8.78,8.84,8.75,8.78,424017 -2012/6/4,8.71,8.71,8.58,8.59,693680 -2012/6/5,8.62,8.64,8.55,8.56,696669 -2012/6/6,8.59,8.68,8.55,8.62,499188 -2012/6/7,8.68,8.7,8.53,8.56,480264 -2012/6/8,8.51,8.53,8.31,8.34,1403897 -2012/6/11,8.36,8.38,8.31,8.34,716449 -2012/6/12,8.31,8.35,8.19,8.29,824312 -2012/6/14,8.3,8.34,8.25,8.27,800175 -2012/6/15,8.31,8.53,8.29,8.47,1342161 -2012/6/18,8.47,8.48,8.42,8.46,502130 -2012/6/19,8.47,8.54,8.43,8.49,470083 -2012/6/20,8.54,8.61,8.48,8.5,500001 -2012/6/21,8.51,8.51,8.4,8.44,394239 -2012/6/25,8.42,8.48,8.34,8.35,527066 -2012/6/26,8.07,8.12,8.03,8.06,399825 -2012/6/27,8.06,8.09,8.03,8.05,269661 -2012/6/28,8.05,8.07,8.01,8.01,288764 -2012/6/29,8.04,8.16,8.02,8.13,509742 -2012/7/2,8.15,8.15,8.05,8.09,436920 -2012/7/3,8.09,8.15,8.07,8.09,400810 -2012/7/4,8.1,8.18,8.08,8.12,395525 -2012/7/5,8.11,8.12,8.05,8.07,336359 -2012/7/6,7.92,7.97,7.88,7.97,1157971 -2012/7/9,7.93,7.94,7.65,7.67,1065354 -2012/7/10,7.67,7.76,7.66,7.7,450898 -2012/7/11,7.69,7.74,7.67,7.71,324256 -2012/7/12,7.71,7.72,7.58,7.67,1009093 -2012/7/13,7.66,7.79,7.64,7.73,452024 -2012/7/16,7.75,7.75,7.62,7.63,465849 -2012/7/17,7.65,7.73,7.62,7.69,302243 -2012/7/18,7.69,7.69,7.6,7.67,476310 -2012/7/19,7.65,7.73,7.61,7.69,773446 -2012/7/20,7.67,7.68,7.6,7.61,555455 -2012/7/23,7.57,7.57,7.42,7.45,645019 -2012/7/24,7.43,7.5,7.41,7.46,483894 -2012/7/25,7.43,7.5,7.39,7.41,475804 -2012/7/26,7.4,7.45,7.37,7.4,303505 -2012/7/27,7.42,7.56,7.4,7.49,585008 -2012/7/30,7.52,7.65,7.49,7.56,621425 -2012/7/31,7.57,7.69,7.56,7.66,701190 -2012/8/1,7.67,7.71,7.59,7.65,622709 -2012/8/2,7.68,7.77,7.65,7.75,754442 -2012/8/3,7.74,7.75,7.68,7.74,440454 -2012/8/6,7.73,7.74,7.69,7.72,464111 -2012/8/7,7.72,7.73,7.65,7.69,349125 -2012/8/8,7.7,7.77,7.69,7.73,538212 -2012/8/9,7.75,7.76,7.69,7.75,324903 -2012/8/10,7.79,7.85,7.78,7.8,467830 -2012/8/13,7.8,7.83,7.74,7.75,472821 -2012/8/14,7.76,7.8,7.73,7.8,397437 -2012/8/15,7.8,7.8,7.55,7.58,895552 -2012/8/16,7.59,7.59,7.5,7.53,406303 -2012/8/17,7.52,7.58,7.51,7.55,333227 -2012/8/20,7.52,7.56,7.46,7.52,270382 -2012/8/21,7.51,7.56,7.49,7.51,362689 -2012/8/22,7.52,7.53,7.47,7.52,353265 -2012/8/23,7.51,7.55,7.47,7.52,363664 -2012/8/24,7.52,7.53,7.45,7.49,369636 -2012/8/27,7.45,7.49,7.39,7.4,403345 -2012/8/28,7.43,7.62,7.4,7.6,547637 -2012/8/29,7.56,7.57,7.52,7.55,384194 -2012/8/30,7.5,7.62,7.5,7.61,448042 -2012/8/31,7.58,7.68,7.57,7.61,372551 -2012/9/3,7.63,7.63,7.53,7.58,553933 -2012/9/4,7.56,7.59,7.43,7.46,443614 -2012/9/5,7.44,7.45,7.28,7.32,731359 -2012/9/6,7.34,7.39,7.3,7.38,383702 -2012/9/7,7.42,7.78,7.4,7.6,1459719 -2012/9/10,7.59,7.61,7.53,7.56,637990 -2012/9/11,7.54,7.54,7.43,7.49,509814 -2012/9/12,7.53,7.56,7.42,7.48,411994 -2012/9/13,7.47,7.5,7.44,7.45,285985 -2012/9/14,7.5,7.56,7.44,7.52,605540 -2012/9/17,7.52,7.52,7.4,7.41,394958 -2012/9/18,7.39,7.4,7.34,7.35,295565 -2012/9/19,7.35,7.38,7.33,7.34,353163 -2012/9/20,7.32,7.34,7.22,7.23,480721 -2012/9/21,7.22,7.26,7.18,7.21,375407 -2012/9/24,7.18,7.21,7.11,7.17,442806 -2012/9/25,7.16,7.18,7.13,7.16,235284 -2012/9/26,7.15,7.18,7.1,7.11,283443 -2012/9/27,7.11,7.36,7.1,7.32,745652 -2012/9/28,7.28,7.39,7.24,7.38,629301 -2012/10/8,7.38,7.42,7.28,7.32,323246 -2012/10/9,7.35,7.48,7.34,7.45,486201 -2012/10/10,7.43,7.46,7.4,7.44,271474 -2012/10/11,7.41,7.43,7.37,7.41,295643 -2012/10/12,7.43,7.5,7.41,7.45,379538 -2012/10/15,7.46,7.47,7.37,7.41,222493 -2012/10/16,7.41,7.52,7.39,7.46,439525 -2012/10/17,7.48,7.58,7.44,7.55,526585 -2012/10/18,7.55,7.65,7.54,7.62,513973 -2012/10/19,7.62,7.63,7.55,7.58,401856 -2012/10/22,7.54,7.68,7.53,7.65,367999 -2012/10/23,7.66,7.68,7.55,7.57,321892 -2012/10/24,7.55,7.63,7.54,7.59,283285 -2012/10/25,7.58,7.62,7.5,7.53,298075 -2012/10/26,7.54,7.57,7.42,7.46,496112 -2012/10/29,7.44,7.49,7.42,7.47,281768 -2012/10/30,7.47,7.53,7.4,7.48,370829 -2012/10/31,7.49,7.53,7.43,7.51,364111 -2012/11/1,7.52,7.7,7.51,7.64,572051 -2012/11/2,7.65,7.7,7.61,7.68,475875 -2012/11/5,7.7,7.78,7.66,7.73,569740 -2012/11/6,7.74,7.74,7.59,7.68,421771 -2012/11/7,7.67,7.73,7.64,7.69,261938 -2012/11/8,7.63,7.66,7.53,7.54,386672 -2012/11/9,7.53,7.59,7.5,7.53,269213 -2012/11/12,7.54,7.64,7.53,7.63,436455 -2012/11/13,7.62,7.62,7.48,7.49,376916 -2012/11/14,7.49,7.53,7.47,7.5,218232 -2012/11/15,7.49,7.5,7.41,7.42,292200 -2012/11/16,7.41,7.41,7.34,7.36,332663 -2012/11/19,7.36,7.4,7.33,7.37,247853 -2012/11/20,7.4,7.41,7.33,7.35,202530 -2012/11/21,7.35,7.48,7.34,7.47,289576 -2012/11/22,7.45,7.48,7.4,7.44,227848 -2012/11/23,7.46,7.56,7.43,7.51,358198 -2012/11/26,7.5,7.54,7.43,7.47,281675 -2012/11/27,7.44,7.52,7.42,7.46,408275 -2012/11/28,7.44,7.5,7.42,7.44,419788 -2012/11/29,7.46,7.47,7.4,7.41,392794 -2012/11/30,7.41,7.48,7.37,7.46,388223 -2012/12/3,7.46,7.47,7.34,7.35,537692 -2012/12/4,7.33,7.46,7.33,7.43,349748 -2012/12/5,7.43,7.92,7.41,7.88,2270020 -2012/12/6,7.87,7.97,7.83,7.89,1151350 -2012/12/7,7.93,8.28,7.92,8.26,2292492 -2012/12/10,8.35,8.42,8.26,8.33,2152548 -2012/12/11,8.32,8.37,8.25,8.28,1149308 -2012/12/12,8.29,8.49,8.29,8.4,1741270 -2012/12/13,8.35,8.45,8.28,8.29,1240945 -2012/12/14,8.32,8.99,8.32,8.9,3443944 -2012/12/17,9,9.11,8.94,9.07,2547831 -2012/12/18,9.01,9.29,8.97,9.14,2348802 -2012/12/19,9.11,9.16,8.98,9.05,1766706 -2012/12/20,8.99,9.07,8.88,9.06,1497509 -2012/12/21,9.06,9.11,8.88,8.97,1308201 -2012/12/24,8.94,9.26,8.94,9.09,1346427 -2012/12/25,9.07,9.56,9.04,9.45,2342267 -2012/12/26,9.46,9.49,9.37,9.46,960130 -2012/12/27,9.46,9.64,9.32,9.39,1278479 -2012/12/28,9.37,9.64,9.37,9.59,1195998 -2012/12/31,9.64,9.96,9.63,9.92,1984516 -2013/1/4,10.1,10.26,9.93,10.02,2614368 -2013/1/7,10.05,10.34,10.01,10.32,2482009 -2013/1/8,10.34,10.35,10.06,10.12,1548512 -2013/1/9,10.09,10.18,9.98,10.14,1759062 -2013/1/10,10.11,10.21,9.99,10.04,1212268 -2013/1/11,10.07,10.12,9.77,9.82,1715475 -2013/1/14,9.75,10.36,9.75,10.35,2286349 -2013/1/15,10.35,10.41,10.22,10.33,1340390 -2013/1/16,10.28,10.32,9.98,10.12,1566919 -2013/1/17,10.05,10.17,9.88,10.03,1166720 -2013/1/18,10.08,10.25,9.97,10.16,1298726 -2013/1/21,10.2,10.44,10.05,10.4,1781549 -2013/1/22,10.38,10.76,10.25,10.48,2422221 -2013/1/23,10.44,10.62,10.37,10.6,1559685 -2013/1/24,10.6,11.04,10.53,10.61,3202105 -2013/1/25,10.6,10.68,10.53,10.66,897168 -2013/1/28,10.66,11.21,10.65,11.18,2630892 -2013/1/29,11.21,11.47,11.11,11.3,1910673 -2013/1/30,11.29,11.36,11.09,11.24,1721715 -2013/1/31,11.24,11.5,11.12,11.48,1811472 -2013/2/1,11.41,11.97,11.31,11.95,2231572 -2013/2/4,11.98,12.27,11.83,12.07,2715405 -2013/2/5,11.91,12,11.65,11.87,1769447 -2013/2/6,11.85,12.05,11.72,12,1337482 -2013/2/7,12,12.02,11.17,11.43,3151936 -2013/2/8,11.4,11.45,11.06,11.34,1959049 -2013/2/18,11.42,11.5,11.19,11.26,1190518 -2013/2/19,11.23,11.31,11.07,11.1,1145653 -2013/2/20,11.1,11.12,10.58,10.81,2645230 -2013/2/21,10.65,10.68,10,10.22,2907913 -2013/2/22,10.19,10.34,10.08,10.14,1432264 -2013/2/25,10.21,10.4,10.2,10.32,1162745 -2013/2/26,10.2,10.76,10.15,10.33,2385927 -2013/2/27,10.36,10.7,10.31,10.39,1588157 -2013/2/28,10.55,11.07,10.39,11.06,2246585 -2013/3/1,11.07,11.31,10.8,11.17,2232089 -2013/3/4,10.86,10.9,10.27,10.39,2610020 -2013/3/5,10.36,11.22,10.36,11.07,2336077 -2013/3/6,11.16,11.31,10.96,11.11,2056316 -2013/3/7,11.02,11.1,10.51,10.76,1915552 -2013/3/8,10.81,10.88,10.6,10.71,1030465 -2013/3/11,10.67,10.67,10.41,10.47,940812 -2013/3/12,10.46,10.65,10.18,10.29,1322986 -2013/3/13,10.29,10.42,10.11,10.25,1057644 -2013/3/14,10.4,10.56,10.27,10.45,1634194 -2013/3/15,10.47,10.93,10.38,10.51,2142993 -2013/3/18,10.44,10.64,10.39,10.48,1426045 -2013/3/19,10.47,10.66,10.43,10.65,1144702 -2013/3/20,10.68,11.2,10.65,11.19,2536983 -2013/3/21,11.2,11.28,10.94,11.1,1932679 -2013/3/22,11.01,11.11,10.95,11.06,1228245 -2013/3/25,11.13,11.24,11,11.04,890206 -2013/3/26,10.98,10.99,10.65,10.7,1263273 -2013/3/27,10.71,10.95,10.63,10.76,1138147 -2013/3/28,10.2,10.25,9.68,10.02,2980695 -2013/3/29,10.03,10.21,9.91,10.13,1310288 -2013/4/1,10.06,10.2,10.03,10.05,760521 -2013/4/2,10.07,10.17,9.94,10.03,836815 -2013/4/3,10.05,10.15,9.95,10.06,887658 -2013/4/8,9.87,9.99,9.7,9.92,894991 -2013/4/9,9.96,10.12,9.96,10.04,658066 -2013/4/10,10.03,10.04,9.92,10,545868 -2013/4/11,10.08,10.12,10,10.02,433038 -2013/4/12,10.03,10.06,9.9,9.94,418323 -2013/4/15,9.94,9.99,9.79,9.83,757636 -2013/4/16,9.75,9.83,9.6,9.74,1262747 -2013/4/17,9.74,9.74,9.52,9.59,862785 -2013/4/18,9.46,9.66,9.42,9.63,1034219 -2013/4/19,9.65,10.19,9.62,10.14,1786750 -2013/4/22,10.11,10.22,10.1,10.22,1233437 -2013/4/23,10.28,10.29,9.8,9.84,1088268 -2013/4/24,9.86,10.15,9.77,10.03,1050050 -2013/4/25,10,10.07,9.82,9.91,743203 -2013/4/26,9.96,10.01,9.85,9.88,528064 -2013/5/2,9.77,9.86,9.66,9.82,806678 -2013/5/3,9.87,10.17,9.83,10.01,1093735 -2013/5/6,10.03,10.21,9.97,10.13,878653 -2013/5/7,10.09,10.1,9.98,10.06,600960 -2013/5/8,10.12,10.2,10.01,10.05,721535 -2013/5/9,10.06,10.08,9.89,9.97,646673 -2013/5/10,9.93,10.06,9.89,10.03,631270 -2013/5/13,10.02,10.11,9.93,10.02,669943 -2013/5/14,10.03,10.05,9.93,9.97,673481 -2013/5/15,9.98,10.02,9.93,9.99,472759 -2013/5/16,9.99,10.16,9.84,10.15,1116473 -2013/5/17,10.15,10.28,10.05,10.24,1229551 -2013/5/20,10.26,10.54,10.2,10.41,1568512 -2013/5/21,10.38,10.42,10.24,10.34,917752 -2013/5/22,10.33,10.38,10.28,10.36,712077 -2013/5/23,10.29,10.33,10.15,10.15,824847 -2013/5/24,10.2,10.28,10.1,10.2,632310 -2013/5/27,10.21,10.33,10.18,10.29,695470 -2013/5/28,10.3,10.56,10.25,10.55,1113771 -2013/5/29,10.58,10.62,10.51,10.52,914590 -2013/5/30,10.48,10.62,10.47,10.54,894548 -2013/5/31,10.56,10.62,10.46,10.47,1018756 -2013/6/3,9.97,10.01,9.81,9.84,831861 -2013/6/4,9.89,9.89,9.7,9.74,601646 -2013/6/5,9.74,9.77,9.6,9.65,564058 -2013/6/6,9.61,9.67,9.42,9.45,724176 -2013/6/7,9.51,9.57,9.32,9.35,723441 -2013/6/13,9.25,9.25,8.91,9.02,1278203 -2013/6/14,9.07,9.07,8.98,9.02,775307 -2013/6/17,9.05,9.1,8.96,9.01,520392 -2013/6/18,9.05,9.12,9.01,9.07,403588 -2013/6/19,9.05,9.05,8.82,8.89,531048 -2013/6/20,8.86,8.86,8.4,8.42,1375715 -2013/6/21,8.31,8.47,8.22,8.28,1474426 -2013/6/24,8.29,8.29,7.5,7.52,2499774 -2013/6/25,7.45,7.84,7.18,7.8,2466012 -2013/6/26,7.9,7.95,7.63,7.77,1307889 -2013/6/27,7.85,7.92,7.7,7.88,1258233 -2013/6/28,7.82,8.3,7.76,8.28,1577540 -2013/7/1,8.22,8.27,8.07,8.17,860271 -2013/7/2,8.18,8.22,7.95,8.15,840196 -2013/7/3,8.1,8.11,7.97,8.04,696903 -2013/7/4,8.06,8.28,8.02,8.12,857945 -2013/7/5,8.11,8.22,8.08,8.11,587643 -2013/7/8,8,8.05,7.9,7.91,639776 -2013/7/9,7.92,7.96,7.88,7.92,409645 -2013/7/10,7.95,8.13,7.9,8.11,608291 -2013/7/11,8.17,8.92,8.17,8.86,2741524 -2013/7/12,8.76,8.85,8.43,8.49,1622114 -2013/7/15,8.55,8.71,8.41,8.56,1038509 -2013/7/16,8.52,8.55,8.41,8.54,784305 -2013/7/17,8.52,8.55,8.38,8.45,794897 -2013/7/18,8.41,8.45,8.16,8.2,990444 -2013/7/19,8.22,8.24,8.02,8.03,762423 -2013/7/22,7.9,7.99,7.82,7.95,955521 -2013/7/23,7.99,8.23,7.94,8.14,1159065 -2013/7/24,8.04,8.09,7.9,8,874106 -2013/7/25,8.02,8.11,7.96,8.02,620108 -2013/7/26,7.98,8.01,7.94,7.97,428005 -2013/7/29,7.9,7.9,7.71,7.74,845185 -2013/7/30,7.78,7.96,7.74,7.84,689076 -2013/7/31,7.91,8.02,7.82,7.86,503354 -2013/8/1,7.92,8.02,7.87,7.99,589594 -2013/8/2,8.06,8.12,7.97,7.98,577672 -2013/8/5,7.98,8.07,7.95,8.06,530561 -2013/8/6,8.03,8.08,7.98,8.03,827985 -2013/8/7,8.03,8.14,8,8.01,686799 -2013/8/8,8.01,8.07,7.95,7.99,546114 -2013/8/9,8.05,8.08,7.96,8.01,554836 -2013/8/12,8.04,8.32,8.01,8.31,1427609 -2013/8/13,8.3,8.43,8.27,8.42,1186726 -2013/8/14,8.44,8.53,8.3,8.31,1219037 -2013/8/15,8.31,8.37,8.2,8.22,671348 -2013/8/16,8.17,9.04,8.15,8.31,2647126 -2013/8/19,8.24,8.5,8.23,8.45,1247048 -2013/8/20,8.42,8.78,8.39,8.51,1536057 -2013/8/21,8.53,8.58,8.37,8.45,657322 -2013/8/22,8.41,8.62,8.4,8.44,603265 -2013/8/23,8.54,8.63,8.25,8.42,1175300 -2013/8/26,8.45,8.78,8.4,8.74,1617201 -2013/8/27,8.75,9.05,8.7,8.95,2246729 -2013/8/28,8.88,9.15,8.79,9,2435750 -2013/8/29,9.11,9.21,8.86,8.92,1464970 -2013/8/30,8.86,9.05,8.76,8.99,1291434 -2013/9/2,9.11,9.29,8.95,8.97,1412369 -2013/9/3,8.96,9.12,8.89,9.09,1403837 -2013/9/4,9.04,9.24,9.03,9.14,1424501 -2013/9/5,9.19,9.19,9.06,9.13,935444 -2013/9/6,9.15,9.87,9.12,9.57,3010151 -2013/9/9,10.28,10.53,10.18,10.53,5801892 -2013/9/10,11,11.49,10.77,11.4,11980241 -2013/9/11,11.21,11.47,11.2,11.27,6035510 -2013/9/12,11.3,12.4,11.16,12.25,10415275 -2013/9/13,12.08,12.27,11.73,11.91,6616465 -2013/9/16,12,12.02,11.23,11.49,6994933 -2013/9/17,11.41,11.48,10.77,10.83,5117379 -2013/9/18,10.95,11.19,10.83,11,4001721 -2013/9/23,11.05,11.2,10.8,11.18,4536301 -2013/9/24,11.19,11.2,10.57,10.81,4769006 -2013/9/25,10.74,11.18,10.69,10.78,3841461 -2013/9/26,10.75,10.76,10.07,10.17,4484938 -2013/9/27,10.11,10.33,10.05,10.24,2437824 -2013/9/30,10.34,10.37,10.02,10.09,2565109 -2013/10/8,10.03,10.33,9.88,10.23,2584442 -2013/10/9,10.1,10.46,10.07,10.27,2440152 -2013/10/10,10.3,10.35,9.93,9.98,2492250 -2013/10/11,10.1,10.65,10,10.55,4419613 -2013/10/14,10.45,10.5,10.25,10.29,2740093 -2013/10/15,10.3,10.35,10.02,10.11,2123240 -2013/10/16,10.09,10.09,9.82,9.91,2173229 -2013/10/17,10.01,10.07,9.81,9.82,1452535 -2013/10/18,9.82,10.06,9.8,9.88,1298498 -2013/10/21,9.95,10.16,9.8,10.12,2118509 -2013/10/22,10.11,10.11,9.86,9.93,1560114 -2013/10/23,9.95,10.35,9.91,10.02,2605132 -2013/10/24,9.96,10.16,9.82,9.98,1700034 -2013/10/25,10.01,10.26,9.99,10.07,2565243 -2013/10/28,10.08,10.22,9.92,10.15,1640981 -2013/10/29,10.22,10.69,10.18,10.48,4942140 -2013/10/30,10.48,10.62,10.31,10.59,3011659 -2013/10/31,10.58,10.6,10.31,10.33,2116376 -2013/11/1,10.32,10.53,10.23,10.42,1640573 -2013/11/4,10.48,10.54,10.26,10.3,1387864 -2013/11/5,10.22,10.25,10.04,10.2,1725365 -2013/11/6,10.07,10.2,10,10.03,1510266 -2013/11/7,10.08,10.19,9.97,10.05,1149838 -2013/11/8,10.02,10.1,9.93,9.98,1103888 -2013/11/11,9.99,10.02,9.9,9.97,797592 -2013/11/12,10.01,10.19,10,10.12,1196552 -2013/11/13,10.04,10.05,9.63,9.64,2087145 -2013/11/14,9.6,9.68,9.39,9.49,1691110 -2013/11/15,9.49,9.85,9.48,9.68,1805646 -2013/11/18,9.75,10.11,9.66,10.1,2312759 -2013/11/19,10.1,10.1,9.95,9.97,1285166 -2013/11/20,10.01,10.18,9.97,10.05,1259866 -2013/11/21,10,10.08,9.78,10.07,1723407 -2013/11/22,10.05,10.11,9.98,10.06,1311170 -2013/11/25,9.99,10.11,9.92,9.93,967671 -2013/11/26,9.9,10.03,9.88,9.9,728577 -2013/11/27,9.87,10.08,9.76,9.93,1343571 -2013/11/28,9.95,10.06,9.9,9.96,1218390 -2013/11/29,10.06,10.12,9.96,9.99,1124920 -2013/12/2,10.1,10.34,9.99,10.32,4089526 -2013/12/3,10.27,10.34,10.14,10.26,1789537 -2013/12/4,10.24,10.57,10.2,10.4,2833033 -2013/12/5,10.4,10.44,10.28,10.35,1505655 -2013/12/6,10.34,10.34,10.13,10.22,1577340 -2013/12/9,10.21,10.25,10.08,10.11,1113364 -2013/12/10,10.12,10.21,10.08,10.14,894765 -2013/12/11,10.11,10.13,9.91,9.93,1271767 -2013/12/12,9.91,9.96,9.87,9.88,898390 -2013/12/13,9.84,9.85,9.77,9.83,981246 -2013/12/16,9.85,9.97,9.72,9.74,1198021 -2013/12/17,9.76,9.77,9.66,9.69,781262 -2013/12/18,9.71,9.8,9.68,9.71,551918 -2013/12/19,9.75,9.78,9.6,9.61,710035 -2013/12/20,9.63,9.64,9.34,9.36,1075938 -2013/12/23,9.41,9.48,9.31,9.34,630149 -2013/12/24,9.37,9.41,9.25,9.34,718029 -2013/12/25,9.33,9.35,9.15,9.27,890033 -2013/12/26,9.26,9.27,9.06,9.09,825187 -2013/12/27,9.09,9.32,9.08,9.24,880523 -2013/12/30,9.3,9.32,9.19,9.2,704088 -2013/12/31,9.21,9.53,9.17,9.43,1072370 -2014/1/2,9.44,9.45,9.29,9.33,698210 -2014/1/3,9.28,9.3,9.08,9.14,883520 -2014/1/6,9.31,9.34,9.13,9.19,1172677 -2014/1/7,9.17,9.21,9.01,9.14,721509 -2014/1/8,9.14,9.32,9.11,9.2,786035 -2014/1/9,9.2,9.44,9.16,9.29,1099768 -2014/1/10,9.28,9.45,9.24,9.41,933800 -2014/1/13,9.44,9.47,9.33,9.39,659354 -2014/1/14,9.4,9.43,9.25,9.4,797103 -2014/1/15,9.39,9.4,9.16,9.23,776066 -2014/1/16,9.22,9.26,9.17,9.18,672047 -2014/1/17,9.17,9.17,9.07,9.12,660475 -2014/1/20,9.1,9.13,9.04,9.07,420948 -2014/1/21,9.1,9.26,9.09,9.16,475960 -2014/1/22,9.18,9.38,9.17,9.34,913873 -2014/1/23,9.31,9.34,9.21,9.22,630554 -2014/1/24,9.17,9.32,9.14,9.23,707572 -2014/1/27,9.19,9.2,9.1,9.12,698586 -2014/1/28,9.12,9.29,9.12,9.19,573336 -2014/1/29,9.24,9.31,9.2,9.29,710428 -2014/1/30,9.27,9.3,9.15,9.17,525089 -2014/2/7,9.13,9.18,9.07,9.18,511369 -2014/2/10,9.18,9.3,9.16,9.29,915731 -2014/2/11,9.31,9.68,9.22,9.54,2123924 -2014/2/12,9.5,9.64,9.44,9.5,1064493 -2014/2/13,9.48,9.84,9.41,9.6,1977651 -2014/2/14,9.6,9.63,9.51,9.59,805032 -2014/2/17,9.62,9.66,9.48,9.52,1079163 -2014/2/18,9.51,9.51,9.23,9.26,1319723 -2014/2/19,9.25,9.57,9.2,9.49,1507297 -2014/2/20,9.53,9.73,9.36,9.39,1446074 -2014/2/21,9.39,9.43,9.22,9.29,823125 -2014/2/24,9.2,9.21,8.97,9.01,1352692 -2014/2/25,9.01,9.08,8.81,8.83,1129882 -2014/2/26,8.81,8.89,8.77,8.85,798111 -2014/2/27,8.9,9.03,8.81,8.94,1125560 -2014/2/28,8.9,9.01,8.8,8.91,754279 -2014/3/3,8.91,8.92,8.81,8.85,813900 -2014/3/4,8.84,8.91,8.68,8.87,1134739 -2014/3/5,8.86,8.88,8.68,8.7,667763 -2014/3/6,8.7,8.86,8.62,8.8,1052217 -2014/3/7,8.8,8.91,8.71,8.73,859966 -2014/3/10,8.67,8.71,8.42,8.44,1003360 -2014/3/11,8.43,8.53,8.39,8.46,711195 -2014/3/12,8.47,8.67,8.39,8.56,1104686 -2014/3/13,8.76,9.13,8.68,8.84,1981159 -2014/3/14,8.78,9.03,8.72,8.99,1797692 -2014/3/18,9.22,9.23,8.87,8.89,1679654 -2014/3/19,8.85,9.07,8.76,9.05,938382 -2014/3/20,8.96,9.2,8.95,8.99,1660587 -2014/3/21,8.98,9.89,8.97,9.89,5777301 -2014/3/24,9.89,10.01,9.74,9.8,5509381 -2014/3/25,9.76,9.86,9.68,9.75,2253244 -2014/3/26,9.78,9.83,9.51,9.58,1886547 -2014/3/27,9.53,9.94,9.48,9.69,3101835 -2014/3/28,9.64,9.92,9.6,9.67,2356096 -2014/3/31,9.7,9.77,9.57,9.72,1179580 -2014/4/1,9.66,9.84,9.63,9.73,1211422 -2014/4/2,9.75,10.04,9.71,9.94,2214870 -2014/4/3,9.94,10,9.64,9.67,2025891 -2014/4/4,9.62,9.75,9.57,9.73,1037102 -2014/4/8,9.71,10.31,9.71,10.14,3899481 -2014/4/9,10.12,10.19,10.03,10.1,1669717 -2014/4/10,10.14,10.41,10.03,10.23,2517741 -2014/4/11,10.18,10.32,10.14,10.25,1879818 -2014/4/14,10.25,10.29,10.09,10.12,1335666 -2014/4/15,10.07,10.08,9.82,9.85,1761661 -2014/4/16,9.82,9.97,9.81,9.9,1007655 -2014/4/17,9.93,9.97,9.74,9.76,1478784 -2014/4/18,9.73,9.81,9.63,9.78,1153945 -2014/4/21,9.74,9.96,9.68,9.71,1313923 -2014/4/22,9.68,9.92,9.66,9.9,1412314 -2014/4/23,9.85,10,9.83,9.88,1364196 -2014/4/24,9.9,9.98,9.85,9.87,823095 -2014/4/25,9.92,10.06,9.82,9.84,1805735 -2014/4/28,9.82,9.87,9.65,9.67,1234251 -2014/4/29,9.67,9.82,9.65,9.8,884433 -2014/4/30,9.98,10.02,9.76,9.77,1425589 -2014/5/5,9.77,9.79,9.58,9.74,1035091 -2014/5/6,9.7,9.8,9.67,9.7,587976 -2014/5/7,9.69,9.75,9.64,9.66,559728 -2014/5/8,9.66,9.87,9.64,9.75,952259 -2014/5/9,9.75,9.82,9.69,9.76,748293 -2014/5/12,9.85,9.96,9.79,9.93,1295896 -2014/5/13,9.9,9.94,9.83,9.9,661825 -2014/5/14,9.89,9.92,9.78,9.81,1143551 -2014/5/15,9.79,9.83,9.71,9.73,704269 -2014/5/16,9.7,9.8,9.7,9.75,571422 -2014/5/19,9.72,9.72,9.47,9.52,1374060 -2014/5/20,9.56,9.6,9.48,9.55,640577 -2014/5/21,9.52,9.61,9.41,9.6,542980 -2014/5/22,9.59,9.73,9.57,9.6,716886 -2014/5/23,9.61,9.7,9.59,9.7,470573 -2014/5/26,9.76,9.78,9.69,9.74,541090 -2014/5/27,9.73,9.74,9.62,9.66,744362 -2014/5/28,9.66,9.72,9.6,9.68,924783 -2014/5/29,9.68,9.72,9.6,9.62,752585 -2014/5/30,9.62,9.63,9.55,9.57,690968 -2014/6/3,9.59,9.64,9.53,9.54,706413 -2014/6/4,9.55,9.56,9.4,9.45,862464 -2014/6/5,9.45,9.63,9.43,9.62,565003 -2014/6/6,9.6,9.62,9.45,9.51,534260 -2014/6/9,9.46,9.67,9.46,9.54,582317 -2014/6/10,9.59,9.65,9.52,9.63,682568 -2014/6/11,9.59,9.63,9.55,9.59,463348 -2014/6/12,9.57,9.59,9.52,9.54,429177 -2014/6/13,9.55,9.78,9.54,9.73,1296249 -2014/6/16,9.73,9.87,9.69,9.81,1184774 -2014/6/17,9.83,9.83,9.71,9.73,913171 -2014/6/18,9.73,9.77,9.71,9.73,664600 -2014/6/19,9.74,9.81,9.6,9.64,689065 -2014/6/20,9.64,9.71,9.62,9.7,576657 -2014/6/23,9.71,9.77,9.63,9.66,860196 -2014/6/24,9.05,9.09,9.01,9.04,833055 -2014/6/25,9.05,9.05,8.97,8.98,467978 -2014/6/26,8.98,9.04,8.98,8.99,430525 -2014/6/27,8.99,9.02,8.96,8.97,427132 -2014/6/30,8.98,9.08,8.98,9.05,526451 -2014/7/1,9.08,9.1,9.01,9.06,425845 -2014/7/2,9.06,9.09,9.02,9.06,412628 -2014/7/3,9.06,9.09,9.03,9.07,645532 -2014/7/4,9.08,9.09,9.05,9.07,472639 -2014/7/7,9.07,9.08,9.03,9.05,428314 -2014/7/8,9.05,9.06,9.01,9.05,525930 -2014/7/9,9.05,9.05,8.91,8.92,758296 -2014/7/10,8.92,8.95,8.9,8.92,432848 -2014/7/11,8.92,8.99,8.91,8.94,584612 -2014/7/14,8.93,9.01,8.9,9,501923 -2014/7/15,9.01,9.02,8.98,9.01,573316 -2014/7/16,9.01,9.05,9,9.02,577580 -2014/7/17,9.03,9.04,8.97,8.99,430761 -2014/7/18,8.98,9.05,8.96,9.02,601436 -2014/7/21,9.01,9.02,8.97,8.98,433945 -2014/7/22,8.96,9.1,8.96,9.06,1011864 -2014/7/23,9.04,9.14,9.04,9.08,950719 -2014/7/24,9.09,9.38,9.09,9.32,2350074 -2014/7/25,9.38,9.44,9.3,9.39,1344609 -2014/7/28,9.44,9.83,9.44,9.76,3158567 -2014/7/29,9.8,9.88,9.72,9.78,2030494 -2014/7/30,9.89,9.92,9.67,9.71,1827282 -2014/7/31,9.69,9.81,9.66,9.8,1130036 -2014/8/1,9.77,9.96,9.74,9.76,1993163 -2014/8/4,9.82,9.94,9.73,9.92,1670014 -2014/8/5,9.92,9.95,9.8,9.87,1169421 -2014/8/6,9.83,9.83,9.66,9.74,1345310 -2014/8/7,9.75,9.78,9.55,9.56,1412442 -2014/8/8,9.56,9.6,9.5,9.54,1209828 -2014/8/11,9.57,9.73,9.57,9.7,999023 -2014/8/12,9.69,9.7,9.6,9.64,808562 -2014/8/13,9.64,9.68,9.53,9.61,972017 -2014/8/14,9.63,9.68,9.58,9.6,1023257 -2014/8/15,9.63,9.7,9.58,9.68,835078 -2014/8/18,9.69,9.81,9.67,9.72,961117 -2014/8/19,9.78,9.78,9.64,9.71,997962 -2014/8/20,9.71,9.71,9.63,9.64,701355 -2014/8/21,9.64,9.65,9.43,9.5,1180572 -2014/8/22,9.5,9.58,9.47,9.54,768857 -2014/8/25,9.52,9.53,9.42,9.44,905961 -2014/8/26,9.43,9.5,9.41,9.46,852136 -2014/8/27,9.45,9.5,9.43,9.45,546288 -2014/8/28,9.45,9.45,9.36,9.36,702892 -2014/8/29,9.4,9.48,9.36,9.47,538816 -2014/9/1,9.49,9.52,9.44,9.49,685781 -2014/9/2,9.51,9.63,9.46,9.6,1287057 -2014/9/3,9.63,9.74,9.62,9.68,1285881 -2014/9/4,9.7,9.72,9.63,9.71,989192 -2014/9/5,9.73,9.78,9.69,9.74,1269259 -2014/9/9,9.75,9.82,9.68,9.7,1238661 -2014/9/10,9.65,9.66,9.57,9.59,1116595 -2014/9/11,9.6,9.73,9.57,9.6,1197632 -2014/9/12,9.61,9.61,9.53,9.6,802965 -2014/9/15,9.56,9.64,9.51,9.6,994445 -2014/9/16,9.65,9.76,9.59,9.62,2227515 -2014/9/17,9.63,9.66,9.53,9.57,1165774 -2014/9/18,9.56,9.75,9.53,9.73,2189939 -2014/9/19,9.72,9.91,9.7,9.85,2860048 -2014/9/22,9.83,9.83,9.61,9.61,1555469 -2014/9/23,9.61,9.69,9.6,9.63,882242 -2014/9/24,9.61,9.79,9.59,9.76,1526373 -2014/9/25,9.79,9.83,9.68,9.71,1372163 -2014/9/26,9.69,9.74,9.64,9.72,805983 -2014/9/29,9.75,9.81,9.72,9.76,1217630 -2014/9/30,9.78,9.8,9.7,9.75,1050933 -2014/10/8,9.78,9.85,9.73,9.84,1427244 -2014/10/9,9.85,9.94,9.81,9.85,1309682 -2014/10/10,9.8,9.91,9.77,9.83,1330302 -2014/10/13,9.79,9.83,9.68,9.73,1098312 -2014/10/14,9.72,9.82,9.69,9.72,840029 -2014/10/15,9.72,9.85,9.64,9.79,1339223 -2014/10/16,9.74,10.04,9.7,9.89,2963669 -2014/10/17,9.88,10,9.75,9.85,1610199 -2014/10/20,9.93,9.95,9.82,9.9,1147188 -2014/10/21,9.89,9.91,9.76,9.78,1052906 -2014/10/22,9.79,9.88,9.75,9.78,910921 -2014/10/23,9.78,9.88,9.72,9.75,1184163 -2014/10/24,9.77,9.79,9.66,9.68,1083127 -2014/10/27,9.62,9.63,9.4,9.47,1389295 -2014/10/28,9.5,9.61,9.5,9.59,1010441 -2014/10/29,9.61,9.75,9.57,9.7,1610506 -2014/10/30,9.72,9.85,9.65,9.81,1767805 -2014/10/31,9.88,10.38,9.85,10.2,4910647 -2014/11/3,10.25,10.28,10.1,10.16,2483716 -2014/11/4,10.2,10.2,10.02,10.07,1632126 -2014/11/5,10.08,10.11,9.96,9.99,1575614 -2014/11/6,10.01,10.04,9.95,10.03,1018631 -2014/11/7,10.01,10.39,9.98,10.18,4071141 -2014/11/10,10.53,10.81,10.42,10.55,4893769 -2014/11/11,10.62,11.26,10.62,10.92,6537390 -2014/11/12,10.85,11.07,10.74,11.05,2710386 -2014/11/13,11.1,11.38,10.86,10.94,3712640 -2014/11/14,10.88,10.98,10.75,10.9,1984143 -2014/11/17,10.94,11.08,10.73,10.75,2145198 -2014/11/18,10.75,10.8,10.43,10.45,2549009 -2014/11/19,10.43,10.54,10.39,10.47,1453266 -2014/11/20,10.45,10.66,10.37,10.57,1624025 -2014/11/21,10.58,10.82,10.46,10.79,2099976 -2014/11/24,10.57,10.99,10.45,10.86,4740499 -2014/11/25,10.81,11.09,10.75,11.08,2894901 -2014/11/26,11.25,11.43,11.1,11.32,4522633 -2014/11/27,11.48,11.72,11.28,11.48,4397383 -2014/11/28,11.53,12.48,11.48,12.4,8321833 -2014/12/1,12.45,12.98,12.12,12.16,6072704 -2014/12/2,12.03,13.08,12.03,12.87,5893710 -2014/12/3,12.84,13.29,12.32,12.58,7305615 -2014/12/4,12.58,13.3,12.37,13.27,7200417 -2014/12/5,13.42,14,12.9,13.53,8596476 -2014/12/8,13.39,14.04,13.2,13.81,7039225 -2014/12/9,13.56,14.16,12.46,12.65,8691938 -2014/12/10,12.7,13.25,12.21,13.16,6202724 -2014/12/11,12.96,13.55,12.85,13.05,4425712 -2014/12/12,13.05,13.38,12.78,12.98,3105587 -2014/12/15,12.8,12.82,12.46,12.76,3350254 -2014/12/16,12.7,13.3,12.65,13.29,4386880 -2014/12/17,13.49,14.39,13.33,14.11,8697036 -2014/12/18,14.22,14.34,13.71,13.89,4996279 -2014/12/19,13.96,14.2,13.63,14.09,4362442 -2014/12/22,14.18,15.2,14.14,14.68,6834495 -2014/12/23,14.4,14.98,14.08,14.11,4415788 -2014/12/24,14.11,14.2,13.31,13.46,4175795 -2014/12/25,13.75,14.27,13.53,14.25,4557219 -2014/12/26,14.3,14.84,14.19,14.77,4669831 -2014/12/29,15.4,15.88,14.71,14.95,6252161 -2014/12/30,14.95,15.5,14.83,15.36,4436556 -2014/12/31,15.45,15.79,15.11,15.69,4688323 -2015/1/5,15.88,16.25,15.56,16.07,5135687 -2015/1/6,16,16.68,15.82,16.13,5116845 -2015/1/7,15.9,16.17,15.53,15.81,3857168 -2015/1/8,15.87,15.88,15.2,15.25,3306272 -2015/1/9,15.2,16.25,15.11,15.43,4919999 -2015/1/12,15.5,15.71,14.95,15.22,3677873 -2015/1/13,15.13,15.41,15.1,15.18,1784050 -2015/1/14,15.31,15.79,15.31,15.49,3090188 -2015/1/15,15.49,16.15,15.39,16.12,3298268 -2015/1/16,16.24,16.75,16.16,16.47,4802459 -2015/1/19,15.38,15.73,14.82,14.82,6235209 -2015/1/20,14.88,15.17,14.58,15,4792157 -2015/1/21,15.1,15.87,14.81,15.74,4875404 -2015/1/22,15.73,15.76,15.35,15.63,2947383 -2015/1/23,15.74,16.04,15.54,15.63,3200430 -2015/1/26,15.56,15.59,15.13,15.43,2685669 -2015/1/27,15.44,15.44,14.75,15.01,3519140 -2015/1/28,14.82,15.11,14.66,14.81,2422031 -2015/1/29,14.58,14.68,14.32,14.42,2669681 -2015/1/30,14.58,14.69,14.36,14.47,2078653 -2015/2/2,14.06,14.26,13.99,14.04,2116177 -2015/2/3,14.21,14.46,14.02,14.45,1962636 -2015/2/4,14.5,14.59,14.12,14.18,1678962 -2015/2/5,14.75,14.8,14.17,14.18,3943327 -2015/2/6,14.09,14.32,13.95,14.09,1865475 -2015/2/9,14.06,14.27,13.85,14.16,2245855 -2015/2/10,14.15,14.48,14.08,14.43,1836935 -2015/2/11,14.43,14.54,14.31,14.42,1241271 -2015/2/12,14.42,14.43,14.11,14.35,1489542 -2015/2/13,14.5,14.67,14.35,14.43,2083668 -2015/2/16,14.43,14.46,14.26,14.4,1392200 -2015/2/17,14.42,14.58,14.41,14.47,1206653 -2015/2/25,14.48,14.5,14.18,14.28,1409326 -2015/2/26,14.25,14.68,14.11,14.62,2150140 -2015/2/27,14.6,14.8,14.48,14.53,1956069 -2015/3/2,14.58,14.58,14.36,14.48,2187633 -2015/3/3,14.44,14.44,13.98,14,2663724 -2015/3/4,14.05,14.07,13.85,13.91,1565960 -2015/3/5,13.84,13.84,13.51,13.58,2265046 -2015/3/6,13.58,13.78,13.54,13.63,1280364 -2015/3/9,13.81,14.7,13.61,14.51,4348015 -2015/3/10,14.32,14.37,14.07,14.1,2548448 -2015/3/11,14.17,14.56,14.17,14.25,2150697 -2015/3/12,14.65,15.56,14.58,15.12,6327819 -2015/3/13,15.19,15.8,15.08,15.29,4401784 -2015/3/16,15.56,15.61,15.2,15.47,3161167 -2015/3/17,15.6,15.68,15.36,15.54,3096776 -2015/3/18,15.57,15.88,15.43,15.88,3546551 -2015/3/19,15.88,15.89,15.58,15.64,3167709 -2015/3/20,15.62,16.09,15.37,15.75,4565312 -2015/3/23,15.82,16.04,15.77,15.91,3575927 -2015/3/24,15.89,16,15.6,15.69,3246575 -2015/3/25,15.6,15.72,15.15,15.24,3317303 -2015/3/26,15.15,15.58,15.04,15.36,2823407 -2015/3/27,15.32,15.55,15.17,15.36,2181750 -2015/3/30,15.55,16.2,15.44,16.02,4874427 -2015/3/31,16.48,16.58,15.74,15.79,4940492 -2015/4/1,15.79,16.14,15.75,15.95,3058784 -2015/4/2,16.3,16.38,15.87,16.18,4100876 -2015/4/3,16,16.29,15.93,16.2,3203615 -2015/4/7,16.5,16.87,16.45,16.71,5022602 -2015/4/8,16.73,17.04,16.45,17.02,5148164 -2015/4/9,17.05,17.48,16.8,16.87,4973355 -2015/4/10,16.86,17.57,16.76,17.53,4515434 -2015/4/13,17.99,18.48,17.62,18.03,5814066 -2015/4/14,18.03,18.04,17.56,17.89,3728371 -2015/4/15,17.8,18.45,17.71,17.96,4496439 -2015/4/16,17.97,18.67,17.85,18.65,4159846 -2015/4/17,18.95,19.05,18.47,18.6,4901593 -2015/4/20,18.72,18.72,17.6,17.9,5724358 -2015/4/21,17.75,18.19,17.75,18.16,3681947 -2015/4/22,18.3,18.55,18.08,18.5,4207667 -2015/4/23,18.5,18.64,18.11,18.22,3635936 -2015/4/24,17.8,18.03,17.46,17.68,4229271 -2015/4/27,17.72,18.25,17.72,18.17,3845414 -2015/4/28,18.24,19,18,18.3,6000540 -2015/4/29,18.27,18.66,18.06,18.53,3583937 -2015/4/30,18.28,18.46,18.05,18.07,4127605 -2015/5/4,18,18,17.6,17.81,2580646 -2015/5/5,17.73,17.75,16.85,17.08,3753864 -2015/5/6,17.08,17.51,16.97,17.06,3036079 -2015/5/7,17.03,17.28,16.98,17.07,2143907 -2015/5/8,17.19,17.3,16.82,17.11,1845600 -2015/5/11,16.98,17.31,16.79,17.27,2771534 -2015/5/12,17.25,17.4,17.04,17.24,2191763 -2015/5/13,17.33,17.39,16.9,17.07,2452445 -2015/5/14,17.1,17.25,16.94,16.99,1923619 -2015/5/15,16.91,17.07,16.59,16.78,2095973 -2015/5/18,16.62,16.76,16.34,16.38,1875552 -2015/5/19,16.37,17.09,16.35,17.04,2422513 -2015/5/20,17.04,17.49,16.97,17.15,2656757 -2015/5/21,17.25,17.4,17.1,17.32,1664035 -2015/5/22,17.46,17.79,17.34,17.76,2480875 -2015/5/25,17.85,18.18,17.84,18.14,2738748 -2015/5/26,18.22,18.45,17.91,18.39,3016653 -2015/5/27,18.44,18.65,18.05,18.07,2969423 -2015/5/28,18.1,18.14,17.01,17.04,3340322 -2015/5/29,17.08,17.35,16.71,17.04,2560873 -2015/6/1,17.04,18.08,16.86,17.93,2863792 -2015/6/2,17.93,17.97,17.5,17.84,2249355 -2015/6/3,17.89,18.05,17.54,17.9,2441397 -2015/6/4,18,18.8,17.58,18.63,4718649 -2015/6/5,19,19.17,18.02,18.43,3624202 -2015/6/17,18.49,18.98,17.95,18.2,5131187 -2015/6/18,18.09,18.25,17.64,17.72,2782967 -2015/6/19,17.58,17.95,16.84,17.07,2780902 -2015/6/23,16.45,17.09,16.24,17.02,2977489 -2015/6/24,17.03,17.3,16.58,17.25,2578253 -2015/6/25,17.6,17.74,16.65,16.71,2716490 -2015/6/26,16.43,17.08,15.33,15.85,3617767 -2015/6/29,16.3,16.53,14.81,15.91,4206757 -2015/6/30,15.93,16.98,15.91,16.96,3754113 -2015/7/1,16.81,16.93,16.2,16.32,2505560 -2015/7/2,16.5,16.83,15.81,16.37,3222649 -2015/7/3,16.39,16.64,15.1,15.87,3127011 -2015/7/6,17.4,17.46,16.63,17.22,6594219 -2015/7/7,16.94,17.82,16.46,17.57,7137635 -2015/7/8,16.2,17.5,15.81,15.95,8379504 -2015/7/9,15.95,17.4,15.38,16.95,5452373 -2015/7/10,16.76,18.15,16.65,17.28,6477686 -2015/7/13,16.99,17.48,16.81,17.04,3725947 -2015/7/14,16.78,16.98,16.36,16.75,3057258 -2015/7/15,16.7,17.13,16.51,17.07,3482536 -2015/7/16,17.07,17.12,16.71,16.96,1814026 -2015/7/17,17.03,17.19,16.88,17.02,1959276 -2015/7/20,17,17.03,16.65,16.68,1729182 -2015/7/21,16.58,16.72,16.3,16.38,1562683 -2015/7/22,16.33,16.38,16.15,16.16,1203527 -2015/7/23,16.24,16.51,16.18,16.43,1145255 -2015/7/24,16.43,16.49,16.13,16.14,1236092 -2015/7/27,16,16.1,14.84,14.91,2250916 -2015/7/28,14.68,15.4,14.62,15.24,2460951 -2015/7/29,15.22,15.3,15.12,15.29,1358587 -2015/7/30,15.29,15.36,14.88,14.9,1189217 -2015/7/31,14.97,15.16,14.65,15.07,2349413 -2015/8/3,14.99,15.6,14.86,15.55,2123671 -2015/8/4,15.48,15.67,15.38,15.62,851544 -2015/8/5,15.6,15.64,15.27,15.31,581859 -2015/8/6,15.16,15.57,15.14,15.38,653780 -2015/8/7,15.58,15.64,15.39,15.47,653023 -2015/8/10,15.45,15.86,15.35,15.78,1169382 -2015/8/11,15.7,15.75,15.51,15.57,1051041 -2015/8/12,15.4,15.6,15.38,15.39,791844 -2015/8/13,15.47,15.56,15.29,15.45,740342 -2015/8/14,15.47,15.54,15.37,15.49,663560 -2015/8/17,15.41,15.41,15.22,15.32,1208921 -2015/8/18,15.35,15.52,14.83,14.87,1984452 -2015/8/19,14.87,15.17,14.5,15,1990621 -2015/8/20,14.94,14.99,14.66,14.68,881248 -2015/8/21,14.61,14.74,14.2,14.22,1237928 -2015/8/24,13.93,13.95,12.8,12.87,3348594 -2015/8/25,12.54,13.08,11.91,12.39,2894707 -2015/8/26,12.65,13.35,12.4,13.02,2352146 -2015/8/27,13.16,14.09,12.98,13.98,2120088 -2015/8/28,14.1,14.32,13.85,14.24,2089510 -2015/8/31,14.2,14.98,13.96,14.96,2026285 -2015/9/1,14.66,15.34,14.41,15.33,3049047 -2015/9/2,14.9,15.37,14.72,14.89,2550453 -2015/9/7,14.73,15.01,14.16,14.5,2879486 -2015/9/8,14.52,15.16,14.22,15.06,3308142 -2015/9/9,14.91,15.27,14.91,15.16,2419175 -2015/9/10,15.06,15.27,14.96,15.25,2057490 -2015/9/11,15.35,15.66,15.3,15.56,2887086 -2015/9/14,15.5,15.95,14.93,15.93,1839366 -2015/9/15,15.53,15.55,15.24,15.46,1076025 -2015/9/16,15.31,15.8,15.03,15.43,741290 -2015/9/17,15.34,15.46,15.1,15.11,508487 -2015/9/18,15.16,15.29,15.02,15.03,408992 -2015/9/21,14.96,15.08,14.84,14.97,404883 -2015/9/22,14.97,15.23,14.97,15.05,386738 -2015/9/23,14.91,15,14.68,14.95,545806 -2015/9/24,14.95,15.3,14.87,15.27,788626 -2015/9/25,15.15,15.62,15.15,15.59,1360709 -2015/9/28,15.55,15.96,15.42,15.92,914258 -2015/9/29,15.79,15.99,15.67,15.97,1141903 -2015/9/30,15.95,16.65,15.9,16.63,2110381 -2015/10/8,16.8,16.8,15.83,15.87,1400571 -2015/10/9,15.97,16.15,15.85,15.9,415258 -2015/10/12,15.9,16.25,15.73,16.06,936333 -2015/10/13,15.98,16.11,15.85,15.97,546988 -2015/10/14,15.81,16.09,15.81,15.9,442978 -2015/10/26,16.03,16.57,16.03,16.28,1010411 -2015/10/27,16.23,16.45,16.15,16.32,749340 -2015/10/28,16.26,16.54,16.09,16.31,742263 -2015/10/29,16.3,16.63,16.23,16.59,757606 -2015/10/30,16.5,16.68,16.38,16.39,454654 -2015/11/2,16.3,16.52,16.22,16.41,381228 -2015/11/3,16.4,16.77,16.37,16.46,604851 -2015/11/4,16.43,16.92,16.43,16.84,650540 -2015/11/5,16.85,18.07,16.75,17.71,2317997 -2015/11/6,17.52,18.18,17.51,17.88,1275942 -2015/11/9,17.92,19.19,17.88,18.15,1578201 -2015/11/10,18,18.69,17.82,18.37,1404271 -2015/11/11,18.41,18.49,17.5,17.73,921302 -2015/11/12,17.8,17.83,17.15,17.36,777902 -2015/11/13,17.2,17.6,17.15,17.58,734332 -2015/11/16,17.34,17.58,17.2,17.42,451447 -2015/11/17,17.46,17.81,17.42,17.44,635393 -2015/11/18,17.47,17.68,17.24,17.39,575846 -2015/11/19,17.3,17.99,17.3,17.9,1025434 -2015/11/20,17.81,18.63,17.78,18.47,1482062 -2015/11/23,18.51,19.13,18.44,19.06,1712038 -2015/11/24,18.9,19.12,18.59,19.05,1293891 -2015/11/25,18.9,19.68,18.44,19.67,3265248 -2015/11/26,19.5,19.7,19.2,19.37,2149442 -2015/11/27,19.16,19.42,18.4,18.53,1056087 -2015/11/30,18.44,18.81,17.6,18.65,976338 -2015/12/1,18.35,19,18.08,18.66,634306 -2015/12/2,18.51,20,18.48,19.85,1536081 -2015/12/3,19.7,19.77,19.22,19.25,1103463 -2015/12/4,19.27,19.27,18.69,18.71,702758 -2015/12/7,18.71,19.5,18.71,19.45,833468 -2015/12/8,19.28,20.12,18.81,20.1,2398849 -2015/12/9,19.58,19.58,19.11,19.23,920495 -2015/12/10,19.34,19.88,19.11,19.27,570913 -2015/12/11,19.01,19.22,18.43,18.6,870668 -2015/12/14,18.31,18.63,18.03,18.45,707370 -2015/12/15,18.44,18.82,18.17,18.31,516858 -2015/12/16,18.36,18.45,18.11,18.18,387006 -2015/12/17,18.26,18.61,18.2,18.49,533041 -2015/12/18,18.49,19.8,18.43,18.81,922119 -2015/12/21,18.79,19.4,18.54,19.14,824901 -2015/12/22,19.01,19.29,18.77,18.9,531227 -2015/12/23,18.91,19.13,18.61,18.88,661282 -2015/12/24,18.85,19.14,18.67,19.04,571716 -2015/12/25,19.02,19.48,18.93,19.32,554279 -2015/12/28,19.37,19.43,18.62,18.7,499807 -2015/12/29,18.63,18.92,18.39,18.74,472885 -2015/12/30,18.71,18.78,18.31,18.57,356874 -2015/12/31,18.52,18.52,18.26,18.27,279361 -2016/1/4,18.28,18.28,17.55,17.8,422406 -2016/1/5,17.51,18.06,17.4,17.96,580548 -2016/1/6,17.9,18.14,17.69,18.1,467727 -2016/1/7,17.8,17.9,17.4,17.51,113505 -2016/1/8,17.74,17.88,16.91,17.49,719183 -2016/1/11,17.21,17.45,16.96,17.05,901771 -2016/1/12,17.17,17.52,17.08,17.45,553745 -2016/1/13,17.57,17.9,17.35,17.39,478693 -2016/1/14,17,17.99,16.89,17.92,548388 -2016/1/15,17.8,18.15,17.52,17.58,467231 -2016/1/18,17.43,17.99,17.32,17.68,327290 -2016/1/19,17.78,17.88,17.5,17.77,298072 -2016/1/20,17.61,17.7,17.08,17.25,359686 -2016/1/21,17.22,17.46,16.5,16.58,341971 -2016/1/22,16.84,17.11,16.49,17.02,420073 -2016/1/25,17,17.17,16.72,17.03,235590 -2016/1/26,16.96,17.14,16.4,16.66,382798 -2016/1/27,16.75,16.98,16.51,16.68,442913 -2016/1/28,16.76,16.82,15.88,16.58,389022 -2016/1/29,16.52,17.05,16.41,16.9,474290 -2016/2/1,16.99,17,16.41,16.5,291396 -2016/2/2,16.5,16.94,16.46,16.76,253810 -2016/2/3,16.6,16.66,16.45,16.61,277792 -2016/2/4,16.84,17.32,16.63,17.3,471629 -2016/2/5,17.24,18.39,17.15,18.38,784135 -2016/2/15,17.98,18.48,17.8,18.45,672963 -2016/3/11,17.51,17.53,16.61,16.97,982403 -2016/3/14,16.88,17.47,16.82,16.86,569222 -2016/3/15,16.95,17.19,16.81,17.02,375409 -2016/3/16,16.92,18.07,16.91,18.03,1084044 -2016/3/17,17.81,18.19,17.45,17.7,686358 -2016/3/18,17.79,18,17.65,17.84,559880 -2016/3/21,17.78,18.25,17.78,18.06,420015 -2016/3/22,18.09,18.63,18.02,18.15,437608 -2016/3/23,18.16,18.35,18.06,18.13,278308 -2016/3/24,18.11,18.11,17.68,17.72,274483 -2016/3/25,17.72,17.87,17.68,17.74,136192 -2016/3/28,17.78,18,17.37,17.45,245217 -2016/3/29,17.53,17.66,17.37,17.45,191512 -2016/3/30,17.65,17.95,17.65,17.87,355621 -2016/3/31,17.98,18.08,17.72,17.93,237621 -2016/4/1,17.98,18.25,17.61,18.18,357905 -2016/4/5,17.94,18.29,17.76,18.17,426223 -2016/4/6,18.03,18.14,17.87,17.96,234287 -2016/4/7,17.95,18,17.63,17.69,290477 -2016/4/8,17.56,17.76,17.53,17.6,171322 -2016/4/11,17.6,17.82,17.55,17.67,241176 -2016/4/12,17.69,17.7,17.53,17.62,141008 -2016/4/13,17.73,17.99,17.69,17.74,351897 -2016/4/14,17.9,18.01,17.75,17.8,157962 -2016/4/15,17.95,18.06,17.8,17.89,347735 -2016/4/18,17.75,18.03,17.66,17.81,280841 -2016/4/19,17.95,17.98,17.78,17.9,272464 -2016/4/20,17.89,17.99,17.31,17.96,466146 -2016/4/21,17.82,18.35,17.75,18.12,482129 -2016/4/22,18,18.36,17.94,18.24,281782 -2016/4/25,18.15,18.16,17.82,17.88,242944 -2016/4/26,17.87,18.08,17.75,17.92,157394 -2016/4/27,17.97,17.97,17.8,17.86,138389 -2016/4/28,17.93,18.1,17.83,17.9,157284 -2016/4/29,17.83,17.94,17.75,17.83,230659 -2016/5/3,17.95,18.24,17.83,18.12,277767 -2016/5/4,18.06,18.23,18.02,18.08,231190 -2016/5/5,18.06,18.12,17.98,18.06,149366 -2016/5/6,18.07,18.1,17.71,17.73,234068 -2016/5/9,17.71,17.8,17.4,17.51,219476 -2016/5/10,17.38,17.56,17.38,17.48,168466 -2016/5/11,17.55,17.57,17.4,17.45,119412 -2016/5/12,17.43,17.5,17.2,17.41,146690 -2016/5/13,17.37,17.46,17.22,17.24,110138 -2016/5/16,17.23,17.35,17.21,17.29,110456 -2016/5/17,17.29,17.34,17.16,17.25,97652 -2016/5/18,17.25,17.62,17.02,17.56,309625 -2016/5/19,17.44,17.49,17.33,17.35,103808 -2016/5/20,17.31,17.5,17.27,17.45,111406 -2016/5/23,17.5,17.68,17.44,17.55,140807 -2016/5/24,17.48,17.6,17.43,17.55,107259 -2016/5/25,17.68,17.73,17.6,17.67,137662 -2016/5/26,17.65,17.86,17.65,17.7,110651 -2016/5/27,17.69,17.77,17.63,17.74,116212 -2016/5/30,17.84,17.97,17.68,17.95,175382 -2016/5/31,17.93,18.4,17.92,18.29,356315 -2016/6/1,18.3,18.35,18.13,18.19,183124 -2016/6/2,18.2,18.3,17.93,18.02,177865 -2016/6/3,18.12,18.13,17.9,18.01,180035 -2016/6/6,18.05,18.11,17.97,18.02,178562 -2016/6/7,18.1,18.13,17.97,18.02,165340 -2016/6/8,18.01,18.07,17.97,17.99,237583 -2016/6/13,17.86,17.94,17.77,17.78,300516 -2016/6/14,17.77,17.83,17.7,17.79,187734 -2016/6/15,17.61,17.76,17.55,17.74,263322 -2016/6/16,17.67,17.93,17.6,17.8,308711 -2016/6/17,17.75,17.99,17.74,17.77,174122 -2016/6/20,17.93,17.93,17.75,17.85,96815 -2016/6/21,17.88,17.95,17.75,17.78,158529 -2016/6/22,17.8,17.9,17.78,17.89,142275 -2016/6/23,15.9,15.9,15.71,15.72,128823 -2016/6/24,15.7,15.79,15.08,15.28,305755 -2016/6/27,15.29,15.39,15.18,15.31,191635 -2016/6/28,15.27,15.3,15.18,15.28,125598 -2016/6/29,15.29,15.54,15.28,15.5,212534 -2016/6/30,15.5,15.66,15.44,15.57,207359 -2016/7/1,15.57,15.96,15.54,15.92,251065 -2016/7/4,15.86,16.03,15.8,15.93,214117 -2016/7/5,15.94,15.95,15.75,15.79,161716 -2016/7/6,15.71,15.76,15.61,15.64,229765 -2016/7/7,15.63,15.64,15.45,15.57,244980 -2016/7/8,15.55,15.56,15.44,15.45,149013 -2016/7/11,15.56,15.57,15.4,15.43,228525 -2016/7/12,15.48,15.65,15.45,15.64,255451 -2016/7/13,15.65,15.97,15.64,15.79,362381 -2016/7/14,15.77,15.84,15.64,15.7,168834 -2016/7/15,15.71,15.75,15.65,15.71,159981 -2016/7/18,15.73,15.91,15.66,15.77,277670 -2016/7/19,15.77,15.8,15.65,15.73,171798 -2016/7/20,15.7,15.76,15.63,15.75,148665 -2016/7/21,15.74,15.87,15.7,15.83,220204 -2016/7/22,15.81,15.82,15.58,15.63,167117 -2016/7/25,15.63,15.76,15.63,15.69,114420 -2016/7/26,15.69,15.79,15.65,15.74,204624 -2016/7/27,15.73,15.88,15.45,15.87,406973 -2016/7/28,15.77,15.79,15.65,15.68,174514 -2016/7/29,15.65,15.71,15.61,15.7,143483 -2016/8/1,15.68,15.85,15.65,15.8,229099 -2016/8/2,15.79,15.85,15.68,15.75,108778 -2016/8/3,15.64,15.72,15.62,15.67,105840 -2016/8/4,15.69,15.69,15.49,15.59,156105 -2016/8/5,15.6,15.8,15.59,15.73,176485 -2016/8/8,15.76,15.76,15.66,15.74,131294 -2016/8/9,15.75,15.8,15.71,15.79,154809 -2016/8/10,15.8,15.85,15.73,15.83,184995 -2016/8/11,15.75,16.4,15.74,16.07,526894 -2016/8/12,16.12,16.39,16,16.36,469916 -2016/8/15,16.5,17.02,16.45,16.94,773339 -2016/8/16,16.94,16.99,16.67,16.7,493840 -2016/8/17,16.72,16.85,16.52,16.64,364466 -2016/8/18,16.55,16.77,16.35,16.44,371101 -2016/8/19,16.43,16.5,16.36,16.42,199273 -2016/8/22,16.42,16.47,16.31,16.41,197686 -2016/8/23,16.41,16.56,16.32,16.4,317544 -2016/8/24,16.41,16.51,16.34,16.39,170854 -2016/8/25,16.36,16.41,16.2,16.34,247499 -2016/8/26,16.36,16.4,16.29,16.34,146881 -2016/8/29,16.31,16.37,16.08,16.23,302020 -2016/8/30,16.24,16.49,16.24,16.4,363970 -2016/8/31,16.35,16.56,16.32,16.48,220034 -2016/9/1,16.48,16.55,16.38,16.41,212720 -2016/9/2,16.38,16.5,16.35,16.48,231470 -2016/9/5,16.49,16.58,16.42,16.49,256770 -2016/9/6,16.49,16.53,16.37,16.41,202826 -2016/9/7,16.41,16.5,16.35,16.48,179756 -2016/9/8,16.47,16.61,16.43,16.6,244069 -2016/9/9,16.62,16.66,16.5,16.56,187395 -2016/9/12,16.38,16.47,16.26,16.4,365092 -2016/9/13,16.4,16.46,16.39,16.45,142344 -2016/9/14,16.43,16.48,16.38,16.4,239814 -2016/9/19,16.45,16.51,16.42,16.46,144660 -2016/9/20,16.47,16.48,16.42,16.46,173968 -2016/9/21,16.47,16.51,16.43,16.45,94161 -2016/9/22,16.49,16.59,16.47,16.53,115278 -2016/9/23,16.55,16.55,16.48,16.48,102005 -2016/9/26,16.45,16.57,16.41,16.48,207692 -2016/9/27,16.42,16.52,16.42,16.48,170255 -2016/9/28,16.48,16.53,16.46,16.48,128420 -2016/9/29,16.52,16.55,16.49,16.5,109974 -2016/9/30,16.5,16.53,16.48,16.49,121903 -2016/10/10,16.53,16.6,16.48,16.55,186669 -2016/10/11,16.57,16.58,16.5,16.57,126904 -2016/10/12,16.54,16.54,16.48,16.51,106439 -2016/10/13,16.51,16.52,16.42,16.43,145044 -2016/10/14,16.43,16.47,16.38,16.46,106601 -2016/10/17,16.41,16.44,16.22,16.27,164249 -2016/10/18,16.28,16.39,16.24,16.34,182518 -2016/10/19,16.35,16.39,16.24,16.27,111432 -2016/10/20,16.27,16.34,16.25,16.29,89858 -2016/10/21,16.29,16.34,16.22,16.3,108848 -2016/10/24,16.3,16.58,16.27,16.47,247572 -2016/10/25,16.48,16.5,16.36,16.42,133093 -2016/10/26,16.4,16.42,16.3,16.32,124368 -2016/10/27,16.3,16.31,16.18,16.19,195175 -2016/10/28,16.19,16.34,16.18,16.29,150672 -2016/10/31,16.23,16.31,16.01,16.27,146733 -2016/11/1,16.26,16.33,16.21,16.3,130283 -2016/11/2,16.21,16.3,16.18,16.2,250512 -2016/11/3,16.19,16.38,16.19,16.35,258641 -2016/11/4,16.3,16.53,16.29,16.4,215165 -2016/11/7,16.39,16.45,16.38,16.42,213517 -2016/11/8,16.45,16.54,16.44,16.47,173072 -2016/11/9,16.47,16.53,16.36,16.46,398266 -2016/11/10,16.55,16.64,16.48,16.57,204846 -2016/11/11,16.56,16.63,16.45,16.59,215392 -2016/11/14,16.53,16.7,16.52,16.6,181245 -2016/11/15,16.59,16.61,16.5,16.59,157141 -2016/11/16,16.59,16.63,16.54,16.6,123955 -2016/11/17,16.58,16.63,16.52,16.6,227186 -2016/11/18,16.59,16.64,16.55,16.6,292744 -2016/11/21,16.59,16.73,16.54,16.64,214325 -2016/11/22,16.67,16.72,16.63,16.68,210810 -2016/11/23,16.68,17.23,16.66,16.93,450364 -2016/11/24,16.93,17.12,16.86,16.89,210431 -2016/11/25,16.89,17.1,16.81,17.09,233352 -2016/11/28,17.15,17.49,17.15,17.21,338353 -2016/11/29,17.21,17.35,17.11,17.26,295301 -2016/11/30,17.28,17.45,17.1,17.16,201350 -2016/12/1,17.15,17.27,17.05,17.15,184492 -2016/12/2,17.1,17.18,16.8,17.1,338959 -2016/12/5,16.95,17.32,16.91,17.3,382014 -2016/12/6,17.28,17.42,17.2,17.22,209481 -2016/12/7,17.17,17.2,17.06,17.07,155507 -2016/12/8,17.15,17.2,17.04,17.14,132346 -2016/12/9,17.14,17.46,17.12,17.34,288356 -2016/12/12,17.34,17.57,17.19,17.49,483596 -2016/12/13,17.36,17.44,17.16,17.17,156029 -2016/12/14,17.17,17.42,17.12,17.18,178606 -2016/12/15,17.13,17.13,16.7,16.7,308096 -2016/12/16,16.7,16.83,16.63,16.66,145314 -2016/12/19,16.65,16.7,16.51,16.52,84835 -2016/12/20,16.52,16.56,16.12,16.28,225258 -2016/12/21,16.26,16.37,16.25,16.32,126388 -2016/12/22,16.32,16.33,16.14,16.19,114992 -2016/12/23,16.17,16.22,16.07,16.19,111879 -2016/12/26,16.13,16.28,16.01,16.25,144825 -2016/12/27,16.25,16.32,16.13,16.14,106658 -2016/12/28,16.14,16.19,16.03,16.09,144415 -2016/12/29,16.09,16.15,15.99,16.07,118513 -2016/12/30,16.07,16.23,16.04,16.21,122622 -2017/1/3,16.21,16.44,16.17,16.3,162371 -2017/1/4,16.29,16.35,16.18,16.33,296587 -2017/1/5,16.3,16.38,16.24,16.3,264376 -2017/1/6,16.3,16.3,16.13,16.18,171956 -2017/1/9,16.24,16.29,16.13,16.2,149087 -2017/1/10,16.18,16.24,16.14,16.19,79968 -2017/1/11,16.24,16.24,16.15,16.16,91933 -2017/1/12,16.18,16.2,16.11,16.12,82962 -2017/1/13,16.1,16.29,16.1,16.27,190341 -2017/1/16,16.23,16.6,16.1,16.56,533047 -2017/1/17,16.46,16.54,16.37,16.4,125553 -2017/1/18,16.42,16.55,16.36,16.48,114787 -2017/1/19,16.43,16.64,16.43,16.54,121807 -2017/1/20,16.58,16.66,16.5,16.6,142883 -2017/1/23,16.66,16.69,16.51,16.57,146165 -2017/1/24,16.58,16.7,16.58,16.69,149852 -2017/1/25,16.69,16.74,16.61,16.69,112849 -2017/1/26,16.69,16.84,16.61,16.74,86029 -2017/2/3,16.82,16.85,16.62,16.63,81743 -2017/2/6,16.75,16.78,16.66,16.66,134559 -2017/2/7,16.65,16.74,16.63,16.67,147593 -2017/2/8,16.63,16.69,16.54,16.67,112389 -2017/2/9,16.68,16.77,16.59,16.72,113930 -2017/2/10,16.76,16.84,16.7,16.78,139853 -2017/2/13,16.88,16.9,16.78,16.85,199929 -2017/2/14,16.87,16.88,16.74,16.75,129872 -2017/2/15,16.82,16.93,16.75,16.84,256880 -2017/2/16,16.88,16.91,16.76,16.78,163278 -2017/2/17,16.78,16.82,16.59,16.64,138636 -2017/2/20,16.62,16.98,16.62,16.91,299500 -2017/2/21,16.88,17.08,16.81,16.88,175091 -2017/2/22,16.88,16.9,16.73,16.75,170323 -2017/2/23,16.78,16.83,16.64,16.69,150111 -2017/2/24,16.67,16.75,16.66,16.71,115950 -2017/2/27,16.69,16.72,16.53,16.59,137323 -2017/2/28,16.58,16.67,16.53,16.59,120979 -2017/3/1,16.58,16.62,16.52,16.56,162270 -2017/3/2,16.62,16.62,16.39,16.41,189966 -2017/3/3,16.42,16.43,16.32,16.35,124295 -2017/3/6,16.37,16.53,16.35,16.41,157038 -2017/3/7,16.38,16.45,16.37,16.43,93198 -2017/3/8,16.4,16.44,16.35,16.39,101096 -2017/3/9,16.37,16.4,16.22,16.22,173660 -2017/3/10,16.23,16.28,16.17,16.23,163964 -2017/3/13,16.23,16.34,16.16,16.34,179501 -2017/3/14,16.34,16.35,16.24,16.26,169890 -2017/3/15,16.24,16.28,16.17,16.24,189003 -2017/3/16,16.27,16.35,16.25,16.29,190365 -2017/3/17,16.3,16.32,16.14,16.2,215604 -2017/3/20,16.24,16.25,16.13,16.14,150178 -2017/3/21,16.15,16.16,15.98,16,311246 -2017/3/22,15.98,15.98,15.7,15.78,438114 -2017/3/23,15.8,15.92,15.79,15.88,222257 -2017/3/24,15.85,16,15.83,15.96,199020 -2017/3/27,15.97,16.13,15.9,16.04,189974 -2017/3/28,16.11,16.13,15.97,16.01,132130 -2017/3/29,16.01,16.11,15.8,15.87,234468 -2017/3/30,15.88,15.9,15.72,15.81,236451 -2017/3/31,15.78,16.05,15.77,16.01,241871 -2017/4/5,16.05,16.2,15.89,16.16,310363 -2017/4/6,16.09,16.18,16.03,16.1,223354 -2017/4/7,16.06,16.16,16.02,16.1,201269 -2017/4/10,16.12,16.12,15.94,15.97,161540 -2017/4/11,15.97,15.99,15.81,15.89,186114 -2017/4/12,15.88,15.96,15.75,15.89,222105 -2017/4/13,15.88,15.89,15.73,15.75,234267 -2017/4/14,15.76,15.78,15.42,15.51,401566 -2017/4/17,15.53,15.6,15.3,15.56,367394 -2017/4/18,15.5,15.52,15.3,15.3,228900 -2017/4/19,15.25,15.27,15.11,15.11,244554 -2017/4/20,15.12,15.14,14.9,14.91,410614 -2017/4/21,14.92,15.07,14.85,15.05,226884 -2017/4/24,15.05,15.11,14.91,15,176278 -2017/4/25,15.02,15.1,14.99,15.05,129759 -2017/4/26,15.06,15.11,15,15.05,149399 -2017/4/27,15.05,15.25,15.03,15.21,228876 -2017/4/28,15.15,15.22,15.08,15.21,157185 -2017/5/2,15.21,15.22,15.13,15.16,126075 -2017/5/3,15.16,15.16,15.05,15.08,142479 -2017/5/4,15.07,15.07,14.9,14.98,194778 -2017/5/5,14.95,14.98,14.52,14.92,401946 -2017/5/8,14.78,14.9,14.51,14.86,435686 -2017/5/9,14.69,14.84,14.66,14.76,192255 -2017/5/10,14.76,14.85,14.55,14.61,283594 -2017/5/11,14.57,14.79,14.55,14.75,273129 -2017/5/12,14.75,15.23,14.73,15.21,457334 -2017/5/15,15.27,15.43,15.16,15.27,299658 -2017/5/16,15.23,15.29,15.08,15.27,248754 -2017/5/17,15.24,15.26,15.07,15.21,334344 -2017/5/18,15.1,15.14,14.95,15.01,306579 -2017/5/19,15.04,15.08,14.91,15.02,286106 -2017/5/22,15.02,15.06,14.93,15.04,302272 -2017/5/23,15,15.57,14.98,15.43,754004 -2017/5/24,15.38,15.52,15.21,15.47,704390 -2017/5/25,11.75,12.93,11.72,12.93,2223734 -2017/5/26,12.81,12.91,12.54,12.84,1764566 -2017/5/31,12.75,13.05,12.66,12.84,1130098 -2017/6/1,12.78,12.97,12.69,12.92,962171 -2017/6/2,12.93,13.01,12.74,12.89,801977 -2017/6/5,12.79,12.88,12.51,12.85,758765 -2017/6/6,12.8,12.84,12.66,12.8,361044 -2017/6/7,12.81,12.99,12.78,12.84,643952 -2017/6/8,12.76,12.86,12.67,12.84,481948 -2017/6/9,12.79,13.2,12.77,12.93,1144343 -2017/6/12,12.9,13.14,12.76,12.78,739312 -2017/6/13,12.78,12.78,12.56,12.59,527161 -2017/6/14,12.6,12.64,12.31,12.46,553070 -2017/6/15,12.41,12.46,12.28,12.38,374929 -2017/6/16,12.38,12.46,12.27,12.35,473511 -2017/6/19,12.36,12.43,12.3,12.4,329413 -2017/6/20,12.41,12.44,12.22,12.29,446452 -2017/6/21,12.4,12.4,12.26,12.34,340001 -2017/6/22,12.33,12.84,12.29,12.57,1102594 -2017/6/23,12.55,12.65,12.36,12.64,685791 -2017/6/26,12.64,12.82,12.55,12.64,605092 -2017/6/27,12.64,12.73,12.53,12.7,466875 -2017/6/28,12.66,12.91,12.6,12.79,753496 -2017/6/29,12.81,12.86,12.7,12.76,389945 -2017/6/30,12.7,12.73,12.59,12.65,365665 -2017/7/3,12.64,12.65,12.47,12.56,387789 -2017/7/4,12.55,12.58,12.41,12.55,366591 -2017/7/5,12.5,12.65,12.47,12.62,264705 -2017/7/6,12.62,12.72,12.51,12.66,374142 -2017/7/7,12.62,12.69,12.55,12.6,246673 -2017/7/10,12.59,12.64,12.52,12.53,264115 -2017/7/11,12.51,12.94,12.51,12.8,968353 -2017/7/12,12.8,13.06,12.74,12.86,804690 -2017/7/13,12.82,13.29,12.77,13.27,1102192 -2017/7/14,13.34,13.8,13.34,13.59,1468654 -2017/7/17,13.62,14.02,13.28,13.76,1786612 -2017/7/18,13.65,13.72,13.4,13.55,698959 -2017/7/19,13.56,13.78,13.48,13.69,661087 -2017/7/20,13.67,13.7,13.53,13.62,400175 -2017/7/21,13.61,13.63,13.38,13.45,522724 -2017/7/24,13.45,13.74,13.36,13.67,658210 -2017/7/25,13.62,13.75,13.41,13.51,584781 -2017/7/26,13.45,13.7,13.36,13.38,574954 -2017/7/27,13.38,13.47,13.28,13.38,336121 -2017/7/28,13.37,13.49,13.3,13.47,249550 -2017/7/31,13.45,13.52,13.31,13.36,450831 -2017/8/1,13.42,13.49,13.32,13.43,641981 -2017/8/2,13.44,13.6,13.39,13.44,616441 -2017/8/3,13.42,13.42,13.04,13.08,785819 -2017/8/4,13.09,13.1,12.85,12.87,631820 -2017/8/7,12.87,12.95,12.83,12.93,295284 -2017/8/8,12.91,12.93,12.83,12.87,235703 -2017/8/9,12.84,12.88,12.75,12.76,323038 -2017/8/10,12.74,12.88,12.7,12.79,440560 -2017/8/11,12.72,12.73,12.46,12.68,888901 -2017/8/14,12.62,12.63,12.52,12.56,455620 -2017/8/15,12.58,12.76,12.56,12.59,625919 -2017/8/16,12.56,12.56,12.47,12.49,338865 -2017/8/17,12.49,12.55,12.47,12.53,390912 -2017/8/18,12.5,12.57,12.46,12.51,359766 -2017/8/21,12.5,12.57,12.46,12.51,338102 -2017/8/22,12.51,12.53,12.41,12.43,588300 -2017/8/23,12.44,12.66,12.41,12.57,968716 -2017/8/24,12.58,12.66,12.45,12.47,621532 -2017/8/25,12.47,12.8,12.47,12.78,1455907 -2017/8/28,12.83,12.96,12.75,12.89,1041132 -2017/8/29,12.85,12.98,12.77,12.96,600640 -2017/8/30,12.91,12.98,12.82,12.87,604800 -2017/8/31,12.83,12.84,12.65,12.71,447903 -2017/9/1,12.68,12.87,12.68,12.77,392641 -2017/9/4,12.78,12.84,12.65,12.78,356674 -2017/9/5,12.78,13.09,12.78,13.03,734930 -2017/9/6,12.99,13.05,12.9,12.96,338236 -2017/9/7,12.94,13.02,12.82,12.85,382248 -2017/9/8,12.85,13.12,12.83,13.03,647781 -2017/9/11,13.15,13.15,12.95,12.99,522347 -2017/9/12,13,13.04,12.91,13.04,510123 -2017/9/13,13.01,13.01,12.86,12.87,319729 -2017/9/14,12.88,12.98,12.81,12.85,241608 -2017/9/15,12.82,12.86,12.75,12.83,248743 -2017/9/18,12.82,12.96,12.8,12.91,357475 -2017/9/19,12.93,12.95,12.82,12.9,301701 -2017/9/20,12.88,12.93,12.83,12.88,198671 -2017/9/21,12.86,12.95,12.83,12.87,201403 -2017/9/22,12.84,12.92,12.79,12.89,241927 -2017/9/25,12.89,12.95,12.71,12.94,506876 -2017/9/26,12.89,12.93,12.85,12.86,221633 -2017/9/27,12.83,12.91,12.76,12.85,263748 -2017/9/28,12.85,12.88,12.77,12.84,241249 -2017/9/29,12.82,12.91,12.81,12.87,198223 -2017/10/9,13.27,13.29,13,13.04,521491 -2017/10/10,13.05,13.1,12.98,13.1,274940 -2017/10/11,13.08,13.11,13.03,13.06,187063 -2017/10/12,13.05,13.09,12.97,13.05,171253 -2017/10/13,13.01,13.08,12.92,12.94,208576 -2017/10/16,12.98,13.06,12.94,13.04,236112 -2017/10/17,13.04,13.06,12.94,12.99,146923 -2017/10/18,12.99,13.1,12.93,13.07,454587 -2017/10/19,13.03,13.16,12.98,13.13,528812 -2017/10/20,13.09,13.1,13.01,13.01,172284 -2017/10/23,13.02,13.03,12.83,12.84,315638 -2017/10/24,12.84,12.95,12.82,12.86,272360 -2017/10/25,12.86,12.94,12.82,12.9,207438 -2017/10/26,12.87,12.88,12.78,12.82,252752 -2017/10/27,12.85,12.94,12.82,12.85,326738 -2017/10/30,12.84,12.84,12.59,12.7,747136 -2017/10/31,12.6,12.66,12.58,12.61,201207 -2017/11/1,12.63,12.72,12.53,12.54,353687 -2017/11/2,12.52,12.57,12.43,12.53,482670 -2017/11/3,12.53,12.6,12.43,12.58,328482 -2017/11/6,12.56,12.56,12.45,12.47,200168 -2017/11/7,12.49,12.6,12.41,12.54,386773 -2017/11/8,12.54,12.68,12.49,12.58,371341 -2017/11/9,12.57,12.63,12.53,12.55,174634 -2017/11/10,12.54,12.63,12.46,12.63,499254 -2017/11/13,12.65,12.85,12.63,12.8,780093 -2017/11/14,12.76,12.77,12.58,12.6,337549 -2017/11/15,12.6,12.63,12.55,12.6,280765 -2017/11/16,12.57,12.57,12.38,12.39,356808 -2017/11/17,12.38,12.8,12.38,12.78,1093365 -2017/11/20,12.7,12.86,12.61,12.85,614954 -2017/11/21,12.81,13.17,12.75,12.94,1161794 -2017/11/22,13,13.44,13,13.23,1145763 -2017/11/23,13.24,13.32,12.91,13.06,819126 -2017/11/24,13.11,13.18,12.93,13.09,596125 -2017/11/27,13.09,13.12,12.81,13.1,792503 -2017/11/28,13.03,13.07,12.92,12.94,340319 -2017/11/29,12.95,13.04,12.81,12.94,418468 -2017/11/30,12.91,12.95,12.8,12.91,399164 -2017/12/1,12.93,12.95,12.81,12.91,385774 -2017/12/4,12.87,12.94,12.84,12.92,364792 -2017/12/5,12.92,13.27,12.91,13.17,1237968 -2017/12/6,13.12,13.16,12.91,12.96,435649 -2017/12/7,12.95,13.03,12.91,12.96,348022 -2017/12/8,12.98,12.99,12.87,12.93,312962 -2017/12/11,12.92,13.04,12.85,12.97,366499 -2017/12/12,12.97,12.97,12.74,12.75,303701 -2017/12/13,12.8,12.81,12.63,12.74,193453 -2017/12/14,12.79,12.79,12.66,12.69,161417 -2017/12/15,12.69,12.73,12.61,12.62,162101 -2017/12/18,12.71,12.71,12.61,12.65,134456 -2017/12/19,12.65,12.76,12.62,12.75,183996 -2017/12/20,12.76,12.76,12.6,12.73,266398 -2017/12/21,12.67,12.78,12.6,12.7,210524 -2017/12/22,12.68,12.72,12.61,12.62,160769 -2017/12/25,12.61,12.68,12.56,12.59,193067 -2017/12/26,12.57,12.66,12.56,12.64,152257 -2017/12/27,12.65,12.66,12.53,12.62,327319 -2017/12/28,12.6,12.66,12.53,12.54,238708 -2017/12/29,12.52,12.62,12.51,12.59,163518 -2018/1/2,12.61,12.77,12.6,12.72,313231 -2018/1/3,12.73,12.8,12.66,12.66,378391 -2018/1/4,12.7,12.73,12.62,12.66,278838 -2018/1/5,12.67,12.71,12.62,12.69,310267 -2018/1/8,12.69,12.71,12.63,12.68,313899 -2018/1/9,12.68,12.74,12.66,12.7,262154 -2018/1/10,12.7,13.09,12.68,13.02,906800 -2018/1/11,12.95,13.04,12.87,12.94,378164 -2018/1/12,12.97,13,12.9,12.91,242034 -2018/1/15,12.88,13.08,12.85,13.02,613207 -2018/1/16,12.97,13.06,12.78,12.9,748927 -2018/1/17,12.91,13.42,12.89,13.1,1271328 -2018/1/18,13.14,13.25,13.05,13.24,1116081 -2018/1/19,13.33,13.61,13.18,13.24,1716489 -2018/1/22,12.93,13.15,12.71,12.77,2725138 -2018/1/23,12.75,12.92,12.68,12.9,2178275 -2018/1/24,12.97,14,12.89,13.57,3796536 -2018/1/25,13.54,13.76,13.36,13.65,1769896 -2018/1/26,13.65,13.72,13.36,13.41,2184197 -2018/1/29,13.48,13.53,13.32,13.46,1537831 -2018/1/30,13.45,13.49,13.09,13.11,1078040 -2018/1/31,13.05,13.19,12.98,13.17,1177033 -2018/2/1,13.14,13.33,12.94,13.3,1735733 -2018/2/2,13.19,13.19,13.01,13.14,717968 -2018/2/5,13,13.54,12.98,13.49,1501497 -2018/2/6,13.29,13.5,13.2,13.48,2443590 -2018/2/7,13.58,13.9,13.24,13.45,2007701 -2018/2/8,13.34,13.4,12.95,13.1,1094269 -2018/2/9,12.89,12.98,12.24,12.78,1492574 -2018/2/12,12.66,12.68,12.43,12.49,647992 -2018/2/13,12.55,12.68,12.5,12.51,549002 -2018/2/14,12.5,12.55,12.38,12.46,325978 -2018/2/22,12.6,12.68,12.53,12.63,420123 -2018/2/23,12.66,12.78,12.59,12.72,387365 -2018/2/26,12.77,12.84,12.61,12.73,488061 -2018/2/27,12.75,12.76,12.61,12.69,485611 -2018/2/28,12.61,12.66,12.44,12.46,398889 -2018/3/1,12.4,12.5,12.38,12.47,344910 -2018/3/2,12.4,12.46,12.36,12.41,230241 -2018/3/5,12.41,12.48,12.34,12.42,293435 -2018/3/6,12.48,12.51,12.38,12.49,272227 -2018/3/7,12.51,12.6,12.46,12.49,388176 -2018/3/8,12.55,12.55,12.4,12.47,221641 -2018/3/9,12.49,12.51,12.42,12.48,235583 -2018/3/12,12.53,12.54,12.46,12.5,251618 -2018/3/13,12.5,12.58,12.43,12.49,251450 -2018/3/14,12.45,12.45,12.38,12.39,228046 -2018/3/15,12.35,12.41,12.34,12.39,172878 -2018/3/16,12.36,12.4,12.3,12.3,267814 -2018/3/19,12.31,12.33,12.26,12.31,168960 -2018/3/20,12.28,12.39,12.25,12.32,206723 -2018/3/21,12.34,12.4,12.28,12.29,238785 -2018/3/22,12.35,12.35,12.25,12.25,229485 -2018/3/23,12,12.06,11.64,11.71,571064 -2018/3/26,11.71,11.75,11.5,11.61,364251 -2018/3/27,11.7,11.77,11.56,11.62,273328 -2018/3/28,11.53,11.75,11.52,11.57,229113 -2018/3/29,11.57,11.71,11.45,11.62,331088 -2018/3/30,11.63,11.69,11.61,11.65,232720 -2018/4/2,11.68,11.82,11.65,11.71,277196 -2018/4/3,11.66,11.67,11.54,11.56,183035 -2018/4/4,11.61,11.65,11.53,11.53,196375 -2018/4/9,11.53,11.59,11.49,11.5,167225 -2018/4/10,11.52,11.79,11.51,11.77,287483 -2018/4/11,11.79,12.02,11.75,11.91,312985 -2018/4/12,11.91,11.96,11.76,11.78,188243 -2018/4/13,11.83,11.89,11.69,11.69,140949 -2018/4/16,11.8,11.8,11.54,11.55,237201 -2018/4/17,11.56,11.7,11.55,11.55,254700 -2018/4/18,11.75,11.79,11.66,11.73,262953 -2018/4/19,11.8,11.89,11.76,11.8,165533 -2018/4/20,11.74,11.79,11.57,11.61,183774 -2018/4/23,11.56,11.75,11.53,11.6,181816 -2018/4/24,11.56,11.78,11.56,11.78,230329 -2018/4/25,11.71,11.77,11.65,11.66,160826 -2018/4/26,11.73,11.78,11.55,11.57,182058 -2018/4/27,11.58,11.67,11.55,11.61,234508 -2018/5/2,11.33,11.33,10.97,11.03,693257 -2018/5/3,10.99,11.01,10.83,10.92,346656 -2018/5/4,10.91,10.94,10.8,10.83,222531 -2018/5/7,10.82,10.89,10.76,10.84,274254 -2018/5/8,10.84,10.97,10.81,10.95,287965 -2018/5/9,10.95,11,10.89,10.93,185106 -2018/5/10,10.98,11,10.91,10.95,160305 -2018/5/11,11,11.01,10.94,10.95,220151 -2018/5/14,10.97,11.05,10.96,11,237633 -2018/5/15,11.03,11.05,10.88,10.99,235485 -2018/5/16,10.93,10.96,10.86,10.87,235803 -2018/5/17,10.86,10.91,10.81,10.83,184747 -2018/5/18,10.85,10.9,10.81,10.9,217171 -2018/5/21,10.98,10.98,10.9,10.94,233937 -2018/5/22,10.94,10.95,10.85,10.88,160145 -2018/5/23,10.88,10.89,10.79,10.8,211945 -2018/5/24,10.83,10.84,10.76,10.79,152296 -2018/5/25,10.83,10.83,10.68,10.71,190162 -2018/5/28,10.71,10.79,10.61,10.76,183703 -2018/5/29,10.7,10.74,10.61,10.64,169340 -2018/5/30,10.56,10.6,10.39,10.44,322308 -2018/5/31,10.46,10.69,10.46,10.55,455327 -2018/6/1,10.6,10.69,10.53,10.68,183655 -2018/6/4,10.76,10.83,10.7,10.75,161803 -2018/6/5,10.71,10.75,10.61,10.66,186926 -2018/6/6,10.64,10.64,10.53,10.55,149836 -2018/6/7,10.56,10.66,10.51,10.62,233556 -2018/6/8,10.55,10.57,10.37,10.42,271820 -2018/6/11,10.38,10.43,10.28,10.42,180043 -2018/6/12,10.41,10.41,10.3,10.35,160857 -2018/6/13,10.3,10.33,10.18,10.21,199616 -2018/6/14,10.16,10.26,10.16,10.22,175575 -2018/6/15,10.22,10.34,10.19,10.3,199150 -2018/6/19,10.23,10.24,9.81,9.92,429885 -2018/6/20,9.92,9.98,9.87,9.89,189157 -2018/6/21,9.88,9.98,9.75,9.83,236370 -2018/6/22,9.83,9.83,9.67,9.76,250400 -2018/6/25,9.77,9.82,9.55,9.56,242444 -2018/6/26,9.6,9.6,9.35,9.48,244241 -2018/6/27,9.41,9.53,9.36,9.37,249138 -2018/6/28,9.33,9.61,9.32,9.5,307413 -2018/6/29,9.56,9.6,9.45,9.56,194935 -2018/7/2,9.55,9.55,9.23,9.29,226691 -2018/7/3,9.29,9.38,9.2,9.35,241236 -2018/7/4,9.34,9.42,9.28,9.31,144648 -2018/7/5,9.26,9.35,9.22,9.26,164954 -2018/7/6,9.31,9.43,9.17,9.37,225944 -2018/7/9,9.37,9.63,9.37,9.6,221726 -2018/7/10,9.61,9.65,9.5,9.57,124028 -2018/7/11,9.37,9.44,9.32,9.38,152039 -2018/7/12,9.41,9.61,9.39,9.57,197048 -2018/7/13,9.57,9.58,9.46,9.49,150263 -2018/7/16,9.5,9.54,9.34,9.41,144141 -2018/7/17,9.41,9.48,9.38,9.44,137135 -2018/7/18,9.51,9.64,9.48,9.51,189227 -2018/7/19,9.6,9.62,9.53,9.56,183605 -2018/7/20,9.56,9.95,9.47,9.87,332757 -2018/7/23,9.91,10.03,9.74,9.96,314844 -2018/7/24,9.98,10.14,9.97,10.02,364246 -2018/7/25,10.12,10.12,9.96,10.02,158900 -2018/7/26,10.07,10.08,9.95,9.96,152063 -2018/7/27,9.96,10.04,9.93,9.99,121201 -2018/7/30,9.99,10.16,9.97,10.13,200964 -2018/7/31,10.12,10.2,10,10.17,182030 -2018/8/1,10.26,10.27,9.9,9.91,207419 -2018/8/2,9.91,10.03,9.66,9.79,244839 -2018/8/3,9.79,9.98,9.76,9.83,169979 -2018/8/6,9.97,10.03,9.87,9.91,174445 -2018/8/7,9.94,10.12,9.94,10.11,217847 -2018/8/8,10.15,10.15,10.01,10.05,134620 -2018/8/9,10,10.18,9.99,10.14,176899 -2018/8/10,10.14,10.14,10.02,10.07,131726 -2018/8/13,10,10.06,9.9,9.98,179277 -2018/8/14,9.98,10.07,9.95,10.06,158686 -2018/8/15,10.06,10.06,9.9,9.9,147870 -2018/8/16,9.87,10.12,9.84,10.06,243237 -2018/8/17,10.16,10.16,9.93,9.98,150905 -2018/8/20,10.17,10.17,10.01,10.15,269753 -2018/8/21,10.18,10.2,10.09,10.12,197865 -2018/8/22,10.12,10.14,10,10.09,119935 -2018/8/23,10.13,10.14,9.98,10.07,155378 -2018/8/24,10.06,10.43,10.02,10.3,322688 -2018/8/27,10.33,10.35,10.21,10.33,232666 -2018/8/28,10.3,10.38,10.25,10.3,146097 -2018/8/29,10.29,10.32,10.26,10.32,103620 -2018/8/30,10.3,10.41,10.17,10.17,186219 -2018/8/31,10.16,10.36,10.16,10.33,373117 -2018/9/3,10.27,10.3,10.17,10.24,143095 -2018/9/4,10.21,10.4,10.18,10.37,163531 -2018/9/5,10.31,10.37,10.12,10.12,227292 -2018/9/6,10.12,10.23,10.12,10.14,105469 -2018/9/7,10.15,10.25,10.12,10.19,89957 -2018/9/10,10.16,10.23,10.13,10.18,118228 -2018/9/11,10.22,10.27,9.98,10.02,196890 -2018/9/12,9.99,10.07,9.95,10.04,165061 -2018/9/13,10.17,10.3,10.11,10.29,294172 -2018/9/14,10.36,10.36,10.21,10.26,164508 -2018/9/17,10.26,10.28,10.1,10.15,105353 -2018/9/18,10.16,10.26,10.09,10.26,166848 -2018/9/19,10.28,10.29,10.2,10.24,185506 -2018/9/20,10.26,10.28,10.18,10.22,163071 -2018/9/21,10.24,10.49,10.15,10.49,375714 -2018/9/25,10.38,10.47,10.32,10.35,158792 -2018/9/26,10.39,10.56,10.34,10.41,311758 -2018/9/27,10.45,10.48,10.38,10.48,241827 -2018/9/28,10.49,10.75,10.44,10.62,374306 -2018/10/8,10.39,10.48,10.15,10.16,419573 -2018/10/9,10.08,10.24,10.07,10.15,231590 -2018/10/10,10.14,10.28,10.13,10.17,181247 -2018/10/11,10,10.05,9.71,9.8,390568 -2018/10/12,9.9,10.1,9.83,10.03,251451 -2018/10/15,10.05,10.16,9.97,10.03,139578 -2018/10/16,10.03,10.19,9.97,10.05,153083 -2018/10/17,10.18,10.31,10.14,10.29,265209 -2018/10/18,10.35,10.35,10.16,10.19,224040 -2018/10/19,10.25,10.43,10.07,10.38,403314 -2018/10/22,10.32,10.7,10.32,10.62,470034 -2018/10/23,10.64,10.7,10.45,10.45,380890 -2018/10/24,10.57,11.05,10.52,10.74,591656 -2018/10/25,10.6,10.89,10.54,10.84,368666 -2018/10/26,10.85,10.98,10.74,10.92,275193 -2018/10/29,11.08,11.12,10.71,10.79,352660 -2018/10/30,10.93,11.05,10.89,10.95,330860 -2018/10/31,10.99,11.03,10.87,10.98,217371 -2018/11/1,11.05,11.09,10.86,10.89,235053 -2018/11/2,11.1,11.25,10.94,11.18,477889 -2018/11/5,11.15,11.25,11.08,11.14,170128 -2018/11/6,11.13,11.15,11,11.03,184225 -2018/11/7,11.09,11.1,10.87,10.9,208439 -2018/11/8,11.05,11.1,10.9,11.06,199917 -2018/11/9,10.99,11.03,10.7,10.75,255701 -2018/11/12,10.77,10.95,10.75,10.8,270158 -2018/11/13,10.68,10.9,10.68,10.82,207087 -2018/11/14,10.87,10.87,10.68,10.7,179982 -2018/11/15,10.72,10.81,10.65,10.77,165801 -2018/11/16,10.77,10.85,10.71,10.76,213944 -2018/11/19,10.86,10.9,10.77,10.88,213848 -2018/11/20,10.87,10.89,10.65,10.69,218838 -2018/11/21,10.61,10.72,10.61,10.66,160275 -2018/11/22,10.73,10.73,10.57,10.64,140083 -2018/11/23,10.6,10.66,10.5,10.5,147150 -2018/11/26,10.66,10.66,10.43,10.5,143774 -2018/11/27,10.5,10.61,10.45,10.49,150847 -2018/11/28,10.56,10.62,10.5,10.58,183396 -2018/11/29,10.64,10.75,10.54,10.63,206857 -2018/11/30,10.65,10.75,10.62,10.71,285727 -2018/12/3,10.99,11.05,10.84,11.02,430491 -2018/12/4,11,11.08,10.97,11.08,208113 -2018/12/5,10.99,11.1,10.96,11,254912 -2018/12/6,10.82,10.93,10.82,10.9,235980 -2018/12/7,10.94,11.03,10.88,10.89,105806 -2018/12/10,10.77,10.9,10.77,10.83,159276 -2018/12/11,10.84,10.9,10.69,10.72,172342 -2018/12/12,10.89,10.89,10.7,10.73,124488 -2018/12/13,10.76,10.86,10.73,10.8,197923 -2018/12/14,10.74,10.8,10.59,10.62,241638 -2018/12/17,10.65,10.78,10.62,10.78,197462 -2018/12/18,10.68,10.82,10.54,10.57,194517 -2018/12/19,10.59,10.65,10.54,10.54,136036 -2018/12/20,10.53,10.59,10.11,10.25,300699 -2018/12/21,10.23,10.24,10,10.07,208859 -2018/12/24,9.98,10.04,9.86,9.91,227799 -2018/12/25,9.77,9.86,9.6,9.79,348104 -2018/12/26,9.81,9.88,9.64,9.67,205692 -2018/12/27,9.77,9.8,9.66,9.66,273476 -2018/12/28,9.72,9.95,9.71,9.8,274040 -2019/1/2,9.74,9.79,9.58,9.7,237628 -2019/1/3,9.7,9.82,9.66,9.81,186543 -2019/1/4,9.73,10,9.7,9.96,271728 -2019/1/7,10.09,10.09,9.92,9.98,235974 -2019/1/8,10.03,10.03,9.91,9.96,151049 -2019/1/9,10.06,10.16,9.98,9.99,231637 -2019/1/10,9.94,10.02,9.92,9.96,159236 -2019/1/11,10.03,10.15,9.96,10.05,190691 -2019/1/14,10.03,10.1,10.01,10.06,203528 -2019/1/15,10.1,10.15,10.05,10.11,156321 -2019/1/16,10.1,10.15,10.07,10.13,129883 -2019/1/17,10.17,10.28,10.07,10.17,227660 -2019/1/18,10.29,10.44,10.22,10.43,290871 -2019/1/21,10.36,10.46,10.3,10.35,189478 -2019/1/22,10.38,10.38,10.23,10.25,162506 -2019/1/23,10.29,10.34,10.25,10.27,165203 -2019/1/24,10.34,10.39,10.27,10.38,150067 -2019/1/25,10.45,10.56,10.38,10.5,196966 -2019/1/28,10.53,10.66,10.39,10.42,217691 -2019/1/29,10.39,10.63,10.38,10.58,237680 -2019/1/30,10.59,10.64,10.47,10.5,160543 -2019/1/31,10.59,10.73,10.51,10.73,251310 -2019/2/1,10.82,10.82,10.62,10.77,191193 -2019/2/11,10.62,10.73,10.62,10.7,202166 -2019/2/12,10.71,10.73,10.63,10.72,167696 -2019/2/13,10.74,10.93,10.68,10.86,302487 -2019/2/14,10.85,10.91,10.8,10.82,198153 -2019/2/15,10.78,10.85,10.66,10.66,177588 -2019/2/18,10.75,10.87,10.7,10.84,201022 -2019/2/19,10.85,10.96,10.78,10.8,259527 -2019/2/20,10.92,10.92,10.81,10.83,222863 -2019/2/21,10.83,10.93,10.75,10.79,254024 -2019/2/22,10.76,11.01,10.76,11.01,259074 -2019/2/25,11.03,11.95,11.03,11.92,937123 -2019/2/26,11.91,12.15,11.6,11.65,836433 -2019/2/27,11.71,12.07,11.67,11.83,712016 -2019/2/28,11.83,11.92,11.68,11.74,393934 -2019/3/1,11.81,12.06,11.6,12.02,632546 -2019/3/4,12.12,12.38,11.95,12.02,850248 -2019/3/5,12.01,12.04,11.87,11.98,545642 -2019/3/6,11.99,12.15,11.86,12.02,536932 -2019/3/7,12.03,12.04,11.87,11.88,526188 -2019/3/8,11.72,11.72,11.36,11.5,526705 -2019/3/11,11.44,11.59,11.36,11.47,399220 -2019/3/12,11.59,11.69,11.4,11.44,522118 -2019/3/13,11.41,11.56,11.3,11.44,413730 -2019/3/14,11.46,11.58,11.43,11.46,343379 -2019/3/15,11.47,11.6,11.43,11.43,337693 -2019/3/18,11.45,11.6,11.37,11.59,438796 -2019/3/19,11.63,11.67,11.51,11.55,275002 -2019/3/20,11.52,11.64,11.49,11.55,273254 -2019/3/21,11.56,11.59,11.44,11.46,350370 -2019/3/22,11.49,11.51,11.31,11.39,354364 -2019/3/25,11.28,11.29,11.01,11.03,577166 -2019/3/26,11.11,11.14,11.03,11.09,307957 -2019/3/27,11.11,11.24,11.04,11.08,421245 -2019/3/28,11.03,11.05,10.9,11.03,292961 -2019/3/29,10.98,11.3,10.98,11.28,605263 -2019/4/1,11.36,11.52,11.29,11.44,706374 -2019/4/2,11.5,11.52,11.41,11.44,467147 -2019/4/3,11.37,11.54,11.34,11.5,502710 -2019/4/4,11.55,11.71,11.54,11.71,752325 -2019/4/8,11.79,11.96,11.65,11.72,778704 -2019/4/9,11.72,11.75,11.49,11.54,568960 -2019/4/10,11.5,11.56,11.42,11.48,410275 -2019/4/11,11.47,11.59,11.35,11.47,501728 -2019/4/12,11.47,11.56,11.43,11.49,262737 -2019/4/15,11.67,11.77,11.46,11.47,705092 -2019/4/16,11.46,11.99,11.43,11.95,1006654 -2019/4/17,11.96,12.09,11.88,11.91,681572 -2019/4/18,11.91,12.05,11.84,11.91,430490 -2019/4/19,12.01,12.2,11.86,12.01,560130 -2019/4/22,12.02,12.07,11.68,11.71,533894 -2019/4/23,11.68,11.8,11.63,11.7,338477 -2019/4/24,11.76,11.77,11.51,11.62,382011 -2019/4/25,11.56,11.69,11.48,11.54,408761 -2019/4/26,11.43,11.56,11.28,11.32,424696 -2019/4/29,11.35,11.54,11.34,11.48,385869 -2019/4/30,11.7,12.09,11.7,11.97,1234747 -2019/5/6,11.75,11.86,11.54,11.8,1245454 -2019/5/7,11.82,11.94,11.6,11.8,854899 -2019/5/8,11.64,11.78,11.49,11.51,585001 -2019/5/9,11.48,11.56,11.1,11.12,641280 -2019/5/10,11.23,11.42,11.06,11.32,485507 -2019/5/13,11.2,11.4,11.15,11.31,402850 -2019/5/14,11.18,11.44,11.17,11.21,418890 -2019/5/15,11.28,11.42,11.23,11.32,344045 -2019/5/16,11.28,11.36,11.22,11.3,341418 -2019/5/17,11.32,11.35,11.2,11.24,383998 -2019/5/20,11.28,11.44,11.25,11.34,349044 -2019/5/21,11.33,11.45,11.31,11.32,329759 -2019/5/22,11.32,11.34,11.12,11.16,400004 -2019/5/23,11.12,11.15,10.95,11.1,363127 -2019/5/24,11.17,11.22,11,11.11,241603 -2019/5/27,11.09,11.26,10.96,11.22,350879 -2019/5/28,11.19,11.3,11.02,11.29,722781 -2019/5/29,11.17,11.29,11.07,11.12,408610 -2019/5/30,11.18,11.18,11.03,11.11,266500 -2019/5/31,11.11,11.23,11.05,11.13,369767 -2019/6/3,11.17,11.29,11.13,11.28,304921 -2019/6/4,11.29,11.37,11.26,11.35,250774 -2019/6/5,11.43,11.52,11.35,11.41,314236 -2019/6/6,11.51,11.51,11.38,11.47,264272 -2019/6/10,11.57,11.7,11.53,11.61,431838 -2019/6/11,11.35,11.45,11.27,11.42,522662 -2019/6/12,11.42,11.7,11.4,11.6,506352 -2019/6/13,11.57,11.79,11.5,11.7,469660 -2019/6/14,11.74,11.87,11.71,11.79,473852 -2019/6/17,11.78,11.92,11.75,11.77,352201 -2019/6/18,11.82,11.9,11.72,11.82,289651 -2019/6/19,12.04,12.07,11.81,11.88,449277 -2019/6/20,11.95,12.32,11.85,12.2,716475 -2019/6/21,12.18,12.3,12.03,12.09,553812 -2019/6/24,12.09,12.13,11.96,12.03,341953 -2019/6/25,11.98,11.98,11.51,11.66,803594 -2019/6/26,11.56,11.73,11.55,11.66,369732 -2019/6/27,11.68,11.84,11.55,11.64,479978 -2019/6/28,11.67,11.68,11.54,11.68,295452 -2019/7/1,11.86,11.92,11.69,11.71,548879 -2019/7/2,11.72,11.74,11.57,11.61,511657 -2019/7/3,11.62,11.63,11.51,11.56,365671 -2019/7/4,11.61,11.67,11.57,11.62,303692 -2019/7/5,11.63,11.64,11.53,11.57,257532 -2019/7/8,11.56,11.57,11.31,11.36,347107 -2019/7/9,11.4,11.43,11.33,11.37,218854 -2019/7/10,11.43,11.43,11.31,11.35,234099 -2019/7/11,11.43,11.46,11.34,11.4,232858 -2019/7/12,11.39,11.62,11.39,11.52,348170 -2019/7/15,11.4,11.54,11.22,11.5,403056 -2019/7/16,11.5,11.57,11.44,11.55,216060 -2019/7/17,11.49,11.57,11.46,11.48,174804 -2019/7/18,11.53,11.53,11.45,11.49,182600 -2019/7/19,11.51,11.63,11.49,11.58,196196 -2019/7/22,11.54,11.63,11.47,11.48,256179 -2019/7/23,11.43,11.56,11.43,11.49,179279 -2019/7/24,11.54,11.68,11.53,11.59,241123 -2019/7/25,11.57,11.96,11.57,11.88,559002 -2019/7/26,11.83,11.94,11.81,11.87,303690 -2019/7/29,11.9,11.94,11.8,11.86,214650 -2019/7/30,11.84,12,11.84,11.86,337310 -2019/7/31,11.81,11.94,11.73,11.87,306508 -2019/8/1,11.76,11.85,11.63,11.65,324717 -2019/8/2,11.48,11.56,11.41,11.48,389761 -2019/8/5,11.42,11.46,11.23,11.24,427191 -2019/8/6,11.1,11.23,10.97,11.09,452039 -2019/8/7,11.14,11.16,11.05,11.07,314621 -2019/8/8,11.15,11.31,11.11,11.26,332581 -2019/8/9,11.31,11.41,11.26,11.37,406380 -2019/8/12,11.33,11.45,11.31,11.43,349891 -2019/8/13,11.4,11.4,11.29,11.33,188400 -2019/8/14,11.42,11.48,11.28,11.28,198745 -2019/8/15,11.16,11.32,11.12,11.29,191012 -2019/8/16,11.25,11.34,11.21,11.22,248236 -2019/8/19,11.22,11.38,11.08,11.38,382533 -2019/8/20,11.3,11.47,11.28,11.37,237581 -2019/8/21,11.35,11.44,11.34,11.41,146565 -2019/8/22,11.43,11.45,11.37,11.43,158668 -2019/8/23,11.39,11.59,11.38,11.59,336554 -2019/8/26,11.39,11.44,11.15,11.3,418452 -2019/8/27,11.37,11.57,11.3,11.3,662475 -2019/8/28,11.37,11.4,11.3,11.32,255256 -2019/8/29,11.3,11.35,11.18,11.23,280496 -2019/8/30,11.34,11.37,11.22,11.28,254240 -2019/9/2,11.3,11.42,11.24,11.34,277499 -2019/9/3,11.39,11.41,11.31,11.35,162866 -2019/9/4,11.4,11.5,11.36,11.49,306710 -2019/9/5,11.5,11.74,11.5,11.62,468280 -2019/9/6,11.68,11.7,11.58,11.69,343921 -2019/9/9,11.78,11.79,11.68,11.75,400594 -2019/9/10,11.79,11.86,11.69,11.85,370411 -2019/9/11,11.85,12,11.85,11.95,390637 -2019/9/12,12.08,12.09,11.92,12,261048 -2019/9/16,11.99,12.01,11.83,11.93,254891 -2019/9/17,11.96,12.01,11.77,11.81,335589 -2019/9/18,11.94,12,11.87,11.93,313873 -2019/9/19,12,12,11.88,11.94,237422 -2019/9/20,11.99,11.99,11.85,11.95,401093 -2019/9/23,11.9,11.92,11.68,11.75,277108 -2019/9/24,11.81,11.86,11.73,11.75,218710 -2019/9/25,11.75,11.95,11.69,11.81,301364 -2019/9/26,11.88,12.18,11.84,11.97,727265 -2019/9/27,11.95,11.99,11.76,11.9,368079 -2019/9/30,11.85,12.07,11.81,11.84,359476 -2019/10/8,11.8,12.03,11.8,11.9,324159 -2019/10/9,11.82,12.13,11.8,11.99,422096 -2019/10/10,12.02,12.04,11.91,11.96,272612 -2019/10/11,12.05,12.45,12,12.45,920308 -2019/10/14,12.59,13.22,12.52,12.94,1239701 -2019/10/15,12.95,13.14,12.86,13.09,733946 -2019/10/16,13.08,13.33,12.9,13.08,670022 -2019/10/17,13.07,13.25,13.03,13.17,478693 -2019/10/18,13.24,13.29,12.72,12.78,649929 -2019/10/21,12.8,13.03,12.75,12.91,389963 -2019/10/22,13.03,13.05,12.77,12.93,313963 -2019/10/23,12.89,12.95,12.77,12.86,328214 -2019/10/24,12.98,13.24,12.95,13.09,1031588 -2019/10/25,13.09,13.09,12.78,12.9,978764 -2019/10/28,12.75,12.88,12.65,12.7,723805 -2019/10/29,12.74,12.85,12.62,12.77,526041 -2019/10/30,12.75,12.79,12.52,12.59,537347 -2019/10/31,12.68,12.7,12.5,12.51,333475 -2019/11/1,12.5,12.83,12.44,12.75,627057 -2019/11/4,12.75,12.89,12.69,12.74,497380 -2019/11/5,12.74,13.19,12.69,12.95,742744 -2019/11/6,12.95,13.1,12.86,12.92,460239 -2019/11/7,12.95,12.95,12.71,12.76,462673 -2019/11/8,12.8,12.81,12.56,12.57,488419 -2019/11/11,12.48,12.48,12.29,12.29,385943 -2019/11/12,12.31,12.36,12.17,12.24,392394 -2019/11/13,12.21,12.29,12.15,12.23,322750 -2019/11/14,12.23,12.27,12.1,12.14,289436 -2019/11/15,12.22,12.26,12.12,12.15,273243 -2019/11/18,12.17,12.35,12.13,12.24,287965 -2019/11/19,12.2,12.31,12.18,12.23,293708 -2019/11/20,12.17,12.22,12.01,12.04,380921 -2019/11/21,12,12.04,11.91,11.96,346172 -2019/11/22,12.01,12.06,11.94,11.99,295311 -2019/11/25,12.03,12.14,12,12.07,251533 -2019/11/26,12.15,12.17,11.98,12.06,596333 -2019/11/27,12.07,12.07,11.9,11.99,287040 -2019/11/28,12,12.01,11.92,11.96,177972 -2019/11/29,11.93,12.07,11.89,11.91,245669 -2019/12/2,11.96,11.97,11.82,11.87,221630 -2019/12/3,11.81,11.9,11.77,11.86,195579 -2019/12/4,11.78,11.83,11.7,11.75,247347 -2019/12/5,11.79,11.89,11.76,11.89,249761 -2019/12/6,11.92,11.95,11.83,11.92,206544 -2019/12/9,11.9,11.93,11.85,11.9,173493 -2019/12/10,11.88,11.91,11.86,11.86,153246 -2019/12/11,11.88,11.99,11.85,11.98,334090 -2019/12/12,11.99,11.99,11.88,11.9,270212 -2019/12/13,11.98,12.12,11.94,12.12,595206 -2019/12/16,12.12,12.15,12,12.13,379716 -2019/12/17,12.17,12.51,12.1,12.39,574356 -2019/12/18,12.36,12.5,12.34,12.4,345653 -2019/12/19,12.4,12.5,12.38,12.41,237899 -2019/12/20,12.41,12.55,12.38,12.42,401501 -2019/12/23,12.46,12.46,12.17,12.2,370339 -2019/12/24,12.21,12.29,12.2,12.28,216710 -2019/12/25,12.29,12.29,12.2,12.24,136782 -2019/12/26,12.26,12.32,12.23,12.29,157391 -2019/12/27,12.25,12.43,12.25,12.32,279321 -2019/12/30,12.27,12.36,12.12,12.34,410516 -2019/12/31,12.32,12.38,12.21,12.37,319536 -2020/1/2,12.47,12.64,12.45,12.47,516291 -2020/1/3,12.57,12.63,12.47,12.6,380188 -2020/1/6,12.52,12.65,12.42,12.46,410012 -2020/1/7,12.51,12.6,12.46,12.5,284215 -2020/1/8,12.41,12.45,12.25,12.32,352405 -2020/1/9,12.39,12.43,12.35,12.37,261514 -2020/1/10,12.37,12.42,12.31,12.39,183213 -2020/1/13,12.4,12.41,12.31,12.41,207156 -2020/1/14,12.4,12.69,12.39,12.43,299946 -2020/1/15,12.41,12.45,12.25,12.25,318972 -2020/1/16,12.28,12.31,12.16,12.2,224549 -2020/1/17,12.22,12.29,12.16,12.23,175931 -2020/1/20,12.26,12.27,12.19,12.25,237346 -2020/1/21,12.2,12.25,12.04,12.08,317875 -2020/1/22,11.7,11.84,11.65,11.77,781336 -2020/1/23,11.75,11.75,11.32,11.35,765348 -2020/2/3,10.22,10.69,10.22,10.47,953674 -2020/2/4,10.51,10.74,10.48,10.66,667838 -2020/2/5,10.69,10.78,10.58,10.7,450467 -2020/2/6,10.81,10.86,10.65,10.79,380238 -2020/2/7,10.73,10.91,10.67,10.86,318970 -2020/2/10,10.76,10.84,10.71,10.77,340321 -2020/2/11,10.82,10.95,10.78,10.86,348563 -2020/2/12,10.84,10.88,10.76,10.86,263139 -2020/2/13,10.82,10.88,10.76,10.76,226306 -2020/2/14,10.76,10.88,10.74,10.86,223605 -2020/2/17,10.88,11.21,10.86,11.18,413433 -2020/2/18,11.09,11.18,11.04,11.06,301627 -2020/2/19,11.08,11.24,11.04,11.11,251002 -2020/2/20,11.17,11.27,11.06,11.23,366564 -2020/2/21,11.23,11.39,11.21,11.3,389494 -2020/2/24,11.23,11.34,11.1,11.16,447386 -2020/2/25,11.07,11.15,11.01,11.09,483246 -2020/2/26,11.01,11.33,11.01,11.2,519063 -2020/2/27,11.2,11.3,11.13,11.21,330298 -2020/2/28,11.11,11.18,10.85,10.85,501380 -2020/3/2,10.95,11.1,10.92,11.04,392451 -2020/3/3,11.13,11.23,11.04,11.06,393325 -2020/3/4,11.01,11.1,10.95,11.03,346284 -2020/3/5,11.08,11.32,11.03,11.32,730479 -2020/3/6,11.23,11.28,11.11,11.12,415878 -2020/3/9,11,11,10.75,10.78,594952 -2020/3/10,10.71,10.96,10.7,10.87,447617 -2020/3/11,10.93,10.93,10.77,10.77,316888 -2020/3/12,10.75,10.75,10.61,10.64,326324 -2020/3/13,10.4,10.73,10.28,10.7,574571 -2020/3/16,10.7,10.78,10.5,10.51,476499 -2020/3/17,10.68,10.69,10.29,10.43,421390 -2020/3/18,10.4,10.5,10.2,10.21,331766 -2020/3/19,10.19,10.34,9.86,9.94,557071 -2020/3/20,10.12,10.18,9.96,10.09,426094 -2020/3/23,9.95,9.95,9.82,9.84,282860 -2020/3/24,10.03,10.13,9.98,10.06,289908 -2020/3/25,10.2,10.27,10.12,10.15,321723 -2020/3/26,10.1,10.37,10.08,10.23,309218 -2020/3/27,10.35,10.38,10.2,10.24,271080 -2020/3/30,10.18,10.28,10.11,10.28,260460 -2020/3/31,10.3,10.36,10.13,10.15,261449 -2020/4/1,10.11,10.26,10.09,10.09,224792 -2020/4/2,10.09,10.2,10.07,10.2,170421 -2020/4/3,10.13,10.21,10.12,10.15,148424 -2020/4/7,10.3,10.33,10.23,10.28,238256 -2020/4/8,10.25,10.29,10.18,10.24,179523 -2020/4/9,10.26,10.29,10.18,10.2,135696 -2020/4/10,10.22,10.24,10.15,10.21,166255 -2020/4/13,10.15,10.22,10.1,10.11,119670 -2020/4/14,10.17,10.25,10.12,10.25,177929 -2020/4/15,10.2,10.27,10.15,10.18,149456 -2020/4/16,10.1,10.18,10.1,10.16,144032 -2020/4/17,10.18,10.23,10.15,10.2,227444 -2020/4/20,10.15,10.19,10.09,10.11,235037 -2020/4/21,10.07,10.12,10.01,10.03,175575 -2020/4/22,10.02,10.07,9.98,10.07,158024 -2020/4/23,10.1,10.1,10.01,10.06,168786 -2020/4/24,10.06,10.09,10.01,10.06,169731 -2020/4/27,10.15,10.42,10.15,10.34,503428 -2020/4/28,10.36,10.38,10.22,10.33,292226 -2020/4/29,10.35,10.61,10.33,10.61,350568 -2020/4/30,10.58,10.79,10.56,10.63,309070 -2020/5/6,10.44,10.49,10.36,10.46,413784 -2020/5/7,10.45,10.46,10.37,10.39,262117 -2020/5/8,10.44,10.49,10.4,10.44,209277 -2020/5/11,10.44,10.54,10.42,10.43,214725 -2020/5/12,10.44,10.48,10.34,10.34,194059 -2020/5/13,10.31,10.39,10.28,10.38,155743 -2020/5/14,10.32,10.36,10.27,10.3,158924 -2020/5/15,10.36,10.38,10.26,10.28,137538 -2020/5/18,10.28,10.43,10.25,10.32,156759 -2020/5/19,10.45,10.45,10.34,10.35,125770 -2020/5/20,10.37,10.42,10.33,10.41,200463 -2020/5/21,10.44,10.44,10.33,10.33,143617 -2020/5/22,10.3,10.34,10.14,10.14,237229 -2020/5/25,10.3,10.31,10.13,10.27,157220 -2020/5/26,10.32,10.32,10.25,10.27,143722 -2020/5/27,10.28,10.38,10.25,10.35,201457 -2020/5/28,10.36,10.55,10.36,10.53,382632 -2020/5/29,10.45,10.57,10.45,10.57,306592 -2020/6/1,10.63,10.72,10.57,10.65,286128 -2020/6/2,10.58,10.74,10.58,10.68,259225 -2020/6/3,10.75,10.87,10.7,10.7,273522 -2020/6/4,10.8,10.8,10.64,10.64,175590 -2020/6/5,10.68,10.69,10.56,10.67,209583 -2020/6/8,10.64,10.72,10.6,10.61,182512 -2020/6/9,10.62,10.72,10.58,10.68,172632 -2020/6/10,10.71,10.71,10.58,10.58,166935 -2020/6/11,10.58,10.61,10.45,10.48,251715 -2020/6/12,10.58,10.58,10.43,10.55,255145 -2020/6/15,10.41,10.49,10.35,10.35,254979 -2020/6/16,10.44,10.5,10.4,10.45,176827 -2020/6/17,10.44,10.51,10.43,10.47,161486 -2020/6/18,10.42,10.57,10.39,10.5,208566 -2020/6/19,10.56,10.68,10.5,10.61,398145 -2020/6/22,10.57,10.66,10.53,10.55,246119 -2020/6/23,10.51,10.57,10.47,10.48,196022 -2020/6/24,10.54,10.61,10.5,10.6,228739 -2020/6/29,10.63,10.73,10.49,10.57,278756 -2020/6/30,10.59,10.64,10.54,10.58,228868 -2020/7/1,10.59,10.76,10.55,10.74,366907 -2020/7/2,10.73,11.05,10.7,11.05,609513 -2020/7/3,11.08,11.26,11.02,11.19,822385 -2020/7/6,11.3,12.31,11.29,12.2,1495580 -2020/7/7,12.45,12.69,12.1,12.11,1314698 -2020/7/8,12.17,12.44,12.03,12.14,1048792 -2020/7/9,12.26,12.26,11.94,11.99,913117 -2020/7/10,11.98,12.09,11.55,11.6,786119 -2020/7/13,11.6,11.85,11.56,11.66,965643 -2020/7/14,11.61,11.69,11.33,11.38,799443 -2020/7/15,11.47,11.47,11.14,11.18,924383 -2020/7/16,11.25,11.48,11.2,11.2,966142 -2020/7/17,11.37,11.39,11.17,11.27,686395 -2020/7/20,11.32,11.57,11.27,11.52,787665 -2020/7/21,11.59,11.61,11.4,11.54,550046 -2020/7/22,11.55,11.75,11.5,11.62,986876 -2020/7/23,10.99,10.99,10.61,10.84,868069 -2020/7/24,10.78,10.8,10.4,10.42,728864 -2020/7/27,10.55,10.55,10.32,10.37,446559 -2020/7/28,10.46,10.54,10.35,10.39,325993 -2020/7/29,10.35,10.54,10.32,10.51,452566 -2020/7/30,10.51,10.53,10.4,10.4,404435 -2020/7/31,10.41,10.52,10.31,10.36,653684 -2020/8/3,10.4,10.48,10.37,10.41,562720 -2020/8/4,10.46,10.72,10.43,10.66,885225 -2020/8/5,10.64,10.64,10.45,10.51,460113 -2020/8/6,10.57,10.63,10.41,10.53,424842 -2020/8/7,10.51,10.53,10.36,10.43,442720 -2020/8/10,10.42,10.57,10.39,10.52,489740 -2020/8/11,10.58,10.68,10.45,10.47,636732 -2020/8/12,10.49,10.6,10.46,10.56,432686 -2020/8/13,10.6,10.61,10.5,10.51,257985 -2020/8/14,10.53,10.6,10.48,10.59,375845 -2020/8/17,10.59,10.98,10.57,10.84,987427 -2020/8/18,10.85,10.85,10.63,10.69,540920 -2020/8/19,10.69,10.74,10.57,10.58,434481 -2020/8/20,10.56,10.57,10.43,10.47,535390 -2020/8/21,10.56,10.56,10.45,10.5,314515 -2020/8/24,10.57,10.57,10.44,10.46,389828 -2020/8/25,10.48,10.51,10.41,10.45,378973 -2020/8/26,10.44,10.45,10.35,10.37,392787 -2020/8/27,10.38,10.4,10.32,10.35,304625 -2020/8/28,10.35,10.46,10.31,10.46,531312 -2020/8/31,10.46,10.51,10.32,10.36,800374 -2020/9/1,10.31,10.36,10.26,10.29,539312 -2020/9/2,10.28,10.29,10.12,10.18,567871 -2020/9/3,10.19,10.23,10.11,10.12,408320 -2020/9/4,10.07,10.15,10.01,10.07,384440 -2020/9/7,10.07,10.16,10.01,10.01,585646 -2020/9/8,10.07,10.09,10.01,10.05,529725 -2020/9/9,10.01,10.08,10,10.01,494185 -2020/9/10,10.06,10.06,9.94,9.96,541699 -2020/9/11,9.95,9.96,9.85,9.92,499476 -2020/9/14,9.95,9.95,9.86,9.9,388512 -2020/9/15,9.91,9.92,9.85,9.86,466015 -2020/9/16,9.87,9.9,9.8,9.86,514707 -2020/9/17,9.87,9.89,9.8,9.83,431717 -2020/9/18,9.84,9.94,9.8,9.94,952306 -2020/9/21,9.94,9.97,9.83,9.84,559987 -2020/9/22,9.81,9.84,9.69,9.7,659521 -2020/9/23,9.71,9.72,9.62,9.63,419096 -2020/9/24,9.61,9.62,9.46,9.5,538587 -2020/9/25,9.5,9.53,9.46,9.47,294875 -2020/9/28,9.49,9.53,9.46,9.46,262578 -2020/9/29,9.5,9.52,9.43,9.43,329883 -2020/9/30,9.45,9.49,9.35,9.39,390068 -2020/10/9,9.44,9.48,9.4,9.42,397727 -2020/10/12,9.45,9.63,9.42,9.59,666716 -2020/10/13,9.58,9.59,9.52,9.54,280591 -2020/10/14,9.54,9.56,9.5,9.53,429692 -2020/10/15,9.54,9.72,9.53,9.62,661467 -2020/10/16,9.61,9.77,9.6,9.72,748502 -2020/10/19,9.73,9.93,9.64,9.65,845324 -2020/10/20,9.63,9.65,9.51,9.58,466870 -2020/10/21,9.58,9.7,9.51,9.7,616221 -2020/10/22,9.67,9.76,9.59,9.65,472889 -2020/10/23,9.63,9.79,9.62,9.7,709545 -2020/10/26,9.72,9.75,9.59,9.6,527114 -2020/10/27,9.59,9.59,9.48,9.48,380628 -2020/10/28,9.48,9.52,9.38,9.4,458814 -2020/10/29,9.35,9.45,9.34,9.37,437073 -2020/10/30,9.38,9.45,9.25,9.26,560609 -2020/11/2,9.28,9.33,9.22,9.25,465423 -2020/11/3,9.31,9.4,9.28,9.3,678761 -2020/11/4,9.35,9.4,9.28,9.34,502561 -2020/11/5,9.46,9.46,9.33,9.36,558732 -2020/11/6,9.37,9.43,9.33,9.39,639196 -2020/11/9,9.42,9.48,9.39,9.43,889377 -2020/11/10,9.47,9.59,9.44,9.46,842179 -2020/11/11,9.49,9.58,9.44,9.56,641718 -2020/11/12,9.52,9.53,9.43,9.43,518911 -2020/11/13,9.41,9.41,9.33,9.36,449101 -2020/11/16,9.38,9.46,9.37,9.45,318781 -2020/11/17,9.46,9.53,9.44,9.53,472940 -2020/11/18,9.53,9.77,9.5,9.7,1094175 -2020/11/19,9.7,9.78,9.64,9.74,638401 -2020/11/20,9.68,9.72,9.61,9.67,466314 -2020/11/23,9.66,9.92,9.63,9.9,926182 -2020/11/24,9.92,9.97,9.82,9.85,612217 -2020/11/25,9.9,9.99,9.81,9.81,612161 -2020/11/26,9.84,9.99,9.76,9.98,715955 -2020/11/27,10.01,10.2,9.96,10.2,1133880 -2020/11/30,10.3,10.53,10.06,10.06,2034989 -2020/12/1,10.08,10.35,10.01,10.3,1078122 -2020/12/2,10.26,10.39,10.19,10.25,787028 -2020/12/3,10.23,10.28,10.16,10.24,571957 -2020/12/4,10.24,10.25,10.05,10.17,473365 -2020/12/7,10.11,10.17,9.9,9.99,578105 -2020/12/8,9.97,10.06,9.93,9.98,315224 -2020/12/9,9.98,10.09,9.91,9.91,440901 -2020/12/10,9.91,9.96,9.76,9.82,394009 -2020/12/11,9.84,9.88,9.69,9.7,483866 -2020/12/14,9.75,9.8,9.68,9.75,387438 -2020/12/15,9.73,9.74,9.6,9.71,393231 -2020/12/16,9.72,9.78,9.64,9.65,479989 -2020/12/17,9.64,9.79,9.59,9.77,429016 -2020/12/18,9.74,9.79,9.69,9.76,318845 -2020/12/21,9.7,9.77,9.65,9.75,319655 -2020/12/22,9.75,9.75,9.55,9.61,504180 -2020/12/23,9.6,9.64,9.48,9.55,386563 -2020/12/24,9.55,9.66,9.51,9.55,248719 -2020/12/25,9.56,9.61,9.51,9.58,224210 -2020/12/28,9.55,9.63,9.5,9.57,337659 -2020/12/29,9.59,9.62,9.52,9.53,441506 -2020/12/30,9.52,9.54,9.44,9.5,548856 -2020/12/31,9.51,9.69,9.49,9.68,659924 -2021/1/4,9.64,9.73,9.55,9.69,629069 -2021/1/5,9.68,9.68,9.52,9.68,538592 -2021/1/6,9.62,9.83,9.62,9.82,618813 -2021/1/7,9.83,9.93,9.66,9.81,570904 -2021/1/8,9.83,9.9,9.73,9.83,558015 -2021/1/11,9.83,9.94,9.68,9.69,759841 -2021/1/12,9.7,9.79,9.58,9.78,567329 -2021/1/13,9.75,9.88,9.72,9.84,571452 -2021/1/14,9.83,9.96,9.76,9.87,553386 -2021/1/15,9.98,10.23,9.92,9.92,1430676 -2021/1/18,9.92,10.12,9.87,10.08,963895 -2021/1/19,10.07,10.22,9.98,10.16,828162 -2021/1/20,10.13,10.18,9.96,9.98,666089 -2021/1/21,9.99,10.07,9.93,9.97,536229 -2021/1/22,9.96,9.97,9.76,9.79,618798 -2021/1/25,9.77,9.78,9.67,9.72,517056 -2021/1/26,9.69,9.78,9.66,9.68,398776 -2021/1/27,9.67,9.88,9.66,9.73,551745 -2021/1/28,9.73,9.74,9.61,9.66,523609 -2021/1/29,9.69,10.13,9.65,9.96,1152575 -2021/2/1,9.94,10.48,9.9,10.44,1818838 -2021/2/2,10.35,10.47,10.15,10.22,1314040 -2021/2/3,10.19,10.43,10.06,10.26,1311507 -2021/2/4,10.21,10.41,10.12,10.28,920165 -2021/2/5,10.28,10.82,10.25,10.72,1955062 -2021/2/8,10.71,10.81,10.51,10.72,1370895 -2021/2/9,10.7,10.74,10.54,10.68,998720 -2021/2/10,10.67,10.85,10.56,10.69,1050922 -2021/2/18,10.8,11.02,10.74,10.83,1433979 -2021/2/19,10.83,11.12,10.77,10.97,1229263 -2021/2/22,10.92,10.95,10.7,10.71,1273794 -2021/2/23,10.71,10.99,10.71,10.78,933278 -2021/2/24,10.81,10.89,10.55,10.6,977840 -2021/2/25,10.66,10.85,10.6,10.8,898555 -2021/2/26,10.72,10.82,10.54,10.54,853861 -2021/3/1,10.59,10.64,10.5,10.58,547461 -2021/3/2,10.61,10.7,10.36,10.47,747631 -2021/3/3,10.45,10.92,10.43,10.92,1135709 -2021/3/4,10.8,10.92,10.76,10.88,754129 -2021/3/5,10.87,10.94,10.69,10.86,721548 -2021/3/8,10.98,11.02,10.71,10.75,801531 -2021/3/9,10.78,10.9,10.65,10.73,835841 -2021/3/10,10.76,10.79,10.63,10.72,505122 -2021/3/11,10.8,10.97,10.76,10.9,768170 -2021/3/12,10.89,11.03,10.82,10.9,792356 -2021/3/15,10.88,11.24,10.88,11.12,1135244 -2021/3/16,11.05,11.24,11.01,11.11,655023 -2021/3/17,11.1,11.12,10.89,10.92,578219 -2021/3/18,10.97,11.05,10.9,11.03,509436 -2021/3/19,11.01,11.05,10.56,10.65,1033599 -2021/3/22,10.62,10.88,10.62,10.75,660310 -2021/3/23,10.76,10.83,10.68,10.78,471277 -2021/3/24,10.77,10.81,10.63,10.68,441326 -2021/3/25,10.72,10.78,10.61,10.63,435477 -2021/3/26,10.68,10.73,10.61,10.62,408827 -2021/3/29,10.6,10.6,10.4,10.48,923668 -2021/3/30,10.65,11.01,10.62,11.01,1734472 -2021/3/31,11.01,11.04,10.87,10.99,668137 -2021/4/1,10.99,11.01,10.81,10.89,477812 -2021/4/2,10.94,10.95,10.67,10.76,653651 -2021/4/6,10.76,10.79,10.68,10.7,339112 -2021/4/7,10.74,10.75,10.58,10.65,609885 -2021/4/8,10.63,10.7,10.56,10.66,420479 -2021/4/9,10.64,10.64,10.53,10.59,386830 -2021/4/12,10.58,10.75,10.52,10.73,570237 -2021/4/13,10.74,10.82,10.67,10.76,527562 -2021/4/14,10.82,10.82,10.57,10.59,456868 -2021/4/15,10.58,10.61,10.38,10.43,531724 -2021/4/16,10.45,10.55,10.42,10.54,328956 -2021/4/19,10.55,10.64,10.45,10.58,502039 -2021/4/20,10.55,10.58,10.48,10.5,294506 -2021/4/21,10.47,10.62,10.46,10.58,454397 -2021/4/22,10.6,10.6,10.4,10.43,417934 -2021/4/23,10.42,10.47,10.38,10.43,248253 -2021/4/26,10.45,10.5,10.28,10.3,463872 -2021/4/27,10.33,10.34,10.24,10.27,250425 -2021/4/28,10.33,10.33,10.18,10.25,353212 -2021/4/29,10.28,10.55,10.26,10.54,481946 -2021/4/30,10.28,10.28,9.96,10.05,1561034 -2021/5/6,9.97,10.18,9.97,10.1,611392 -2021/5/7,10.1,10.15,9.99,10.03,723453 -2021/5/10,10.06,10.06,9.88,9.95,615165 -2021/5/11,9.92,10.07,9.9,10.05,423338 -2021/5/12,10.04,10.2,10.02,10.12,520121 -2021/5/13,10.09,10.17,10.01,10.09,472126 -2021/5/14,10.1,10.2,10.03,10.19,476814 -2021/5/17,10.2,10.29,10.13,10.21,463633 -2021/5/18,10.18,10.23,10.15,10.22,190935 -2021/5/19,10.19,10.2,10.07,10.12,292739 -2021/5/20,10.1,10.18,10.02,10.16,353953 -2021/5/21,10.2,10.22,10.07,10.09,286189 -2021/5/24,10.08,10.14,10.05,10.09,235189 -2021/5/25,10.1,10.33,10.06,10.32,754176 -2021/5/26,10.31,10.42,10.28,10.35,549848 -2021/5/27,10.32,10.43,10.26,10.29,520633 -2021/5/28,10.33,10.36,10.25,10.35,345933 -2021/5/31,10.34,10.34,10.22,10.27,372557 -2021/6/1,10.23,10.26,10.18,10.19,418804 -2021/6/2,10.21,10.23,10.13,10.22,358305 -2021/6/3,10.21,10.32,10.18,10.23,522449 -2021/6/4,10.25,10.38,10.19,10.23,710524 -2021/6/7,10.26,10.27,10.2,10.23,363014 -2021/6/8,10.24,10.33,10.18,10.31,508381 -2021/6/9,10.29,10.35,10.21,10.21,560951 -2021/6/10,10.21,10.31,10.2,10.23,456854 -2021/6/11,10.24,10.28,10.11,10.17,580303 -2021/6/15,10.15,10.15,10.01,10.03,469558 -2021/6/16,10.04,10.14,10.01,10.05,321711 -2021/6/17,10.05,10.12,10.03,10.04,296898 -2021/6/18,10.04,10.1,10,10.1,444512 -2021/6/21,10.06,10.09,10.01,10.04,398157 -2021/6/22,10.06,10.12,10,10,451846 -2021/6/23,10.01,10.03,9.96,9.99,344001 -2021/6/24,10,10.05,9.97,10.02,316527 -2021/6/25,10.02,10.11,10.01,10.08,483354 -2021/6/28,10.06,10.07,9.99,10.01,325971 -2021/6/29,10.01,10.04,9.98,9.98,327334 -2021/6/30,10,10.02,9.97,10,215801 -2021/7/1,10.01,10.06,9.99,10.03,369991 -2021/7/2,10.01,10.05,9.92,9.93,515351 -2021/7/5,9.95,9.96,9.85,9.92,448069 -2021/7/6,9.91,10.01,9.88,9.99,377374 -2021/7/7,10.01,10.04,9.94,10.03,356670 -2021/7/8,10.05,10.05,9.92,9.94,307452 -2021/7/9,9.93,10.01,9.9,9.91,345901 -2021/7/12,9.96,9.99,9.9,9.91,334156 -2021/7/13,9.94,9.99,9.88,9.96,346117 -2021/7/14,9.97,9.97,9.8,9.83,522076 -2021/7/15,9.83,9.96,9.81,9.94,459034 -2021/7/16,10.01,10.08,9.96,9.98,455578 -2021/7/19,9.98,10.03,9.85,10.01,530494 -2021/7/20,10.01,10.02,9.94,9.99,368347 -2021/7/21,9.51,9.64,9.51,9.55,584509 -2021/7/22,9.58,9.72,9.56,9.64,439772 -2021/7/23,9.6,9.67,9.57,9.58,300903 -2021/7/26,9.57,9.58,9.3,9.34,517427 -2021/7/27,9.36,9.43,9.09,9.15,532799 -2021/7/28,9.16,9.36,9.16,9.21,463359 -2021/7/29,9.25,9.28,9.1,9.12,435877 -2021/7/30,9.13,9.13,9.01,9.03,356971 -2021/8/2,9.03,9.24,8.97,9.13,457134 -2021/8/3,9.13,9.14,9.04,9.12,330141 -2021/8/4,9.12,9.14,9.05,9.07,252145 -2021/8/5,9.06,9.12,9.04,9.05,242678 -2021/8/6,9.05,9.08,9,9.08,224861 -2021/8/9,9.06,9.25,9.05,9.17,374619 -2021/8/10,9.18,9.23,9.1,9.2,343709 -2021/8/11,9.18,9.29,9.16,9.21,373821 -2021/8/12,9.21,9.22,9.16,9.17,229785 -2021/8/13,9.16,9.23,9.14,9.18,219260 -2021/8/16,9.19,9.27,9.16,9.22,273695 -2021/8/17,9.23,9.29,9.17,9.19,380168 -2021/8/18,9.2,9.39,9.16,9.33,434247 -2021/8/19,9.34,9.34,9.19,9.23,363914 -2021/8/20,9.25,9.3,9.18,9.27,353744 -2021/8/23,9.3,9.31,9.2,9.2,324189 -2021/8/24,9.22,9.3,9.17,9.21,408160 -2021/8/25,9.23,9.24,9.16,9.19,340640 -2021/8/26,9.18,9.2,9.13,9.14,294391 -2021/8/27,9.16,9.22,9.14,9.17,276188 -2021/8/30,9.05,9.08,8.92,8.96,804103 -2021/8/31,8.98,9.05,8.93,9.05,446337 -2021/9/1,9.03,9.23,9.01,9.18,582113 -2021/9/2,9.2,9.24,9.16,9.23,401227 -2021/9/3,9.24,9.33,9.16,9.24,507816 -2021/9/6,9.22,9.31,9.2,9.21,356277 -2021/9/7,9.21,9.39,9.16,9.34,640518 -2021/9/8,9.34,9.39,9.29,9.34,409418 -2021/9/9,9.32,9.34,9.25,9.3,319514 -2021/9/10,9.32,9.48,9.31,9.41,572507 -2021/9/13,9.38,9.43,9.34,9.39,293733 -2021/9/14,9.39,9.43,9.17,9.21,539347 -2021/9/15,9.21,9.26,9.13,9.19,380648 -2021/9/16,9.2,9.23,9.11,9.12,491999 -2021/9/17,9.11,9.17,9.08,9.11,302335 -2021/9/22,9,9.08,8.96,9.03,350541 -2021/9/23,9.1,9.15,9.01,9.03,396400 -2021/9/24,9.04,9.08,8.99,9.02,399256 -2021/9/27,9.02,9.05,8.94,9.02,417084 -2021/9/28,8.98,9.09,8.98,9.03,333408 -2021/9/29,9.01,9.09,8.97,9.02,400083 -2021/9/30,9.03,9.05,8.98,9,291902 -2021/10/8,9.05,9.15,9.03,9.08,390806 -2021/10/11,9.12,9.25,9.1,9.15,466325 -2021/10/12,9.12,9.19,9.09,9.14,357258 -2021/10/13,9.14,9.15,9.05,9.07,225383 -2021/10/14,9.07,9.09,9.02,9.04,225846 -2021/10/15,9.05,9.11,9.02,9.07,275254 -2021/10/18,9.06,9.1,8.98,9.02,259647 -2021/10/19,9.03,9.07,9.01,9.01,286362 -2021/10/20,9.03,9.06,8.99,9.02,274824 -2021/10/21,9.05,9.09,9.01,9.04,440746 -2021/10/22,9.07,9.13,9.02,9.07,386694 -2021/10/25,9.03,9.06,9.02,9.03,265855 -2021/10/26,9.06,9.09,9.01,9.03,307518 -2021/10/27,9.01,9.02,8.96,8.99,341973 -2021/10/28,8.99,9.01,8.95,8.96,281652 -2021/10/29,8.96,9,8.93,8.94,359907 -2021/11/1,8.69,8.78,8.6,8.72,649410 -2021/11/2,8.71,8.75,8.5,8.54,700346 -2021/11/3,8.59,8.59,8.51,8.53,297852 -2021/11/4,8.53,8.54,8.5,8.51,261489 -2021/11/5,8.51,8.54,8.49,8.53,229134 -2021/11/8,8.48,8.53,8.46,8.49,243530 -2021/11/9,8.5,8.55,8.49,8.54,195485 -2021/11/10,8.53,8.53,8.44,8.48,274789 -2021/11/11,8.48,8.62,8.47,8.62,314193 -2021/11/12,8.64,8.65,8.58,8.65,204982 -2021/11/15,8.66,8.75,8.65,8.75,276258 -2021/11/16,8.7,8.74,8.63,8.73,240301 -2021/11/17,8.67,8.72,8.65,8.65,193016 -2021/11/18,8.61,8.66,8.53,8.56,204654 -2021/11/19,8.56,8.7,8.55,8.65,204720 -2021/11/22,8.63,8.66,8.59,8.6,209837 -2021/11/23,8.61,8.7,8.61,8.63,215024 -2021/11/24,8.61,8.69,8.59,8.68,193427 -2021/11/25,8.68,8.69,8.61,8.64,131691 -2021/11/26,8.61,8.62,8.55,8.56,211991 -2021/11/29,8.57,8.59,8.5,8.59,237464 -2021/11/30,8.54,8.59,8.51,8.51,309001 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+2022-09-02,7.24,7.27,7.2,7.21,199755 +2022-09-05,7.18,7.27,7.14,7.26,266462 +2022-09-06,7.25,7.3,7.24,7.26,218667 +2022-09-07,7.23,7.26,7.22,7.22,165685 +2022-09-08,7.24,7.27,7.22,7.24,144783 +2022-09-09,7.27,7.34,7.24,7.31,324230 +2022-09-13,7.28,7.36,7.27,7.35,237951 +2022-09-14,7.29,7.34,7.27,7.28,186490 +2022-09-15,7.29,7.37,7.28,7.32,319403 +2022-09-16,7.3,7.32,7.14,7.14,339791 +2022-09-19,7.16,7.2,7.1,7.16,223881 +2022-09-20,7.16,7.18,7.1,7.11,222470 +2022-09-21,7.1,7.16,7.08,7.13,200262 +2022-09-22,7.11,7.14,7.08,7.12,195404 +2022-09-23,7.12,7.18,7.09,7.16,218063 +2022-09-26,7.12,7.17,7.05,7.06,295035 +2022-09-27,7.04,7.09,7.02,7.07,201282 From a88890a97ba03553d65b8bcb6b6fe9e1490a3079 Mon Sep 17 00:00:00 2001 From: michael xu Date: Wed, 17 May 2023 15:55:50 +0800 Subject: [PATCH 39/49] add open/close/high/low info on crosshair line --- finplotWindow.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index ee2f035..d3090b9 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -19,6 +19,13 @@ import backtrader as bt from pyqtgraph import mkColor, mkBrush +def chinese_price_colorfilter(item, datasrc, df): + opencol = df.columns[1] + closecol = df.columns[2] + is_up = df[opencol] <= df[closecol] # open lower than close = goes up + yield item.rowcolors('bear') + [df.loc[is_up, :]] + yield item.rowcolors('bull') + [df.loc[~is_up, :]] + class FinplotWindow(): def __init__(self, dockArea, dockChart, interface): @@ -65,11 +72,11 @@ def createPlotWidgets(self, timeframe): def drawCandles(self): - fplt.candlestick_ochl(self.data['Open Close High Low'.split()], ax=self.ax0) + fplt.candlestick_ochl(self.data['Open Close High Low'.split()], ax=self.ax0,colorfunc=chinese_price_colorfilter) #self.hover_label = fplt.add_legend('', ax=self.ax0) #fplt.set_time_inspector(self.update_legend_text, ax=self.ax0, when='hover', data=data) - #fplt.add_crosshair_info(self.update_crosshair_text, ax=self.ax0) + fplt.add_crosshair_info(self.update_crosshair_text, ax=self.ax0) # Inside plot widget controls #self.createControlPanel(self.ax0.ax_widget) @@ -231,7 +238,8 @@ def update_legend_text(self, x, y, ax, data): pass def update_crosshair_text(self,x, y, xtext, ytext): - ytext = '%s (Close%+.2f)' % (ytext, (y - self.data.iloc[x].Close)) + ytext = '%s \n open: %.4f\n close: %.4f\n high: %.4f\n low: %.4f' \ + % (ytext, self.data.iloc[x].Open, self.data.iloc[x].Close, self.data.iloc[x].High, self.data.iloc[x].Low) return xtext, ytext def activateDarkMode(self, activated): @@ -459,4 +467,3 @@ def hidePnL(self): self.axPnL.hide() self.axPnL.ax_widget.hide() pass - \ No newline at end of file From e4ab2099890c3d6949082ceaa5267b229d61a304 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Wed, 17 May 2023 17:09:08 +0200 Subject: [PATCH 40/49] Parsing csv for Pandas version < 2.0.0 1.4.3 was too restrictive, all versions below 2.0.0 should use the first code part with date_parser --- SkinokBacktraderUI.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index 367bbb2..b3b161a 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -107,7 +107,7 @@ def loadData(self, dataPath, datetimeFormat, separator): # Python contains if not dataPath in self.dataframes: - if pd.__version__=='1.4.3': + if pd.__version__<'2.0.0': self.dataframes[fileName] = pd.read_csv(dataPath, sep=separator, parse_dates=[0], From e3d1d3d408219c5b32c8417b498d96205e70ed64 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Tue, 23 May 2023 11:37:11 +0200 Subject: [PATCH 41/49] Adding the good color on the right scale --- finplotWindow.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/finplotWindow.py b/finplotWindow.py index d3090b9..d0eb74d 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -288,6 +288,8 @@ def activateDarkMode(self, activated): for ax in axs: ax.axes['left']['item'].setPen(axis_pen) ax.axes['left']['item'].setTextPen(axis_pen) + ax.axes['right']['item'].setPen(axis_pen) + ax.axes['right']['item'].setTextPen(axis_pen) ax.axes['bottom']['item'].setPen(axis_pen) ax.axes['bottom']['item'].setTextPen(axis_pen) if ax.crosshair is not None: From 32e6c7f60f755db0dc454814800864f79d29ad26 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Tue, 23 May 2023 18:09:02 +0200 Subject: [PATCH 42/49] Rework on Strategy UI + fix minor bugs --- SkinokBacktraderUI.py | 2 +- finplotWindow.py | 11 +- strategyResultsUI.py | 6 +- strategyTesterUI.py | 124 ++++++++- ui/loadDataFiles_ui.py | 104 ++++++++ ui/strategyResults.ui | 89 ++++--- ui/strategyResults_ui.py | 72 ++++++ ui/strategyTester.ui | 540 +++++++++++++++++++++++++++------------ ui/strategyTester_ui.py | 244 ++++++++++++++++++ userInterface.py | 149 +++++------ 10 files changed, 1043 insertions(+), 298 deletions(-) create mode 100644 ui/loadDataFiles_ui.py create mode 100644 ui/strategyResults_ui.py create mode 100644 ui/strategyTester_ui.py diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index b3b161a..cfcd404 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -169,7 +169,7 @@ def importData(self, fileNames): self.interface.drawChart(df, timeframe) # Enable run button - self.interface.strategyTesterUI.runBacktestPB.setEnabled(True) + self.interface.strategyTesterUI.runBacktestBtn.setEnabled(True) return True diff --git a/finplotWindow.py b/finplotWindow.py index d0eb74d..7de7c01 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -43,7 +43,7 @@ def __init__(self, dockArea, dockChart, interface): self.last_ax_data_xtick = [] - + pass ######### @@ -68,6 +68,7 @@ def createPlotWidgets(self, timeframe): # Ax Profit & Loss self.interface.strategyResultsUI.ResultsTabWidget.widget(1).layout().addWidget(self.axPnL.ax_widget) + fplt.add_crosshair_info(self.update_crosshair_text, ax=self.ax0) pass def drawCandles(self): @@ -76,7 +77,7 @@ def drawCandles(self): #self.hover_label = fplt.add_legend('', ax=self.ax0) #fplt.set_time_inspector(self.update_legend_text, ax=self.ax0, when='hover', data=data) - fplt.add_crosshair_info(self.update_crosshair_text, ax=self.ax0) + # Inside plot widget controls #self.createControlPanel(self.ax0.ax_widget) @@ -238,9 +239,9 @@ def update_legend_text(self, x, y, ax, data): pass def update_crosshair_text(self,x, y, xtext, ytext): - ytext = '%s \n open: %.4f\n close: %.4f\n high: %.4f\n low: %.4f' \ - % (ytext, self.data.iloc[x].Open, self.data.iloc[x].Close, self.data.iloc[x].High, self.data.iloc[x].Low) - return xtext, ytext + ytext = '%s \n Open: %.5f\n Close: %.5f\n High: %.5f\n Low: %.5f' \ + % (ytext, self.data.iloc[x].Open, self.data.iloc[x].Close, self.data.iloc[x].High, self.data.iloc[x].Low) + return xtext,ytext def activateDarkMode(self, activated): diff --git a/strategyResultsUI.py b/strategyResultsUI.py index d290fae..db49285 100644 --- a/strategyResultsUI.py +++ b/strategyResultsUI.py @@ -4,16 +4,18 @@ class StrategyResultsUI(QtWidgets.QWidget): - def __init__(self, controller): + def __init__(self, controller, parent = None): super(StrategyResultsUI, self).__init__() self.controller = controller + self.parent = parent + # It does not finish by a "/" self.current_dir_path = os.path.dirname(os.path.realpath(__file__)) uic.loadUi( self.current_dir_path + "/ui/strategyResults.ui", self) - self.SummaryGB = self.findChild(QtWidgets.QGroupBox, "SummaryGB") + self.summaryTableWidget= self.findChild(QtWidgets.QTableWidget, "summaryTableWidget") self.TradesGB = self.findChild(QtWidgets.QGroupBox, "TradesGB") \ No newline at end of file diff --git a/strategyTesterUI.py b/strategyTesterUI.py index 1186617..aed05de 100644 --- a/strategyTesterUI.py +++ b/strategyTesterUI.py @@ -1,28 +1,58 @@ from PyQt6 import QtCore, QtWidgets, uic import os +import loadDataFilesUI class StrategyTesterUI(QtWidgets.QWidget): - def __init__(self, controller): + def __init__(self, controller, parentWindow): super(StrategyTesterUI, self).__init__() self.controller = controller + self.parent = parentWindow + # It does not finish by a "/" self.current_dir_path = os.path.dirname(os.path.realpath(__file__)) uic.loadUi( self.current_dir_path + "/ui/strategyTester.ui", self) + + # Data + self.importDataBtn = self.findChild(QtWidgets.QPushButton, "importDataBtn") + self.importDataBtn.clicked.connect( self.loadData ) + + # Strategy type PushButtons + self.strategyTypeAITensorFlowBtn = self.findChild(QtWidgets.QPushButton, "strategyTypeAITensorFlowBtn") + self.strategyTypeAiStablebaselinesBtn = self.findChild(QtWidgets.QPushButton, "strategyTypeAiStablebaselinesBtn") + self.strategyTypeAlgoBtn = self.findChild(QtWidgets.QPushButton, "strategyTypeAlgoBtn") + self.strategyTypeAiTorchBtn = self.findChild(QtWidgets.QPushButton, "strategyTypeAiTorchBtn") - self.runBacktestPB = self.findChild(QtWidgets.QPushButton, "runBacktestPB") - self.runBacktestPB.clicked.connect(self.run) + self.strategyTypeDetailsSW = self.findChild(QtWidgets.QStackedWidget, "strategyTypeDetailsSW") - self.runningStratPB = self.findChild(QtWidgets.QProgressBar, "runningStratPB") + # Ai Algo + self.AiModelPathLE = self.findChild(QtWidgets.QLineEdit, "AiModelPathLE") + self.AiModelPathBtn = self.findChild(QtWidgets.QPushButton, "AiModelPathBtn") + # Custom Algo + self.runningStratBtn = self.findChild(QtWidgets.QProgressBar, "runningStratBtn") self.strategyNameCB = self.findChild(QtWidgets.QComboBox, "strategyNameCB") + + # Run button + self.runBacktestBtn = self.findChild(QtWidgets.QPushButton, "runBacktestBtn") + + # Connect ui buttons + self.strategyTypeAITensorFlowBtn.clicked.connect(self.strategyTypeAITensorFlowActivated) + self.strategyTypeAiStablebaselinesBtn.clicked.connect(self.strategyTypeAiStablebaselinesActivated) + self.strategyTypeAiTorchBtn.clicked.connect(self.strategyTypeAiTorchActivated) + self.strategyTypeAlgoBtn.clicked.connect(self.strategyTypeAlgoActivated) + + self.AiModelPathBtn.clicked.connect(self.openAiFileDialog) + self.strategyNameCB.currentIndexChanged.connect(self.strategyNameActivated) + self.runBacktestBtn.clicked.connect(self.run) - self.runBacktestPB.setEnabled(False) + # Init Run button to false waiting for user inputs + self.runBacktestBtn.setEnabled(False) def initialize(self): @@ -33,16 +63,96 @@ def initialize(self): self.strategyBaseName = [] for stratName in self.strategyNames: # here remove file extension - self.strategyBaseName.append(QtCore.QFileInfo(stratName).baseName()) + if not stratName.startswith('Ai'): + self.strategyBaseName.append(QtCore.QFileInfo(stratName).baseName()) self.strategyNameCB.addItems(self.strategyBaseName) self.strategyNameCB.setCurrentIndex(self.strategyNameCB.count()-1) + + # + self.loadDataFileUI = loadDataFilesUI.LoadDataFilesUI(self.controller, self.parent) + self.loadDataFileUI.hide() + pass + + def loadData(self): + self.loadDataFileUI.show() pass def run(self): self.controller.run() + pass def strategyNameActivated(self): stratBaseName = self.strategyNameCB.currentText() self.controller.addStrategy(stratBaseName) - \ No newline at end of file + pass + + def strategyTypeAITensorFlowActivated(self): + if self.strategyTypeAITensorFlowBtn.isChecked(): + self.strategyTypeDetailsSW.setCurrentIndex(1) + self.AiModelChecked = "AiTensorFlowModel" + pass + + def strategyTypeAiStablebaselinesActivated(self): + if self.strategyTypeAiStablebaselinesBtn.isChecked(): + self.strategyTypeDetailsSW.setCurrentIndex(1) + self.AiModelChecked = "AiStableBaselinesModel" + pass + + def strategyTypeAiTorchActivated(self): + if self.strategyTypeAiTorchBtn.isChecked(): + self.strategyTypeDetailsSW.setCurrentIndex(1) + self.AiModelChecked = "AiTorchModel" + pass + + def strategyTypeAlgoActivated(self): + if self.strategyTypeAlgoBtn.isChecked(): + self.strategyTypeDetailsSW.setCurrentIndex(0) + pass + + def openAiFileDialog(self): + + if self.AiModelChecked == "AiTensorFlowModel": + self.loadTFModel() + elif self.AiModelChecked == "AiStableBaselinesModel": + self.loadStableBaselinesModel() + elif self.AiModelChecked == "AiTorchModel": + self.loadTorchModel() + + pass + + # Load an AI Model from Tensor Flow framework + def loadTFModel(self): + + ai_model_dir = QtWidgets.QFileDialog.getExistingDirectory(self.parent,"Open Tensorflow Model", self.current_dir_path) + + self.controller.addStrategy(self.AiModelChecked) + + self.AiModelPathLE.setText(ai_model_dir) + self.controller.strategyParametersSave("model", ai_model_dir) + + pass + + # Load an AI Model from Stable Baselines framework + def loadStableBaselinesModel(self): + + ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.parent,"Open Torch Model", self.current_dir_path, "*.zip")[0] + + self.controller.addStrategy(self.AiModelChecked) + + self.AiModelPathLE.setText(ai_model_zip_file) + self.controller.strategyParametersSave("model", ai_model_zip_file) + + pass + + # Load an AI Model from Py Torch framework + def loadTorchModel(self): + + ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.parent,"Open Torch Model", self.current_dir_path, "*.zip")[0] + + self.controller.addStrategy(self.AiModelChecked) + + self.AiModelPathLE.setText(ai_model_zip_file) + self.controller.strategyParametersSave("model", ai_model_zip_file) + + pass \ No newline at end of file diff --git a/ui/loadDataFiles_ui.py b/ui/loadDataFiles_ui.py new file mode 100644 index 0000000..fa806d6 --- /dev/null +++ b/ui/loadDataFiles_ui.py @@ -0,0 +1,104 @@ +# Form implementation generated from reading ui file 'c:\perso\trading\anaconda3\backtrader-ichimoku\ui\loadDataFiles.ui' +# +# Created by: PyQt6 UI code generator 6.5.0 +# +# WARNING: Any manual changes made to this file will be lost when pyuic6 is +# run again. Do not edit this file unless you know what you are doing. + + +from PyQt6 import QtCore, QtGui, QtWidgets + + +class Ui_Form(object): + def setupUi(self, Form): + Form.setObjectName("Form") + Form.resize(488, 458) + self.gridLayout_2 = QtWidgets.QGridLayout(Form) + self.gridLayout_2.setObjectName("gridLayout_2") + self.dataFilesListWidget = QtWidgets.QListWidget(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Expanding, QtWidgets.QSizePolicy.Policy.Preferred) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.dataFilesListWidget.sizePolicy().hasHeightForWidth()) + self.dataFilesListWidget.setSizePolicy(sizePolicy) + self.dataFilesListWidget.setObjectName("dataFilesListWidget") + self.gridLayout_2.addWidget(self.dataFilesListWidget, 3, 0, 1, 1) + self.label_4 = QtWidgets.QLabel(parent=Form) + self.label_4.setObjectName("label_4") + self.gridLayout_2.addWidget(self.label_4, 2, 0, 1, 1) + self.importPB = QtWidgets.QPushButton(parent=Form) + self.importPB.setMinimumSize(QtCore.QSize(0, 40)) + self.importPB.setObjectName("importPB") + self.gridLayout_2.addWidget(self.importPB, 5, 0, 1, 2) + self.verticalLayout = QtWidgets.QVBoxLayout() + self.verticalLayout.setObjectName("verticalLayout") + self.gridLayout_2.addLayout(self.verticalLayout, 3, 1, 1, 1) + self.groupBox = QtWidgets.QGroupBox(parent=Form) + self.groupBox.setObjectName("groupBox") + self.gridLayout = QtWidgets.QGridLayout(self.groupBox) + self.gridLayout.setObjectName("gridLayout") + self.semicolonRB = QtWidgets.QRadioButton(parent=self.groupBox) + self.semicolonRB.setObjectName("semicolonRB") + self.gridLayout.addWidget(self.semicolonRB, 3, 3, 1, 1) + self.label = QtWidgets.QLabel(parent=self.groupBox) + self.label.setObjectName("label") + self.gridLayout.addWidget(self.label, 0, 0, 1, 1) + self.label_3 = QtWidgets.QLabel(parent=self.groupBox) + self.label_3.setObjectName("label_3") + self.gridLayout.addWidget(self.label_3, 1, 0, 1, 1) + self.label_2 = QtWidgets.QLabel(parent=self.groupBox) + self.label_2.setObjectName("label_2") + self.gridLayout.addWidget(self.label_2, 3, 0, 1, 1) + self.tabRB = QtWidgets.QRadioButton(parent=self.groupBox) + self.tabRB.setChecked(True) + self.tabRB.setObjectName("tabRB") + self.gridLayout.addWidget(self.tabRB, 3, 1, 1, 1) + self.commaRB = QtWidgets.QRadioButton(parent=self.groupBox) + self.commaRB.setObjectName("commaRB") + self.gridLayout.addWidget(self.commaRB, 3, 2, 1, 1) + self.filePathLE = QtWidgets.QLineEdit(parent=self.groupBox) + self.filePathLE.setObjectName("filePathLE") + self.gridLayout.addWidget(self.filePathLE, 0, 1, 1, 3) + self.openFilePB = QtWidgets.QToolButton(parent=self.groupBox) + self.openFilePB.setObjectName("openFilePB") + self.gridLayout.addWidget(self.openFilePB, 0, 4, 1, 1) + self.datetimeFormatLE = QtWidgets.QComboBox(parent=self.groupBox) + self.datetimeFormatLE.setObjectName("datetimeFormatLE") + self.gridLayout.addWidget(self.datetimeFormatLE, 1, 1, 1, 4) + self.loadFilePB = QtWidgets.QPushButton(parent=self.groupBox) + self.loadFilePB.setMinimumSize(QtCore.QSize(0, 40)) + self.loadFilePB.setObjectName("loadFilePB") + self.gridLayout.addWidget(self.loadFilePB, 4, 1, 1, 4) + self.errorLabel = QtWidgets.QLabel(parent=self.groupBox) + self.errorLabel.setStyleSheet("color: red") + self.errorLabel.setText("") + self.errorLabel.setAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) + self.errorLabel.setObjectName("errorLabel") + self.gridLayout.addWidget(self.errorLabel, 5, 0, 1, 5) + self.gridLayout_2.addWidget(self.groupBox, 0, 0, 1, 2) + self.label_5 = QtWidgets.QLabel(parent=Form) + self.label_5.setStyleSheet("font-style: italic") + self.label_5.setScaledContents(False) + self.label_5.setAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) + self.label_5.setWordWrap(True) + self.label_5.setObjectName("label_5") + self.gridLayout_2.addWidget(self.label_5, 4, 0, 1, 1) + + self.retranslateUi(Form) + QtCore.QMetaObject.connectSlotsByName(Form) + + def retranslateUi(self, Form): + _translate = QtCore.QCoreApplication.translate + Form.setWindowTitle(_translate("Form", "Import one or multiple data files")) + self.label_4.setText(_translate("Form", "List of all files to import in cerebro")) + self.importPB.setText(_translate("Form", "Import all data files")) + self.groupBox.setTitle(_translate("Form", "Loading a new data file")) + self.semicolonRB.setText(_translate("Form", "semicolon")) + self.label.setText(_translate("Form", "Import a new data file")) + self.label_3.setText(_translate("Form", "Date time format")) + self.label_2.setText(_translate("Form", "Separator")) + self.tabRB.setText(_translate("Form", "tab")) + self.commaRB.setText(_translate("Form", "comma")) + self.openFilePB.setText(_translate("Form", "...")) + self.loadFilePB.setText(_translate("Form", "Load .CSV file")) + self.label_5.setText(_translate("Form", "Files should be ordered from lower (on top) to higher timeframe (at bottom).")) diff --git a/ui/strategyResults.ui b/ui/strategyResults.ui index f10db6d..b950afe 100644 --- a/ui/strategyResults.ui +++ b/ui/strategyResults.ui @@ -6,42 +6,21 @@ 0 0 - 963 - 284 + 989 + 200 + + + 0 + 200 + + Form - - - - - - 200 - 0 - - - - - 250 - 16777215 - - - - - - - Strategy summary - - - - - - - - - + + 0 @@ -68,6 +47,54 @@ + + + + + 0 + 0 + + + + + 16 + + + + Results + + + Qt::AlignCenter + + + + + + + + 100 + 0 + + + + + 210 + 16777215 + + + + + true + + + + border:0 + + + true + + + diff --git a/ui/strategyResults_ui.py b/ui/strategyResults_ui.py new file mode 100644 index 0000000..86b0638 --- /dev/null +++ b/ui/strategyResults_ui.py @@ -0,0 +1,72 @@ +# Form implementation generated from reading ui file 'c:\perso\trading\anaconda3\backtrader-ichimoku\ui\strategyResults.ui' +# +# Created by: PyQt6 UI code generator 6.5.0 +# +# WARNING: Any manual changes made to this file will be lost when pyuic6 is +# run again. Do not edit this file unless you know what you are doing. + + +from PyQt6 import QtCore, QtGui, QtWidgets + + +class Ui_StrategyResults(object): + def setupUi(self, StrategyResults): + StrategyResults.setObjectName("StrategyResults") + StrategyResults.resize(989, 200) + StrategyResults.setMinimumSize(QtCore.QSize(0, 200)) + self.gridLayout_4 = QtWidgets.QGridLayout(StrategyResults) + self.gridLayout_4.setObjectName("gridLayout_4") + self.ResultsTabWidget = QtWidgets.QTabWidget(parent=StrategyResults) + self.ResultsTabWidget.setObjectName("ResultsTabWidget") + self.tradeTab = QtWidgets.QWidget() + self.tradeTab.setObjectName("tradeTab") + self.gridLayout_3 = QtWidgets.QGridLayout(self.tradeTab) + self.gridLayout_3.setObjectName("gridLayout_3") + self.horizontalLayout = QtWidgets.QHBoxLayout() + self.horizontalLayout.setObjectName("horizontalLayout") + self.gridLayout_3.addLayout(self.horizontalLayout, 0, 0, 1, 1) + self.ResultsTabWidget.addTab(self.tradeTab, "") + self.walletTab = QtWidgets.QWidget() + self.walletTab.setObjectName("walletTab") + self.gridLayout_5 = QtWidgets.QGridLayout(self.walletTab) + self.gridLayout_5.setObjectName("gridLayout_5") + self.horizontalLayout_2 = QtWidgets.QHBoxLayout() + self.horizontalLayout_2.setObjectName("horizontalLayout_2") + self.gridLayout_5.addLayout(self.horizontalLayout_2, 0, 0, 1, 1) + self.ResultsTabWidget.addTab(self.walletTab, "") + self.gridLayout_4.addWidget(self.ResultsTabWidget, 0, 1, 3, 1) + self.label_4 = QtWidgets.QLabel(parent=StrategyResults) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Maximum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.label_4.sizePolicy().hasHeightForWidth()) + self.label_4.setSizePolicy(sizePolicy) + font = QtGui.QFont() + font.setPointSize(16) + self.label_4.setFont(font) + self.label_4.setAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) + self.label_4.setObjectName("label_4") + self.gridLayout_4.addWidget(self.label_4, 0, 0, 1, 1) + self.summaryTableWidget = QtWidgets.QTableWidget(parent=StrategyResults) + self.summaryTableWidget.setMinimumSize(QtCore.QSize(100, 0)) + self.summaryTableWidget.setMaximumSize(QtCore.QSize(210, 16777215)) + font = QtGui.QFont() + font.setKerning(True) + self.summaryTableWidget.setFont(font) + self.summaryTableWidget.setStyleSheet("border:0") + self.summaryTableWidget.setShowGrid(True) + self.summaryTableWidget.setObjectName("summaryTableWidget") + self.summaryTableWidget.setColumnCount(0) + self.summaryTableWidget.setRowCount(0) + self.gridLayout_4.addWidget(self.summaryTableWidget, 1, 0, 1, 1) + + self.retranslateUi(StrategyResults) + self.ResultsTabWidget.setCurrentIndex(0) + QtCore.QMetaObject.connectSlotsByName(StrategyResults) + + def retranslateUi(self, StrategyResults): + _translate = QtCore.QCoreApplication.translate + StrategyResults.setWindowTitle(_translate("StrategyResults", "Form")) + self.ResultsTabWidget.setTabText(self.ResultsTabWidget.indexOf(self.tradeTab), _translate("StrategyResults", "Trades")) + self.ResultsTabWidget.setTabText(self.ResultsTabWidget.indexOf(self.walletTab), _translate("StrategyResults", "Wallet")) + self.label_4.setText(_translate("StrategyResults", "Results")) diff --git a/ui/strategyTester.ui b/ui/strategyTester.ui index d5af77e..a25ed28 100644 --- a/ui/strategyTester.ui +++ b/ui/strategyTester.ui @@ -6,177 +6,391 @@ 0 0 - 238 - 699 + 270 + 694 + + + 270 + 0 + + Form - - - - - Back testing - - - - - - 0 - - - - - - - - 0 - 0 - - - - - 200 - 0 - - - - - - - - Parameters - - - - - - - Qt::Vertical - - - QSizePolicy::Preferred - - - - 20 - 20 - - - - - - - - Strategy - - - - - - - - - - - - - - true - - - - 0 - 0 - - - - - 0 - 50 - - - - Run - - - - - - - - 0 - 0 - - - - - 0 - 50 - - - - - 16777215 - 250 - - - - true - - - - - 0 - 0 - 198 - 69 - + + + + + + 0 + 0 + + + + + 12 + 50 + false + false + false + + + + Data + + + + + + + + + Import data + + + + + + + + + + 0 + 0 + + + + + 12 + 50 + false + + + + Strategy + + + + + + + + + + 0 + 0 + + + + Ai +TF + + + true + + + true + + + + + + + + 0 + 0 + + + + Ai + SB3 + + + true + + + true + + + + + + + + 0 + 0 + + + + Ai +Torch + + + true + + + true + + + + + + + + 0 + 0 + + + + Algorithm + + + true + + + true + + + + + + + + + + 0 + 0 + + + + + 0 + 0 + + + + 1 + + + + + + + + + + Custom strategy - - - - - - - - - - - 9 - - - - - Starting cash - - - - - - - - - - - - - - - - Qt::Vertical - - - - 20 - 40 - + + + + + + + + + AI Model + + + + + + + + + + + 0 + 0 + + + + + 30 + 0 + + + + + 30 + 16777215 + + + + + 0 + 0 + + + + ... + + + + + + + + + + + + 0 + 0 + + + + + 12 + 50 + false + + + + Parameters + + + + + + + + + 9 + + + + + + + + + + + + Starting cash + + + + + + + + + + 0 + 0 + + + + + 0 + 50 + + + + + 16777215 + 250 + + + + true + + + + + 0 + 0 + 248 + 69 + - - - + + + + + + + + + + + + + + Qt::Vertical + + + + 20 + 40 + + + + + + + + + + true + + + + 0 + 0 + + + + + 0 + 50 + + + + Run + + + + + + + 0 + + + + + + + + + + + + + + + + + 0 + 0 + + + + + 16 + + + + BackTest + + + Qt::AlignCenter + diff --git a/ui/strategyTester_ui.py b/ui/strategyTester_ui.py new file mode 100644 index 0000000..fcc3cbf --- /dev/null +++ b/ui/strategyTester_ui.py @@ -0,0 +1,244 @@ +# Form implementation generated from reading ui file 'c:\perso\trading\anaconda3\backtrader-ichimoku\ui\strategyTester.ui' +# +# Created by: PyQt6 UI code generator 6.5.0 +# +# WARNING: Any manual changes made to this file will be lost when pyuic6 is +# run again. Do not edit this file unless you know what you are doing. + + +from PyQt6 import QtCore, QtGui, QtWidgets + + +class Ui_Form(object): + def setupUi(self, Form): + Form.setObjectName("Form") + Form.resize(270, 694) + Form.setMinimumSize(QtCore.QSize(270, 0)) + self.gridLayout = QtWidgets.QGridLayout(Form) + self.gridLayout.setObjectName("gridLayout") + self.label_7 = QtWidgets.QLabel(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Maximum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.label_7.sizePolicy().hasHeightForWidth()) + self.label_7.setSizePolicy(sizePolicy) + font = QtGui.QFont() + font.setPointSize(12) + font.setBold(False) + font.setUnderline(False) + font.setWeight(50) + font.setStrikeOut(False) + self.label_7.setFont(font) + self.label_7.setObjectName("label_7") + self.gridLayout.addWidget(self.label_7, 1, 0, 1, 1) + self.horizontalLayout_2 = QtWidgets.QHBoxLayout() + self.horizontalLayout_2.setObjectName("horizontalLayout_2") + self.importDataBtn = QtWidgets.QPushButton(parent=Form) + self.importDataBtn.setObjectName("importDataBtn") + self.horizontalLayout_2.addWidget(self.importDataBtn) + self.gridLayout.addLayout(self.horizontalLayout_2, 2, 0, 1, 2) + self.label_6 = QtWidgets.QLabel(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Maximum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.label_6.sizePolicy().hasHeightForWidth()) + self.label_6.setSizePolicy(sizePolicy) + font = QtGui.QFont() + font.setPointSize(12) + font.setBold(False) + font.setWeight(50) + self.label_6.setFont(font) + self.label_6.setObjectName("label_6") + self.gridLayout.addWidget(self.label_6, 3, 0, 1, 1) + self.horizontalLayout = QtWidgets.QHBoxLayout() + self.horizontalLayout.setObjectName("horizontalLayout") + self.strategyTypeAITensorFlowBtn = QtWidgets.QPushButton(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Preferred) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.strategyTypeAITensorFlowBtn.sizePolicy().hasHeightForWidth()) + self.strategyTypeAITensorFlowBtn.setSizePolicy(sizePolicy) + self.strategyTypeAITensorFlowBtn.setCheckable(True) + self.strategyTypeAITensorFlowBtn.setAutoExclusive(True) + self.strategyTypeAITensorFlowBtn.setObjectName("strategyTypeAITensorFlowBtn") + self.horizontalLayout.addWidget(self.strategyTypeAITensorFlowBtn) + self.strategyTypeAiStablebaselinesBtn = QtWidgets.QPushButton(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Preferred) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.strategyTypeAiStablebaselinesBtn.sizePolicy().hasHeightForWidth()) + self.strategyTypeAiStablebaselinesBtn.setSizePolicy(sizePolicy) + self.strategyTypeAiStablebaselinesBtn.setCheckable(True) + self.strategyTypeAiStablebaselinesBtn.setAutoExclusive(True) + self.strategyTypeAiStablebaselinesBtn.setObjectName("strategyTypeAiStablebaselinesBtn") + self.horizontalLayout.addWidget(self.strategyTypeAiStablebaselinesBtn) + self.strategyTypeAiTorchBtn = QtWidgets.QPushButton(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Fixed) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.strategyTypeAiTorchBtn.sizePolicy().hasHeightForWidth()) + self.strategyTypeAiTorchBtn.setSizePolicy(sizePolicy) + self.strategyTypeAiTorchBtn.setCheckable(True) + self.strategyTypeAiTorchBtn.setAutoExclusive(True) + self.strategyTypeAiTorchBtn.setObjectName("strategyTypeAiTorchBtn") + self.horizontalLayout.addWidget(self.strategyTypeAiTorchBtn) + self.strategyTypeAlgoBtn = QtWidgets.QPushButton(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Preferred) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.strategyTypeAlgoBtn.sizePolicy().hasHeightForWidth()) + self.strategyTypeAlgoBtn.setSizePolicy(sizePolicy) + self.strategyTypeAlgoBtn.setCheckable(True) + self.strategyTypeAlgoBtn.setAutoExclusive(True) + self.strategyTypeAlgoBtn.setObjectName("strategyTypeAlgoBtn") + self.horizontalLayout.addWidget(self.strategyTypeAlgoBtn) + self.gridLayout.addLayout(self.horizontalLayout, 4, 0, 1, 2) + self.strategyTypeDetailsSW = QtWidgets.QStackedWidget(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Maximum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.strategyTypeDetailsSW.sizePolicy().hasHeightForWidth()) + self.strategyTypeDetailsSW.setSizePolicy(sizePolicy) + self.strategyTypeDetailsSW.setBaseSize(QtCore.QSize(0, 0)) + self.strategyTypeDetailsSW.setObjectName("strategyTypeDetailsSW") + self.page = QtWidgets.QWidget() + self.page.setObjectName("page") + self.gridLayout_4 = QtWidgets.QGridLayout(self.page) + self.gridLayout_4.setObjectName("gridLayout_4") + self.strategyNameCB = QtWidgets.QComboBox(parent=self.page) + self.strategyNameCB.setObjectName("strategyNameCB") + self.gridLayout_4.addWidget(self.strategyNameCB, 1, 0, 1, 1) + self.label_5 = QtWidgets.QLabel(parent=self.page) + self.label_5.setObjectName("label_5") + self.gridLayout_4.addWidget(self.label_5, 0, 0, 1, 1) + self.strategyTypeDetailsSW.addWidget(self.page) + self.page_2 = QtWidgets.QWidget() + self.page_2.setObjectName("page_2") + self.gridLayout_5 = QtWidgets.QGridLayout(self.page_2) + self.gridLayout_5.setObjectName("gridLayout_5") + self.label_2 = QtWidgets.QLabel(parent=self.page_2) + self.label_2.setObjectName("label_2") + self.gridLayout_5.addWidget(self.label_2, 0, 0, 1, 1) + self.AiModelPathLE = QtWidgets.QLineEdit(parent=self.page_2) + self.AiModelPathLE.setObjectName("AiModelPathLE") + self.gridLayout_5.addWidget(self.AiModelPathLE, 1, 0, 1, 1) + self.AiModelPathBtn = QtWidgets.QPushButton(parent=self.page_2) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Fixed, QtWidgets.QSizePolicy.Policy.Fixed) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.AiModelPathBtn.sizePolicy().hasHeightForWidth()) + self.AiModelPathBtn.setSizePolicy(sizePolicy) + self.AiModelPathBtn.setMinimumSize(QtCore.QSize(30, 0)) + self.AiModelPathBtn.setMaximumSize(QtCore.QSize(30, 16777215)) + self.AiModelPathBtn.setBaseSize(QtCore.QSize(0, 0)) + self.AiModelPathBtn.setObjectName("AiModelPathBtn") + self.gridLayout_5.addWidget(self.AiModelPathBtn, 1, 1, 1, 1) + self.strategyTypeDetailsSW.addWidget(self.page_2) + self.gridLayout.addWidget(self.strategyTypeDetailsSW, 5, 0, 1, 2) + self.label_3 = QtWidgets.QLabel(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Maximum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.label_3.sizePolicy().hasHeightForWidth()) + self.label_3.setSizePolicy(sizePolicy) + font = QtGui.QFont() + font.setPointSize(12) + font.setBold(False) + font.setWeight(50) + self.label_3.setFont(font) + self.label_3.setObjectName("label_3") + self.gridLayout.addWidget(self.label_3, 6, 0, 1, 1) + self.verticalLayout_3 = QtWidgets.QVBoxLayout() + self.verticalLayout_3.setObjectName("verticalLayout_3") + self.gridLayout_3 = QtWidgets.QGridLayout() + self.gridLayout_3.setSpacing(9) + self.gridLayout_3.setObjectName("gridLayout_3") + self.startingCashLE = QtWidgets.QLineEdit(parent=Form) + self.startingCashLE.setInputMask("") + self.startingCashLE.setObjectName("startingCashLE") + self.gridLayout_3.addWidget(self.startingCashLE, 0, 2, 1, 1) + self.label = QtWidgets.QLabel(parent=Form) + self.label.setObjectName("label") + self.gridLayout_3.addWidget(self.label, 0, 1, 1, 1) + self.verticalLayout_3.addLayout(self.gridLayout_3) + self.parametersScrollArea = QtWidgets.QScrollArea(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Expanding, QtWidgets.QSizePolicy.Policy.Minimum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.parametersScrollArea.sizePolicy().hasHeightForWidth()) + self.parametersScrollArea.setSizePolicy(sizePolicy) + self.parametersScrollArea.setMinimumSize(QtCore.QSize(0, 50)) + self.parametersScrollArea.setMaximumSize(QtCore.QSize(16777215, 250)) + self.parametersScrollArea.setWidgetResizable(True) + self.parametersScrollArea.setObjectName("parametersScrollArea") + self.scrollAreaWidgetContents = QtWidgets.QWidget() + self.scrollAreaWidgetContents.setGeometry(QtCore.QRect(0, 0, 248, 69)) + self.scrollAreaWidgetContents.setObjectName("scrollAreaWidgetContents") + self.verticalLayout = QtWidgets.QVBoxLayout(self.scrollAreaWidgetContents) + self.verticalLayout.setObjectName("verticalLayout") + self.parametersLayout = QtWidgets.QFormLayout() + self.parametersLayout.setObjectName("parametersLayout") + self.verticalLayout.addLayout(self.parametersLayout) + self.parametersScrollArea.setWidget(self.scrollAreaWidgetContents) + self.verticalLayout_3.addWidget(self.parametersScrollArea) + self.gridLayout.addLayout(self.verticalLayout_3, 7, 0, 1, 2) + spacerItem = QtWidgets.QSpacerItem(20, 40, QtWidgets.QSizePolicy.Policy.Minimum, QtWidgets.QSizePolicy.Policy.Expanding) + self.gridLayout.addItem(spacerItem, 8, 1, 1, 1) + self.verticalLayout_2 = QtWidgets.QVBoxLayout() + self.verticalLayout_2.setObjectName("verticalLayout_2") + self.runBacktestBtn = QtWidgets.QPushButton(parent=Form) + self.runBacktestBtn.setEnabled(True) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Minimum, QtWidgets.QSizePolicy.Policy.Preferred) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.runBacktestBtn.sizePolicy().hasHeightForWidth()) + self.runBacktestBtn.setSizePolicy(sizePolicy) + self.runBacktestBtn.setMinimumSize(QtCore.QSize(0, 50)) + self.runBacktestBtn.setObjectName("runBacktestBtn") + self.verticalLayout_2.addWidget(self.runBacktestBtn) + self.runningStratPB = QtWidgets.QProgressBar(parent=Form) + self.runningStratPB.setProperty("value", 0) + self.runningStratPB.setObjectName("runningStratPB") + self.verticalLayout_2.addWidget(self.runningStratPB) + self.runLabel = QtWidgets.QLabel(parent=Form) + self.runLabel.setText("") + self.runLabel.setObjectName("runLabel") + self.verticalLayout_2.addWidget(self.runLabel) + self.gridLayout.addLayout(self.verticalLayout_2, 9, 0, 1, 2) + self.label_4 = QtWidgets.QLabel(parent=Form) + sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Preferred, QtWidgets.QSizePolicy.Policy.Maximum) + sizePolicy.setHorizontalStretch(0) + sizePolicy.setVerticalStretch(0) + sizePolicy.setHeightForWidth(self.label_4.sizePolicy().hasHeightForWidth()) + self.label_4.setSizePolicy(sizePolicy) + font = QtGui.QFont() + font.setPointSize(16) + self.label_4.setFont(font) + self.label_4.setAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) + self.label_4.setObjectName("label_4") + self.gridLayout.addWidget(self.label_4, 0, 0, 1, 2) + + self.retranslateUi(Form) + self.strategyTypeDetailsSW.setCurrentIndex(1) + QtCore.QMetaObject.connectSlotsByName(Form) + + def retranslateUi(self, Form): + _translate = QtCore.QCoreApplication.translate + Form.setWindowTitle(_translate("Form", "Form")) + self.label_7.setText(_translate("Form", "Data")) + self.importDataBtn.setText(_translate("Form", "Import data")) + self.label_6.setText(_translate("Form", "Strategy")) + self.strategyTypeAITensorFlowBtn.setText(_translate("Form", "Ai\n" +"TF")) + self.strategyTypeAiStablebaselinesBtn.setText(_translate("Form", "Ai\n" +" SB3")) + self.strategyTypeAiTorchBtn.setText(_translate("Form", "Ai\n" +"Torch")) + self.strategyTypeAlgoBtn.setText(_translate("Form", "Algorithm")) + self.label_5.setText(_translate("Form", "Custom strategy")) + self.label_2.setText(_translate("Form", "AI Model")) + self.AiModelPathBtn.setText(_translate("Form", "...")) + self.label_3.setText(_translate("Form", "Parameters")) + self.label.setText(_translate("Form", "Starting cash")) + self.runBacktestBtn.setText(_translate("Form", "Run")) + self.label_4.setText(_translate("Form", "BackTest")) diff --git a/userInterface.py b/userInterface.py index 6fc5b9f..69e7258 100644 --- a/userInterface.py +++ b/userInterface.py @@ -26,14 +26,12 @@ from pyqtgraph.dockarea import DockArea, Dock import os - import backtrader as bt # Ui made with Qt Designer import strategyTesterUI import strategyResultsUI import indicatorParametersUI -import loadDataFilesUI # Import Chart lib import finplotWindow @@ -71,7 +69,7 @@ def __init__(self, controller): self.win.setWindowTitle("Skinok Backtrader UI v0.3") # Set width/height of QSplitter - self.app.setStyleSheet(qdarkstyle._load_stylesheet()) + self.app.setStyleSheet(qdarkstyle.load_stylesheet()) pass @@ -86,7 +84,7 @@ def initialize(self): self.createUIs() # Enable run button - self.strategyTesterUI.runBacktestPB.setEnabled(False) + self.strategyTesterUI.runBacktestBtn.setEnabled(False) self.strategyTesterUI.initialize() @@ -158,7 +156,7 @@ def createMainDocks(self): self.dock_stackedCharts.addWidget( self.stackedCharts, 1 , 0 ) # Create Strategy Tester Tab - self.dock_strategyTester = Dock("Strategy Tester", size = (200, 500), closable = False, hideTitle=True) + self.dock_strategyTester = Dock("Strategy Tester", closable = False, hideTitle=True) self.dockArea.addDock(self.dock_strategyTester, position='left') # Create Strategy Tester Tab @@ -174,7 +172,6 @@ def createUIs(self): self.createStrategyTesterUI() self.createTradesUI() - self.createLoadDataFilesUI() #self.createOrdersUI() self.createSummaryUI() @@ -189,25 +186,25 @@ def createUIs(self): def createActions(self): # Data sources - self.backtestDataActionGroup = QtGui.QActionGroup(self.win) + #self.backtestDataActionGroup = QtGui.QActionGroup(self.win) - self.openCSVAction = QtGui.QAction(QtGui.QIcon(""),"Open CSV File", self.backtestDataActionGroup) - self.openCSVAction.triggered.connect( self.loadDataFileUI.show ) + #self.openCSVAction = QtGui.QAction(QtGui.QIcon(""),"Open CSV File", self.backtestDataActionGroup) + # AI - self.aiActionGroup = QtGui.QActionGroup(self.win) + #self.aiActionGroup = QtGui.QActionGroup(self.win) - self.loadTFModelAction = QtGui.QAction(QtGui.QIcon(""),"Load Tensorflow Model", self.aiActionGroup) - self.loadTFModelAction.triggered.connect( self.loadTFModel ) + #self.loadTFModelAction = QtGui.QAction(QtGui.QIcon(""),"Load Tensorflow Model", self.aiActionGroup) + #self.loadTFModelAction.triggered.connect( self.loadTFModel ) #self.loadTorchModelAction = QtWidgets.QAction(QtGui.QIcon(""),"Load Torch Model", self.aiActionGroup) #self.loadTorchModelAction.triggered.connect( self.loadTorchModel ) - self.loadStableBaselines3Action = QtGui.QAction(QtGui.QIcon(""),"Load Stable Baselines 3 Model", self.aiActionGroup) - self.loadStableBaselines3Action.triggered.connect( self.loadStableBaselinesModel ) + #self.loadStableBaselines3Action = QtGui.QAction(QtGui.QIcon(""),"Load Stable Baselines 3 Model", self.aiActionGroup) + #self.loadStableBaselines3Action.triggered.connect( self.loadStableBaselinesModel ) # Options - self.optionsActionGroup = QtGui.QActionGroup(self.win) + #self.optionsActionGroup = QtGui.QActionGroup(self.win) pass @@ -216,19 +213,19 @@ def createActions(self): ######### def createMenuBar(self): - self.menubar = self.win.menuBar() + #self.menubar = self.win.menuBar() #self.indicatorsMenu = self.menubar.addMenu("Indicators") #self.indicatorsMenu.addActions(self.indicatorsActionGroup.actions()) - self.backtestDataMenu = self.menubar.addMenu("Backtest Data") - self.backtestDataMenu.addActions(self.backtestDataActionGroup.actions()) + #self.backtestDataMenu = self.menubar.addMenu("Backtest Data") + #self.backtestDataMenu.addActions(self.backtestDataActionGroup.actions()) - self.aiMenu = self.menubar.addMenu("Artificial Intelligence") - self.aiMenu.addActions(self.aiActionGroup.actions()) + #self.aiMenu = self.menubar.addMenu("Artificial Intelligence") + #self.aiMenu.addActions(self.aiActionGroup.actions()) - self.optionsMenu = self.menubar.addMenu("Options") - self.optionsMenu.addActions(self.optionsActionGroup.actions()) + #self.optionsMenu = self.menubar.addMenu("Options") + #self.optionsMenu.addActions(self.optionsActionGroup.actions()) pass @@ -365,24 +362,15 @@ def fillOrdersUI(self, orders): pass - ######### - # UI parameters for testing stategies - ######### - def createLoadDataFilesUI(self): - - self.loadDataFileUI = loadDataFilesUI.LoadDataFilesUI(self.controller, self.win) - self.loadDataFileUI.hide() - pass - ######### # UI parameters for testing stategies ######### def createStrategyTesterUI(self): - self.strategyTesterUI = strategyTesterUI.StrategyTesterUI(self.controller) + self.strategyTesterUI = strategyTesterUI.StrategyTesterUI(self.controller, self.win) self.dock_strategyTester.addWidget(self.strategyTesterUI) - self.strategyResultsUI = strategyResultsUI.StrategyResultsUI(self.controller) + self.strategyResultsUI = strategyResultsUI.StrategyResultsUI(self.controller, self.win) self.dock_strategyResultsUI.addWidget(self.strategyResultsUI) # @@ -401,7 +389,7 @@ def createStrategyTesterUI(self): ######### def createSummaryUI(self): - self.summaryTableWidget = QtWidgets.QTableWidget(self.strategyResultsUI.SummaryGB) + self.summaryTableWidget = self.strategyResultsUI.summaryTableWidget self.summaryTableWidget.setColumnCount(2) @@ -409,7 +397,7 @@ def createSummaryUI(self): self.summaryTableWidget.horizontalHeader().hide() self.summaryTableWidget.setShowGrid(False) - self.strategyResultsUI.SummaryGB.layout().addWidget(self.summaryTableWidget) + self.summaryTableWidget.setStyleSheet("QTableWidget { border: 0; }") pass @@ -421,31 +409,47 @@ def fillSummaryUI(self, brokerCash, brokerValue, tradeAnalysis): self.summaryTableWidget.setRowCount(8) self.summaryTableWidget.setItem(0,0,QtWidgets.QTableWidgetItem("Cash")) - self.summaryTableWidget.setItem(0,1,QtWidgets.QTableWidgetItem(str(brokerCash))) + item = QtWidgets.QTableWidgetItem(str(round(brokerCash,2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(0,1,item) self.summaryTableWidget.setItem(1,0,QtWidgets.QTableWidgetItem("Value")) - self.summaryTableWidget.setItem(1,1,QtWidgets.QTableWidgetItem(str(brokerValue))) + item = QtWidgets.QTableWidgetItem(str(round(brokerValue,2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(1,1,item) # if there are some trades if len(tradeAnalysis) > 1: self.summaryTableWidget.setItem(2,0,QtWidgets.QTableWidgetItem("Profit total")) - self.summaryTableWidget.setItem(2,1,QtWidgets.QTableWidgetItem(str(tradeAnalysis["pnl"]["net"]["total"]))) + item = QtWidgets.QTableWidgetItem(str(round(tradeAnalysis["pnl"]["net"]["total"],2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(2,1, item ) self.summaryTableWidget.setItem(3,0,QtWidgets.QTableWidgetItem("Number of trades")) - self.summaryTableWidget.setItem(3,1,QtWidgets.QTableWidgetItem(str(tradeAnalysis["total"]["total"]))) + item = QtWidgets.QTableWidgetItem(str(round(tradeAnalysis["total"]["total"],2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(3,1,item) self.summaryTableWidget.setItem(4,0,QtWidgets.QTableWidgetItem("Won")) - self.summaryTableWidget.setItem(4,1,QtWidgets.QTableWidgetItem(str(tradeAnalysis["won"]['total']))) + item = QtWidgets.QTableWidgetItem(str(round(tradeAnalysis["won"]['total'],2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(4,1,item) self.summaryTableWidget.setItem(5,0,QtWidgets.QTableWidgetItem("Lost")) - self.summaryTableWidget.setItem(5,1,QtWidgets.QTableWidgetItem(str(tradeAnalysis["lost"]['total']))) + item = QtWidgets.QTableWidgetItem(str(round(tradeAnalysis["lost"]['total'],2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(5,1,item) self.summaryTableWidget.setItem(6,0,QtWidgets.QTableWidgetItem("Long")) - self.summaryTableWidget.setItem(6,1,QtWidgets.QTableWidgetItem(str(tradeAnalysis["long"]["total"]))) + item = QtWidgets.QTableWidgetItem(str(round(tradeAnalysis["long"]["total"],2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(6,1,item) self.summaryTableWidget.setItem(7,0,QtWidgets.QTableWidgetItem("Short")) - self.summaryTableWidget.setItem(7,1,QtWidgets.QTableWidgetItem(str(tradeAnalysis["short"]["total"]))) + item = QtWidgets.QTableWidgetItem(str(round(tradeAnalysis["short"]["total"],2))) + item.setTextAlignment(QtCore.Qt.AlignmentFlag.AlignHCenter) + self.summaryTableWidget.setItem(7,1,item) self.summaryTableWidget.horizontalHeader().setStretchLastSection(True) self.summaryTableWidget.horizontalHeader().setSectionResizeMode(QtWidgets.QHeaderView.ResizeMode.Stretch) @@ -835,17 +839,21 @@ def fillStrategyParameters(self, strategy): # Insert parameters row = 0 for parameterName, parameterValue in strategy.params._getitems(): - label = QtWidgets.QLabel(parameterName) - lineEdit = QtWidgets.QLineEdit(str(parameterValue)) - lineEdit.setObjectName(parameterName) - # Save the parameter to inject it in the addStrategy method - self.controller.strategyParametersSave(parameterName, parameterValue) - # Connect the parameter changed slot - lineEdit.textChanged.connect(functools.partial(self.controller.strategyParametersChanged, lineEdit, parameterName, parameterValue)) + if parameterName is not 'model': + label = QtWidgets.QLabel(parameterName) + lineEdit = QtWidgets.QLineEdit(str(parameterValue)) + lineEdit.setObjectName(parameterName) + + # Connect the parameter changed slot + lineEdit.textChanged.connect(functools.partial(self.controller.strategyParametersChanged, lineEdit, parameterName, parameterValue)) + + self.strategyTesterUI.parametersLayout.addRow(label, lineEdit ) + + # Save the parameter to inject it in the addStrategy method + self.controller.strategyParametersSave(parameterName, parameterValue) - self.strategyTesterUI.parametersLayout.addRow(label, lineEdit ) - row = row + 1 + row = row + 1 pass # Parameter box size @@ -854,43 +862,6 @@ def fillStrategyParameters(self, strategy): pass - # Load an AI Model from Tensor Flow framework - def loadTFModel(self): - - ai_model_dir = QtWidgets.QFileDialog.getExistingDirectory(self.win,"Open Tensorflow Model", self.current_dir_path) - - # Add the AI Model Strategy - self.controller.addStrategy("AiTensorFlowModel") - - self.strategyTesterUI.findChild(QtWidgets.QLineEdit, "model").setText(ai_model_dir) - self.controller.strategyParametersSave("model", ai_model_dir) - pass - - # Load an AI Model from Py Torch framework - def loadTorchModel(self): - - ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.win,"Open Torch Model", self.current_dir_path, "*.zip")[0] - - # Add the AI Model Strategy - self.controller.addStrategy("AiTorchModel") - - self.strategyTesterUI.findChild(QtWidgets.QLineEdit, "model").setText(ai_model_zip_file) - self.controller.strategyParametersSave("model", ai_model_zip_file) - - pass - - # Load an AI Model from Stable Baselines framework - def loadStableBaselinesModel(self): - - ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.win,"Open Torch Model", self.current_dir_path, "*.zip")[0] - - # Add the AI Model Strategy - self.controller.addStrategy("AiStableBaselinesModel") - - self.strategyTesterUI.findChild(QtWidgets.QLineEdit, "model").setText(ai_model_zip_file) - self.controller.strategyParametersSave("model", ai_model_zip_file) - - pass \ No newline at end of file From 7faa0bbd59cb641d8e0fa83601e275b12faabad2 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Wed, 24 May 2023 16:23:38 +0200 Subject: [PATCH 43/49] Chinses color filter should be an UI options, not the default --- finplotWindow.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/finplotWindow.py b/finplotWindow.py index 7de7c01..7ee213b 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -73,12 +73,11 @@ def createPlotWidgets(self, timeframe): def drawCandles(self): - fplt.candlestick_ochl(self.data['Open Close High Low'.split()], ax=self.ax0,colorfunc=chinese_price_colorfilter) + fplt.candlestick_ochl(self.data['Open Close High Low'.split()], ax=self.ax0 ) # colorfunc=chinese_price_colorfilter #self.hover_label = fplt.add_legend('', ax=self.ax0) #fplt.set_time_inspector(self.update_legend_text, ax=self.ax0, when='hover', data=data) - # Inside plot widget controls #self.createControlPanel(self.ax0.ax_widget) pass From 7c33d545d45fe132dca16924505a53beacf452d2 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Fri, 26 May 2023 11:12:04 +0200 Subject: [PATCH 44/49] Update README.md Add discord badge --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 16b5a77..c13f15c 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,5 @@ +[![Discord](https://img.shields.io/discord/1108412998520938557.svg?label=Discord&logo=Discord&color=7289DA&labelColor=2C2F33)](https://discord.gg/1108412998520938557) + # Skinok backtrader UI (PyQt and finplot) ![Backtrader PyQt Ui](./images/overview.png "Backtrader PyQt Ui") From 6c66ce6df61efa6a7c9a5876f0be076caf47712f Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Fri, 26 May 2023 11:15:40 +0200 Subject: [PATCH 45/49] Update README.md modify discord invitation link --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index c13f15c..461735a 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![Discord](https://img.shields.io/discord/1108412998520938557.svg?label=Discord&logo=Discord&color=7289DA&labelColor=2C2F33)](https://discord.gg/1108412998520938557) +[![Discord](https://img.shields.io/discord/1108412998520938557.svg?label=Discord&logo=Discord&color=7289DA&labelColor=2C2F33)](https://discord.gg/56ERy324) # Skinok backtrader UI (PyQt and finplot) From 5f5518db19340b7cdbf376baa28cb22906985532 Mon Sep 17 00:00:00 2001 From: Skinok Todar <49732732+Skinok@users.noreply.github.com> Date: Fri, 26 May 2023 11:22:00 +0200 Subject: [PATCH 46/49] Update README.md new discord badge! --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 461735a..cdaac73 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -[![Discord](https://img.shields.io/discord/1108412998520938557.svg?label=Discord&logo=Discord&color=7289DA&labelColor=2C2F33)](https://discord.gg/56ERy324) +[![Discord](https://img.shields.io/badge/DISCORD-Join%20the%20server-blue?style=for-the-badge&logo=discord)](https://discord.gg/56ERy324) # Skinok backtrader UI (PyQt and finplot) From 7eb9f8f848e65f951b18e88814a45d2f4e0ac3e8 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Fri, 26 May 2023 18:01:43 +0200 Subject: [PATCH 47/49] Loading data : the user config file now load previous data files --- Singleton.py | 7 +++ SkinokBacktraderUI.py | 108 +++++++++++++------------------- connectors/OandaV20Connector.py | 20 ++++++ dataManager.py | 95 ++++++++++++++++++++++++++++ loadDataFilesUI.py | 91 +++++++++++++-------------- ui/loadDataFiles.ui | 6 +- ui/loadDataFiles_ui.py | 6 +- userConfig.py | 29 +++++++++ userData.json | 12 ++++ userInterface.py | 14 ++++- 10 files changed, 266 insertions(+), 122 deletions(-) create mode 100644 Singleton.py create mode 100644 connectors/OandaV20Connector.py create mode 100644 dataManager.py create mode 100644 userConfig.py create mode 100644 userData.json diff --git a/Singleton.py b/Singleton.py new file mode 100644 index 0000000..7b4595c --- /dev/null +++ b/Singleton.py @@ -0,0 +1,7 @@ +class Singleton: + __instance = None + + def __new__(cls,*args, **kwargs): + if cls.__instance is None : + cls.__instance = super(Singleton, cls).__new__(cls, *args, **kwargs) + return cls.__instance \ No newline at end of file diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index cfcd404..c960f5a 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -23,6 +23,8 @@ from CerebroEnhanced import * import sys, os + +from dataManager import DataManager sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/observers') sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/strategies') sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/../finplot') @@ -34,6 +36,7 @@ from observers.SkinokObserver import SkinokObserver from wallet import Wallet +from userConfig import UserConfig class SkinokBacktraderUI: @@ -64,6 +67,42 @@ def __init__(self): # Timeframes self.timeFrameIndex = {"M1" : 0, "M5" : 10, "M15": 20, "M30": 30, "H1":40, "H4":50, "D":60, "W":70} + self.dataManager = DataManager() + + # Restore previous session for faster tests + self.loadConfig() + + pass + + def loadConfig(self): + + userConfig = UserConfig() + userConfig.loadConfigFile() + + isEmpty = True + + # Load previous data files + for timeframe in self.timeFrameIndex.keys(): + + if timeframe in userConfig.data.keys(): + + filePath = userConfig.data[timeframe]['filePath'] + timeFormat = userConfig.data[timeframe]['timeFormat'] + separator = userConfig.data[timeframe]['separator'] + + fileName = os.path.basename(filePath) + + df, errorMessage = self.dataManager.loadDataFile(filePath,timeFormat, separator) + + if df is not None: + self.dataframes[fileName] = df + isEmpty = False + else: + print(f" Error loading user data file : {errorMessage}") + + if not isEmpty: + self.importData() + pass def resetCerebro(self): @@ -97,53 +136,16 @@ def resetCerebro(self): pass - # Return True if loading is successfull & the error string if False - def loadData(self, dataPath, datetimeFormat, separator): - # Try importing data file - # We should code a widget that ask for options as : separators, date format, and so on... - try: - fileName = os.path.basename(dataPath) - - # Python contains - if not dataPath in self.dataframes: - if pd.__version__<'2.0.0': - self.dataframes[fileName] = pd.read_csv(dataPath, - sep=separator, - parse_dates=[0], - date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), - skiprows=0, - header=0, - names=["Time", "Open", "High", "Low", "Close", "Volume"], - index_col=0) - else: - self.dataframes[fileName] = pd.read_csv(dataPath, - sep=separator, - parse_dates=[0], - date_format=datetimeFormat, - skiprows=0, - header=0, - names=["Time", "Open", "High", "Low", "Close", "Volume"], - index_col=0) - - except ValueError as err: - return False, "ValueError error:" + str(err) - except AttributeError as err: - return False, "AttributeError error:" + str(err) - except IndexError as err: - return False, "IndexError error:" + str(err) - except : - return False, "Unexpected error:" + str(sys.exc_info()[0]) - - return True, "" - - def importData(self, fileNames): + def importData(self): try: + + fileNames = list(self.dataframes.keys()) # Sort data by timeframe # For cerebro, we need to add lower timeframes first - fileNames.sort( key=lambda x: self.timeFrameIndex[self.findTimeFrame(self.dataframes[x])]) + fileNames.sort( key=lambda x: self.timeFrameIndex[self.dataManager.findTimeFrame(self.dataframes[x])] ) # Files should be loaded in the good order for fileName in fileNames: @@ -160,7 +162,7 @@ def importData(self, fileNames): self.cerebro.adddata(self.data) # Add the data feed # Find timeframe - timeframe = self.findTimeFrame(df) + timeframe = self.dataManager.findTimeFrame(df) # Create the chart window for the good timeframe (if it does not already exists?) self.interface.createChartDock(timeframe) @@ -182,29 +184,7 @@ def importData(self, fileNames): return False pass - def findTimeFrame(self, df): - - if len(df.index) > 2: - dtDiff = df.index[1] - df.index[0] - - if dtDiff.total_seconds() == 60: - return "M1" - elif dtDiff.total_seconds() == 300: - return "M5" - elif dtDiff.total_seconds() == 900: - return "M15" - elif dtDiff.total_seconds() == 1800: - return "M30" - elif dtDiff.total_seconds() == 3600: - return "H1" - elif dtDiff.total_seconds() == 14400: - return "H4" - elif dtDiff.total_seconds() == 86400: - return "D" - elif dtDiff.total_seconds() == 604800: - return "W" - pass def addStrategy(self, strategyName): diff --git a/connectors/OandaV20Connector.py b/connectors/OandaV20Connector.py new file mode 100644 index 0000000..c1d23c4 --- /dev/null +++ b/connectors/OandaV20Connector.py @@ -0,0 +1,20 @@ + + +# Après avoir importé les librairies nécessaires +class OandaV20Connector(OandaV20Store): + # Le constructeur de la classe + def __init__(self, token, account, practice=True): + # Appelle le constructeur de la classe parente + super().__init__(token=token, account=account, practice=practice) + # Crée un broker à partir du store + self.broker = self.getbroker() + # Crée un data feed à partir du store + self.data = self.getdata(dataname="EUR_USD", timeframe=bt.TimeFrame.Minutes, compression=1) + + # Une méthode pour ajouter le data feed au Cerebro + def add_data(self, cerebro): + cerebro.adddata(self.data) + + # Une méthode pour ajouter le broker au Cerebro + def add_broker(self, cerebro): + cerebro.setbroker(self.broker) diff --git a/dataManager.py b/dataManager.py new file mode 100644 index 0000000..ffe6313 --- /dev/null +++ b/dataManager.py @@ -0,0 +1,95 @@ + +import os,sys +import Singleton +import pandas as pd + +from Singleton import Singleton + +class DataManager(Singleton): + + def DatetimeFormat(self, dataFilePath): + fileparts = os.path.split(dataFilePath) + datafile = fileparts[1] + # print(datafile[-4:]) + if datafile[-4:]=='.csv': + df = pd.read_csv(dataFilePath, nrows=1) + + timestring = df.iloc[0,0] + ncolon = timestring.count(':') + if ncolon==2: + return "%Y-%m-%d %H:%M:%S" + elif ncolon==1: + return "%Y-%m-%d %H:%M" + else: + nspace = timestring.count(' ') + if nspace==1: + return "%Y-%m-%d %H" + else: + return "%Y-%m-%d" + + return "" + + + # Return True if loading is successfull & the error string if False + # dataPath is the full file path + def loadDataFile(self, dataPath, datetimeFormat, separator): + + # Try importing data file + # We should code a widget that ask for options as : separators, date format, and so on... + try: + + # Python contains + if pd.__version__<'2.0.0': + df = pd.read_csv(dataPath, + sep=separator, + parse_dates=[0], + date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + skiprows=0, + header=0, + names=["Time", "Open", "High", "Low", "Close", "Volume"], + index_col=0) + else: + df = pd.read_csv(dataPath, + sep=separator, + parse_dates=[0], + date_format=datetimeFormat, + skiprows=0, + header=0, + names=["Time", "Open", "High", "Low", "Close", "Volume"], + index_col=0) + + return df, "" + + except ValueError as err: + return None, "ValueError error:" + str(err) + except AttributeError as err: + return None, "AttributeError error:" + str(err) + except IndexError as err: + return None, "IndexError error:" + str(err) + except : + return None, "Unexpected error:" + str(sys.exc_info()[0]) + + + def findTimeFrame(self, df): + + if len(df.index) > 2: + dtDiff = df.index[1] - df.index[0] + + if dtDiff.total_seconds() == 60: + return "M1" + elif dtDiff.total_seconds() == 300: + return "M5" + elif dtDiff.total_seconds() == 900: + return "M15" + elif dtDiff.total_seconds() == 1800: + return "M30" + elif dtDiff.total_seconds() == 3600: + return "H1" + elif dtDiff.total_seconds() == 14400: + return "H4" + elif dtDiff.total_seconds() == 86400: + return "D" + elif dtDiff.total_seconds() == 604800: + return "W" + + pass \ No newline at end of file diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 594292e..b705b45 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -2,6 +2,9 @@ import pandas as pd import os +from userConfig import UserConfig +from dataManager import DataManager + class LoadDataFilesUI(QtWidgets.QWidget): def __init__(self, controller, parent = None): @@ -19,7 +22,7 @@ def __init__(self, controller, parent = None): uic.loadUi( self.current_dir_path + "/ui/loadDataFiles.ui", self) self.filePathLE = self.findChild(QtWidgets.QLineEdit, "filePathLE") - self.datetimeFormatLE = self.findChild(QtWidgets.QComboBox, "datetimeFormatLE") + self.datetimeFormatLE = self.findChild(QtWidgets.QLineEdit, "datetimeFormatLE") self.tabRB = self.findChild(QtWidgets.QRadioButton, "tabRB") self.commaRB = self.findChild(QtWidgets.QRadioButton, "commaRB") @@ -34,67 +37,58 @@ def __init__(self, controller, parent = None): self.dataFilesListWidget = self.findChild(QtWidgets.QListWidget, "dataFilesListWidget") - # Default values - self.datetimeFormatLE.addItem("%Y-%m-%d %H:%M:%S") - self.datetimeFormatLE.addItem("%Y-%m-%d %H:%M") - self.datetimeFormatLE.addItem("%Y-%m-%d %H") - self.datetimeFormatLE.addItem("%Y-%m-%d") - # Connect slots : open file - self.openFilePB.clicked.connect( self.openFile ) + self.openFilePB.clicked.connect( self.openFileDialog ) self.loadFilePB.clicked.connect( self.loadFile ) self.importPB.clicked.connect( self.importFiles ) + + self.dataManager = DataManager() + self.userConfig = UserConfig() pass - def openFile(self): - self.dataFileName = QtWidgets.QFileDialog.getOpenFileName(self, 'Open data file', self.current_dir_path + "/data","CSV files (*.csv)")[0] - self.filePathLE.setText(self.dataFileName) - fileparts = os.path.split(self.dataFileName) - datafile = fileparts[1] - print(datafile[-4:]) - if datafile[-4:]=='.csv': - self.commaRB.setChecked(True) - df = pd.read_csv(self.dataFileName, nrows=1) - - # print(df) - timestring = df.iloc[0,0] - ncolon = timestring.count(':') - if ncolon==2: - self.datetimeFormatLE.setCurrentIndex(0) - elif ncolon==1: - self.datetimeFormatLE.setCurrentIndex(1) - else: - nspace = timestring.count(' ') - if nspace==1: - self.datetimeFormatLE.setCurrentIndex(2) - else: - self.datetimeFormatLE.setCurrentIndex(3) - + def openFileDialog(self): + self.dataFilePath = QtWidgets.QFileDialog.getOpenFileName(self, 'Open data file', self.current_dir_path + "/data","CSV files (*.csv)")[0] + self.filePathLE.setText(self.dataFilePath) + + self.datetimeFormatLE.setText(self.dataManager.DatetimeFormat(self.dataFilePath)) + pass def loadFile(self): # try loading file by controller separator = '\t' if self.tabRB.isChecked() else ',' if self.commaRB.isChecked() else ';' - success, errorMessage = self.controller.loadData(self.dataFileName, self.datetimeFormatLE.currentText(), separator) - if success: + timeFormat = self.datetimeFormatLE.text() - self.errorLabel.setStyleSheet("color:green") - self.errorLabel.setText("The file has been loaded correctly.") + if not self.dataFilePath in self.controller.dataframes: + + fileName = os.path.basename(self.dataFilePath) + + df, errorMessage = self.dataManager.loadDataFile(self.dataFilePath, timeFormat, separator) + + if df is not None: + + # ugly to reference the controller this way + self.controller.dataframes[fileName] = df - # Add file name - fileName = os.path.basename(self.dataFileName) - items = self.dataFilesListWidget.findItems(fileName, QtCore.Qt.MatchFixedString) + self.errorLabel.setStyleSheet("color:green") + self.errorLabel.setText("The file has been loaded correctly.") - if len(items) == 0: - self.dataFilesListWidget.addItem(os.path.basename(self.dataFileName)) + # Add file name + items = self.dataFilesListWidget.findItems(fileName, QtCore.Qt.MatchFixedString) - else: + if len(items) == 0: + self.dataFilesListWidget.addItem(os.path.basename(self.dataFilePath)) - self.errorLabel.setStyleSheet("color:red") - self.errorLabel.setText(errorMessage) + # Store data file in the user config parameters to later use + timeframe = self.dataManager.findTimeFrame(df) + self.userConfig.saveParameter(timeframe, {"filePath": self.dataFilePath, "separator" : separator, "timeFormat": timeFormat}) + + else: + self.errorLabel.setStyleSheet("color:red") + self.errorLabel.setText(errorMessage) pass @@ -102,15 +96,14 @@ def loadFile(self): def importFiles(self): # Get all element in list widget - items = [] - for x in range(self.dataFilesListWidget.count()): - items.append(self.dataFilesListWidget.item(x).text()) + #items = [] + #for x in range(self.dataFilesListWidget.count()): + #items.append(self.dataFilesListWidget.item(x).text()) # Sort item by timeframe - # Give all ordered data path to the controller - if self.controller.importData(items): + if self.controller.importData(): self.dataFilesListWidget.clear() self.hide() diff --git a/ui/loadDataFiles.ui b/ui/loadDataFiles.ui index 111bf72..5e80034 100644 --- a/ui/loadDataFiles.ui +++ b/ui/loadDataFiles.ui @@ -108,9 +108,6 @@ - - - @@ -137,6 +134,9 @@ + + + diff --git a/ui/loadDataFiles_ui.py b/ui/loadDataFiles_ui.py index fa806d6..7cb1dd5 100644 --- a/ui/loadDataFiles_ui.py +++ b/ui/loadDataFiles_ui.py @@ -62,9 +62,6 @@ def setupUi(self, Form): self.openFilePB = QtWidgets.QToolButton(parent=self.groupBox) self.openFilePB.setObjectName("openFilePB") self.gridLayout.addWidget(self.openFilePB, 0, 4, 1, 1) - self.datetimeFormatLE = QtWidgets.QComboBox(parent=self.groupBox) - self.datetimeFormatLE.setObjectName("datetimeFormatLE") - self.gridLayout.addWidget(self.datetimeFormatLE, 1, 1, 1, 4) self.loadFilePB = QtWidgets.QPushButton(parent=self.groupBox) self.loadFilePB.setMinimumSize(QtCore.QSize(0, 40)) self.loadFilePB.setObjectName("loadFilePB") @@ -75,6 +72,9 @@ def setupUi(self, Form): self.errorLabel.setAlignment(QtCore.Qt.AlignmentFlag.AlignCenter) self.errorLabel.setObjectName("errorLabel") self.gridLayout.addWidget(self.errorLabel, 5, 0, 1, 5) + self.datetimeFormatLE = QtWidgets.QLineEdit(parent=self.groupBox) + self.datetimeFormatLE.setObjectName("datetimeFormatLE") + self.gridLayout.addWidget(self.datetimeFormatLE, 1, 1, 1, 3) self.gridLayout_2.addWidget(self.groupBox, 0, 0, 1, 2) self.label_5 = QtWidgets.QLabel(parent=Form) self.label_5.setStyleSheet("font-style: italic") diff --git a/userConfig.py b/userConfig.py new file mode 100644 index 0000000..0a830aa --- /dev/null +++ b/userConfig.py @@ -0,0 +1,29 @@ +import json +from Singleton import Singleton + +class UserConfig(Singleton): + + def __init__(self): + self.data = {} + pass + + def loadConfigFile(self): + try: + with open("userData.json") as userFile: + self.data = json.load(userFile) + except: + print(" Can't load user config file") + + def saveParameter(self, parameter, value): + self.data[parameter] = value + self.saveConfig() + pass + + def saveConfig(self): + try: + with open("userData.json", "w+") as userFile: + json.dump(self.data, userFile, indent = 4) + except: + print(" Can't save user config file") + + diff --git a/userData.json b/userData.json new file mode 100644 index 0000000..884bff0 --- /dev/null +++ b/userData.json @@ -0,0 +1,12 @@ +{ + "M5": { + "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_M5.csv", + "separator": ",", + "timeFormat": "%Y-%m-%d %H:%M" + }, + "H1": { + "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_H1.csv", + "separator": ",", + "timeFormat": "%Y-%m-%d %H:%M" + } +} \ No newline at end of file diff --git a/userInterface.py b/userInterface.py index 69e7258..79fb4ba 100644 --- a/userInterface.py +++ b/userInterface.py @@ -682,8 +682,6 @@ def addSma(self): def addEma(self): # Show indicator parameter dialog - - paramDialog = indicatorParametersUI.IndicatorParametersUI() paramDialog.setWindowFlags(QtCore.Qt.CustomizeWindowHint) paramDialog.setTitle("EMA Indicator parameters") @@ -863,5 +861,15 @@ def fillStrategyParameters(self, strategy): pass + # Le reste du code de la classe + def save_results(self): + # Sauvegarde les résultats du backtest dans un fichier CSV + stats = self.bt.run() # stats est une série pandas avec les résultats du backtest + stats.to_csv("results.csv") # sauvegarde les résultats dans un fichier CSV - \ No newline at end of file + def load_results(self): + # Charge les résultats du backtest à partir d'un fichier CSV + stats = pd.read_csv("results.csv") # charge les résultats à partir d'un fichier CSV + import finplot as fplt # importe la librairie finplot + fplt.candlestick_ochl(stats[['Open', 'Close', 'High', 'Low']]) # affiche le graphique du backtest à partir des résultats + fplt.show() # montre le graphique \ No newline at end of file From 336b04bc5df93ba979fa0a56879634d1da1431ed Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Fri, 2 Jun 2023 10:39:56 +0200 Subject: [PATCH 48/49] Add load config to avoid settings data file at each launch --- DataFile.py | 24 ++++++++++++ SkinokBacktraderUI.py | 64 +++++++++++++++++-------------- dataManager.py | 14 +++---- finplotWindow.py | 6 +-- loadDataFilesUI.py | 85 ++++++++++++++++++++++++++++------------- strategyTesterUI.py | 45 +++++----------------- ui/loadDataFiles.ui | 31 ++++++++++++++- ui/loadDataFiles_ui.py | 9 ++++- ui/strategyTester.ui | 31 --------------- ui/strategyTester_ui.py | 12 ------ userConfig.py | 23 +++++++++++ userData.json | 12 ++++-- userInterface.py | 4 +- 13 files changed, 205 insertions(+), 155 deletions(-) create mode 100644 DataFile.py diff --git a/DataFile.py b/DataFile.py new file mode 100644 index 0000000..22cff34 --- /dev/null +++ b/DataFile.py @@ -0,0 +1,24 @@ + +class DataFile(): + + def __init__(self): + + # File location + self.filePath = "" + self.fileName = "" + + # File import parameters + self.timeFrame = "" + self.separator = "" + self.timeFormat = "" + + # Panda data frame + self.dataFrame = None + + pass + + + + + + diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index c960f5a..7454152 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -23,6 +23,7 @@ from CerebroEnhanced import * import sys, os +from DataFile import DataFile from dataManager import DataManager sys.path.append(os.path.dirname(os.path.realpath(__file__)) + '/observers') @@ -38,6 +39,8 @@ from wallet import Wallet from userConfig import UserConfig +from PyQt6 import QtCore + class SkinokBacktraderUI: def __init__(self): @@ -48,7 +51,7 @@ def __init__(self): # Init attributes self.strategyParameters = {} - self.dataframes = {} + self.dataFiles = {} # Global is here to update the Ui in observers easily, if you find a better way, don't hesistate to tell me (Skinok) global interface @@ -82,23 +85,32 @@ def loadConfig(self): isEmpty = True # Load previous data files - for timeframe in self.timeFrameIndex.keys(): + #for timeframe in self.timeFrameIndex.keys(): - if timeframe in userConfig.data.keys(): - - filePath = userConfig.data[timeframe]['filePath'] - timeFormat = userConfig.data[timeframe]['timeFormat'] - separator = userConfig.data[timeframe]['separator'] + for timeframe in userConfig.data.keys(): + + dataFile = DataFile() + + dataFile.filePath = userConfig.data[timeframe]['filePath'] + dataFile.fileName = userConfig.data[timeframe]['fileName'] + dataFile.timeFormat = userConfig.data[timeframe]['timeFormat'] + dataFile.separator = userConfig.data[timeframe]['separator'] + dataFile.timeFrame = timeframe - fileName = os.path.basename(filePath) + if not dataFile.timeFormat in self.dataFiles: + dataFile.dataFrame, errorMessage = self.dataManager.loadDataFrame(dataFile) - df, errorMessage = self.dataManager.loadDataFile(filePath,timeFormat, separator) + if dataFile.dataFrame is not None: - if df is not None: - self.dataframes[fileName] = df isEmpty = False - else: - print(f" Error loading user data file : {errorMessage}") + + # REALLY UGLY : it should be a function of user interface + items = self.interface.strategyTesterUI.loadDataFileUI.dataFilesListWidget.findItems(dataFile.fileName, QtCore.Qt.MatchFixedString) + + if len(items) == 0: + self.interface.strategyTesterUI.loadDataFileUI.dataFilesListWidget.addItem(os.path.basename(dataFile.filePath)) + + self.dataFiles[dataFile.timeFrame] = dataFile; if not isEmpty: self.importData() @@ -140,17 +152,17 @@ def resetCerebro(self): def importData(self): try: - - fileNames = list(self.dataframes.keys()) + + timeFrames = list(self.dataFiles.keys()) # Sort data by timeframe # For cerebro, we need to add lower timeframes first - fileNames.sort( key=lambda x: self.timeFrameIndex[self.dataManager.findTimeFrame(self.dataframes[x])] ) + timeFrames.sort( key=lambda x: self.timeFrameIndex[x] ) # Files should be loaded in the good order - for fileName in fileNames: + for timeFrame in timeFrames: - df = self.dataframes[fileName] + df = self.dataFiles[timeFrame].dataFrame # Datetime first column : 2012-12-28 17:45:00 #self.dataframe['TimeInt'] = pd.to_datetime(self.dataframe.index).astype('int64') # use finplot's internal representation, which is ns @@ -161,14 +173,11 @@ def importData(self): # Add data to cerebro : only add data when all files have been selected for multi-timeframes self.cerebro.adddata(self.data) # Add the data feed - # Find timeframe - timeframe = self.dataManager.findTimeFrame(df) - # Create the chart window for the good timeframe (if it does not already exists?) - self.interface.createChartDock(timeframe) + self.interface.createChartDock(timeFrame) # Draw charts based on input data - self.interface.drawChart(df, timeframe) + self.interface.drawChart(df, timeFrame) # Enable run button self.interface.strategyTesterUI.runBacktestBtn.setEnabled(True) @@ -176,9 +185,9 @@ def importData(self): return True except AttributeError as e: - print("AttributeError error:" + str(e)) + print("AttributeError error:" + str(e) + " " + str(sys.exc_info()[0])) except KeyError as e: - print("KeyError error:" + str(e)) + print("KeyError error:" + str(e) + " " + str(sys.exc_info()[0])) except: print("Unexpected error:" + str(sys.exc_info()[0])) return False @@ -262,12 +271,11 @@ def displayStrategyResults(self): #self.interface.createTransactionsUI(self.portfolio_transactions) self.interface.fillSummaryUI(self.strat_results.stats.broker.cash[0], self.strat_results.stats.broker.value[0], self.strat_results.analyzers.ta.get_analysis()) self.interface.fillTradesUI(self.strat_results._trades.items()) - + self.interface.dock_strategyResultsUI.show() #self.interface.drawTrades(self.strat_results._trades.items()) #Orders filters self.myOrders = [] for order in self.strat_results._orders: - if order.status in [order.Completed]: self.myOrders.append(order) @@ -281,7 +289,7 @@ def displayStrategyResults(self): pnl_data['cash'] = self.wallet.cash_list # really uggly - pnl_data['time'] = list(self.dataframes.values())[0].index + pnl_data['time'] = list(self.dataFiles.values())[0].dataFrame.index # draw charts df = pd.DataFrame(pnl_data) diff --git a/dataManager.py b/dataManager.py index ffe6313..15f6cb4 100644 --- a/dataManager.py +++ b/dataManager.py @@ -32,7 +32,7 @@ def DatetimeFormat(self, dataFilePath): # Return True if loading is successfull & the error string if False # dataPath is the full file path - def loadDataFile(self, dataPath, datetimeFormat, separator): + def loadDataFrame(self, loadDataFile): # Try importing data file # We should code a widget that ask for options as : separators, date format, and so on... @@ -40,19 +40,19 @@ def loadDataFile(self, dataPath, datetimeFormat, separator): # Python contains if pd.__version__<'2.0.0': - df = pd.read_csv(dataPath, - sep=separator, + df = pd.read_csv(loadDataFile.filePath, + sep=loadDataFile.separator, parse_dates=[0], - date_parser=lambda x: pd.to_datetime(x, format=datetimeFormat), + date_parser=lambda x: pd.to_datetime(x, format=loadDataFile.timeFormat), skiprows=0, header=0, names=["Time", "Open", "High", "Low", "Close", "Volume"], index_col=0) else: - df = pd.read_csv(dataPath, - sep=separator, + df = pd.read_csv(loadDataFile.filePath, + sep=loadDataFile.separator, parse_dates=[0], - date_format=datetimeFormat, + date_format=loadDataFile.timeFormat, skiprows=0, header=0, names=["Time", "Open", "High", "Low", "Close", "Volume"], diff --git a/finplotWindow.py b/finplotWindow.py index 7ee213b..fc3dbed 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -129,8 +129,6 @@ def drawOrders(self, orders = None): ############## if order.isbuy(): - direction = "buy" - # Tracer les traites allant des ouvertures de positions vers la fermeture de position if currentPositionSize < 0: @@ -172,8 +170,6 @@ def drawOrders(self, orders = None): # Sell ############## elif order.issell(): - direction = "sell" - if currentPositionSize < 0: # Augmentation de la postion @@ -220,7 +216,7 @@ def drawOrders(self, orders = None): currentPositionSize += order.size # Todo: We could display the size of the order with a label on the chart - fplt.add_order(bt.num2date(order.executed.dt), order.executed.price, direction, ax=self.ax0) + fplt.add_order(bt.num2date(order.executed.dt), order.executed.price, order.isbuy(), ax=self.ax0) pass diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index b705b45..124938d 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -1,6 +1,7 @@ from PyQt6 import QtCore, QtWidgets, uic import pandas as pd -import os +import os +from DataFile import DataFile from userConfig import UserConfig from dataManager import DataManager @@ -33,13 +34,16 @@ def __init__(self, controller, parent = None): self.deletePB = self.findChild(QtWidgets.QLineEdit, "deletePB") self.importPB = self.findChild(QtWidgets.QPushButton, "importPB") + self.deleteDataFilePB = self.findChild(QtWidgets.QPushButton, "deleteDataFilePB") + self.errorLabel = self.findChild(QtWidgets.QLabel, "errorLabel") self.dataFilesListWidget = self.findChild(QtWidgets.QListWidget, "dataFilesListWidget") # Connect slots : open file self.openFilePB.clicked.connect( self.openFileDialog ) - self.loadFilePB.clicked.connect( self.loadFile ) + self.loadFilePB.clicked.connect( self.createDataFile ) + self.deleteDataFilePB.clicked.connect(self.deleteFile) self.importPB.clicked.connect( self.importFiles ) self.dataManager = DataManager() @@ -55,56 +59,83 @@ def openFileDialog(self): pass - def loadFile(self): + def createDataFile(self): - # try loading file by controller - separator = '\t' if self.tabRB.isChecked() else ',' if self.commaRB.isChecked() else ';' + dataFile = DataFile() - timeFormat = self.datetimeFormatLE.text() + # try loading file by controller + dataFile.separator = '\t' if self.tabRB.isChecked() else ',' if self.commaRB.isChecked() else ';' + dataFile.timeFormat = self.datetimeFormatLE.text() + dataFile.filePath = self.dataFilePath + dataFile.fileName = os.path.basename(self.dataFilePath) - if not self.dataFilePath in self.controller.dataframes: + if not dataFile.timeFormat in self.controller.dataFiles: - fileName = os.path.basename(self.dataFilePath) + dataFile.dataFrame, errorMessage = self.dataManager.loadDataFrame(dataFile) - df, errorMessage = self.dataManager.loadDataFile(self.dataFilePath, timeFormat, separator) + # Store data file in the user config parameters to later use + dataFile.timeFrame = self.dataManager.findTimeFrame(dataFile.dataFrame) - if df is not None: - - # ugly to reference the controller this way - self.controller.dataframes[fileName] = df + if dataFile.dataFrame is not None: self.errorLabel.setStyleSheet("color:green") self.errorLabel.setText("The file has been loaded correctly.") # Add file name - items = self.dataFilesListWidget.findItems(fileName, QtCore.Qt.MatchFixedString) + items = self.dataFilesListWidget.findItems(dataFile.fileName, QtCore.Qt.MatchFixedString) if len(items) == 0: - self.dataFilesListWidget.addItem(os.path.basename(self.dataFilePath)) - - # Store data file in the user config parameters to later use - timeframe = self.dataManager.findTimeFrame(df) - self.userConfig.saveParameter(timeframe, {"filePath": self.dataFilePath, "separator" : separator, "timeFormat": timeFormat}) + self.dataFilesListWidget.addItem(os.path.basename(dataFile.filePath)) + + self.controller.dataFiles[dataFile.timeFrame] = dataFile; + self.userConfig.saveObject(dataFile.timeFrame, dataFile) else: self.errorLabel.setStyleSheet("color:red") self.errorLabel.setText(errorMessage) - + else: + self.errorLabel.setStyleSheet("color:red") + self.errorLabel.setText("The file is already in the list") pass - def importFiles(self): + def loadDataFileFromConfig(self, dataPath, datetimeFormat, separator): + + fileName = os.path.basename(dataPath) + df, errorMessage = self.dataManager.loadDataFrame(dataPath, datetimeFormat, separator) + + if df is not None: - # Get all element in list widget - #items = [] - #for x in range(self.dataFilesListWidget.count()): - #items.append(self.dataFilesListWidget.item(x).text()) + # Add file name + items = self.dataFilesListWidget.findItems(fileName, QtCore.Qt.MatchFixedString) - # Sort item by timeframe + if len(items) == 0: + self.dataFilesListWidget.addItem(os.path.basename(dataPath)) + + return df + + def deleteFile(self): + + listItems=self.dataFilesListWidget.selectedItems() + if not listItems: return + for item in listItems: + itemTaken = self.dataFilesListWidget.takeItem(self.dataFilesListWidget.row(item)) + + # Delete from dataFrames + del self.controller.dataframes[itemTaken.text()] + + # Delete from Cerebro ? + + + # Delete from config + self.userConfig.removeParameter(timeframe); + + pass + + def importFiles(self): # Give all ordered data path to the controller if self.controller.importData(): - self.dataFilesListWidget.clear() self.hide() pass diff --git a/strategyTesterUI.py b/strategyTesterUI.py index aed05de..d373532 100644 --- a/strategyTesterUI.py +++ b/strategyTesterUI.py @@ -41,13 +41,11 @@ def __init__(self, controller, parentWindow): self.runBacktestBtn = self.findChild(QtWidgets.QPushButton, "runBacktestBtn") # Connect ui buttons - self.strategyTypeAITensorFlowBtn.clicked.connect(self.strategyTypeAITensorFlowActivated) - self.strategyTypeAiStablebaselinesBtn.clicked.connect(self.strategyTypeAiStablebaselinesActivated) - self.strategyTypeAiTorchBtn.clicked.connect(self.strategyTypeAiTorchActivated) + self.strategyTypeAITensorFlowBtn.clicked.connect(self.loadTFModel) + self.strategyTypeAiStablebaselinesBtn.clicked.connect(self.loadStableBaselinesModel) + self.strategyTypeAiTorchBtn.clicked.connect(self.loadTorchModel) self.strategyTypeAlgoBtn.clicked.connect(self.strategyTypeAlgoActivated) - self.AiModelPathBtn.clicked.connect(self.openAiFileDialog) - self.strategyNameCB.currentIndexChanged.connect(self.strategyNameActivated) self.runBacktestBtn.clicked.connect(self.run) @@ -86,47 +84,20 @@ def strategyNameActivated(self): stratBaseName = self.strategyNameCB.currentText() self.controller.addStrategy(stratBaseName) pass - - def strategyTypeAITensorFlowActivated(self): - if self.strategyTypeAITensorFlowBtn.isChecked(): - self.strategyTypeDetailsSW.setCurrentIndex(1) - self.AiModelChecked = "AiTensorFlowModel" - pass - - def strategyTypeAiStablebaselinesActivated(self): - if self.strategyTypeAiStablebaselinesBtn.isChecked(): - self.strategyTypeDetailsSW.setCurrentIndex(1) - self.AiModelChecked = "AiStableBaselinesModel" - pass - - def strategyTypeAiTorchActivated(self): - if self.strategyTypeAiTorchBtn.isChecked(): - self.strategyTypeDetailsSW.setCurrentIndex(1) - self.AiModelChecked = "AiTorchModel" - pass def strategyTypeAlgoActivated(self): if self.strategyTypeAlgoBtn.isChecked(): self.strategyTypeDetailsSW.setCurrentIndex(0) pass - def openAiFileDialog(self): - - if self.AiModelChecked == "AiTensorFlowModel": - self.loadTFModel() - elif self.AiModelChecked == "AiStableBaselinesModel": - self.loadStableBaselinesModel() - elif self.AiModelChecked == "AiTorchModel": - self.loadTorchModel() - - pass # Load an AI Model from Tensor Flow framework def loadTFModel(self): ai_model_dir = QtWidgets.QFileDialog.getExistingDirectory(self.parent,"Open Tensorflow Model", self.current_dir_path) - self.controller.addStrategy(self.AiModelChecked) + self.controller.addStrategy("AiTensorFlowModel") + self.strategyTypeDetailsSW.setCurrentIndex(1) self.AiModelPathLE.setText(ai_model_dir) self.controller.strategyParametersSave("model", ai_model_dir) @@ -138,7 +109,8 @@ def loadStableBaselinesModel(self): ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.parent,"Open Torch Model", self.current_dir_path, "*.zip")[0] - self.controller.addStrategy(self.AiModelChecked) + self.controller.addStrategy("AiStableBaselinesModel") + self.strategyTypeDetailsSW.setCurrentIndex(1) self.AiModelPathLE.setText(ai_model_zip_file) self.controller.strategyParametersSave("model", ai_model_zip_file) @@ -150,7 +122,8 @@ def loadTorchModel(self): ai_model_zip_file = QtWidgets.QFileDialog.getOpenFileName(self.parent,"Open Torch Model", self.current_dir_path, "*.zip")[0] - self.controller.addStrategy(self.AiModelChecked) + self.controller.addStrategy("AiTorchModel") + self.strategyTypeDetailsSW.setCurrentIndex(1) self.AiModelPathLE.setText(ai_model_zip_file) self.controller.strategyParametersSave("model", ai_model_zip_file) diff --git a/ui/loadDataFiles.ui b/ui/loadDataFiles.ui index 5e80034..ba02cdb 100644 --- a/ui/loadDataFiles.ui +++ b/ui/loadDataFiles.ui @@ -27,7 +27,7 @@ - List of all files to import in cerebro + List of data files to import @@ -45,7 +45,34 @@ - + + + + + + 40 + 16777215 + + + + X + + + + + + + Qt::Vertical + + + + 20 + 40 + + + + + diff --git a/ui/loadDataFiles_ui.py b/ui/loadDataFiles_ui.py index 7cb1dd5..eb9b894 100644 --- a/ui/loadDataFiles_ui.py +++ b/ui/loadDataFiles_ui.py @@ -32,6 +32,12 @@ def setupUi(self, Form): self.gridLayout_2.addWidget(self.importPB, 5, 0, 1, 2) self.verticalLayout = QtWidgets.QVBoxLayout() self.verticalLayout.setObjectName("verticalLayout") + self.deleteDataFilePB = QtWidgets.QPushButton(parent=Form) + self.deleteDataFilePB.setMaximumSize(QtCore.QSize(40, 16777215)) + self.deleteDataFilePB.setObjectName("deleteDataFilePB") + self.verticalLayout.addWidget(self.deleteDataFilePB) + spacerItem = QtWidgets.QSpacerItem(20, 40, QtWidgets.QSizePolicy.Policy.Minimum, QtWidgets.QSizePolicy.Policy.Expanding) + self.verticalLayout.addItem(spacerItem) self.gridLayout_2.addLayout(self.verticalLayout, 3, 1, 1, 1) self.groupBox = QtWidgets.QGroupBox(parent=Form) self.groupBox.setObjectName("groupBox") @@ -90,8 +96,9 @@ def setupUi(self, Form): def retranslateUi(self, Form): _translate = QtCore.QCoreApplication.translate Form.setWindowTitle(_translate("Form", "Import one or multiple data files")) - self.label_4.setText(_translate("Form", "List of all files to import in cerebro")) + self.label_4.setText(_translate("Form", "List of data files to import")) self.importPB.setText(_translate("Form", "Import all data files")) + self.deleteDataFilePB.setText(_translate("Form", "X")) self.groupBox.setTitle(_translate("Form", "Loading a new data file")) self.semicolonRB.setText(_translate("Form", "semicolon")) self.label.setText(_translate("Form", "Import a new data file")) diff --git a/ui/strategyTester.ui b/ui/strategyTester.ui index a25ed28..2ca941a 100644 --- a/ui/strategyTester.ui +++ b/ui/strategyTester.ui @@ -199,37 +199,6 @@ Torch - - - - - 0 - 0 - - - - - 30 - 0 - - - - - 30 - 16777215 - - - - - 0 - 0 - - - - ... - - - diff --git a/ui/strategyTester_ui.py b/ui/strategyTester_ui.py index fcc3cbf..7cabd95 100644 --- a/ui/strategyTester_ui.py +++ b/ui/strategyTester_ui.py @@ -122,17 +122,6 @@ def setupUi(self, Form): self.AiModelPathLE = QtWidgets.QLineEdit(parent=self.page_2) self.AiModelPathLE.setObjectName("AiModelPathLE") self.gridLayout_5.addWidget(self.AiModelPathLE, 1, 0, 1, 1) - self.AiModelPathBtn = QtWidgets.QPushButton(parent=self.page_2) - sizePolicy = QtWidgets.QSizePolicy(QtWidgets.QSizePolicy.Policy.Fixed, QtWidgets.QSizePolicy.Policy.Fixed) - sizePolicy.setHorizontalStretch(0) - sizePolicy.setVerticalStretch(0) - sizePolicy.setHeightForWidth(self.AiModelPathBtn.sizePolicy().hasHeightForWidth()) - self.AiModelPathBtn.setSizePolicy(sizePolicy) - self.AiModelPathBtn.setMinimumSize(QtCore.QSize(30, 0)) - self.AiModelPathBtn.setMaximumSize(QtCore.QSize(30, 16777215)) - self.AiModelPathBtn.setBaseSize(QtCore.QSize(0, 0)) - self.AiModelPathBtn.setObjectName("AiModelPathBtn") - self.gridLayout_5.addWidget(self.AiModelPathBtn, 1, 1, 1, 1) self.strategyTypeDetailsSW.addWidget(self.page_2) self.gridLayout.addWidget(self.strategyTypeDetailsSW, 5, 0, 1, 2) self.label_3 = QtWidgets.QLabel(parent=Form) @@ -237,7 +226,6 @@ def retranslateUi(self, Form): self.strategyTypeAlgoBtn.setText(_translate("Form", "Algorithm")) self.label_5.setText(_translate("Form", "Custom strategy")) self.label_2.setText(_translate("Form", "AI Model")) - self.AiModelPathBtn.setText(_translate("Form", "...")) self.label_3.setText(_translate("Form", "Parameters")) self.label.setText(_translate("Form", "Starting cash")) self.runBacktestBtn.setText(_translate("Form", "Run")) diff --git a/userConfig.py b/userConfig.py index 0a830aa..5628e6a 100644 --- a/userConfig.py +++ b/userConfig.py @@ -14,10 +14,33 @@ def loadConfigFile(self): except: print(" Can't load user config file") + def saveObject(self, name, obj): + + obj_dict = {} + + # Get all objects attributes and store them in the config file + # https://stackoverflow.com/questions/11637293/iterate-over-object-attributes-in-python + for attributeName in [a for a in dir(obj) if not a.startswith('__') and not callable(getattr(obj, a))]: + + # we should use decorator here instead of a hardcoded + if attributeName != "dataFrame": + obj_dict[attributeName] = getattr(obj, attributeName) + + self.data[name] = obj_dict + + self.saveConfig() + pass + def saveParameter(self, parameter, value): self.data[parameter] = value self.saveConfig() pass + + def removeParameter(self, parameter): + if parameter in self.data[parameter]: + del self.data[parameter] + self.saveConfig() + pass def saveConfig(self): try: diff --git a/userData.json b/userData.json index 884bff0..e05d89c 100644 --- a/userData.json +++ b/userData.json @@ -1,12 +1,16 @@ { "M5": { + "fileName": "EURUSD_M5.csv", "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_M5.csv", "separator": ",", - "timeFormat": "%Y-%m-%d %H:%M" + "timeFormat": "%Y-%m-%d %H:%M", + "timeFrame": "M5" }, - "H1": { - "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_H1.csv", + "M15": { + "fileName": "EURUSD_M15.csv", + "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_M15.csv", "separator": ",", - "timeFormat": "%Y-%m-%d %H:%M" + "timeFormat": "%Y-%m-%d %H:%M", + "timeFrame": "M15" } } \ No newline at end of file diff --git a/userInterface.py b/userInterface.py index 79fb4ba..7b532fb 100644 --- a/userInterface.py +++ b/userInterface.py @@ -160,9 +160,9 @@ def createMainDocks(self): self.dockArea.addDock(self.dock_strategyTester, position='left') # Create Strategy Tester Tab - self.dock_strategyResultsUI = Dock("Strategy Tester", size = (1000, 250), closable = False, hideTitle=True) + self.dock_strategyResultsUI = Dock("Strategy Tester", size = (1000, 200), closable = False, hideTitle=True) self.dockArea.addDock(self.dock_strategyResultsUI, position='bottom') - + self.dock_strategyResultsUI.hide() pass ######### From 28c4e065a79dbcc5d3b260b29fab53886a253ef3 Mon Sep 17 00:00:00 2001 From: Frederic Lambert Date: Fri, 7 Jul 2023 08:41:35 +0200 Subject: [PATCH 49/49] FIX : Load data files --- SkinokBacktraderUI.py | 48 ++++++--- finplotWindow.py | 1 - loadDataFilesUI.py | 9 +- strategies/AiStableBaselinesModel.py | 143 ++++++++++++++++++++++----- userConfig.py | 2 +- userData.json | 13 +-- userInterface.py | 49 +++++---- wallet.py | 1 + 8 files changed, 191 insertions(+), 75 deletions(-) diff --git a/SkinokBacktraderUI.py b/SkinokBacktraderUI.py index 7454152..59bd802 100644 --- a/SkinokBacktraderUI.py +++ b/SkinokBacktraderUI.py @@ -21,6 +21,7 @@ #sys.path.append('D:/perso/trading/anaconda3/backtrader2') import backtrader as bt from CerebroEnhanced import * +from PyQt6 import QtWidgets import sys, os from DataFile import DataFile @@ -72,6 +73,8 @@ def __init__(self): self.dataManager = DataManager() + self.datafileName_to_dataFile={} + # Restore previous session for faster tests self.loadConfig() @@ -87,15 +90,15 @@ def loadConfig(self): # Load previous data files #for timeframe in self.timeFrameIndex.keys(): - for timeframe in userConfig.data.keys(): + for timeFrame in userConfig.data.keys(): dataFile = DataFile() - dataFile.filePath = userConfig.data[timeframe]['filePath'] - dataFile.fileName = userConfig.data[timeframe]['fileName'] - dataFile.timeFormat = userConfig.data[timeframe]['timeFormat'] - dataFile.separator = userConfig.data[timeframe]['separator'] - dataFile.timeFrame = timeframe + dataFile.filePath = userConfig.data[timeFrame]['filePath'] + dataFile.fileName = userConfig.data[timeFrame]['fileName'] + dataFile.timeFormat = userConfig.data[timeFrame]['timeFormat'] + dataFile.separator = userConfig.data[timeFrame]['separator'] + dataFile.timeFrame = timeFrame if not dataFile.timeFormat in self.dataFiles: dataFile.dataFrame, errorMessage = self.dataManager.loadDataFrame(dataFile) @@ -104,19 +107,34 @@ def loadConfig(self): isEmpty = False + self.datafileName_to_dataFile[dataFile.fileName] = dataFile + # REALLY UGLY : it should be a function of user interface items = self.interface.strategyTesterUI.loadDataFileUI.dataFilesListWidget.findItems(dataFile.fileName, QtCore.Qt.MatchFixedString) if len(items) == 0: - self.interface.strategyTesterUI.loadDataFileUI.dataFilesListWidget.addItem(os.path.basename(dataFile.filePath)) + self.interface.strategyTesterUI.loadDataFileUI.dataFilesListWidget.addItem(dataFile.fileName) - self.dataFiles[dataFile.timeFrame] = dataFile; + self.dataFiles[dataFile.timeFrame] = dataFile if not isEmpty: self.importData() pass + def removeTimeframe(self, timeFrame): + + # Delete from controler + del self.dataFiles[timeFrame] + + # Delete from chart + self.interface.deleteChartDock(timeFrame) + + # Delete from Cerebro ? + self.resetCerebro() + + pass + def resetCerebro(self): # create a "Cerebro" engine instance @@ -211,19 +229,21 @@ def addStrategy(self, strategyName): pass - def strategyParametersChanged(self, lineEdit, parameterName, parameterOldValue): + def strategyParametersChanged(self, widget, parameterName, parameterOldValue): # todo something - if len(lineEdit.text()) > 0: + if len(widget.text()) > 0: param = self.strategyClass.params._get(self.strategyClass.params,parameterName) - if isinstance(param, int): - self.strategyParameters[parameterName] = int(lineEdit.text()) + if isinstance(param, bool): + self.strategyParameters[parameterName] = widget.checkState() == QtCore.Qt.CheckState.Checked + elif isinstance(param, int): + self.strategyParameters[parameterName] = int(widget.text()) elif isinstance(param, float): - self.strategyParameters[parameterName] = float(lineEdit.text()) + self.strategyParameters[parameterName] = float(widget.text()) else: - self.strategyParameters[parameterName] = lineEdit.text() + self.strategyParameters[parameterName] = widget.text() pass diff --git a/finplotWindow.py b/finplotWindow.py index fc3dbed..3c3b430 100644 --- a/finplotWindow.py +++ b/finplotWindow.py @@ -43,7 +43,6 @@ def __init__(self, dockArea, dockChart, interface): self.last_ax_data_xtick = [] - pass ######### diff --git a/loadDataFilesUI.py b/loadDataFilesUI.py index 124938d..b8ee276 100644 --- a/loadDataFilesUI.py +++ b/loadDataFilesUI.py @@ -114,6 +114,7 @@ def loadDataFileFromConfig(self, dataPath, datetimeFormat, separator): return df + def deleteFile(self): listItems=self.dataFilesListWidget.selectedItems() @@ -122,13 +123,13 @@ def deleteFile(self): itemTaken = self.dataFilesListWidget.takeItem(self.dataFilesListWidget.row(item)) # Delete from dataFrames - del self.controller.dataframes[itemTaken.text()] - - # Delete from Cerebro ? + timeFrame = self.controller.datafileName_to_dataFile[itemTaken.text()].timeFrame + # Delete from controler + self.controller.removeTimeframe(timeFrame) # Delete from config - self.userConfig.removeParameter(timeframe); + self.userConfig.removeParameter(timeFrame) pass diff --git a/strategies/AiStableBaselinesModel.py b/strategies/AiStableBaselinesModel.py index d838962..85df0ad 100644 --- a/strategies/AiStableBaselinesModel.py +++ b/strategies/AiStableBaselinesModel.py @@ -20,12 +20,13 @@ import metaStrategy as mt -from stable_baselines3 import PPO +from stable_baselines3 import PPO, DQN import numpy as np from enum import Enum import pandas as pd +import pandas_ta as ta from custom_indicators import BollingerBandsBandwitch @@ -40,10 +41,14 @@ class AiStableBaselinesModel(mt.MetaStrategy): params = ( ('model', ""), # Model name - ('tradeSize', 5000), + ('tradeSize', 10.0), + ('use_ATR_SL', True), ('atrperiod', 14), # ATR Period (standard) - ('atrdist_SL', 3), # ATR distance for stop price - ('atrdist_TP', 5), # ATR distance for take profit price + ('atrdist_SL', 3.0), # ATR distance for stop price + ('atrdist_TP', 5.0), # ATR distance for take profit price + ('use_Fixed_SL', False), + ('fixed_SL', 50.0), # Fixed distance Stop Loss + ('fixed_TP', 100.0), # Fixed distance Take Profit ) def notify_order(self, order): @@ -60,7 +65,7 @@ def __init__(self, *argv): super().__init__(argv[0]) # Ichi indicator - self.ichimoku = bt.ind.Ichimoku() + self.ichimoku = bt.ind.Ichimoku(self.data) # To set the stop price self.atr = bt.indicators.ATR(self.data, period=self.p.atrperiod) @@ -86,6 +91,9 @@ def __init__(self, *argv): self.macd = bt.ind.MACDHisto(self.data) + self.normalization_bounds_df_min = self.loadNormalizationBoundsCsv( "C:/perso/AI/AI_Framework/prepared_data/normalization_bounds_min.csv" ).transpose() + self.normalization_bounds_df_max = self.loadNormalizationBoundsCsv( "C:/perso/AI/AI_Framework/prepared_data/normalization_bounds_max.csv" ).transpose() + pass def start(self): @@ -93,41 +101,45 @@ def start(self): # Load the model self.model = PPO.load(self.p.model) + #self.model = DQN.load(self.p.model) pass def next(self): self.obseravation = self.next_observation() + # Normalize observation + #self.normalizeObservations() + # Do nothing if a parameter is not valid yet (basically wait for all idicators to be loaded) + if pd.isna(self.obseravation).any(): print("Waiting indicators") return - + # Prepare data for Model action, _states = self.model.predict(self.obseravation) # deterministic=True if not self.position: # not in the market + # TP & SL calculation + loss_dist = self.atr[0] * self.p.atrdist_SL if self.p.use_ATR_SL else self.p.fixed_SL + profit_dist = self.atr[0] * self.p.atrdist_TP if self.p.use_ATR_SL else self.p.fixed_TP + if action == Action.SELL.value: self.order = self.sell(size=self.p.tradeSize) - ldist = self.atr[0] * self.p.atrdist_SL - self.lstop = self.data.close[0] + ldist - pdist = self.atr[0] * self.p.atrdist_TP - self.take_profit = self.data.close[0] - pdist + self.lstop = self.data.close[0] + loss_dist + self.take_profit = self.data.close[0] - profit_dist elif action == Action.BUY.value: self.order = self.buy(size=self.p.tradeSize) - ldist = self.atr[0] * self.p.atrdist_SL - self.lstop = self.data.close[0] - ldist - pdist = self.atr[0] * self.p.atrdist_TP - self.take_profit = self.data.close[0] + pdist + self.lstop = self.data.close[0] - loss_dist + self.take_profit = self.data.close[0] + profit_dist else: # in the market pclose = self.data.close[0] - pstop = self.lstop # seems to be the bug - if (not ((pstoppclose>self.take_profit))): + if (not ((self.lstoppclose>self.take_profit))): self.close() # Close position pass @@ -135,22 +147,22 @@ def next(self): # Here you have to transform self object price and indicators into a np.array input for AI Model # How you do it depend on your AI Model inputs # Strategy is in the data preparation for AI :D - def next_observation(self): - - # https://stackoverflow.com/questions/53979199/tensorflow-keras-returning-multiple-predictions-while-expecting-one + # https://stackoverflow.com/questions/53979199/tensorflow-keras-returning-multiple-predictions-while-expecting-one - # Ichimoku - #inputs = [ self.ichimoku.tenkan[0], self.ichimoku.kijun[0], self.ichimoku.senkou[0], self.ichimoku.senkou_lead[0], self.ichimoku.chikou[0] ] + def next_observation(self): # OHLCV inputs = [ self.data.open[0],self.data.high[0],self.data.low[0],self.data.close[0],self.data.volume[0] ] - # Stochastic - inputs = inputs + [self.stochastic.percK[0], self.stochastic.percD[0]] + # Ichimoku + inputs = inputs + [ self.ichimoku.senkou_span_a[0], self.ichimoku.senkou_span_b[0], self.ichimoku.tenkan_sen[0], self.ichimoku.kijun_sen[0], self.ichimoku.chikou_span[0] ] # Rsi inputs = inputs + [self.rsi.rsi[0]] + # Stochastic + inputs = inputs + [self.stochastic.percK[0], self.stochastic.percD[0]] + # bbands inputs = inputs + [self.bbands.bot[0]] # BBL inputs = inputs + [self.bbands.mid[0]] # BBM @@ -180,4 +192,87 @@ def next_observation(self): return np.array(inputs) - pass \ No newline at end of file + pass + + + def normalizeObservations(self): + + MIN_BITCOIN_VALUE = 10_000.0 + MAX_BITCOIN_VALUE = 80_000.0 + + self.obseravation_normalized = np.empty(len(self.obseravation)) + try: + # Normalize data + for index, value in enumerate(self.obseravation): + if value < 100.0: + self.obseravation_normalized[index] = (value - 0.0) / (100.0 - 0.0) + else: + self.obseravation_normalized[index] = (value - MIN_BITCOIN_VALUE) / (MAX_BITCOIN_VALUE - MIN_BITCOIN_VALUE) + + #self.obseravation_normalized = (self.obseravation-self.normalization_bounds_df_min) / (self.normalization_bounds_df_max-self.normalization_bounds_df_min) + + + except ValueError as err: + return None, "ValueError error:" + str(err) + except AttributeError as err: + return None, "AttributeError error:" + str(err) + except IndexError as err: + return None, "IndexError error:" + str(err) + except: + aie = 1 + + pass + + def loadNormalizationBoundsCsv(self, filePath): + + # Try importing data file + # We should code a widget that ask for options as : separators, date format, and so on... + try: + + # Python contains + if pd.__version__<'2.0.0': + df = pd.read_csv(filePath, + sep=";", + parse_dates=None, + date_parser=lambda x: pd.to_datetime(x, format=""), + skiprows=0, + header=None, + index_col=0) + else: + df = pd.read_csv(filePath, + sep=";", + parse_dates=None, + date_format="", + skiprows=0, + header=None, + index_col=0) + + return df + + except ValueError as err: + return None, "ValueError error:" + str(err) + except AttributeError as err: + return None, "AttributeError error:" + str(err) + except IndexError as err: + return None, "IndexError error:" + str(err) + + pass + + + # https://stackoverflow.com/questions/53321608/extract-dataframe-from-pandas-datafeed-in-backtrader + def __bt_to_pandas__(self, btdata, len): + get = lambda mydata: mydata.get(ago=0, size=len) + + fields = { + 'open': get(btdata.open), + 'high': get(btdata.high), + 'low': get(btdata.low), + 'close': get(btdata.close), + 'volume': get(btdata.volume) + } + time = [btdata.num2date(x) for x in get(btdata.datetime)] + + return pd.DataFrame(data=fields, index=time) + + pass + diff --git a/userConfig.py b/userConfig.py index 5628e6a..c8eeb8b 100644 --- a/userConfig.py +++ b/userConfig.py @@ -37,7 +37,7 @@ def saveParameter(self, parameter, value): pass def removeParameter(self, parameter): - if parameter in self.data[parameter]: + if parameter in self.data: del self.data[parameter] self.saveConfig() pass diff --git a/userData.json b/userData.json index e05d89c..d3c4b1f 100644 --- a/userData.json +++ b/userData.json @@ -1,16 +1,9 @@ { "M5": { - "fileName": "EURUSD_M5.csv", - "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_M5.csv", + "fileName": "BTC_USDT_USDT-5m-futures-train.csv", + "filePath": "C:/perso/AI/AI_Framework/freqtrade_data/binance/futures/BTC_USDT_USDT-5m-futures-train.csv", "separator": ",", - "timeFormat": "%Y-%m-%d %H:%M", + "timeFormat": "%Y-%m-%d %H:%M:%S", "timeFrame": "M5" - }, - "M15": { - "fileName": "EURUSD_M15.csv", - "filePath": "C:/perso/trading/anaconda3/backtrader-ichimoku/data/Source 1/EURUSD_M15.csv", - "separator": ",", - "timeFormat": "%Y-%m-%d %H:%M", - "timeFrame": "M15" } } \ No newline at end of file diff --git a/userInterface.py b/userInterface.py index 7b532fb..e48f1a9 100644 --- a/userInterface.py +++ b/userInterface.py @@ -140,6 +140,20 @@ def createChartDock(self, timeframe): pass + def deleteChartDock(self, timeframe): + + del self.dockAreaTimeframes[timeframe] + del self.dock_charts[timeframe] + del self.dock_rsi[timeframe] + + self.fpltWindow[timeframe].resetPlots() + del self.fpltWindow[timeframe] + + self.controlPanelLayout.removeWidget(self.timeFramePB[timeframe]) + del self.timeFramePB[timeframe] + + pass + ######### # Create all main window docks ######### @@ -840,13 +854,20 @@ def fillStrategyParameters(self, strategy): if parameterName is not 'model': label = QtWidgets.QLabel(parameterName) - lineEdit = QtWidgets.QLineEdit(str(parameterValue)) - lineEdit.setObjectName(parameterName) - - # Connect the parameter changed slot - lineEdit.textChanged.connect(functools.partial(self.controller.strategyParametersChanged, lineEdit, parameterName, parameterValue)) - self.strategyTesterUI.parametersLayout.addRow(label, lineEdit ) + if type(parameterValue) == bool: + checkBox = QtWidgets.QCheckBox(str()) + checkBox.setObjectName(parameterName) + checkBox.setChecked(parameterValue) + checkBox.stateChanged.connect(functools.partial(self.controller.strategyParametersChanged, checkBox, parameterName, parameterValue)) + self.strategyTesterUI.parametersLayout.addRow(label, checkBox ) + + else: + lineEdit = QtWidgets.QLineEdit(str(parameterValue)) + lineEdit.setObjectName(parameterName) + # Connect the parameter changed slot + lineEdit.textChanged.connect(functools.partial(self.controller.strategyParametersChanged, lineEdit, parameterName, parameterValue)) + self.strategyTesterUI.parametersLayout.addRow(label, lineEdit ) # Save the parameter to inject it in the addStrategy method self.controller.strategyParametersSave(parameterName, parameterValue) @@ -858,18 +879,4 @@ def fillStrategyParameters(self, strategy): self.strategyTesterUI.parametersLayout.update() self.strategyTesterUI.parametersScrollArea.adjustSize() - pass - - - # Le reste du code de la classe - def save_results(self): - # Sauvegarde les résultats du backtest dans un fichier CSV - stats = self.bt.run() # stats est une série pandas avec les résultats du backtest - stats.to_csv("results.csv") # sauvegarde les résultats dans un fichier CSV - - def load_results(self): - # Charge les résultats du backtest à partir d'un fichier CSV - stats = pd.read_csv("results.csv") # charge les résultats à partir d'un fichier CSV - import finplot as fplt # importe la librairie finplot - fplt.candlestick_ochl(stats[['Open', 'Close', 'High', 'Low']]) # affiche le graphique du backtest à partir des résultats - fplt.show() # montre le graphique \ No newline at end of file + pass \ No newline at end of file diff --git a/wallet.py b/wallet.py index 737bed0..5955a6c 100644 --- a/wallet.py +++ b/wallet.py @@ -28,6 +28,7 @@ def __init__(self, startingCash): def reset(self, startingCash): + self.starting_cash = startingCash # todo: change it by initial cash settings self.current_value = startingCash # todo: change it by initial cash settings self.current_cash = startingCash # todo: change it by initial cash settings self.current_equity = startingCash # todo: change it by initial cash settings pFad - Phonifier reborn

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