1 | """ |
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2 | This module provides the intelligence behind the gui interface for Corfunc. |
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3 | """ |
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4 | # pylint: disable=E1101 |
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5 | |
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6 | # global |
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7 | from PyQt5 import QtCore |
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8 | from PyQt5 import QtGui, QtWidgets |
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9 | |
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10 | # sas-global |
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11 | # pylint: disable=import-error, no-name-in-module |
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12 | import sas.qtgui.Utilities.GuiUtils as GuiUtils |
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13 | from sas.sascalc.corfunc.corfunc_calculator import CorfuncCalculator |
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14 | # pylint: enable=import-error, no-name-in-module |
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15 | |
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16 | # local |
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17 | from .UI.CorfuncPanel import Ui_CorfuncDialog |
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18 | from .CorfuncUtils import WIDGETS as W |
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19 | |
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20 | from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg \ |
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21 | as FigureCanvas |
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22 | from matplotlib.figure import Figure |
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23 | from numpy.linalg.linalg import LinAlgError |
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24 | |
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25 | |
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26 | class MyMplCanvas(FigureCanvas): |
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27 | """Ultimately, this is a QWidget (as well as a FigureCanvasAgg, etc.).""" |
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28 | def __init__(self, model, width=5, height=4, dpi=100): |
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29 | self.model = model |
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30 | self.fig = Figure(figsize=(width, height), dpi=dpi) |
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31 | self.axes = self.fig.add_subplot(111) |
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32 | |
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33 | FigureCanvas.__init__(self, self.fig) |
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34 | |
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35 | self.data = None |
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36 | self.extrap = None |
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37 | |
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38 | def draw_q_space(self): |
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39 | """Draw the Q space data in the plot window |
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40 | |
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41 | This draws the q space data in self.data, as well |
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42 | as the bounds set by self.qmin, self.qmax1, and self.qmax2. |
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43 | It will also plot the extrpolation in self.extrap, if it exists.""" |
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44 | |
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45 | self.fig.clf() |
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46 | |
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47 | self.axes = self.fig.add_subplot(111) |
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48 | self.axes.set_xscale("log") |
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49 | self.axes.set_yscale("log") |
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50 | |
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51 | qmin = float(self.model.item(W.W_QMIN).text()) |
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52 | qmax1 = float(self.model.item(W.W_QMAX).text()) |
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53 | qmax2 = float(self.model.item(W.W_QCUTOFF).text()) |
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54 | |
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55 | if self.data: |
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56 | self.axes.plot(self.data.x, self.data.y) |
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57 | self.axes.axvline(qmin) |
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58 | self.axes.axvline(qmax1) |
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59 | self.axes.axvline(qmax2) |
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60 | self.axes.set_xlim(min(self.data.x) / 2, |
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61 | max(self.data.x) * 1.5 - 0.5 * min(self.data.x)) |
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62 | if self.extrap: |
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63 | self.axes.plot(self.extrap.x, self.extrap.y) |
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64 | |
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65 | self.draw() |
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66 | |
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67 | def draw_real_space(self): |
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68 | """ |
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69 | This function draws the real space data onto the plot |
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70 | |
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71 | The 1d correlation function in self.data, the 3d correlation function |
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72 | in self.data3, and the interface distribution function in self.data_idf |
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73 | are all draw in on the plot in linear cooredinates.""" |
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74 | self.fig.clf() |
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75 | |
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76 | self.axes = self.fig.add_subplot(111) |
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77 | self.axes.set_xscale("linear") |
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78 | self.axes.set_yscale("linear") |
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79 | |
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80 | if self.data: |
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81 | data1, data3, data_idf = self.data |
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82 | self.axes.plot(data1.x, data1.y, label="1D Correlation") |
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83 | self.axes.plot(data3.x, data3.y, label="3D Correlation") |
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84 | self.axes.plot(data_idf.x, data_idf.y, |
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85 | label="Interface Distribution Function") |
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86 | self.axes.set_xlim(min(data1.x), max(data1.x) / 4) |
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87 | self.axes.legend() |
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88 | |
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89 | self.draw() |
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90 | |
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91 | |
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92 | class CorfuncWindow(QtWidgets.QDialog, Ui_CorfuncDialog): |
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93 | """Displays the correlation function analysis of sas data.""" |
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94 | name = "Corfunc" # For displaying in the combo box |
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95 | |
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96 | trigger = QtCore.pyqtSignal(tuple) |
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97 | |
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98 | # pylint: disable=unused-argument |
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99 | def __init__(self, parent=None): |
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100 | super(CorfuncWindow, self).__init__() |
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101 | self.setupUi(self) |
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102 | |
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103 | self.setWindowTitle("Corfunc Perspective") |
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104 | |
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105 | self.mapper = None |
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106 | self.model = QtGui.QStandardItemModel(self) |
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107 | self.communicate = GuiUtils.Communicate() |
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108 | self._calculator = CorfuncCalculator() |
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109 | self._allow_close = True |
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110 | |
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111 | self._canvas = MyMplCanvas(self.model) |
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112 | self._realplot = MyMplCanvas(self.model) |
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113 | self.verticalLayout_7.insertWidget(0, self._canvas) |
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114 | self.verticalLayout_7.insertWidget(1, self._realplot) |
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115 | |
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116 | # Connect buttons to slots. |
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117 | # Needs to be done early so default values propagate properly. |
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118 | self.setup_slots() |
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119 | |
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120 | # Set up the model. |
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121 | self.setup_model() |
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122 | |
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123 | # Set up the mapper |
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124 | self.setup_mapper() |
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125 | |
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126 | def setup_slots(self): |
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127 | """Connect the buttons to their appropriate slots.""" |
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128 | self.extrapolateBtn.clicked.connect(self.extrapolate) |
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129 | self.extrapolateBtn.setEnabled(False) |
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130 | self.transformBtn.clicked.connect(self.transform) |
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131 | self.transformBtn.setEnabled(False) |
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132 | |
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133 | self.calculateBgBtn.clicked.connect(self.calculate_background) |
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134 | self.calculateBgBtn.setEnabled(False) |
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135 | |
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136 | self.model.itemChanged.connect(self.model_changed) |
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137 | |
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138 | self.trigger.connect(self.finish_transform) |
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139 | |
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140 | def setup_model(self): |
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141 | """Populate the model with default data.""" |
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142 | self.model.setItem(W.W_QMIN, |
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143 | QtGui.QStandardItem("0.01")) |
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144 | self.model.setItem(W.W_QMAX, |
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145 | QtGui.QStandardItem("0.20")) |
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146 | self.model.setItem(W.W_QCUTOFF, |
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147 | QtGui.QStandardItem("0.22")) |
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148 | self.model.setItem(W.W_BACKGROUND, |
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149 | QtGui.QStandardItem("0")) |
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150 | self.model.setItem(W.W_TRANSFORM, |
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151 | QtGui.QStandardItem("Fourier")) |
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152 | self.model.setItem(W.W_GUINIERA, |
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153 | QtGui.QStandardItem("0.0")) |
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154 | self.model.setItem(W.W_GUINIERB, |
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155 | QtGui.QStandardItem("0.0")) |
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156 | self.model.setItem(W.W_PORODK, |
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157 | QtGui.QStandardItem("0.0")) |
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158 | self.model.setItem(W.W_PORODSIGMA, |
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159 | QtGui.QStandardItem("0.0")) |
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160 | self.model.setItem(W.W_CORETHICK, QtGui.QStandardItem(str(0))) |
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161 | self.model.setItem(W.W_INTTHICK, QtGui.QStandardItem(str(0))) |
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162 | self.model.setItem(W.W_HARDBLOCK, QtGui.QStandardItem(str(0))) |
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163 | self.model.setItem(W.W_CRYSTAL, QtGui.QStandardItem(str(0))) |
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164 | self.model.setItem(W.W_POLY, QtGui.QStandardItem(str(0))) |
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165 | self.model.setItem(W.W_PERIOD, QtGui.QStandardItem(str(0))) |
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166 | |
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167 | def model_changed(self, _): |
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168 | """Actions to perform when the data is updated""" |
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169 | if not self.mapper: |
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170 | return |
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171 | self.mapper.toFirst() |
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172 | self._canvas.draw_q_space() |
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173 | |
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174 | def _update_calculator(self): |
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175 | self._calculator.lowerq = float(self.model.item(W.W_QMIN).text()) |
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176 | qmax1 = float(self.model.item(W.W_QMAX).text()) |
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177 | qmax2 = float(self.model.item(W.W_QCUTOFF).text()) |
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178 | self._calculator.upperq = (qmax1, qmax2) |
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179 | self._calculator.background = \ |
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180 | float(self.model.item(W.W_BACKGROUND).text()) |
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181 | |
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182 | def extrapolate(self): |
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183 | """Extend the experiemntal data with guinier and porod curves.""" |
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184 | self._update_calculator() |
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185 | try: |
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186 | params, extrapolation, _ = self._calculator.compute_extrapolation() |
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187 | self.model.setItem(W.W_GUINIERA, QtGui.QStandardItem(str(params['A']))) |
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188 | self.model.setItem(W.W_GUINIERB, QtGui.QStandardItem(str(params['B']))) |
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189 | self.model.setItem(W.W_PORODK, QtGui.QStandardItem(str(params['K']))) |
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190 | self.model.setItem(W.W_PORODSIGMA, |
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191 | QtGui.QStandardItem(str(params['sigma']))) |
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192 | |
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193 | self._canvas.extrap = extrapolation |
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194 | self._canvas.draw_q_space() |
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195 | self.transformBtn.setEnabled(True) |
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196 | except (LinAlgError, ValueError): |
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197 | message = "These is not enough data in the fitting range. "\ |
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198 | "Try decreasing the upper Q, increasing the "\ |
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199 | "cutoff Q, or increasing the lower Q." |
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200 | QtWidgets.QMessageBox.warning(self, "Calculation Error", |
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201 | message) |
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202 | self._canvas.extrap = None |
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203 | self._canvas.draw_q_space() |
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204 | |
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205 | |
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206 | def transform(self): |
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207 | """Calculate the real space version of the extrapolation.""" |
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208 | method = str(self.model.item(W.W_TRANSFORM).text()).lower() |
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209 | |
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210 | extrap = self._canvas.extrap |
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211 | background = float(self.model.item(W.W_BACKGROUND).text()) |
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212 | |
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213 | def updatefn(msg): |
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214 | """Report progress of transformation.""" |
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215 | self.communicate.statusBarUpdateSignal.emit(msg) |
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216 | |
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217 | def completefn(transforms): |
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218 | """Extract the values from the transforms and plot""" |
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219 | self.trigger.emit(transforms) |
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220 | |
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221 | self._update_calculator() |
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222 | self._calculator.compute_transform(extrap, method, background, |
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223 | completefn, updatefn) |
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224 | |
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225 | |
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226 | def finish_transform(self, transforms): |
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227 | params = self._calculator.extract_parameters(transforms[0]) |
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228 | self.model.setItem(W.W_CORETHICK, |
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229 | QtGui.QStandardItem(str(params['d0']))) |
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230 | self.model.setItem(W.W_INTTHICK, |
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231 | QtGui.QStandardItem(str(params['dtr']))) |
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232 | self.model.setItem(W.W_HARDBLOCK, |
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233 | QtGui.QStandardItem(str(params['Lc']))) |
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234 | self.model.setItem(W.W_CRYSTAL, |
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235 | QtGui.QStandardItem(str(params['fill']))) |
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236 | self.model.setItem(W.W_POLY, |
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237 | QtGui.QStandardItem(str(params['A']))) |
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238 | self.model.setItem(W.W_PERIOD, |
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239 | QtGui.QStandardItem(str(params['max']))) |
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240 | self._realplot.data = transforms |
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241 | self._realplot.draw_real_space() |
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242 | |
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243 | def setup_mapper(self): |
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244 | """Creating mapping between model and gui elements.""" |
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245 | self.mapper = QtWidgets.QDataWidgetMapper(self) |
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246 | self.mapper.setOrientation(QtCore.Qt.Vertical) |
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247 | self.mapper.setModel(self.model) |
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248 | |
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249 | self.mapper.addMapping(self.qMin, W.W_QMIN) |
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250 | self.mapper.addMapping(self.qMax1, W.W_QMAX) |
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251 | self.mapper.addMapping(self.qMax2, W.W_QCUTOFF) |
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252 | self.mapper.addMapping(self.bg, W.W_BACKGROUND) |
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253 | self.mapper.addMapping(self.transformCombo, W.W_TRANSFORM) |
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254 | |
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255 | self.mapper.addMapping(self.guinierA, W.W_GUINIERA) |
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256 | self.mapper.addMapping(self.guinierB, W.W_GUINIERB) |
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257 | self.mapper.addMapping(self.porodK, W.W_PORODK) |
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258 | self.mapper.addMapping(self.porodSigma, W.W_PORODSIGMA) |
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259 | |
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260 | self.mapper.addMapping(self.avgCoreThick, W.W_CORETHICK) |
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261 | self.mapper.addMapping(self.avgIntThick, W.W_INTTHICK) |
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262 | self.mapper.addMapping(self.avgHardBlock, W.W_HARDBLOCK) |
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263 | self.mapper.addMapping(self.polydisp, W.W_POLY) |
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264 | self.mapper.addMapping(self.longPeriod, W.W_PERIOD) |
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265 | self.mapper.addMapping(self.localCrystal, W.W_CRYSTAL) |
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266 | |
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267 | self.mapper.toFirst() |
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268 | |
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269 | def calculate_background(self): |
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270 | """Find a good estimate of the background value.""" |
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271 | self._update_calculator() |
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272 | try: |
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273 | background = self._calculator.compute_background() |
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274 | temp = QtGui.QStandardItem(str(background)) |
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275 | self.model.setItem(W.W_BACKGROUND, temp) |
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276 | except (LinAlgError, ValueError): |
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277 | message = "These is not enough data in the fitting range. "\ |
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278 | "Try decreasing the upper Q or increasing the cutoff Q" |
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279 | QtWidgets.QMessageBox.warning(self, "Calculation Error", |
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280 | message) |
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281 | |
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282 | |
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283 | # pylint: disable=invalid-name |
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284 | @staticmethod |
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285 | def allowBatch(): |
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286 | """ |
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287 | We cannot perform corfunc analysis in batch at this time. |
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288 | """ |
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289 | return False |
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290 | |
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291 | def setData(self, data_item, is_batch=False): |
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292 | """ |
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293 | Obtain a QStandardItem object and dissect it to get Data1D/2D |
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294 | Pass it over to the calculator |
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295 | """ |
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296 | if not isinstance(data_item, list): |
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297 | msg = "Incorrect type passed to the Corfunc Perpsective" |
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298 | raise AttributeError(msg) |
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299 | |
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300 | if not isinstance(data_item[0], QtGui.QStandardItem): |
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301 | msg = "Incorrect type passed to the Corfunc Perspective" |
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302 | raise AttributeError(msg) |
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303 | |
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304 | model_item = data_item[0] |
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305 | data = GuiUtils.dataFromItem(model_item) |
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306 | self._calculator.set_data(data) |
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307 | self.calculateBgBtn.setEnabled(True) |
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308 | self.extrapolateBtn.setEnabled(True) |
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309 | |
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310 | self.model.setItem(W.W_GUINIERA, QtGui.QStandardItem("")) |
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311 | self.model.setItem(W.W_GUINIERB, QtGui.QStandardItem("")) |
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312 | self.model.setItem(W.W_PORODK, QtGui.QStandardItem("")) |
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313 | self.model.setItem(W.W_PORODSIGMA, QtGui.QStandardItem("")) |
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314 | self.model.setItem(W.W_CORETHICK, QtGui.QStandardItem("")) |
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315 | self.model.setItem(W.W_INTTHICK, QtGui.QStandardItem("")) |
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316 | self.model.setItem(W.W_HARDBLOCK, QtGui.QStandardItem("")) |
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317 | self.model.setItem(W.W_CRYSTAL, QtGui.QStandardItem("")) |
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318 | self.model.setItem(W.W_POLY, QtGui.QStandardItem("")) |
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319 | self.model.setItem(W.W_PERIOD, QtGui.QStandardItem("")) |
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320 | |
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321 | self._canvas.data = data |
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322 | self._canvas.extrap = None |
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323 | self._canvas.draw_q_space() |
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324 | self.transformBtn.setEnabled(False) |
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325 | |
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326 | self._realplot.data = None |
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327 | self._realplot.draw_real_space() |
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328 | |
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329 | def setClosable(self, value=True): |
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330 | """ |
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331 | Allow outsiders close this widget |
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332 | """ |
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333 | assert isinstance(value, bool) |
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334 | |
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335 | self._allow_close = value |
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336 | |
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337 | def closeEvent(self, event): |
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338 | """ |
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339 | Overwrite QDialog close method to allow for custom widget close |
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340 | """ |
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341 | if self._allow_close: |
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342 | # reset the closability flag |
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343 | self.setClosable(value=False) |
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344 | # Tell the MdiArea to close the container |
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345 | self.parentWidget().close() |
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346 | event.accept() |
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347 | else: |
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348 | event.ignore() |
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349 | # Maybe we should just minimize |
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350 | self.setWindowState(QtCore.Qt.WindowMinimized) |
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351 | |
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352 | def title(self): |
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353 | """ |
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354 | Window title function used by certain error messages. |
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355 | Check DataExplorer.py, line 355 |
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356 | """ |
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357 | return "Corfunc Perspective" |
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358 | # pylint: enable=invalid-name |
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