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nmreval/src/gui_qt/data/signaledit/baseline_dialog.py

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import numpy as np
import pyqtgraph as pg
from scipy.interpolate import splrep, splev
from ...Qt import QtCore, QtWidgets
from ..._py.baseline_dialog import Ui_SignalEdit
class QBaselineDialog(QtWidgets.QDialog, Ui_SignalEdit):
finished = QtCore.pyqtSignal(str, tuple)
def __init__(self, parent=None):
super().__init__(parent=parent)
self.setupUi(self)
self.data = None
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self.graph = pg.PlotDataItem(x=[], y=[], pen=pg.mkPen({'color': 'b'}), name='Original')
self.graph_corr = pg.PlotDataItem(x=[], y=[], pen=pg.mkPen({'color': 'r'}), name='Corrected')
self.baseline = pg.PlotDataItem(x=[], y=[], name='Baseline')
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self.anchors = []
self.anchor_lines = []
self.spline = None
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self.legend = self.graphicsView.addLegend()
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self.graphicsView.scene().sigMouseClicked.connect(self.add_node)
self.graphicsView.addItem(self.graph_corr)
self.graphicsView.addItem(self.graph)
self.graphicsView.addItem(self.baseline)
def add_data(self, x, y):
if self.data is not None:
QtWidgets.QMessageBox().information(self, 'Invalid number of datasets',
'Baseline correction is only working on one set at a time.')
self.close()
self.anchors.extend([np.min(x), np.max(x)])
self.data = (x, y)
self.graph.setData(x=x, y=y.real)
self.graph_corr.setData(x=x, y=y.real)
def accept(self):
self.finished.emit('bls', (splev(self.data[0], self.spline),))
self.close()
def add_node(self, evt):
vb = self.graphicsView.plotItem.vb
if self.graphicsView.plotItem.sceneBoundingRect().contains(evt.scenePos()) and evt.button() == 1:
pos = vb.mapSceneToView(evt.scenePos())
x = pos.x()
self.anchors.append(x)
self.anchors.sort()
row = self.anchors.index(x)
self.listWidget.insertItem(row-1, QtWidgets.QListWidgetItem(str(x)))
inf_line = pg.InfiniteLine(pos=x)
self.anchor_lines.insert(row-1, inf_line)
self.graphicsView.addItem(inf_line)
self.change_baseline()
def change_baseline(self):
if self.data:
x, y = self.data
def mean(xx):
return np.mean(y[max(0, np.argmin(abs(x-xx))-5):min(len(x), np.argmin(abs(x-xx))+6)].real)
y_node = [mean(x_node) for x_node in self.anchors]
try:
self.spline = splrep(self.anchors, y_node, per=False)
except TypeError:
self.spline = splrep(self.anchors, y_node, per=False, k=1)
bl = splev(x, self.spline)
self.baseline.setData(x=x, y=bl)
self.graph_corr.setData(x=x, y=y.real-bl)
def keyPressEvent(self, evt):
if self.listWidget.hasFocus() and evt.key() == QtCore.Qt.Key_Delete:
r = self.listWidget.currentRow()
self.anchors.pop(r+1)
listitem = self.listWidget.takeItem(r)
del listitem
self.graphicsView.removeItem(self.anchor_lines.pop(r))
self.change_baseline()
else:
super().keyPressEvent(evt)