class MyApp(QMainWindow):
def __init__(self, parent=None):
QWidget.__init__(self, parent)
self.dashborad = Ui_Dashborad()
self.prepro = Ui_Prepro()
self.systemconfig = Ui_SystemConfig()
self.dashborad.setupUi(self)
self.prepro.setupUi(self)
self.prepro.centralwidget.hide()
self.systemconfig.setupUi(self)
self.systemconfig.centralwidget.hide()
self.setupUi()
def setupUi(self):
self.dashborad.buttonSysConfig.clicked.connect(
self.systemconfig.centralwidget.show)
self.dashborad.buttonSysConfig.clicked.connect(
self.dashborad.centralwidget.hide)
self.dashborad.buttonPrePro.clicked.connect(
self.prepro.centralwidget.show)
self.dashborad.buttonPrePro.clicked.connect(
self.dashborad.centralwidget.hide)
self.prepro.btnBack.clicked.connect(self.prepro.centralwidget.hide)
self.prepro.btnBack.clicked.connect(self.dashborad.centralwidget.show)
self.systemconfig.btnBack.clicked.connect(
self.systemconfig.centralwidget.hide)
self.systemconfig.btnBack.clicked.connect(
self.dashborad.centralwidget.show)
self.systemconfig.btn1.clicked.connect(self.getImage)
def getImage(self):
fname = QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.xlsx)")
imagePath = fname[0]
file = imagePath.split("/")
self.systemconfig.label_1_.setText(file[len(file) - 1])
def __init__(self, parent=None):
QWidget.__init__(self, parent)
self.dashborad = Ui_Dashborad()
self.prepro = Ui_Prepro()
self.systemconfig = Ui_SystemConfig()
self.dashborad.setupUi(self)
self.prepro.setupUi(self)
self.prepro.centralwidget.hide()
self.systemconfig.setupUi(self)
self.systemconfig.centralwidget.hide()
self.setupUi()
def __init__(self, parent=None):
QWidget.__init__(self, parent)
self.dashborad = Ui_Dashborad()
self.dashborad.show()
self.prepro = Ui_Prepro()
self.prepro.hide()
self.systemconfig = Ui_SystemConfig()
self.systemconfig.hide()
self.setupUi()
self.timer = QtCore.QTimer()
self.timer.setInterval(1000)
self.timer.timeout.connect(self.recurring_timer)
self.timer.start()
class MyApp(QMainWindow):
def __init__(self, parent=None):
QWidget.__init__(self, parent)
self.dashborad = Ui_Dashborad()
self.dashborad.show()
# self.prepro = Ui_Prepro()
# self.prepro.hide()
# self.systemconfig = Ui_SystemConfig()
# self.systemconfig.hide()
self.setting = Ui_Setting()
self.setting.hide()
self.setupUi()
self.timer = QtCore.QTimer()
self.timer.setInterval(1000)
self.timer.timeout.connect(self.recurring_timer)
self.timer.start()
def recurring_timer(self):
global clickStart, x, s, g, sd1, count_graph, smooth
global x_coordinates1, list_tmp1
global x_coordinates2, list_tmp2
global x_coordinates3, list_tmp3
global x_coordinates4, list_tmp4
global x_coordinates5, list_tmp5
global result1, result2, result3, result4, result5
global x_1, s_1, g_1, sd1_1, sd2_1
global x_2, s_2, g_2, sd1_2, sd2_2
global x_3, s_3, g_3, sd1_3, sd2_3
global x_4, s_4, g_4, sd1_4, sd2_4
global x_5, s_5, g_5, sd1_5, sd2_5
global file_spec, myPath
now = datetime.now()
# date_arr.append(now)
current_time = now.strftime(
"<font color=\"white\">%d %B %Y %H:%M:%S</font>")
self.dashborad.dateNtime.setText(current_time)
self.dashborad.tabWidget.setTabText(
0, self.dashborad.label_result1.text())
self.dashborad.tabWidget.setTabText(
1, self.dashborad.label_result2.text())
self.dashborad.tabWidget.setTabText(
2, self.dashborad.label_result3.text())
self.dashborad.tabWidget.setTabText(
3, self.dashborad.label_result4.text())
self.dashborad.tabWidget.setTabText(
4, self.dashborad.label_result5.text())
Find_file = False
if (myPath != ""):
file_spec = []
files = glob.glob(os.path.join(myPath, '*.txt'))
if (len(files) > 0):
files.sort(key=os.path.getmtime)
for txtfile in files:
file_spec.append(txtfile)
Find_file = True
else:
Find_file = False
if (clickStart == True and Find_file == True):
if (myPath != ""):
if (len(file_spec) > 0):
f = open(file_spec[len(file_spec) - 1], "r")
print(f)
line = 0
X = []
for x in f:
if (line >= 8):
if (x == "\n"):
continue
tmp = x.split(";")
X.append([float(tmp[4])])
line += 1
f.close()
if (file_1 != ""):
print("File_1")
B = x_1
# x = x_1
X = np.array(X)
x = X
steps = [
self.setting.comboBox_step1_result1.currentText(),
self.setting.comboBox_step1_result1.currentText(),
self.setting.comboBox_step3_result1.currentText()
]
# steps = [self.prepro.comboBox.currentText()]
# print("steps :", steps)
indexStep = 0
# print("X.shape :",x.shape)
# print("B.shape :",B.shape)
result = 0
# print("result setup:", result)
if steps[0] == '----Select----' and steps[
1] == '----Select----' and steps[
2] == '----Select----':
result = x
else:
for step in steps:
# print("input shape to next ", step , " steps :", x.shape)
if (indexStep >= 1):
x = result
indexStep += 1
if step == "1st Derivative":
s = int(self.setting.
doubleSpinBox_1D_result1_sg.value())
g = int(self.setting.
doubleSpinBox_1D_result1_gab.value())
result = self.FirstDev()
elif step == "2nd Derivative":
s = int(self.setting.
doubleSpinBox_2D_result1_sg.value())
g = int(self.setting.
doubleSpinBox_2D_result1_gab.value())
result = self.SecondDev()
elif step == "SNV":
result = self.snv()
elif step == "Smoothing Size":
# s = s_3
s = int(self.setting.
doubleSpinBox_sm_result1_gab.value())
result = self.smooth_x()
# print("output shape:",result.shape)
result = (result.transpose()).dot(B)
realresult = sum(result)
# print("result:",realresult)
result1 = realresult + int(
self.setting.doubleSpinBox_biasResult1.value())
# print("cal result1 : ", realresult, "+ Bias : ", self.systemconfig.spinBox_4.value(), " = ", result1)
self.dashborad.result1.setText(str(np.round(result1, 2)))
self.dashborad.figure.clear()
ax2 = self.dashborad.figure.add_subplot(111)
x_coordinates1.append(now.strftime('%H:%M:%S'))
list_tmp1.append(result1)
ax2.plot(x_coordinates1, list_tmp1)
ax2.set_xlabel('Time')
ax2.set_ylabel('Results')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates1,
rotation=90,
fontsize=8)
self.dashborad.canvas.draw()
print("draw 1 succ !!")
if (file_2 != ""):
print("File_2")
B = x_2
X = np.array(X)
x = X
steps = [
self.setting.comboBox_step1_result2.currentText(),
self.setting.comboBox_step2_result2.currentText(),
self.setting.comboBox_step3_result2.currentText()
]
# steps = [self.prepro.comboBox.currentText()]
# print("steps :", steps)
indexStep = 0
# print("X.shape :",x.shape)
# print("B.shape :",B.shape)
result = 0
# print("result setup:", result)
if steps[0] == '----Select----' and steps[
1] == '----Select----' and steps[
2] == '----Select----':
result = x
else:
for step in steps:
# print("input shape to next ", step , " steps :", x.shape)
if (indexStep >= 1):
x = result
indexStep += 1
if step == "1st Derivative":
s = int(self.setting.
doubleSpinBox_1D_result2_sg.value())
g = int(self.setting.
doubleSpinBox_1D_result2_gab.value())
result = self.FirstDev()
elif step == "2nd Derivative":
s = int(self.setting.
doubleSpinBox_2D_result2_sg.value())
g = int(self.setting.
doubleSpinBox_2D_result2_gab.value())
result = self.SecondDev()
elif step == "SNV":
result = self.snv()
elif step == "Smoothing Size":
# s = s_3
s = int(self.setting.
doubleSpinBox_sm_result2_gab.value())
result = self.smooth_x()
# print("output shape:",result.shape)
result = (result.transpose()).dot(B)
realresult = sum(result)
result2 = realresult + int(
self.setting.doubleSpinBox_biasResult2.value())
# print("cal result2 : ", realresult, "+ Bias : ", self.systemconfig.spinBox_5.value(), " = ", result2)
self.dashborad.result2.setText(str(np.round(result2, 2)))
self.dashborad.figure1.clear()
ax2 = self.dashborad.figure1.add_subplot(111)
list_tmp2.append(result2)
x_coordinates2.append(now.strftime('%H:%M:%S'))
ax2.plot(x_coordinates2, list_tmp2)
ax2.set_xlabel('Time')
ax2.set_ylabel('Results')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure1))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates2,
rotation=90,
fontsize=8)
self.dashborad.canvas1.draw()
print("draw 2 succ !!")
if (file_3 != ""):
print("File_3")
B = x_3
X = np.array(X)
x = X
steps = [
self.setting.comboBox_step1_result3.currentText(),
self.setting.comboBox_step1_result3.currentText(),
self.setting.comboBox_step3_result3.currentText()
]
# steps = [self.prepro.comboBox.currentText()]
# print("steps :", steps)
indexStep = 0
# print("X.shape :",x.shape)
# print("B.shape :",B.shape)
result = 0
# print("result setup:", result)
if steps[0] == '----Select----' and steps[
1] == '----Select----' and steps[
2] == '----Select----':
result = x
else:
for step in steps:
# print("input shape to next ", step , " steps :", x.shape)
if (indexStep >= 1):
x = result
indexStep += 1
if step == "1st Derivative":
s = int(self.setting.
doubleSpinBox_1D_result3_sg.value())
g = int(self.setting.
doubleSpinBox_1D_result3_gab.value())
result = self.FirstDev()
elif step == "2nd Derivative":
s = int(self.setting.
doubleSpinBox_2D_result3_sg.value())
g = int(self.setting.
doubleSpinBox_2D_result3_gab.value())
result = self.SecondDev()
elif step == "SNV":
result = self.snv()
elif step == "Smoothing Size":
# s = s_3
s = int(self.setting.
doubleSpinBox_sm_result3_gab.value())
result = self.smooth_x()
# print("output shape:",result.shape)
result = (result.transpose()).dot(B)
realresult = sum(result)
result3 = realresult + int(
self.setting.doubleSpinBox_biasResult3.value())
# print("cal result3 : ", realresult, "+ Bias : ", self.systemconfig.spinBox_6.value(), " = ", result3)
self.dashborad.result3.setText(str(np.round(result3, 2)))
self.dashborad.figure2.clear()
ax2 = self.dashborad.figure2.add_subplot(111)
# result3 = result[0][0]
list_tmp3.append(result3)
x_coordinates3.append(now.strftime('%H:%M:%S'))
ax2.plot(x_coordinates3, list_tmp3)
ax2.set_xlabel('Time')
ax2.set_ylabel('Results')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure2))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates3,
rotation=90,
fontsize=8)
self.dashborad.canvas2.draw()
print("draw 3 succ !!")
if (file_4 != ""):
print("File_4")
B = x_4
X = np.array(X)
x = X
steps = [
self.setting.comboBox_step1_result4.currentText(),
self.setting.comboBox_step1_result4.currentText(),
self.setting.comboBox_step3_result4.currentText()
]
# steps = [self.prepro.comboBox.currentText()]
# print("steps :", steps)
indexStep = 0
# print("X.shape :",x.shape)
# print("B.shape :",B.shape)
result = 0
# print("result setup:", result)
if steps[0] == '----Select----' and steps[
1] == '----Select----' and steps[
2] == '----Select----':
result = x
else:
for step in steps:
# print("input shape to next ", step , " steps :", x.shape)
if (indexStep >= 1):
x = result
indexStep += 1
if step == "1st Derivative":
s = int(self.setting.
doubleSpinBox_1D_result4_sg.value())
g = int(self.setting.
doubleSpinBox_1D_result4_gab.value())
result = self.FirstDev()
elif step == "2nd Derivative":
s = int(self.setting.
doubleSpinBox_2D_result4_sg.value())
g = int(self.setting.
doubleSpinBox_2D_result4_gab.value())
result = self.SecondDev()
elif step == "SNV":
result = self.snv()
elif step == "Smoothing Size":
# s = s_3
s = int(self.setting.
doubleSpinBox_sm_result4_gab.value())
result = self.smooth_x()
# print("output shape:",result.shape)
result = (result.transpose()).dot(B)
realresult = sum(result)
result4 = realresult + int(
self.setting.doubleSpinBox_biasResult4.value())
# print("cal result4 : ", realresult, "+ Bias : ", self.systemconfig.spinBox_7.value(), " = ", result4)
self.dashborad.result4.setText(str(np.round(result4, 2)))
self.dashborad.figure3.clear()
ax2 = self.dashborad.figure3.add_subplot(111)
# result4 = result[0][0]
list_tmp4.append(result4)
x_coordinates4.append(now.strftime('%H:%M:%S'))
ax2.plot(x_coordinates4, list_tmp4)
ax2.set_xlabel('Time')
ax2.set_ylabel('Results')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure3))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates4,
rotation=90,
fontsize=8)
self.dashborad.canvas3.draw()
print("draw 4 succ !!")
if (file_5 != ""):
print("File_5")
B = x_5
X = np.array(X)
x = X
steps = [
self.setting.comboBox_step1_result5.currentText(),
self.setting.comboBox_step1_result5.currentText(),
self.setting.comboBox_step3_result5.currentText()
]
# steps = [self.prepro.comboBox.currentText()]
# print("steps :", steps)
indexStep = 0
# print("X.shape :",x.shape)
# print("B.shape :",B.shape)
result = 0
# print("result setup:", result)
if steps[0] == '----Select----' and steps[
1] == '----Select----' and steps[
2] == '----Select----':
result = x
else:
for step in steps:
# print("input shape to next ", step , " steps :", x.shape)
if (indexStep >= 1):
x = result
indexStep += 1
if step == "1st Derivative":
s = int(self.setting.
doubleSpinBox_1D_result5_sg.value())
g = int(self.setting.
doubleSpinBox_1D_result5_gab.value())
result = self.FirstDev()
elif step == "2nd Derivative":
s = int(self.setting.
doubleSpinBox_2D_result5_sg.value())
g = int(self.setting.
doubleSpinBox_2D_result5_gab.value())
result = self.SecondDev()
elif step == "SNV":
result = self.snv()
elif step == "Smoothing Size":
# s = s_3
s = int(self.setting.
doubleSpinBox_sm_result5_gab.value())
result = self.smooth_x()
# print("output shape:",result.shape)
result = (result.transpose()).dot(B)
realresult = sum(result)
result5 = realresult + int(
self.setting.doubleSpinBox_biasResult5.value())
# print("cal result5 : ", realresult, "+ Bias : ", self.systemconfig.spinBox_8.value(), " = ", result5)
self.dashborad.result5.setText(str(np.round(result5, 2)))
self.dashborad.figure4.clear()
ax2 = self.dashborad.figure4.add_subplot(111)
x_coordinates5.append(now.strftime('%H:%M:%S'))
# self.dashborad.result5.setText(str(int(result5)))
list_tmp5.append(result5)
ax2.plot(x_coordinates5, list_tmp5)
ax2.set_xlabel('Time')
ax2.set_ylabel('Results')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure4))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates5,
rotation=90,
fontsize=8)
self.dashborad.canvas4.draw()
print("draw 5 succ !!")
count_graph = count_graph + 1
def setupUi(self):
################ remove #####################
# self.dashborad.buttonSysConfig.clicked.connect(self.systemconfig.show)
# self.dashborad.buttonSysConfig.clicked.connect(self.dashborad.hide)
# self.dashborad.buttonPrePro.clicked.connect(self.prepro.show)
# self.dashborad.buttonPrePro.clicked.connect(self.dashborad.hide)
##############################################
# self.prepro.btnBack.clicked.connect(self.prepro.centralwidget.hide)
# self.prepro.btnBack.clicked.connect(self.dashborad.centralwidget.show)
################# add feature ###############
self.dashborad.buttonSetting.clicked.connect(self.setting.show)
self.dashborad.buttonSetting.clicked.connect(self.dashborad.hide)
##############################################
# self.prepro.pushButton_3.clicked.connect(self.prepro.hide)
# self.prepro.pushButton_3.clicked.connect(self.dashborad.show)
# self.systemconfig.pushButton_3.clicked.connect(self.systemconfig.hide)
# self.systemconfig.pushButton_3.clicked.connect(self.dashborad.show)
self.setting.cancel.clicked.connect(self.setting.hide)
self.setting.cancel.clicked.connect(self.dashborad.show)
self.setting.apply.clicked.connect(self.setting.hide)
self.setting.apply.clicked.connect(self.dashborad.show)
self.setting.pushButton_selectfolder.clicked.connect(self.specific)
# self.systemconfig.btnBack.clicked.connect(self.systemconfig.centralwidget.hide)
# self.systemconfig.btnBack.clicked.connect(self.dashborad.centralwidget.show)
self.setting.pushButton.clicked.connect(self.getbtn1)
self.setting.pushButton2.clicked.connect(self.getbtn2)
self.setting.pushButton3.clicked.connect(self.getbtn3)
self.setting.pushButton4.clicked.connect(self.getbtn4)
self.setting.pushButton5.clicked.connect(self.getbtn5)
self.dashborad.START.clicked.connect(self.getWave)
self.dashborad.STOP.clicked.connect(self.getApply)
self.setting.apply.clicked.connect(self.getApply)
# self.systemconfig.pushButton_4.clicked.connect(self.getApply)
# self.prepro.pushButton_4.clicked.connect(self.getPrepair)
# self.systemconfig.btnApply.clicked.connect(self.getApply)
# self.prepro.btnApply.clicked.connect(self.getPrepair)
# self.prepro.Export.clicked.connect(self.getTxt)
def specific(self):
global file_spec, myPath
myPath = str(
QtWidgets.QFileDialog.getExistingDirectory(self,
"Select Directory"))
print("specific path:", myPath)
self.setting.label_directotyfolder.setText(
"<html><head/><body><p align=\"center\"><span style=\" font-size:14pt;\">"
+ myPath + "</span></p></body></html>")
def getbtn1(self):
print()
global file_1
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_1 = fname[0]
file_tmp = imagePath.split("/")
self.setting.label_file1.setText(file_tmp[len(file_tmp) - 1])
def getbtn2(self):
global file_2
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_2 = fname[0]
file_tmp = imagePath.split("/")
self.setting.label_file2.setText(file_tmp[len(file_tmp) - 1])
def getbtn3(self):
global file_3
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_3 = fname[0]
file_tmp = imagePath.split("/")
self.setting.label_file3.setText(file_tmp[len(file_tmp) - 1])
def getbtn4(self):
global file_4
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_4 = fname[0]
file_tmp = imagePath.split("/")
self.setting.label_file4.setText(file_tmp[len(file_tmp) - 1])
def getbtn5(self):
global file_5
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_5 = fname[0]
file_tmp = imagePath.split("/")
self.setting.label_file5.setText(file_tmp[len(file_tmp) - 1])
def getTxt(self):
if (str(self.prepro.widget_name.text()) == "Type your name..."):
f = open("undefined.txt", "w")
else:
f = open(str(self.prepro.widget_name.text()) + ".txt", "w")
f.write(
str(self.dashborad.label_result1.text()) + " = " +
str(self.dashborad.result1.text()) + "\n")
f.write(
str(self.dashborad.label_result2.text()) + " = " +
str(self.dashborad.result2.text()) + "\n")
f.write(
str(self.dashborad.label_result3.text()) + " = " +
str(self.dashborad.result3.text()) + "\n")
f.write(
str(self.dashborad.label_result4.text()) + " = " +
str(self.dashborad.result4.text()) + "\n")
f.write(
str(self.dashborad.label_result5.text()) + " = " +
str(self.dashborad.result5.text()) + "\n")
f.close()
# self.prepro.hide()
# self.dashborad.show()
def getApply(self):
print("[func] : getApply")
global file_1, file_2, file_3, file_4, file_5
global x_1, x_2, x_3, x_4, x_5
global x_coordinates1, list_tmp1
global x_coordinates2, list_tmp2
global x_coordinates3, list_tmp3
global x_coordinates4, list_tmp4
global x_coordinates5, list_tmp5
global result1, result2, result3, result4, result5
global count_graph, clickStart
clickStart = False
result1 = []
result2 = []
result3 = []
result4 = []
result5 = []
count_graph = 0
x_coordinates1 = []
x_coordinates2 = []
x_coordinates3 = []
x_coordinates4 = []
x_coordinates5 = []
list_tmp1 = []
list_tmp2 = []
list_tmp3 = []
list_tmp4 = []
list_tmp5 = []
if (file_1 != ""):
print(file_1)
X = pd.read_csv(file_1, header=None)
x_1 = np.array(X)
if (file_2 != ""):
print(file_2)
X = pd.read_csv(file_2, header=None)
x_2 = np.array(X)
if (file_3 != ""):
print(file_3)
X = pd.read_csv(file_3, header=None)
x_3 = np.array(X)
if (file_4 != ""):
print(file_4)
X = pd.read_csv(file_4, header=None)
x_4 = np.array(X)
if (file_5 != ""):
print(file_5)
X = pd.read_csv(file_5, header=None)
x_5 = np.array(X)
# self.systemconfig.hide()
# self.dashborad.show()
def getWave(self):
global clickStart
clickStart = True
print("[func] : getWave")
def FirstDev(self):
global x, s, g, sd1
x = x.transpose()
xx = x.shape[0]
xy = x.shape[1]
sd1 = np.zeros([xx, xy])
for i in range(int(s + g / 2 + 0.5), int(xy - s - g / 2 + 0.5)):
sa = np.mean(x[:, int(i - s - g / 2 + 0.5):int(i - g / 2 - 0.5)],
axis=1)
sc = np.mean(x[:, int(i + g / 2 + 0.5):int(i + g / 2 - 0.5 + s)],
axis=1)
sd1[:, i] = sc - sa
sd1 = sd1.transpose()
return sd1
def SecondDev(self):
global x, s, g, sd2
x = x.transpose()
xx = x.shape[0]
xy = x.shape[1]
sd2 = np.zeros([xx, xy])
for i in range(int(np.dot(3 / 2, s) + g + 0.5),
int(xy - np.dot(3 / 2, s) - g + 0.5)):
x_c = np.mean(x[:,
int(i + s / 2 + g + 0.5):int(i + np.dot(3 / 2, s) +
g - 0.5)],
axis=1)
x_a = np.mean(x[:,
int(i - np.dot(3 / 2, s) - g + 0.5):int(i - s / 2 -
g - 0.5)],
axis=1)
x_b = np.mean(x[:, int(i - s / 2 + 0.5):int(i + s / 2 - 0.5)],
axis=1)
sd2[:, i] = (x_c) - np.dot(2, (x_b)) + (x_a)
sd2 = sd2.transpose()
return sd2
def smooth_x(self):
global x, s, smooth
x = x.transpose()
# print("smoothing x,s :", x , s)
xx = x.shape[0]
xy = x.shape[1]
smooth = np.zeros([xx, xy])
# print("smoothing x,s :", x , s)
for i in range(s + 1, xy - s):
sa = np.mean(x[:, int(i - s):int(i + s)], axis=1)
smooth[:, i] = sa
smooth = smooth.transpose()
return smooth
def snv(self):
global x, s, g, snv_data
xx = x.shape[0]
xy = x.shape[1]
mean_x = np.mean(x, axis=0)
# print("mean_x",mean_x)
std_d = np.std(x, axis=0)
# print("std_d",std_d)
meand = np.tile(mean_x, (xy, 1)).T
stdd = np.tile(std_d, (xy, 1)).T
# print("meand,stdd",meand,stdd)
snv_data = (x - meand) / stdd
return snv_data
class MyApp(QMainWindow):
def __init__(self, parent=None):
QWidget.__init__(self, parent)
self.dashborad = Ui_Dashborad()
self.dashborad.show()
self.prepro = Ui_Prepro()
self.prepro.hide()
self.systemconfig = Ui_SystemConfig()
self.systemconfig.hide()
self.setupUi()
self.timer = QtCore.QTimer()
self.timer.setInterval(1000)
self.timer.timeout.connect(self.recurring_timer)
self.timer.start()
def recurring_timer(self):
global clickStart, x, s, g, sd1, count_graph, smooth
global x_coordinates1, list_tmp1
global x_coordinates2, list_tmp2
global x_coordinates3, list_tmp3
global x_coordinates4, list_tmp4
global x_coordinates5, list_tmp5
global result1, result2, result3, result4, result5
global x_1, s_1, g_1, sd1_1, sd2_1
global x_2, s_2, g_2, sd1_2, sd2_2
global x_3, s_3, g_3, sd1_3, sd2_3
global x_4, s_4, g_4, sd1_4, sd2_4
global x_5, s_5, g_5, sd1_5, sd2_5
global file_spec
now = datetime.now()
# date_arr.append(now)
current_time = now.strftime(
"<font color=\"white\">%d %B %Y %H:%M:%S</font>")
self.dashborad.dateNtime.setText(current_time)
self.dashborad.tabWidget.setTabText(
0, self.dashborad.label_result1.text())
self.dashborad.tabWidget.setTabText(
1, self.dashborad.label_result2.text())
self.dashborad.tabWidget.setTabText(
2, self.dashborad.label_result3.text())
self.dashborad.tabWidget.setTabText(
3, self.dashborad.label_result4.text())
self.dashborad.tabWidget.setTabText(
4, self.dashborad.label_result5.text())
if (clickStart):
if (count_graph < len(file_spec)):
if (len(file_spec) > 0):
f = open(file_spec[count_graph], "r")
print(f)
line = 0
X = []
for x in f:
if (line >= 8):
if (x == "\n"):
continue
tmp = x.split(";")
X.append([float(tmp[4])])
line += 1
f.close()
##RESULT 1
if (file_1 != ""):
print("file_1")
B = x_1
x = x_1
X = np.array(X)
steps = [
self.prepro.comboBox.currentText(),
self.prepro.comboBox2.currentText(),
self.prepro.comboBox3.currentText()
]
result = (X.transpose()).dot(B)
#result = np.matmul(X, B)
for step in steps:
if step == "1st Derivative":
s = s_1
g = g_1
self.FirstDev()
result = result * (sd1.transpose())
elif step == "2nd Derivative":
s = s_2
g = g_2
self.SecondDev()
result = result * (sd2.transpose())
elif step == "RAW":
total = result
#total = result*B
#total = result*(X.transpose())
#result = sum(total)
elif step == "SNV":
self.snv()
## result = result*(snv_data.transpose())
sums = result * (snv_data)
result = sum(sums)
elif step == "MSC":
sp = x
nos = x.shape[0]
wave = x.shape[1]
meansp = np.mean(sp, axis=0)
lbd = np.array(range(0, wave))
Ym = np.polyfit(lbd, meansp, 1)
slopem = Ym[0]
interm = Ym[1]
Y = np.zeros([nos, 2])
for i in range(0, nos):
Y[i, :] = np.polyfit(lbd, sp[i, :], 1)
slope = np.tile(Y[:, 0], (wave, 1)).T
inter = np.tile(Y[:, 1], (wave, 1)).T
spmsc = (sp - inter) / slope
spmsc = np.multiply(spmsc, slopem) + np.tile(
interm, (nos, wave))
# result = spmsc
result = result * (spmsc.transpose())
# print("MSC shape :" , result.shape)
elif step == "Smoothing Size":
s = s_3
g = g_3
self.smooth_x()
result = result * (smooth.transpose())
#result = (B.dot(result)) + int(self.systemconfig.spinBox_4.value())
realresult = sum(result)
result1 = realresult + self.systemconfig.spinBox_4.value()
print("cal result1 : %.2f" % realresult, "+ Bias :",
self.systemconfig.spinBox_4.value(), " = ", result1)
# result1 = result[0][0]
self.dashborad.result1.setText(str(np.round(result1, 2)))
self.dashborad.figure.clear()
ax2 = self.dashborad.figure.add_subplot(111)
x_coordinates1.append(now.strftime('%H:%M:%S'))
list_tmp1.append(result1)
ax2.plot(x_coordinates1, list_tmp1)
ax2.set_xlabel('Time')
ax2.set_ylabel('Result')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates1,
rotation=90,
fontsize=8)
self.dashborad.canvas.draw()
print("draw 1 succ !!")
if (file_2 != ""):
print("file_2")
B = x_2
x = x_2
X = np.array(X)
steps = [
self.prepro.comboBox.currentText(),
self.prepro.comboBox2.currentText(),
self.prepro.comboBox3.currentText()
]
result = (X.transpose()).dot(B)
for step in steps:
if step == "1st Derivative":
s = s_1
g = g_1
self.FirstDev()
result = result * (sd1.transpose())
elif step == "2nd Derivative":
s = s_2
g = g_2
self.SecondDev()
result = result * (sd2.transpose())
elif step == "RAW":
total = result
elif step == "SNV":
self.snv()
result = result * (snv_data.transpose())
elif step == "MSC":
sp = x
nos = x.shape[0]
wave = x.shape[1]
meansp = np.mean(sp, axis=0)
lbd = np.array(range(0, wave))
Ym = np.polyfit(lbd, meansp, 1)
slopem = Ym[0]
interm = Ym[1]
Y = np.zeros([nos, 2])
for i in range(0, nos):
Y[i, :] = np.polyfit(lbd, sp[i, :], 1)
slope = np.tile(Y[:, 0], (wave, 1)).T
inter = np.tile(Y[:, 1], (wave, 1)).T
spmsc = (sp - inter) / slope
spmsc = np.multiply(spmsc, slopem) + np.tile(
interm, (nos, wave))
# result = spmsc
result = result * (spmsc.transpose())
elif step == "Smoothing Size":
s = s_3
g = g_3
self.smooth_x()
result = result * (smooth.transpose())
realresult = sum(result)
result2 = realresult + self.systemconfig.spinBox_5.value()
print("cal result2 : %.2f" % realresult, " + Bias :",
self.systemconfig.spinBox_5.value(), " = ", result2)
# result2 = result[0][0]
self.dashborad.figure1.clear()
ax2 = self.dashborad.figure1.add_subplot(111)
self.dashborad.result2.setText(str(np.round(result2, 2)))
list_tmp2.append(result2)
x_coordinates2.append(now.strftime('%H:%M:%S'))
ax2.plot(x_coordinates2, list_tmp2)
ax2.set_xlabel('Time')
ax2.set_ylabel('Result')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure1))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates2,
rotation=90,
fontsize=8)
self.dashborad.canvas1.draw()
print("draw 2 succ !!")
if (file_3 != ""):
print("file_3")
B = x_3
x = x_3
X = np.array(X)
steps = [
self.prepro.comboBox.currentText(),
self.prepro.comboBox2.currentText(),
self.prepro.comboBox3.currentText()
]
result = (X.transpose()).dot(B)
for step in steps:
if step == "1st Derivative":
s = s_1
g = g_1
self.FirstDev()
result = result * (sd1.transpose())
elif step == "2nd Derivative":
s = s_2
g = g_2
self.SecondDev()
result = result * (sd2.transpose())
elif step == "RAW":
total = result
elif step == "SNV":
self.snv()
result = result * (snv_data.transpose())
elif step == "MSC":
sp = x
nos = x.shape[0]
wave = x.shape[1]
meansp = np.mean(sp, axis=0)
lbd = np.array(range(0, wave))
Ym = np.polyfit(lbd, meansp, 1)
slopem = Ym[0]
interm = Ym[1]
Y = np.zeros([nos, 2])
for i in range(0, nos):
Y[i, :] = np.polyfit(lbd, sp[i, :], 1)
slope = np.tile(Y[:, 0], (wave, 1)).T
inter = np.tile(Y[:, 1], (wave, 1)).T
spmsc = (sp - inter) / slope
spmsc = np.multiply(spmsc, slopem) + np.tile(
interm, (nos, wave))
result = result * (spmsc.transpose())
elif step == "Smoothing Size":
s = s_3
g = g_3
self.smooth_x()
result = result * (smooth.transpose())
result3 = sum(result) + int(
self.systemconfig.spinBox_6.value())
print("cal result3 :", result)
self.dashborad.figure2.clear()
ax2 = self.dashborad.figure2.add_subplot(111)
result3 = result[0][0]
self.dashborad.result3.setText(str(int(result3)))
list_tmp3.append(result3)
x_coordinates3.append(now.strftime('%H:%M:%S'))
ax2.plot(x_coordinates3, list_tmp3)
ax2.set_xlabel('Time')
ax2.set_ylabel('Result')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure2))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates3,
rotation=90,
fontsize=8)
self.dashborad.canvas2.draw()
print("draw 3 succ !!")
if (file_4 != ""):
print("file_4")
B = x_4
x = x_4
X = np.array(X)
steps = [
self.prepro.comboBox.currentText(),
self.prepro.comboBox2.currentText(),
self.prepro.comboBox3.currentText()
]
result = (X.transpose()).dot(B)
for step in steps:
if step == "1st Derivative":
s = s_1
g = g_1
self.FirstDev()
result = result * (sd1.transpose())
elif step == "2nd Derivative":
s = s_2
g = g_2
self.SecondDev()
result = result * (sd2.transpose())
elif step == "RAW":
total = result
elif step == "SNV":
self.snv()
result = result * (snv_data.transpose())
elif step == "MSC":
sp = x
nos = x.shape[0]
wave = x.shape[1]
meansp = np.mean(sp, axis=0)
lbd = np.array(range(0, wave))
Ym = np.polyfit(lbd, meansp, 1)
slopem = Ym[0]
interm = Ym[1]
Y = np.zeros([nos, 2])
for i in range(0, nos):
Y[i, :] = np.polyfit(lbd, sp[i, :], 1)
slope = np.tile(Y[:, 0], (wave, 1)).T
inter = np.tile(Y[:, 1], (wave, 1)).T
spmsc = (sp - inter) / slope
spmsc = np.multiply(spmsc, slopem) + np.tile(
interm, (nos, wave))
# result = spmsc
result = result * (spmsc.transpose())
elif step == "Smoothing Size":
s = s_3
g = g_3
self.smooth_x()
result = result * (smooth.transpose())
result4 = sum(result) + int(
self.systemconfig.spinBox_7.value())
print("cal result4 :", result)
self.dashborad.figure3.clear()
ax2 = self.dashborad.figure3.add_subplot(111)
result4 = result[0][0]
self.dashborad.result4.setText(str(int(result4)))
list_tmp4.append(result4)
x_coordinates4.append(now.strftime('%H:%M:%S'))
ax2.plot(x_coordinates4, list_tmp4)
ax2.set_xlabel('Time')
ax2.set_ylabel('Result')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure3))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates4,
rotation=90,
fontsize=8)
self.dashborad.canvas3.draw()
print("draw 4 succ !!")
if (file_5 != ""):
print("file_1")
B = x_5
x = x_5
X = np.array(X)
steps = [
self.prepro.comboBox.currentText(),
self.prepro.comboBox2.currentText(),
self.prepro.comboBox3.currentText()
]
result = (X.transpose()).dot(B)
for step in steps:
if step == "1st Derivative":
s = s_1
g = g_1
self.FirstDev()
result = result * (sd1.transpose())
elif step == "2nd Derivative":
s = s_2
g = g_2
self.SecondDev()
result = result * (sd2.transpose())
elif step == "RAW":
total = result
elif step == "SNV":
self.snv()
result = result * (snv_data.transpose())
elif step == "MSC":
sp = x
nos = x.shape[0]
wave = x.shape[1]
meansp = np.mean(sp, axis=0)
lbd = np.array(range(0, wave))
Ym = np.polyfit(lbd, meansp, 1)
slopem = Ym[0]
interm = Ym[1]
Y = np.zeros([nos, 2])
for i in range(0, nos):
Y[i, :] = np.polyfit(lbd, sp[i, :], 1)
slope = np.tile(Y[:, 0], (wave, 1)).T
inter = np.tile(Y[:, 1], (wave, 1)).T
spmsc = (sp - inter) / slope
spmsc = np.multiply(spmsc, slopem) + np.tile(
interm, (nos, wave))
# result = spmsc
result = result * (spmsc.transpose())
elif step == "Smoothing Size":
s = s_3
g = g_3
self.smooth_x()
result = result * (smooth.transpose())
result5 = sum(result) + int(
self.systemconfig.spinBox_8.value())
print("cal result5 :", result)
self.dashborad.figure4.clear()
ax2 = self.dashborad.figure4.add_subplot(111)
x_coordinates5.append(now.strftime('%H:%M:%S'))
result5 = result[0][0]
self.dashborad.result5.setText(str(int(result5)))
list_tmp5.append(result5)
ax2.plot(x_coordinates5, list_tmp5)
ax2.set_xlabel('Time')
ax2.set_ylabel('Result')
gs = gridspec.GridSpec(3, 1)
ax2.set_position(gs[0:2].get_position(
self.dashborad.figure4))
ax2.set_subplotspec(gs[0:2])
ax2.set_xticklabels(x_coordinates5,
rotation=90,
fontsize=8)
self.dashborad.canvas4.draw()
print("draw 5 succ !!")
count_graph = count_graph + 1
def setupUi(self):
self.dashborad.buttonSysConfig.clicked.connect(self.systemconfig.show)
self.dashborad.buttonSysConfig.clicked.connect(self.dashborad.hide)
self.dashborad.buttonPrePro.clicked.connect(self.prepro.show)
self.dashborad.buttonPrePro.clicked.connect(self.dashborad.hide)
# self.prepro.btnBack.clicked.connect(self.prepro.centralwidget.hide)
# self.prepro.btnBack.clicked.connect(self.dashborad.centralwidget.show)
self.prepro.pushButton_3.clicked.connect(self.prepro.hide)
self.prepro.pushButton_3.clicked.connect(self.dashborad.show)
self.systemconfig.pushButton_3.clicked.connect(self.systemconfig.hide)
self.systemconfig.pushButton_3.clicked.connect(self.dashborad.show)
self.systemconfig.btn_Upload.clicked.connect(self.specific)
# self.systemconfig.btnBack.clicked.connect(self.systemconfig.centralwidget.hide)
# self.systemconfig.btnBack.clicked.connect(self.dashborad.centralwidget.show)
self.systemconfig.btn1.clicked.connect(self.getbtn1)
self.systemconfig.btn2.clicked.connect(self.getbtn2)
self.systemconfig.btn3.clicked.connect(self.getbtn3)
self.systemconfig.btn4.clicked.connect(self.getbtn4)
self.systemconfig.btn5.clicked.connect(self.getbtn5)
self.dashborad.START.clicked.connect(self.getWave)
self.dashborad.STOP.clicked.connect(self.getApply)
self.systemconfig.pushButton_4.clicked.connect(self.getApply)
self.prepro.pushButton_4.clicked.connect(self.getPrepair)
# self.systemconfig.btnApply.clicked.connect(self.getApply)
# self.prepro.btnApply.clicked.connect(self.getPrepair)
self.prepro.Export.clicked.connect(self.getTxt)
def specific(self):
global file_spec
myPath = str(
QtWidgets.QFileDialog.getExistingDirectory(self,
"Select Directory"))
file_spec = []
for txtfile in glob.glob(os.path.join(myPath, '*.txt')):
file_spec.append(txtfile)
print("specific path:", myPath, ",numbers :", len(file_spec))
self.systemconfig.Label_Upload.setText(str(myPath))
def getPrepair(self):
print("[func] : getPrepair")
global g_1, g_2, g_3, s_1, s_2, s_3
g_1 = int(self.prepro.spinBox_7.value())
s_1 = int(self.prepro.spinBox_Seg_1st.value())
g_2 = int(self.prepro.spinBox_8.value())
s_2 = int(self.prepro.spinBox_Seg_2nd.value())
g_3 = int(self.prepro.spinBox_grab_Smoothing_w.value())
s_3 = int(self.prepro.spinBox_Seg_Smoothing.value())
print("1st :", g_1, s_1)
print("2nd :", g_2, s_2)
print("Smooth :", g_3, s_3)
self.prepro.hide()
self.dashborad.show()
def getbtn1(self):
print()
global file_1
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_1 = fname[0]
file_tmp = imagePath.split("/")
self.systemconfig.label_1_.setText(file_tmp[len(file_tmp) - 1])
def getbtn2(self):
global file_2
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_2 = fname[0]
file_tmp = imagePath.split("/")
self.systemconfig.label_2_.setText(file_tmp[len(file_tmp) - 1])
def getbtn3(self):
global file_3
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_3 = fname[0]
file_tmp = imagePath.split("/")
self.systemconfig.label_3_.setText(file_tmp[len(file_tmp) - 1])
def getbtn4(self):
global file_4
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_4 = fname[0]
file_tmp = imagePath.split("/")
self.systemconfig.label_4_.setText(file_tmp[len(file_tmp) - 1])
def getbtn5(self):
global file_5
fname = QtWidgets.QFileDialog.getOpenFileName(self, 'Open file', 'c:/',
"files (*.csv)")
imagePath = fname[0]
file_5 = fname[0]
file_tmp = imagePath.split("/")
self.systemconfig.label_5_.setText(file_tmp[len(file_tmp) - 1])
def getTxt(self):
if (str(self.prepro.widget_name.text()) == "Type your name..."):
f = open("undefined.txt", "w")
else:
f = open(str(self.prepro.widget_name.text()) + ".txt", "w")
f.write(
str(self.dashborad.label_result1.text()) + " = " +
str(self.dashborad.result1.text()) + "\n")
f.write(
str(self.dashborad.label_result2.text()) + " = " +
str(self.dashborad.result2.text()) + "\n")
f.write(
str(self.dashborad.label_result3.text()) + " = " +
str(self.dashborad.result3.text()) + "\n")
f.write(
str(self.dashborad.label_result4.text()) + " = " +
str(self.dashborad.result4.text()) + "\n")
f.write(
str(self.dashborad.label_result5.text()) + " = " +
str(self.dashborad.result5.text()) + "\n")
f.close()
self.prepro.hide()
self.dashborad.show()
def getApply(self):
print("[func] : getApply")
global file_1, file_2, file_3, file_4, file_5
global x_1, x_2, x_3, x_4, x_5
global x_coordinates1, list_tmp1
global x_coordinates2, list_tmp2
global x_coordinates3, list_tmp3
global x_coordinates4, list_tmp4
global x_coordinates5, list_tmp5
global result1, result2, result3, result4, result5
global count_graph, clickStart
clickStart = False
result1 = []
result2 = []
result3 = []
result4 = []
result5 = []
count_graph = 0
x_coordinates1 = []
x_coordinates2 = []
x_coordinates3 = []
x_coordinates4 = []
x_coordinates5 = []
list_tmp1 = []
list_tmp2 = []
list_tmp3 = []
list_tmp4 = []
list_tmp5 = []
if (file_1 != ""):
print(file_1)
X = pd.read_csv(file_1, header=None)
x_1 = np.array(X)
if (file_2 != ""):
print(file_2)
X = pd.read_csv(file_2, header=None)
x_2 = np.array(X)
if (file_3 != ""):
print(file_3)
X = pd.read_csv(file_3, header=None)
x_3 = np.array(X)
if (file_4 != ""):
print(file_4)
X = pd.read_csv(file_4, header=None)
x_4 = np.array(X)
if (file_5 != ""):
print(file_5)
X = pd.read_csv(file_5, header=None)
x_5 = np.array(X)
self.systemconfig.hide()
self.dashborad.show()
def getWave(self):
global clickStart
clickStart = True
print("[func] : getWave")
def FirstDev(self):
global x, s, g, sd1
xx = x.shape[0]
xy = x.shape[1]
sd1 = np.zeros([xx, xy])
for i in range(int(s + g / 2 + 0.5), int(xy - s - g / 2 + 0.5)):
sa = np.mean(x[:, int(i - s - g / 2 + 0.5):int(i - g / 2 - 0.5)],
axis=1)
sc = np.mean(x[:, int(i + g / 2 + 0.5):int(i + g / 2 - 0.5 + s)],
axis=1)
sd1[:, i] = sc - sa
def SecondDev(self):
global x, s, g, sd2
xx = x.shape[0]
xy = x.shape[1]
sd2 = np.zeros([xx, xy])
for i in range(int(np.dot(3 / 2, s) + g + 0.5),
int(xy - np.dot(3 / 2, s) - g + 0.5)):
x_c = np.mean(x[:,
int(i + s / 2 + g + 0.5):int(i + np.dot(3 / 2, s) +
g - 0.5)],
axis=1)
x_a = np.mean(x[:,
int(i - np.dot(3 / 2, s) - g + 0.5):int(i - s / 2 -
g - 0.5)],
axis=1)
x_b = np.mean(x[:, int(i - s / 2 + 0.5):int(i + s / 2 - 0.5)],
axis=1)
sd2[:, i] = (x_c) - np.dot(2, (x_b)) + (x_a)
def smooth_x(self):
global x, s, g, smooth
xx = x.shape[0]
xy = x.shape[1]
smooth = np.zeros([xx, xy])
for i in range(s + 1, xy - s):
sa = np.mean(x[:, int(i - s):int(i + s)], axis=1)
smooth[:, i] = sa
def snv(self):
global x, s, g, snv_data
xx = x.shape[0]
xy = x.shape[1]
mean_x = np.mean(x, axis=1)
print("mean_x", mean_x)
std_d = np.std(x, axis=1)
print("std_d", std_d)
meand = np.tile(mean_x, (xy, 1)).T
stdd = np.tile(std_d, (xy, 1)).T
print("meand,stdd", meand, stdd)
snv_dataSetting = np.seterr(divide='ignore', invalid='ignore')
snv_data = (x - meand) / stdd