我正在与PyQt5一起尝试为我的数据分析工具生成一个GUI。我的问题是我不了解如何嵌入具有完整功能的matplotlib图。
所有有关PyQt5的教程以及如何嵌入matplotlib都展示了一种非常简单的方法,它们可以直接在代码中创建所有图形对象。我不想这样做,因为我的GUI是用Qt Designer生成的。我创建了一个QWidget来绘制数据。因此,我将UI文件导入代码:
#!/usr/bin/env python3
# -*- coding: utf-8 -*-
import sys
import numpy as np
from PyQt5.QtGui import QPixmap
from PyQt5 import QtCore, QtWidgets
from PyQt5.QtWidgets import QMainWindow, QLabel, QGridLayout, QWidget, QTableWidget, QTableWidgetItem
from PyQt5.QtWidgets import QApplication, QWidget, QInputDialog, QLineEdit, QFileDialog
from PyQt5.QtWidgets import QPushButton
from PyQt5.QtCore import QSize
from PyQt5 import QtCore, QtGui, uic
import matplotlib
matplotlib.use('QT5Agg')
import matplotlib.pylab as plt
from matplotlib.backends.qt_compat import QtCore, QtWidgets, is_pyqt5
from matplotlib.backends.backend_qt5agg import FigureCanvas, NavigationToolbar2QT as NavigationToolbar
from matplotlib.figure import Figure
class MyWindow(QMainWindow):
def __init__(self):
super(MyWindow, self).__init__()
self.ui = uic.loadUi('test.ui', self)
# test data
data = np.array([0.7,0.7,0.7,0.8,0.9,0.9,1.5,1.5,1.5,1.5])
fig, ax1 = plt.subplots()
bins = np.arange(0.6, 1.62, 0.02)
n1, bins1, patches1 = ax1.hist(data, bins, alpha=0.6, density=False, cumulative=False)
# plot
self.plotWidget = FigureCanvas(fig)
# add toolbar
self.addToolBar(QtCore.Qt.BottomToolBarArea, NavigationToolbar(self.plotWidget, self))
#########################################
# show window
self.show()
#########################################
if __name__ == '__main__':
app = QtWidgets.QApplication(sys.argv)
window = MyWindow()
sys.exit(app.exec_())
这是Qt Designer创建的test.ui文件:
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>Form</class>
<widget class="QWidget" name="Form">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>772</width>
<height>650</height>
</rect>
</property>
<property name="windowTitle">
<string>Form</string>
</property>
<widget class="QWidget" name="plotWidge" native="true">
<property name="geometry">
<rect>
<x>20</x>
<y>20</y>
<width>721</width>
<height>571</height>
</rect>
</property>
</widget>
</widget>
<resources/>
<connections/>
</ui>
发生的事情是,我可以在窗口中看到一个工具栏,但现在可以看到数据。我可以使用“保存”图标将图另存为图像。我认为我正在创建一个小部件对象的第二个实例,该实例与我在Qt Designer中创建的那个无关。
如何解决此问题? 预先感谢!
答案 0 :(得分:2)
我认为您感到困惑的是,您在Qt Designer中创建了一个名为plotWidge
的小部件,而您正在self.plotWidget = FigureCanvas(fig)
对其进行替换(即使名称重合,表示该操作不是已完成的操作),所以不会在Qt Designer中引起plotWidge
到content_plot
的混乱变化,因此必须在布局的帮助下将plotWidget
放在content_plot
中。
test.ui
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>Form</class>
<widget class="QWidget" name="Form">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>772</width>
<height>650</height>
</rect>
</property>
<property name="windowTitle">
<string>Form</string>
</property>
<widget class="QWidget" name="content_plot" native="true">
<property name="geometry">
<rect>
<x>20</x>
<y>20</y>
<width>721</width>
<height>571</height>
</rect>
</property>
</widget>
</widget>
<resources/>
<connections/>
</ui>
*。py
import sys
import numpy as np
from PyQt5 import QtCore, QtWidgets, uic
import matplotlib
matplotlib.use('QT5Agg')
import matplotlib.pylab as plt
from matplotlib.backends.backend_qt5agg import FigureCanvas
from matplotlib.backends.backend_qt5agg import NavigationToolbar2QT as NavigationToolbar
class MyWindow(QtWidgets.QMainWindow):
def __init__(self):
super(MyWindow, self).__init__()
uic.loadUi('test.ui', self)
# test data
data = np.array([0.7,0.7,0.7,0.8,0.9,0.9,1.5,1.5,1.5,1.5])
fig, ax1 = plt.subplots()
bins = np.arange(0.6, 1.62, 0.02)
n1, bins1, patches1 = ax1.hist(data, bins, alpha=0.6, density=False, cumulative=False)
# plot
self.plotWidget = FigureCanvas(fig)
lay = QtWidgets.QVBoxLayout(self.content_plot)
lay.setContentsMargins(0, 0, 0, 0)
lay.addWidget(self.plotWidget)
# add toolbar
self.addToolBar(QtCore.Qt.BottomToolBarArea, NavigationToolbar(self.plotWidget, self))
if __name__ == '__main__':
app = QtWidgets.QApplication(sys.argv)
window = MyWindow()
window.show()
sys.exit(app.exec_())
答案 1 :(得分:1)
通过在Python中使用super(),GUI设计变得更加灵活。使用Qt设计器创建GUI(.ui)之后,我们可以通过将其转换为python(.py)文件来进一步扩展其功能:pyuic5 -x test.ui -o test.py
对于那些寻求从Qt设计器开始到本教程code这样的结尾的解决方案的人:
test.ui
<?xml version="1.0" encoding="UTF-8"?>
<ui version="4.0">
<class>MainWindow</class>
<widget class="QMainWindow" name="MainWindow">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>800</width>
<height>600</height>
</rect>
</property>
<property name="windowTitle">
<string>MainWindow</string>
</property>
<widget class="QWidget" name="centralwidget">
<layout class="QGridLayout" name="gridLayout">
<item row="0" column="0">
<layout class="QHBoxLayout" name="horizontalLayout">
<item>
<widget class="QLabel" name="label">
<property name="text">
<string>Select Theme</string>
</property>
</widget>
</item>
<item>
<widget class="QComboBox" name="comboBox"/>
</item>
<item>
<widget class="QPushButton" name="pushButton">
<property name="text">
<string>Open</string>
</property>
</widget>
</item>
<item>
<spacer name="horizontalSpacer">
<property name="orientation">
<enum>Qt::Horizontal</enum>
</property>
<property name="sizeHint" stdset="0">
<size>
<width>40</width>
<height>20</height>
</size>
</property>
</spacer>
</item>
</layout>
</item>
<item row="1" column="0">
<layout class="QVBoxLayout" name="verticalLayout">
<item>
<spacer name="verticalSpacer">
<property name="orientation">
<enum>Qt::Vertical</enum>
</property>
<property name="sizeHint" stdset="0">
<size>
<width>20</width>
<height>40</height>
</size>
</property>
</spacer>
</item>
</layout>
</item>
</layout>
</widget>
<widget class="QMenuBar" name="menubar">
<property name="geometry">
<rect>
<x>0</x>
<y>0</y>
<width>800</width>
<height>22</height>
</rect>
</property>
<widget class="QMenu" name="menuFile">
<property name="title">
<string>File</string>
</property>
<addaction name="actionOpen_csv_file"/>
<addaction name="actionExit"/>
</widget>
<addaction name="menuFile"/>
</widget>
<widget class="QStatusBar" name="statusbar"/>
<action name="actionOpen_csv_file">
<property name="text">
<string>Open csv file</string>
</property>
</action>
<action name="actionExit">
<property name="text">
<string>Exit</string>
</property>
</action>
</widget>
<resources/>
<connections/>
</ui>
和完整编辑的test.py
from PyQt5 import QtCore, QtGui, QtWidgets
import matplotlib
import matplotlib.pyplot as plt
matplotlib.use('Qt5Agg')
from PyQt5 import QtCore, QtWidgets
from PyQt5.QtWidgets import QFileDialog
from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg, NavigationToolbar2QT as Navi
from matplotlib.figure import Figure
import seaborn as sns
import pandas as pd
import sip # can be installed : pip install sip
# We require a canvas class
import platform
# Use NSURL as a workaround to pyside/Qt4 behaviour for dragging and dropping on OSx
op_sys = platform.system()
if op_sys == 'Darwin':
from Foundation import NSURL
class MatplotlibCanvas(FigureCanvasQTAgg):
def __init__(self,parent=None, dpi = 120):
fig = Figure(dpi = dpi)
self.axes = fig.add_subplot(111)
super(MatplotlibCanvas,self).__init__(fig)
fig.tight_layout()
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(1440, 1000)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.gridLayout = QtWidgets.QGridLayout(self.centralwidget)
self.gridLayout.setObjectName("gridLayout")
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setObjectName("label")
self.horizontalLayout.addWidget(self.label)
self.comboBox = QtWidgets.QComboBox(self.centralwidget)
self.comboBox.setObjectName("comboBox")
self.horizontalLayout.addWidget(self.comboBox)
self.pushButton = QtWidgets.QPushButton(self.centralwidget)
self.pushButton.setObjectName("pushButton")
self.horizontalLayout.addWidget(self.pushButton)
spacerItem = QtWidgets.QSpacerItem(40, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.horizontalLayout.addItem(spacerItem)
self.gridLayout.addLayout(self.horizontalLayout, 0, 0, 1, 1)
self.verticalLayout = QtWidgets.QVBoxLayout()
self.verticalLayout.setObjectName("verticalLayout")
self.spacerItem1 = QtWidgets.QSpacerItem(20, 40, QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.Expanding)
self.verticalLayout.addItem(self.spacerItem1)
self.gridLayout.addLayout(self.verticalLayout, 1, 0, 1, 1)
MainWindow.setCentralWidget(self.centralwidget)
self.menubar = QtWidgets.QMenuBar(MainWindow)
self.menubar.setGeometry(QtCore.QRect(0, 0, 800, 22))
self.menubar.setObjectName("menubar")
self.menuFile = QtWidgets.QMenu(self.menubar)
self.menuFile.setObjectName("menuFile")
MainWindow.setMenuBar(self.menubar)
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.actionOpen_csv_file = QtWidgets.QAction(MainWindow)
self.actionOpen_csv_file.setObjectName("actionOpen_csv_file")
self.actionExit = QtWidgets.QAction(MainWindow)
self.actionExit.setObjectName("actionExit")
self.menuFile.addAction(self.actionOpen_csv_file)
self.menuFile.addAction(self.actionExit)
self.menubar.addAction(self.menuFile.menuAction())
self.retranslateUi(MainWindow)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
self.filename = ''
self.canv = MatplotlibCanvas(self)
self.df = []
self.toolbar = Navi(self.canv,self.centralwidget)
self.horizontalLayout.addWidget(self.toolbar)
self.themes = ['bmh', 'classic', 'dark_background', 'fast',
'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright',
'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark',
'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook',
'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk',
'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn',
'Solarize_Light2', 'tableau-colorblind10']
self.comboBox.addItems(self.themes)
self.pushButton.clicked.connect(self.getFile)
self.comboBox.currentIndexChanged['QString'].connect(self.Update)
self.actionExit.triggered.connect(MainWindow.close)
self.actionOpen_csv_file.triggered.connect(self.getFile)
def Update(self,value):
print("Value from Combo Box:",value)
plt.clf()
plt.style.use(value)
try:
self.horizontalLayout.removeWidget(self.toolbar)
self.verticalLayout.removeWidget(self.canv)
sip.delete(self.toolbar)
sip.delete(self.canv)
self.toolbar = None
self.canv = None
self.verticalLayout.removeItem(self.spacerItem1)
except Exception as e:
print(e)
pass
self.canv = MatplotlibCanvas(self)
self.toolbar = Navi(self.canv,self.centralwidget)
self.horizontalLayout.addWidget(self.toolbar)
self.verticalLayout.addWidget(self.canv)
self.canv.axes.cla()
ax = self.canv.axes
self.df.plot(ax = self.canv.axes)
legend = ax.legend()
legend.set_draggable(True)
ax.set_xlabel('X axis')
ax.set_ylabel('Y axis')
ax.set_title(self.Title)
self.canv.draw()
def getFile(self):
""" This function will get the address of the csv file location
also calls a readData function
"""
self.filename = QFileDialog.getOpenFileName(filter = "csv (*.csv)")[0]
print("File :", self.filename)
self.readData()
def readData(self):
""" This function will read the data using pandas and call the update
function to plot
"""
import os
base_name = os.path.basename(self.filename)
self.Title = os.path.splitext(base_name)[0]
print('FILE',self.Title )
self.df = pd.read_csv(self.filename,encoding = 'utf-8').fillna(0)
self.Update(self.themes[0]) # lets 0th theme be the default : bmh
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "MainWindow"))
self.label.setText(_translate("MainWindow", "Select Theme"))
self.pushButton.setText(_translate("MainWindow", "Open"))
self.menuFile.setTitle(_translate("MainWindow", "File"))
self.actionOpen_csv_file.setText(_translate("MainWindow", "Open csv file"))
self.actionExit.setText(_translate("MainWindow", "Exit"))
if __name__ == "__main__":
import sys
app = QtWidgets.QApplication(sys.argv)
MainWindow = QtWidgets.QMainWindow()
ui = Ui_MainWindow()
ui.setupUi(MainWindow)
MainWindow.show()
sys.exit(app.exec_())