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UI.py
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UI.py
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# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'UI.ui'
#
# Created by: PyQt5 UI code generator 5.11.3
#
# WARNING! All changes made in this file will be lost!
import sys
from PyQt5 import QtCore, QtGui, QtWidgets
import pandas as pd
import numpy as np
import tkinter as tk
from tkinter import filedialog
from main_encoder import mainencoder
from main_pca import mainpca
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(1500, 600)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.pushButton_main = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_main.setGeometry(QtCore.QRect(240, 400, 120, 40))
self.pushButton_main.setObjectName("pushButton_main")
self.pushButton_exit = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_exit.setGeometry(QtCore.QRect(450, 500, 93, 31))
self.pushButton_exit.setObjectName("pushButton_exit")
self.pushButton_pic = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_pic.setGeometry(QtCore.QRect(225, 500, 150, 31))
self.pushButton_pic.setObjectName("pushButton_pic")
self.pushButton_introduction = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_introduction.setGeometry(QtCore.QRect(50, 500, 91, 31))
self.pushButton_introduction.setObjectName("pushButton_introduction")
self.pushButton_open = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_open.setGeometry(QtCore.QRect(1290, 30, 50, 30))
self.pushButton_open.setObjectName("pushButton_open")
self.pushButton_export = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_export.setGeometry(QtCore.QRect(1350, 30, 50, 30))
self.pushButton_export.setObjectName("pushButton_export")
self.pushButton_analysis = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_analysis.setGeometry(QtCore.QRect(1180, 30, 100, 30))
self.pushButton_analysis.setObjectName("pushButton_analysis")
self.TextEdit = QtWidgets.QTextEdit(self.centralwidget)
self.TextEdit.setGeometry(QtCore.QRect(200, 200, 320, 150))
self.TextEdit.setObjectName("TextEdit")
self.comboBox = QtWidgets.QComboBox(self.centralwidget)
self.comboBox.setGeometry(QtCore.QRect(200, 100, 110, 50))
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox_data = QtWidgets.QComboBox(self.centralwidget)
self.comboBox_data.setGeometry(QtCore.QRect(800, 30, 130, 30))
self.comboBox_data.setObjectName("comboBox_data")
self.comboBox_data.addItem("")
self.comboBox_data.addItem("")
self.comboBox_data.addItem("")
self.comboBox_data.addItem("")
self.comboBox_data.addItem("")
font = QtGui.QFont()
font.setFamily("宋体")
font.setPointSize(13)
font.setBold(True)
font.setWeight(75)
self.label_sen1 = QtWidgets.QLabel(self.centralwidget)
self.label_sen1.setGeometry(QtCore.QRect(70, 250, 101, 41))
self.label_sen1.setFont(font)
self.label_sen1.setObjectName("sentence1")
self.label_sen2 = QtWidgets.QLabel(self.centralwidget)
self.label_sen2.setGeometry(QtCore.QRect(70, 200, 101, 41))
self.label_sen2.setFont(font)
self.label_sen2.setObjectName("sentence2")
self.label_sen3 = QtWidgets.QLabel(self.centralwidget)
self.label_sen3.setGeometry(QtCore.QRect(95, 400, 101, 41))
self.label_sen3.setFont(font)
self.label_sen3.setObjectName("sentence3")
self.label_sen4 = QtWidgets.QLabel(self.centralwidget)
self.label_sen4.setGeometry(QtCore.QRect(70, 100, 101, 41))
self.label_sen4.setFont(font)
self.label_sen4.setObjectName("sentence4")
self.label_sen5 = QtWidgets.QLabel(self.centralwidget)
self.label_sen5.setGeometry(QtCore.QRect(680, 30, 101, 31))
self.label_sen5.setFont(font)
self.label_sen5.setObjectName("sentence5")
self.tableWidget = QtWidgets.QTableWidget(self.centralwidget)
self.tableWidget.setGeometry(QtCore.QRect(650, 80, 790, 470))
self.tableWidget.setObjectName("tableWidget")
self.tableWidget.setColumnCount(0)
self.tableWidget.setRowCount(0)
self.tableWidget.setStyleSheet("selection-background-color:pink")
self.tableWidget.raise_()
MainWindow.setCentralWidget(self.centralwidget)
self.menubar = QtWidgets.QMenuBar(MainWindow)
self.menubar.setGeometry(QtCore.QRect(0, 0, 800, 26))
self.menubar.setObjectName("menubar")
MainWindow.setMenuBar(self.menubar)
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.retranslateUi(MainWindow)
self.pushButton_main.clicked.connect(self.btn_main_Press_clicked)
self.pushButton_exit.clicked.connect(MainWindow.close)
self.pushButton_open.clicked.connect(self.creat_table_show)
self.pushButton_pic.clicked.connect(self.picture)
# self.pushButton_export.clicked.connect()
self.pushButton_analysis.clicked.connect(self.analysis)
self.pushButton_introduction.clicked.connect(self.introduction)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle('感知差识别GUI')
MainWindow.setWindowIcon(QtGui.QIcon('panda'))
self.pushButton_main.setText(_translate("MainWindow", "感知差识别"))
self.pushButton_exit.setText(_translate("MainWindow", "退出"))
self.pushButton_pic.setText(_translate("MainWindow", "降维并聚类后的图片"))
self.pushButton_introduction.setText(_translate("MainWindow", "使用说明"))
self.pushButton_open.setText(_translate("MainWindow", "显示"))
self.pushButton_export.setText(_translate("MainWindow", "导出"))
self.pushButton_analysis.setText((_translate("MainWindow", "指标详情")))
self.label_sen1.setText(_translate("MainWindow", "识别数据"))
self.label_sen2.setText(_translate("MainWindow", "识别结果"))
self.label_sen3.setText(_translate("MainWindow", "识别"))
self.label_sen4.setText(_translate("MainWindow", "降维算法"))
self.label_sen5.setText(_translate("MainWindow", "数据选择"))
self.comboBox.setItemText(0, _translate("MainWindow", "自编码器"))
self.comboBox.setItemText(1, _translate("MainWindow", "主成分分析"))
self.comboBox_data.setItemText(0, _translate("MainWindow", "打开任意execl"))
self.comboBox_data.setItemText(1, _translate("MainWindow", "4-感知差识别数据"))
self.comboBox_data.setItemText(2, _translate("MainWindow", "3-验证数据"))
self.comboBox_data.setItemText(3, _translate("MainWindow", "2-问题小区数据"))
self.comboBox_data.setItemText(4, _translate("MainWindow", "1-感知不明数据"))
def btn_main_Press_clicked(self):
Alg = self.comboBox.currentText()
if Alg == "自编码器":
string, ECI, time, name = mainencoder()
self.TextEdit.setPlainText("识别结果："+string+"\n"+"\n"+'识别小区为：'+name+"\n"+"小区ECI为："+ECI+"\n"+"时间为："+time)
else:
string, ECI, time, name = mainpca()
self.TextEdit.setPlainText("识别结果："+string+"\n"+"\n"+'识别小区为：'+name +"\n"+"小区ECI为：" + ECI + "\n" + "时间为：" + time)
def introduction(self):
self.haoN = Ui_introduction()
self.haoN.show()
def picture(self):
root = tk.Tk()
root.withdraw()
path = filedialog.askopenfilename()
# 图片路径设置与图片加载
icon = QtGui.QIcon(path)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setColumnCount(1)
self.tableWidget.setRowCount(1)
self.tableWidget.setColumnWidth(0, 790)
self.tableWidget.setRowHeight(0, 470)
self.tableWidget.setHorizontalHeaderLabels(['图片展示'])
self.tableWidget.setVerticalHeaderLabels([''])
self.tableWidget.setIconSize(QtCore.QSize(800, 600))
item.setIcon(QtGui.QIcon(icon))
# 将条目加载到相应行列中
self.tableWidget.setItem(0, 0, item)
def creat_table_show(self):
file = self.comboBox_data.currentText()
if file == '打开任意execl':
root = tk.Tk()
root.withdraw()
path_openfile_name = filedialog.askopenfilename()
else:
path_openfile_name = 'F:\\PYTHON\\毕设\\'+file+'.xlsx'
if len(path_openfile_name) > 0:
# input_table = pd.read_excel(path_openfile_name, names=[''])
input_table = pd.read_excel(path_openfile_name,
names=['小区名', 'ECI', '时间', '页面响应成功率', '页面响应时延ms', '页面显示成功率',
'页面显示时延ms', '页面下载速率kbps', '移动视频初始播放成功率', '移动视频停顿次数每分钟',
'停顿时长占比', '初始缓存时延ms', '流媒体速率kbps', '即时通信响应成功率',
'即时通信响应时延', '移动业务游戏响应成功率', '移动业务游戏响应时延（ms）'])
input_table = input_table.drop(index=[0])
input_table_rows = input_table.shape[0]
input_table_colunms = input_table.shape[1]
input_table_header = input_table.columns.values.tolist()
self.tableWidget.setColumnCount(input_table_colunms)
self.tableWidget.setRowCount(input_table_rows)
self.tableWidget.setHorizontalHeaderLabels(input_table_header)
self.tableWidget.setVerticalHeaderLabels([str(i) for i in range(168)])
self.tableWidget.setColumnWidth(0, 130)
self.tableWidget.setRowHeight(0, 40)
for i in range(input_table_rows):
input_table_rows_values = input_table.iloc[[i]]
input_table_rows_values_array = np.array(input_table_rows_values)
input_table_rows_values_list = input_table_rows_values_array.tolist()[0]
for j in range(input_table_colunms):
input_table_items_list = input_table_rows_values_list[j]
input_table_items = str(input_table_items_list)
newItem = QtWidgets.QTableWidgetItem(input_table_items)
newItem.setTextAlignment(QtCore.Qt.AlignHCenter | QtCore.Qt.AlignVCenter)
self.tableWidget.setItem(i, j, newItem)
else:
self.centralWidget.show()
def analysis(self):
text = self.comboBox_data.currentText()
if text == '打开任意execl':
root = tk.Tk()
root.withdraw()
path = filedialog.askopenfilename()
else:
path = 'F:\\PYTHON\\毕设\\' + text + '.xlsx'
df = pd.read_excel(path, names=['小区名', 'ECI', '时间', '页面响应成功率', '页面响应时延ms', '页面显示成功率',
'页面显示时延ms', '页面下载速率kbps', '移动视频初始播放成功率', '移动视频停顿次数每分钟',
'停顿时长占比', '初始缓存时延ms', '流媒体速率kbps', '即时通信响应成功率',
'即时通信响应时延', '移动业务游戏响应成功率', '移动业务游戏响应时延（ms）'])
df.drop(index=[0], inplace=True)
df.drop(['小区名', 'ECI', '时间'], inplace=True, axis='columns')
mean_ = df.mean(axis=0, skipna=True)
max_ = df.max(axis=0, skipna=True)
min_ = df.min(axis=0, skipna=True)
median_ = df.median(axis=0, skipna=True)
std_ = df.std(axis=0, skipna=True)
mean = mean_.values.tolist()
max = max_.values.tolist()
min = min_.values.tolist()
median = median_.values.tolist()
std = std_.values.tolist()
rows = len(mean)
clos = 5
self.tableWidget.setColumnCount(clos)
self.tableWidget.setRowCount(rows)
self.tableWidget.setColumnWidth(0, 130)
self.tableWidget.setRowHeight(0, 40)
title = ['平均值', '最大值', '最小值', '中位数', '方差']
ROW = ['页面响应成功率', '页面响应时延ms', '页面显示成功率', '页面显示时延ms',
'页面下载速率kbps', '移动视频初始播放成功率', '移动视频停顿次数每分钟',
'停顿时长占比', '初始缓存时延ms', '流媒体速率kbps', '即时通信响应成功率',
'即时通信响应时延', '移动业务游戏响应成功率', '移动业务游戏响应时延（ms）']
self.tableWidget.setHorizontalHeaderLabels(title)
self.tableWidget.setVerticalHeaderLabels(ROW)
for j in range(rows):
mean__ = round(mean[j], 2)
max__ = max[j]
min__ = min[j]
median__ = median[j]
std__ = round(std[j], 2)
self.tableWidget.setItem(j, 0, QtWidgets.QTableWidgetItem(str(mean__)))
self.tableWidget.setItem(j, 1, QtWidgets.QTableWidgetItem(str(max__)))
self.tableWidget.setItem(j, 2, QtWidgets.QTableWidgetItem(str(min__)))
self.tableWidget.setItem(j, 3, QtWidgets.QTableWidgetItem(str(median__)))
self.tableWidget.setItem(j, 4, QtWidgets.QTableWidgetItem(str(std__)))
class Ui_introduction(QtWidgets.QWidget):
def __init__(self):
super(Ui_introduction, self).__init__()
self.setObjectName("shuoming")
self.setEnabled(True)
self.resize(500, 200)
self.setWindowTitle("课题的使用说明")
self.label = QtWidgets.QLabel(self)
self.label.setGeometry(QtCore.QRect(15, 0, 500, 200))
font = QtGui.QFont()
font.setPointSize(12)
self.label.setFont(font)
self.label.setObjectName("label")
self.label.setText("使用说明：\n"
"1.首先在\"降维算法\"处选择降维算法，点击\"感知差识别\"\n"
"2.在\"识别数据\"处显示感知差识别数据\n"
"3.在\"识别结果\"处显示感知差识别结果\n"
"4.点击\"降维和聚类后的图片\"可以展示降维效果\n"
"5.点击\"数据选择\"和\"显示\"可以显示数据\n"
"6.点击\"指数详情\"可以查看数据的各项指标\n"
"7.点击\"退出\"退出GUI界面")
if __name__ == '__main__':
app = QtWidgets.QApplication(sys.argv)
MainWindow = QtWidgets.QMainWindow()
ui = Ui_MainWindow()
ui.setupUi(MainWindow)
MainWindow.show()
sys.exit(app.exec_())