用途：绘制股票kline图
说明：
绘制基本的股票kline图及相关指标图如ma移动平均线等，绘制其他指标只需传入相关数据及线的颜色即可。
绘制鼠标移动显示交易时间及open,high,low,close
有两个版本的实现，一个是数据是list(tuple),一个是数据是pd.DataFrame,前一个版本的速度优于后者，故建议使用前者。（版本1较完善，版本2不够完善）
测试1：基本的类测试
测试2：在MainWindow中测试，你可以先用qt designer画好图，在要显示的区域设置控件widget,在应用中传入该控件即可。数据：
实例1数据类型及格式参考get_data()函数；实例2数据类型及格式在封装中做了说明类说明：# 自定义横坐标控件
class XaxisItem(pg.AxisItem):内部使用，不直接使用# 绘制指标线-ma移动平均
class DrawIndicatorLine(object):内部使用，不直接使用# 绘制蜡烛控件
class CandlestickItem(pg.GraphicsObject):内部使用，不直接使用# 应用类包装，主要应用；使用中将相关函数放入相应的指定位置即可
class UserPlt(QObject):@classmethoddef _init_plt(cls, xaxis_args=None):@classmethoddef _set_plot_style(cls, plt, width=None):@classmethoddef _set_Y_range(cls, plt, high=4400, low=2800, y_margin=0.05):@classmethoddef init_ui(cls,self,kline_data,xaxis_args=None,indicator_data=None,parent=None):@classmethoddef mouseMoved(cls, self, event):@classmethoddef draw_kline(cls, self, func, title_label=None):# 绘制蜡烛图控件为测试类
class PyQtGraphWidget(QtWidgets.QWidget):
使用方法：
步骤1：在界面初始化中添加UserPlt.init_ui(parent) 注1
步骤2：在该类中添加函数：UserPlt.draw_kline()，mouseMoved(self, event)
完成，就这么简单注1：
主要一定要传入界面中要显示图片的控件的widget,即parent=self.widget,
以下的类测试该参数为parent=None实例：
# 绘制蜡烛图控件为测试类
class PyQtGraphWidget(QtWidgets.QWidget):def __init__(self, kline_data, indicator_data=None):super(PyQtGraphWidget, self).__init__()self.init_ui(kline_data, xaxis_args, indicator_data,parent=None)def init_ui(self,kline_data,xaxis_args=None,indicator_data=None,parent=None):UserPlt.init_ui(self, kline_data, xaxis_args, indicator_data,parent)def draw_kline(self):'''k线图'''UserPlt.draw_kline(self, self.mouseMoved, self.title_label)def mouseMoved(self, event):UserPlt.mouseMoved(self, event)#=====================================================
#以下为测试程序：
# 测试1
if __name__ == '__main__':app = QtWidgets.QApplication(sys.argv)kline_data, ma_data, xaxis_args = get_data()win = PyQtGraphWidget(kline_data, ma_data)win.show()win.draw_kline()sys.exit(app.exec_())

实例1： 先贴出效果图

#!/usr/bin/env python
# -*- coding: utf-8 -*-# @Project:TcyQuantTrade
# @Module:dd1# @Author:       tcy
# @Date:         2022/5/10  0:51
# @Emial:        3615693665@qq.com
# @Version:     1.18
# @Last Modified time:
# @City:           China Shanghai Songjiang Xiaokunshan
# @Company:  Weishi Machinery Manufacturing Priorityimport sys
from PyQt5 import QtCore, QtGui, QtWidgets
from PyQt5.QtCore import Qt
from typing import Any, Dict
import pyqtgraph as pg
from PyQt5.QtCore import pyqtSignal, QEvent, QObject, QMutex_xaxis_args = {'show_xaxis_line': True,  # 显示x轴线'show_xaxis_tick': True,  # 显示x轴刻度线'show_xaxis_text': True,  # 显示x轴文本'xaxis_text_rotate': -30,    # x轴文本倾斜角度-文本左倾斜30度'xaxis_text_height': 50,     # 显示x轴文本的高度'tick_font': None,              # xy刻度字体'xaxis_data_n': None       # 显示x轴数据数量
}def get_data():#kline数据candle_data = [(0, 9, 16, 8, 15),(1, 10, 15, 5, 13),(2, 13, 20, 9, 17),(3, 17, 23, 11, 14),(4, 14, 19, 5, 15),]kline_data = {'kline_title': 'K线图','x_tick': [(i, '2022-01-1%s' % v) for i, v in enumerate(range(5))],'xy': candle_data,  # 第一列为x轴数据，其他为y轴数据}kline_data['tick_gap'] = kline_data['xy'][1][0] - kline_data['xy'][0][0]kline_data['candle_halfwidth'] = kline_data['tick_gap'] / 3.#指标线数据-mamadata = [(0, 9, 16, 8),(1, 10, 15, 5),(2, 13, 20, 9),(3, 17, 23, 33),(4, 14, 19, 22),]ma_data = {'data': madata, 'colors': ['r', 'b', 'g']}#轴参数设置xaxis_args =  _xaxis_argsreturn kline_data, ma_data,xaxis_args# 自定义横坐标控件
class XaxisItem(pg.AxisItem):def __init__(self, orientation='bottom', xaxis_args: dict = None):'''参数：orientation:str='bottom'xaxis_args={'show_xaxis_line:bool':True,#显示x轴线'show_xaxis_tick':True,#显示x轴刻度线'show_xaxis_text':True,#显示x轴文本'xaxis_text_rotate':30,#显示x轴文本选择角度'xaxis_text_height':50,#显示x轴文本的高度'xaxis_data_n:int=None#显示x轴数据数量}'''self._xaxis_args = xaxis_args if xaxis_args else _xaxis_argssuper(XaxisItem, self).__init__(orientation)self.set_height()def _draw_xaxis_line(self, p, axisSpec: '[pen, p1, p2]'):'''绘制x轴长横线（坐标线）'''pen, p1, p2 = axisSpecp.setPen(pen)p.drawLine(p1, p2)p.translate(0.5, 0)  # 解决了一些该死的像素模糊性def _draw_xaxis_ticks(self, p, tickSpecs: '[pen, p1, p2]'):'''绘制x轴刻度线'''for pen, p1, p2 in tickSpecs:p.setPen(pen)p.drawLine(p1, p2)def _draw_xaxis_text(self, p, textSpecs: '[rect, flags, text]'):'''绘制x轴倾斜文本'''if self._xaxis_args['tick_font']:p.setFont(self._xaxis_args['tick_font'])p.setPen(self.pen())for rect, flags, text in textSpecs:  # 这是最重要的部分p.save()p.translate(rect.x(), rect.y())if self._xaxis_args['show_xaxis_text']:p.rotate(self._xaxis_args['xaxis_text_rotate'])w, h = int(rect.width()), int(rect.height())p.drawText(-w, h, w, h, int(flags), text)p.restore()  # 恢复painter是必需的def drawPicture(self, p, axisSpec, tickSpecs, textSpecs):  # 不能更名p.setRenderHint(p.Antialiasing, False)       # 设置渲染-反锯齿p.setRenderHint(p.TextAntialiasing, True)  # 消除混叠现象if self._xaxis_args['show_xaxis_line']:self._draw_xaxis_line(p, axisSpec)if self._xaxis_args['show_xaxis_tick']:self._draw_xaxis_ticks(p, tickSpecs)if self._xaxis_args['show_xaxis_text']:self._draw_xaxis_text(p, textSpecs)def set_height(self):if self._xaxis_args['show_xaxis_text']:self.setHeight(self._xaxis_args['xaxis_text_height'])# 绘制指标线-ma移动平均
class DrawIndicatorLine(object):@classmethoddef _set_pen_brush(cls, p, color_pen='g', color_bursh=None):p.setPen(pg.mkPen(color_pen))if color_bursh:p.setBrush(pg.mkBrush(color_bursh))@classmethoddef draw_line(cls, p, x1, y1, x2, y2, color_pen='c', color_bursh=None):def point(x, y): return QtCore.QPointF(x, y)cls._set_pen_brush(p, color_pen, color_bursh)p.drawLine(point(x1, y1), point(x2, y2))@classmethoddef draw_ma_lines(cls, p, ma_data: dict = None, xaxis_tick_gap=1):'''ma_data:dictma_data={'data':[(),(),...],tuple[0] is x axis,tuple[1:] is mult y axis data'colors':=[]  indicator line color'''if ma_data is None:returndata = ma_data['data']colors = ma_data['colors']n = len(data[0][1:])pre_madata = [0] * n  # 前一个数据-n=数据长度if colors is None:colors = ['g'] * n  # ma线数量for i, ma in enumerate(data):x, y = ma[0], ma[1:]x1 = (x - 1) * xaxis_tick_gapx2 = x * xaxis_tick_gapfor j, v in enumerate(y):  # 绘制多条ma线if pre_madata[j] != 0:cls.draw_line(p, x1, pre_madata[j], x2, v, colors[j])pre_madata[j] = v# 绘制蜡烛控件
class CandlestickItem(pg.GraphicsObject):'''创建GraphicsObject子类。唯一需要方法paint()和 boundingRect()'''def __init__(self, kline_data, indicator_data: dict = None):'''self.kline_data:dict keys= ['kline_title', 'x_tick': , 'xy','tick_gap','candle_halfwidth']self.kline_data['kline_title' ]:strself.kline_data['x_tick']        x axis time strself.kline_data['xy']              x,y axis kline_data:list(tuple)self.kline_data['xy'][:][0]   x axis kline_data int or floatself.kline_data['xy'][:][1:]  y axis kline_data:tuple  (open, high,low,close)self.kline_data[''tick_gap']   int or floatself.kline_data['candle_halfwidth'] int or floatself.indicator_data:dict        指标线数据'''pg.GraphicsObject.__init__(self)self.kline_data = kline_dataself.indicator_data = indicator_dataself.gen_picture()def gen_picture(self):'''预计算QPicture对象允许paint()运行得更快，而不是每次都重新画出形状'''self.picture = QtGui.QPicture()p = QtGui.QPainter(self.picture)w = self.kline_data['candle_halfwidth']for (x, open, high, low, close) in self.kline_data['xy']:color = 'g' if open > close else 'r'p.setPen(pg.mkPen(color))p.setBrush(pg.mkBrush(color))p.drawLine(QtCore.QPointF(x, low), QtCore.QPointF(x, high))p.drawRect(QtCore.QRectF(x - w, open, w * 2, close - open))# 绘制指标线-matick_gap=self.kline_data['tick_gap']DrawIndicatorLine.draw_ma_lines(p,self.indicator_data,tick_gap)p.end()def paint(self, p, *args):p.drawPicture(0, 0, self.picture)def boundingRect(self):'''boundingRect 边界区域必须指示要绘制的整个区域否则我们就会得到工件，并有可能崩溃。(在这种情况下，QPicture为我们完成了计算rect边界的所有工作)'''return QtCore.QRectF(self.picture.boundingRect())# 应用类包装
class UserPlt(QObject):def __init__(self):super(UserPlt, self).__init__()@classmethoddef _init_plt(cls, xaxis_args=None):xaxis = XaxisItem(orientation='bottom', xaxis_args=xaxis_args)plt = pg.PlotWidget(axisItems={'bottom': xaxis})plt.setMouseEnabled(x=True, y=False)plt.enableAutoRange(x=False, y=True)plt.setAutoVisible(x=False, y=True)UserPlt._set_plot_style(plt,width=xaxis_args['xaxis_data_n'])UserPlt._set_Y_range(plt,high=100,low=0,y_margin=0.05)return plt@classmethoddef _set_plot_style(cls, plt, width=None):# plt.setMouseEnabled(x=False, y=False)  # 禁止鼠标拖动-禁止轴向操作if width is not None:plt.setXRange(-1, width + 1, padding=0)  # x轴多显示一些区域plt.showGrid(x=False, y=True)                     # 显示网格线color = QtGui.QColor(110, 110, 110)     #浅灰色plt.getAxis('bottom').setTextPen(color)  # x轴颜色plt.getAxis('bottom').setPen(color)         # x轴刻度颜色plt.getAxis('left').setTextPen(color)         # y轴颜色plt.getAxis('left').setPen(color)               # y轴刻度颜色@classmethoddef _set_Y_range(cls, plt, high=4400, low=2800, y_margin=0.05):delta = high - lowdelta_t = delta * y_margin * 0.5plt.setYRange(low - delta_t, high + delta_t, padding=0)  # y轴范围@classmethoddef init_ui(cls,self,kline_data,xaxis_args=None,indicator_data=None,parent=None):'''kline_data:dict kline数据,xaxis_args=None,x轴参数parent=None 父窗口的控件-也就是要在其中显示的控件如self.widget'''self.kline_data = kline_dataself.indicator_data = indicator_datapg.setConfigOption('background', QtGui.QColor(0, 0, 0))pg.setConfigOption('foreground', 'r')self.vLine = pg.InfiniteLine(angle=90, movable=False)self.hLine = pg.InfiniteLine(angle=0, movable=False)self.label = pg.TextItem()self.title_label = QtWidgets.QLabel('折线图')self.title_label.setAlignment(Qt.AlignCenter)self.plt = cls._init_plt(xaxis_args)my_verticalLayout = QtGui.QVBoxLayout(parent)my_verticalLayout.setObjectName("my_verticalLayout")my_verticalLayout.setContentsMargins(0, 0, 0, 0)if __name__ == '__main__':my_verticalLayout.addWidget(self.title_label)my_verticalLayout.addWidget(self.plt)self.setLayout(my_verticalLayout)# 设置显示鼠标跟随'+'线及文本@classmethoddef _exists_pos_mouse_move_text(cls, self, mousePoint, idx):f_pos = mousePoint.x()n = len(self.kline_data['xy'])min = idx * self.kline_data['tick_gap'] - \self.kline_data['candle_halfwidth']max = idx * self.kline_data['tick_gap'] + \self.kline_data['candle_halfwidth']return f_pos >= min and f_pos <= max and idx >= 0 and idx < n@classmethoddef _set_mouse_move_text(cls, self, mousePoint, idx, enable=True):html_str = ''if enable:lst = ['<p style="color:white;font-size:10px;font-weight:bold;">&nbsp;']lst.append(self.kline_data['x_tick'][idx][1])lst.append('&nbsp;')# y, open,high,low closefor i, v in enumerate(['开盘', '最高', '最低', '收盘']):xy = self.kline_data['xy']lst.append('<br/>&nbsp;%s:%s' % (v, xy[idx][i + 1]))lst.append('</p>')html_str = ''.join(lst)self.label.setHtml(html_str)self.label.setPos(mousePoint.x(), mousePoint.y())self.vLine.setPos(mousePoint.x())self.hLine.setPos(mousePoint.y())@classmethoddef mouseMoved(cls, self, event):pos = event[0]if self.plt.sceneBoundingRect().contains(pos):mousePoint = self.vb.mapSceneToView(pos)idx = int(mousePoint.x() + self.kline_data['candle_halfwidth'])disp_flag = cls._exists_pos_mouse_move_text(self, mousePoint, idx)cls._set_mouse_move_text(self, mousePoint, idx, disp_flag)@classmethoddef draw_kline(cls, self, func, title_label=None):'''绘制k线图'''self.plt.clear()if title_label:title_label.setText(self.kline_data['kline_title'])xaxis = self.plt.getAxis('bottom')xaxis.setTicks([self.kline_data['x_tick']])candle_item = CandlestickItem(self.kline_data, self.indicator_data)self.plt.addItem(candle_item)self.plt.addItem(self.vLine, ignoreBounds=True)self.plt.addItem(self.hLine, ignoreBounds=True)self.plt.addItem(self.label, ignoreBounds=True)self.vb = self.plt.getViewBox()self.proxy = pg.SignalProxy(self.plt.scene().sigMouseMoved,rateLimit=60,slot=func)# 显示整条折线图self.plt.enableAutoRange()# =============================================================
# 绘制蜡烛图控件
class PyQtGraphWidget(QtWidgets.QWidget):def __init__(self, kline_data, indicator_data=None):super(PyQtGraphWidget, self).__init__()self.init_ui(kline_data, xaxis_args, indicator_data,parent=None)def init_ui(self,kline_data,xaxis_args=None,indicator_data=None,parent=None):UserPlt.init_ui(self, kline_data, xaxis_args, indicator_data,parent)def draw_kline(self):'''k线图'''UserPlt.draw_kline(self, self.mouseMoved, self.title_label)def mouseMoved(self, event):UserPlt.mouseMoved(self, event)#=====================================================
#以下为测试程序：
# 测试1
if __name__ == '__main__':app = QtWidgets.QApplication(sys.argv)kline_data, ma_data, xaxis_args = get_data()win = PyQtGraphWidget(kline_data, ma_data)win.show()win.draw_kline()sys.exit(app.exec_())#测试2：# 原文链接：https: // blog.csdn.net / m0_37967652 / article / details / 123248250

#!/usr/bin/env python
# -*- coding: utf-8 -*-# @Project:TcyQuantTrade
# @Module:test_dd# @Author:       tcy
# @Date:         2022/5/12  9:52
# @Emial:        3615693665@qq.com
# @Version:     1.18
# @Last Modified time:
# @City:           China Shanghai Songjiang Xiaokunshan
# @Company:  Weishi Machinery Manufacturing Priorityfrom PyQt5.QtWidgets import QMainWindow, QWidget, QApplication
from dlg.tcy_kline import *
from dlg.tcy_kline_ui_main_window import Ui_MainWindowclass MainWindow(QMainWindow, Ui_MainWindow):main_win_exit_signal = pyqtSignal(object)def __init__(self, parent=None):super(MainWindow, self).__init__(parent)self.setupUi(self)kline_data, ma_data, xaxis_args=get_data()UserPlt.init_ui(self, kline_data, xaxis_args, ma_data, parent=self.widget)def draw_kline(self,title_label=None):'''k线图'''UserPlt.draw_kline(self,self.mouseMoved,title_label)def mouseMoved(self, event):UserPlt.mouseMoved(self, event)if __name__ == '__main__':app = QApplication(sys.argv)win = MainWindow()win.show()win.draw_kline()sys.exit(app.exec())

实例2：效果图

#!/usr/bin/env python
# -*- coding: utf-8 -*-# @Project:TcyQuantTrade
# @Module:test_dd# @Author:       tcy
# @Date:         2022/5/12  9:52
# @Emial:        3615693665@qq.com
# @Version:     1.18
# @Last Modified time:
# @City:           China Shanghai Songjiang Xiaokunshan
# @Company:  Weishi Machinery Manufacturing Priorityfrom PyQt5.QtWidgets import QMainWindow, QWidget, QApplication
from PyQt5.QtCore import pyqtSignal, QEvent, QObject, QMutex
from dlg.tcy_kline_df import *
from dlg.tcy_kline_ui_main_window import Ui_MainWindowclass MainWindow(QMainWindow, Ui_MainWindow):main_win_exit_signal = pyqtSignal(object)def __init__(self, parent=None):super(MainWindow, self).__init__(parent)self.setupUi(self)self.verticalLayout_2 = QtGui.QVBoxLayout(self.widget)self.verticalLayout_2.setObjectName("verticalLayout")self.verticalLayout_2.setObjectName("verticalLayout_2")self.verticalLayout_2.setContentsMargins(0, 0, 0, 0)self.drawChart = DrawChart(get_data(), x_axis_tick_gap=1.0, candleline_halfwidth_ratio=0.3)self.verticalLayout_2.addWidget(self.drawChart.pyqtgraphDrawChart())if __name__ == '__main__':app = QApplication(sys.argv)win = MainWindow()win.show()sys.exit(app.exec())

#!/usr/bin/env python
# -*- coding: utf-8 -*-# @Project:TcyQuantTrade
# @Module:dd# @Author:       tcy
# @Date:         2022/5/4  21:12
# @Emial:        3615693665@qq.com
# @Version:     1.18
# @Last Modified time:
# @City:           China Shanghai Songjiang Xiaokunshan
# @Company:  Weishi Machinery Manufacturing Priorityimport sys
import pandas as pd
from PyQt5 import QtCore, QtGui
import datetime
import pyqtgraph as pgimport cgitb#关于QT异常直接退出没有报错的情况，查bug比较麻烦# 这句放在所有程序开始前，这样就可以正常打印异常了
cgitb.enable(format="text")#测试数据格式
def get_data(file=r'C:\Users\Administrator\Desktop\m22051.csv'):'''日期,open,high,low,close,vol,成交额,持仓量,ma5,ma10,ma20,symbol,结束时间日期  open  high   low  ...      持仓量     ma5    ma10     ma200    2021/6/17  3309  3311  3239  ...    27582  3347.8  3373.7  3344.801    2021/6/18  3216  3246  3151  ...    30270  3300.6  3351.2  3337.252    2021/6/21  3202  3232  3196  ...    30785  3253.8  3336.0  3331.75'''df = pd.read_csv(file)cols = ['日期', 'open', 'high', 'low', 'close', 'vol', '成交额', '持仓量', 'ma5', 'ma10', 'ma20']df = df[cols]df.reset_index(inplace=True, drop=True)return dfclass Ui_MainWindow(object):def setupUi(self, MainWindow):MainWindow.setObjectName("MainWindow")MainWindow.resize(800, 600)self.centralwidget = QtGui.QWidget(MainWindow)self.centralwidget.setObjectName("centralwidget")self.verticalLayout_2 = QtGui.QVBoxLayout(self.centralwidget)self.verticalLayout_2.setObjectName("verticalLayout")self.verticalLayout_2.setObjectName("verticalLayout_2")self.verticalLayout_2.setContentsMargins(0, 0, 0, 0)MainWindow.setCentralWidget(self.centralwidget)self.menubar = QtGui.QMenuBar(MainWindow)self.menubar.setGeometry(QtCore.QRect(0, 0, 800, 31))self.menubar.setObjectName("menubar")MainWindow.setMenuBar(self.menubar)self.drawChart = DrawChart(get_data(),x_axis_tick_gap=1.0,candleline_halfwidth_ratio=0.3)self.verticalLayout_2.addWidget(self.drawChart.pyqtgraphDrawChart())self.retranslateUi(MainWindow)QtCore.QMetaObject.connectSlotsByName(MainWindow)def retranslateUi(self, MainWindow):_translate = QtCore.QCoreApplication.translateMainWindow.setWindowTitle(_translate("MainWindow", "MainWindow"))#应用类
class DrawChart():def __init__(self,data,x_axis_tick_gap=1.0,candleline_halfwidth_ratio=0.3):'''data:DataFrame cols=[日期,open,high,low,close,vol,成交额,持仓量,ma5,ma10,ma20]前6列是必须的，索引必须是整数升序self._x_axis_tick_gap               #x轴2刻度之间的距离self._candleline_halfwidth_ratio #蜡烛线图半宽占x轴2刻度之间的距离的比率self._candleline_halfwidth          #蜡烛线图半宽= self._x_axis_tick_gap*self._candleline_halfwidth_ratio'''self.data=data# 4266,2890self._x_axis_tick_gap=x_axis_tick_gapself._candleline_halfwidth_ratio=candleline_halfwidth_ratioself._candleline_halfwidth = self._x_axis_tick_gap*self._candleline_halfwidth_ratiodef draw_mouse_move_cross_line(self):# 添加鼠标移动+线color = QtGui.QColor(255, 255, 255)pen = pg.mkPen(color, width=1, style=QtCore.Qt.SolidLine)self.vline = pg.InfiniteLine(angle=90, movable=False, pen=pen)  # 创建垂直线self.hline = pg.InfiniteLine(angle=0, movable=False, pen=pen)    # 创建水平线self.vline.setPos(-100)self.hline.setPos(-100)self.plt.addItem(self.vline, ignoreBounds=True)self.plt.addItem(self.hline, ignoreBounds=True)self.move_slot = pg.SignalProxy(self.plt.scene().sigMouseMoved,rateLimit=100,slot=self.PlotCursor)def pyqtgraphDrawChart(self):def get_xaxis_data():n_data = len(self.data)s = self.data['日期']k1, v1 = int((n_data + 1) / 2) - 1, str(s[int((n_data + 1) / 2)])x_axis_data = {0: str(s[0]), k1: v1, n_data - 1: str(s.iloc[-1])}return x_axis_data,n_datatry:self.item = CandlestickItem(self.data,self._x_axis_tick_gap,self._candleline_halfwidth)x_axis = pg.AxisItem(orientation='bottom')x_axis_data, n_data=get_xaxis_data()x_axis.setTicks([x_axis_data.items()])axisItems = {'bottom': x_axis}self.plt = pg.PlotWidget(axisItems=axisItems,enableMenu=False)self._set_plot_style(width=n_data)self._set_Y_range()self.plt.addItem(self.item)self.draw_mouse_move_cross_line()return self.pltexcept BaseException:return pg.PlotWidget()def _set_plot_style(self, width):# self.plt.setMouseEnabled(x=False, y=False)  # 禁止鼠标拖动-禁止轴向操作self.plt.setXRange(-1, width + 1, padding=0)  # x轴多显示一些区域self.plt.showGrid(x=False, y=True)  # 显示网格线color = QtGui.QColor(110, 110, 110)self.plt.getAxis('left').setTextPen(color)  # y轴颜色self.plt.getAxis('left').setPen(color)  # x轴颜色self.plt.getAxis('bottom').setTextPen(color)  # y轴刻度颜色self.plt.getAxis('bottom').setPen(color)  # x轴刻度颜色def _set_Y_range(self, high=4400, low=2800, y_margin=0.05):delta = high - lowdelta_t = delta * y_margin * 0.5self.plt.setYRange(low - delta_t, high + delta_t, padding=0)  # y轴范围def PlotCursor(self, event=None):#获取当前光标位置def get_cursor_pos(mousePoint):float_cursor_pos = mousePoint.x()adjust_pos=float_cursor_pos+self._candleline_halfwidthpos=int((adjust_pos)/self._x_axis_tick_gap)return pospos = event[0]if self.plt.sceneBoundingRect().contains(pos):mousePoint = self.plt.plotItem.vb.mapSceneToView(pos)  # 转换坐标系# index = int(mousePoint.x() + self._candleline_halfwidth)index=get_cursor_pos(mousePoint)# 鼠标所处的x轴坐标if True:#     # if -1 < index < len(self.data['high']):#     #   trade_date = self.data['trade_date'][index]# 设置垂直线条和水平线条的位置组成十字光标self.vline.setPos(mousePoint.x())self.hline.setPos(mousePoint.y())# # 显示x, y坐标跟随鼠标移动并且居中# if self.ylabel is not None:#     self.ylabel.setText(str(round(mousePoint.y(), 2)))#     self.ylabel.move(#         0, pos.y() - self.ylabel.geometry().height() / 2)#     if self.ylabel.isHidden():#         self.ylabel.show()# if self.xlabel is not None:#     # self.xlabel.setText(trade_date)#     self.xlabel.move(#         pos.x() - self.xlabel.geometry().width() / 2,#         self.xlabel.geometry().y())#     if self.xlabel.isHidden():#         self.xlabel.show()def leaveEvent(self, a0):self.vline.setPos(-100)self.hline.setPos(-100)if self.ylabel is not None:self.ylabel.hide()if self.xlabel is not None:self.xlabel.hide()class CandlestickItem(pg.GraphicsObject):def __init__(self, data,x_axis_tick_gap=1,candleline_halfwidth=0.3):'''data:DataFrame cols=[日期,open,high,low,close,vol,成交额,持仓量,ma5,ma10,ma20]前6列是必须的，索引必须是整数升序x_axis_tick_gap:float=1.0,      两个蜡烛线x轴之间的距离candleline_halfwidth:float=0.3 蜡烛线图矩形半宽'''pg.GraphicsObject.__init__(self)self.data = dataself._paint = Noneself._x_axis_tick_gap = x_axis_tick_gapself._candleline_halfwidth = self._x_axis_tick_gap * candleline_halfwidthself.draw_picture()def set_pen_brush(self,color_pen='g', color_bursh='g'):self._paint.setPen(pg.mkPen(color_pen))self._paint.setBrush(pg.mkBrush(color_bursh))def draw_line(self,x1, y1, x2, y2, color_pen='c', color_bursh='c'):point=lambda x,y:QtCore.QPointF(x, y)self.set_pen_brush(color_pen, color_bursh)self._paint.drawLine(point(x1, y1), point(x2, y2))def draw_line_ma(self,x1: float,y1: list,x2: float,y2: float,color_pen='c',color_bursh='c'):if y1[0] != 0:self.draw_line(x1, y1[0], x2, y2, color_pen, color_bursh)y1[0] = y2def draw_line_rect(self,line: '(x1,y1,x2,y2)',rect: '(x,y,w,h)',color_pen='g',color_bursh='g'):'''drawRect(int x, int y, int width, int height)绘制一个矩形，其左上角位于 ( x , y ) 并具有给定的宽度和高度'''point = lambda x, y: QtCore.QPointF(x, y)self.set_pen_brush(color_pen, color_bursh)p1,p2=point( line[0], line[1]), point( line[2], line[3])self._paint.drawLine(p1,p2 )self._paint.drawRect(QtCore.QRectF(*rect))def draw_picture(self):def draw_kline(id,row):open, high, low, close = row.open, row.high, row.low, row.closecolor = 'g' if open > close else 'r'x = id * self._x_axis_tick_gapline = (x, low, x, high)x1 = x - self._candleline_halfwidthwidth = self._candleline_halfwidth * 2rect = (x1, open, width, close - open)self.draw_line_rect(line, rect, color, color)def draw_ma_lines(id,row,prema5, prema10, prema20):ma5, ma10, ma20 = row.ma5, row.ma10, row.ma20x1=(id-1)*self._x_axis_tick_gapx2=id*self._x_axis_tick_gapself.draw_line_ma(x1, prema5,x2, ma5, 'w', 'w')self.draw_line_ma(x1, prema10, x2, ma10, 'c', 'c')self.draw_line_ma(x1, prema20, x2, ma20, 'g', 'g')self.picture = QtGui.QPicture()self._paint = QtGui.QPainter(self.picture)self._paint.setPen(pg.mkPen('w'))prema5, prema10, prema20 = [0], [0], [0]for id, row in self.data.iterrows():draw_kline(id, row)draw_ma_lines(id, row, prema5, prema10, prema20)self._paint.end()def paint(self, p, *args):p.drawPicture(0, 0, self.picture)def boundingRect(self):#必须大写return QtCore.QRectF(self.picture.boundingRect())if __name__ == "__main__":import sysapp = QtGui.QApplication(sys.argv)MainWindow = QtGui.QMainWindow()ui = Ui_MainWindow()ui.setupUi(MainWindow)MainWindow.show()sys.exit(app.exec_())

m22051.csv

日期,open,high,low,close,vol,成交额,持仓量,ma5,ma10,ma20,symbol,结束时间
2021/6/17,3309,3311,3239,3254,12835,419973700,27582,3347.8,3373.7,3344.8,DCE.m2205,2021/6/17
2021/6/18,3216,3246,3151,3181,20165,642556400,30270,3300.6,3351.2,3337.25,DCE.m2205,2021/6/18
2021/6/21,3202,3232,3196,3206,12152,390039400,30785,3253.8,3336,3331.75,DCE.m2205,2021/6/21
2021/6/22,3196,3236,3194,3212,6638,213566200,31897,3229.4,3315.6,3326.7,DCE.m2205,2021/6/22
2021/6/23,3211,3234,3205,3210,9895,318182700,34174,3212.6,3294.9,3321.4,DCE.m2205,2021/6/23
2021/6/24,3208,3222,3193,3208,11008,352982600,37187,3203.4,3275.6,3316.95,DCE.m2205,2021/6/24
2021/6/25,3195,3218,3182,3211,11337,362804600,38998,3209.4,3255,3314.65,DCE.m2205,2021/6/25
2021/6/28,3216,3251,3188,3245,16012,515883000,39004,3217.2,3235.5,3311.55,DCE.m2205,2021/6/28
2021/6/29,3231,3267,3231,3262,11277,366842700,39072,3227.2,3228.3,3309.5,DCE.m2205,2021/6/29
2021/6/30,3265,3480,3244,3278,12858,422672100,40154,3240.8,3226.7,3306.5,DCE.m2205,2021/6/30
2021/7/1,3268,3415,3254,3409,29095,978757000,42488,3281,3242.2,3307.95,DCE.m2205,2021/7/1
2021/7/2,3433,3455,3418,3445,26959,926811400,48092,3327.8,3268.6,3309.9,DCE.m2205,2021/7/2
2021/7/5,3454,3455,3400,3414,18647,637672500,50078,3361.6,3289.4,3312.7,DCE.m2205,2021/7/5
2021/7/6,3413,3423,3395,3399,15311,521520700,51238,3389,3308.1,3311.85,DCE.m2205,2021/7/6
2021/7/7,3398,3398,3302,3333,31882,1063143200,57972,3400,3320.4,3307.65,DCE.m2205,2021/7/7
2021/7/8,3321,3340,3309,3327,36346,1207426800,69317,3383.6,3332.3,3303.95,DCE.m2205,2021/7/8
2021/7/9,3312,3334,3303,3316,35274,1169163400,73301,3357.8,3342.8,3298.9,DCE.m2205,2021/7/9
2021/7/12,3311,3332,3291,3317,47903,1584315500,79226,3338.4,3350,3292.75,DCE.m2205,2021/7/12
2021/7/13,3318,3350,3314,3336,33184,1105637000,81207,3325.8,3357.4,3292.85,DCE.m2205,2021/7/13
2021/7/14,3337,3348,3315,3339,24267,808842700,84627,3327,3363.5,3295.1,DCE.m2205,2021/7/14
2021/7/15,3343,3384,3340,3372,18031,607095400,85545,3336,3359.8,3301,DCE.m2205,2021/7/15
2021/7/16,3368,3379,3358,3379,16664,561485700,84964,3348.6,3353.2,3310.9,DCE.m2205,2021/7/16
2021/7/19,3389,3455,3385,3420,31880,1091316300,85605,3369.2,3353.8,3321.6,DCE.m2205,2021/7/19
2021/7/20,3411,3415,3365,3414,23087,784584700,87641,3384.8,3355.3,3331.7,DCE.m2205,2021/7/20
2021/7/21,3419,3444,3402,3421,36622,1252738100,86457,3401.2,3364.1,3342.25,DCE.m2205,2021/7/21
2021/7/22,3426,3444,3380,3382,45951,1564735400,91600,3403.2,3369.6,3350.95,DCE.m2205,2021/7/22
2021/7/23,3371,3375,3312,3320,42168,1407296900,100235,3391.4,3370,3356.4,DCE.m2205,2021/7/23
2021/7/26,3326,3335,3263,3279,74151,2437301900,123807,3363.2,3366.2,3358.1,DCE.m2205,2021/7/26
2021/7/27,3319,3336,3273,3322,44764,1480879600,125793,3344.8,3364.8,3361.1,DCE.m2205,2021/7/27
2021/7/28,3329,3378,3313,3316,56079,1872350300,132358,3323.8,3362.5,3363,DCE.m2205,2021/7/28
2021/7/29,3329,3355,3324,3354,43660,1456120300,137562,3318.2,3360.7,3360.25,DCE.m2205,2021/7/29
2021/7/30,3353,3371,3335,3369,38838,1301303500,144219,3328,3359.7,3356.45,DCE.m2205,2021/7/30
2021/8/2,3351,3360,3298,3349,47262,1574456200,144606,3342,3352.6,3353.2,DCE.m2205,2021/8/2
2021/8/3,3344,3365,3324,3359,35108,1174296200,147928,3349.4,3347.1,3351.2,DCE.m2205,2021/8/3
2021/8/4,3333,3344,3305,3315,43770,1453118100,144410,3349.2,3336.5,3350.3,DCE.m2205,2021/8/4
2021/8/5,3318,3321,3298,3301,46477,1538387700,156698,3338.6,3328.4,3349,DCE.m2205,2021/8/5
2021/8/6,3309,3326,3303,3313,48574,1608818400,166227,3327.4,3327.7,3348.85,DCE.m2205,2021/8/6
2021/8/9,3315,3343,3306,3335,57633,1916279600,173070,3324.6,3333.3,3349.75,DCE.m2205,2021/8/9
2021/8/10,3327,3356,3326,3348,45559,1521100400,176661,3322.4,3335.9,3350.35,DCE.m2205,2021/8/10
2021/8/11,3348,3352,3330,3341,47431,1584108700,181374,3327.6,3338.4,3350.45,DCE.m2205,2021/8/11
2021/8/12,3339,3350,3271,3279,65163,2155525400,187944,3323.2,3330.9,3345.8,DCE.m2205,2021/8/12
2021/8/13,3292,3369,3280,3365,92218,3057651200,198358,3333.6,3330.5,3345.1,DCE.m2205,2021/8/13
2021/8/16,3373,3406,3361,3400,82018,2774692300,200926,3346.6,3335.6,3344.1,DCE.m2205,2021/8/16
2021/8/17,3395,3415,3376,3405,61071,2076543400,208989,3358,3340.2,3343.65,DCE.m2205,2021/8/17
2021/8/18,3400,3418,3365,3388,84848,2876097700,219813,3367.4,3347.5,3342,DCE.m2205,2021/8/18
2021/8/19,3382,3392,3342,3349,82210,2763724100,223341,3381.4,3352.3,3340.35,DCE.m2205,2021/8/19
2021/8/20,3338,3342,3313,3322,89193,2969458900,237029,3372.8,3353.2,3340.45,DCE.m2205,2021/8/20
2021/8/23,3316,3318,3261,3270,113203,3718854800,266480,3346.8,3346.7,3340,DCE.m2205,2021/8/23
2021/8/24,3271,3288,3245,3272,111612,3646373200,288613,3320.2,3339.1,3337.5,DCE.m2205,2021/8/24
2021/8/25,3274,3298,3271,3288,104342,3429018700,294158,3300.2,3333.8,3336.1,DCE.m2205,2021/8/25
2021/8/26,3290,3307,3277,3297,112694,3712611500,295632,3289.8,3335.6,3333.25,DCE.m2205,2021/8/26
2021/8/27,3297,3302,3275,3287,83004,2729713900,297696,3282.8,3327.8,3329.15,DCE.m2205,2021/8/27
2021/8/30,3282,3318,3276,3299,120605,3980621800,303015,3288.6,3317.7,3326.65,DCE.m2205,2021/8/30
2021/8/31,3302,3305,3265,3286,102606,3367404900,301867,3291.4,3305.8,3323,DCE.m2205,2021/8/31
2021/9/1,3278,3284,3247,3258,102383,3339240300,312285,3285.4,3292.8,3320.15,DCE.m2205,2021/9/1
2021/9/2,3255,3268,3239,3257,140449,4570471100,308249,3277.4,3283.6,3317.95,DCE.m2205,2021/9/2
2021/9/3,3260,3262,3222,3232,146170,4733769500,332232,3266.4,3274.6,3313.9,DCE.m2205,2021/9/3
2021/9/6,3237,3246,3217,3239,145826,4713221400,347346,3254.4,3271.5,3309.1,DCE.m2205,2021/9/6
2021/9/7,3245,3285,3237,3278,117869,3845260700,339706,3252.8,3272.1,3305.6,DCE.m2205,2021/9/7
2021/9/8,3275,3279,3237,3239,128189,4181329200,343362,3249,3267.2,3300.5,DCE.m2205,2021/9/8
2021/9/9,3248,3252,3205,3218,166671,5382141000,359286,3241.2,3259.3,3297.45,DCE.m2205,2021/9/9
2021/9/10,3216,3258,3204,3254,162757,5248786200,361906,3245.6,3256,3291.9,DCE.m2205,2021/9/10
2021/9/13,3278,3279,3246,3268,131460,4293756600,364633,3251.4,3252.9,3285.3,DCE.m2205,2021/9/13
2021/9/14,3260,3278,3249,3274,134887,4404673400,358785,3250.6,3251.7,3278.75,DCE.m2205,2021/9/14
2021/9/15,3278,3283,3257,3260,97729,3192841600,370571,3254.8,3251.9,3272.35,DCE.m2205,2021/9/15
2021/9/16,3262,3270,3236,3248,141447,4600446000,369513,3260.8,3251,3267.3,DCE.m2205,2021/9/16
2021/9/17,3248,3268,3228,3260,196871,6392860500,361212,3262,3253.8,3264.2,DCE.m2205,2021/9/17
2021/9/22,3248,3253,3220,3223,87371,2822966300,361991,3253,3252.2,3261.85,DCE.m2205,2021/9/22
2021/9/23,3230,3246,3225,3239,110432,3571591900,357664,3246,3248.3,3260.2,DCE.m2205,2021/9/23
2021/9/24,3240,3249,3222,3229,95001,3071359800,363423,3239.8,3247.3,3257.25,DCE.m2205,2021/9/24
2021/9/27,3224,3262,3220,3258,153764,4986622300,370070,3241.8,3251.3,3255.3,DCE.m2205,2021/9/27
2021/9/28,3260,3267,3224,3227,127269,4127044900,373217,3235.2,3248.6,3252.3,DCE.m2205,2021/9/28
2021/9/29,3229,3229,3202,3204,134160,4312441500,381317,3231.4,3242.2,3247.55,DCE.m2205,2021/9/29
2021/9/30,3207,3212,3181,3190,109629,3503991900,382784,3221.6,3233.8,3242.75,DCE.m2205,2021/9/30
2021/10/8,3130,3145,3083,3094,256115,7943902200,425874,3194.6,3217.2,3234.55,DCE.m2205,2021/10/8
2021/10/11,3100,3121,3071,3090,226946,7022010000,467282,3161,3201.4,3226.2,DCE.m2205,2021/10/11
2021/10/12,3095,3098,3049,3091,223594,6889526600,473022,3133.8,3184.5,3219.15,DCE.m2205,2021/10/12
2021/10/13,3088,3098,3033,3037,300004,9197667100,523083,3100.4,3165.9,3209.05,DCE.m2205,2021/10/13
2021/10/14,3033,3044,3011,3034,224174,6792088800,544807,3069.2,3145.4,3196.85,DCE.m2205,2021/10/14
2021/10/15,3037,3041,3015,3039,193141,5848933500,579050,3058.2,3126.4,3186.85,DCE.m2205,2021/10/15
2021/10/18,3042,3056,3021,3027,169323,5147325500,585423,3045.6,3103.3,3177.3,DCE.m2205,2021/10/18
2021/10/19,3025,3028,3003,3017,172691,5208136700,596251,3030.8,3082.3,3165.45,DCE.m2205,2021/10/19
2021/10/20,3015,3046,3015,3024,233217,7064899900,612055,3028.2,3064.3,3153.25,DCE.m2205,2021/10/20
2021/10/21,3028,3040,3012,3027,252070,7628370700,647887,3026.8,3048,3140.9,DCE.m2205,2021/10/21
2021/10/22,3019,3047,3005,3045,255494,7756113600,637070,3028,3043.1,3130.15,DCE.m2205,2021/10/22
2021/10/25,3042,3075,3026,3054,283459,8651910300,660504,3033.4,3039.5,3120.45,DCE.m2205,2021/10/25
2021/10/26,3055,3056,3023,3039,231502,7026740400,673655,3037.8,3034.3,3109.4,DCE.m2205,2021/10/26
2021/10/27,3042,3042,3015,3029,229531,6945591900,694785,3038.8,3033.5,3099.7,DCE.m2205,2021/10/27
2021/10/28,3025,3062,3019,3055,304681,9280924100,724236,3044.4,3035.6,3090.5,DCE.m2205,2021/10/28
2021/10/29,3052,3078,3043,3045,268304,8207484800,742230,3044.4,3036.2,3081.3,DCE.m2205,2021/10/29
2021/11/1,3045,3069,2997,3008,456290,13852158600,731679,3035.2,3034.3,3068.8,DCE.m2205,2021/11/1
2021/11/2,3012,3024,2999,3003,288479,8683592300,739780,3028,3032.9,3057.6,DCE.m2205,2021/11/2
2021/11/3,3005,3028,2947,2961,454252,13551221300,762989,3014.4,3026.6,3045.45,DCE.m2205,2021/11/3
2021/11/4,2963,2980,2946,2969,262835,7789123200,779099,2997.2,3020.8,3034.4,DCE.m2205,2021/11/4
2021/11/5,2972,2979,2899,2906,342593,10056265300,794011,2969.4,3006.9,3025,DCE.m2205,2021/11/5
2021/11/8,2902,2957,2890,2928,331234,9685170500,800403,2953.4,2994.3,3016.9,DCE.m2205,2021/11/8
2021/11/9,2928,2935,2890,2926,244551,7128439700,814056,2938,2983,3008.65,DCE.m2205,2021/11/9
2021/11/10,2927,2986,2916,2955,252272,7442076600,801364,2936.8,2975.6,3004.55,DCE.m2205,2021/11/10
2021/11/11,2925,2982,2925,2977,200537,5943287200,804922,2938.4,2967.8,3001.7,DCE.m2205,2021/11/11
2021/11/12,2975,3004,2967,2998,227865,6805930200,823452,2956.8,2963.1,2999.65,DCE.m2205,2021/11/12
2021/11/15,2995,3032,2972,3008,255257,7665989500,824954,2972.8,2963.1,2998.7,DCE.m2205,2021/11/15
2021/11/16,3015,3050,3012,3033,232083,7036195800,849921,2994.2,2966.1,2999.5,DCE.m2205,2021/11/16
2021/11/17,3036,3042,3011,3023,177027,5350552400,837004,3007.8,2972.3,2999.45,DCE.m2205,2021/11/17
2021/11/18,3025,3061,3025,3048,211696,6441358500,836967,3022,2980.2,3000.5,DCE.m2205,2021/11/18
2021/11/19,3050,3067,3018,3054,228370,6957930800,840307,3033.2,2995,3000.95,DCE.m2205,2021/11/19
2021/11/22,3042,3050,3021,3045,253514,7690828100,827605,3040.6,3006.7,3000.5,DCE.m2205,2021/11/22
2021/11/23,3045,3096,3036,3086,335401,10289022700,871904,3051.2,3022.7,3002.85,DCE.m2205,2021/11/23
2021/11/24,3085,3100,3069,3097,271587,8384649500,885070,3066,3036.9,3006.25,DCE.m2205,2021/11/24
2021/11/25,3097,3117,3055,3075,298635,9211136800,898919,3071.4,3046.7,3007.25,DCE.m2205,2021/11/25
2021/11/26,3087,3087,3055,3067,224944,6897331000,897679,3074,3053.6,3008.35,DCE.m2205,2021/11/26
2021/11/29,3065,3082,3014,3081,407054,12422100900,904296,3081.2,3060.9,3012,DCE.m2205,2021/11/29
2021/11/30,3084,3095,3037,3045,339007,10379193300,918506,3073,3062.1,3014.1,DCE.m2205,2021/11/30
2021/12/1,3045,3052,3025,3049,317023,9621734500,934760,3063.4,3064.7,3018.5,DCE.m2205,2021/12/1
2021/12/2,3049,3057,3016,3051,377561,11467561000,955511,3058.6,3065,3022.6,DCE.m2205,2021/12/2
2021/12/3,3051,3107,3048,3105,441421,13608381000,1017986,3066.2,3070.1,3032.55,DCE.m2205,2021/12/3
2021/12/6,3107,3113,3069,3080,508591,15725076800,1039224,3066,3073.6,3040.15,DCE.m2205,2021/12/6
2021/12/7,3077,3079,3037,3043,662140,20231316200,1050786,3065.6,3069.3,3046,DCE.m2205,2021/12/7
2021/12/8,3043,3050,3021,3037,566631,17183961100,1047536,3063.2,3063.3,3050.1,DCE.m2205,2021/12/8
2021/12/9,3034,3111,3023,3096,862760,26534585000,1109751,3072.2,3065.4,3056.05,DCE.m2205,2021/12/9
2021/12/10,3086,3138,3077,3124,809073,25174058300,1176444,3076,3071.1,3062.35,DCE.m2205,2021/12/10
2021/12/13,3130,3155,3118,3124,704516,22084459000,1208914,3084.8,3075.4,3068.15,DCE.m2205,2021/12/13
2021/12/14,3114,3129,3071,3073,868554,26890990400,1164929,3090.8,3078.2,3070.15,DCE.m2205,2021/12/14
2021/12/15,3083,3148,3082,3124,1089715,34001035900,1237025,3108.2,3085.7,3075.2,DCE.m2205,2021/12/15
2021/12/16,3134,3176,3107,3168,1010061,31799227500,1285138,3122.6,3097.4,3081.2,DCE.m2205,2021/12/16
2021/12/17,3167,3178,3146,3174,706739,22370833100,1319789,3132.6,3104.3,3087.2,DCE.m2205,2021/12/17
2021/12/20,3180,3180,3138,3159,850416,26871480800,1279944,3139.6,3112.2,3092.9,DCE.m2205,2021/12/20
2021/12/21,3151,3183,3145,3153,781166,24717467300,1299656,3155.6,3123.2,3096.25,DCE.m2205,2021/12/21
2021/12/22,3147,3198,3140,3179,827218,26246569500,1308354,3166.6,3137.4,3100.35,DCE.m2205,2021/12/22
2021/12/23,3187,3248,3186,3246,1125843,36214088800,1384424,3182.2,3152.4,3108.9,DCE.m2205,2021/12/23
2021/12/24,3230,3272,3224,3263,805794,26175528600,1399752,3200,3166.3,3118.7,DCE.m2205,2021/12/24
2021/12/27,3265,3268,3226,3230,726395,23544958800,1371882,3214.2,3176.9,3126.15,DCE.m2205,2021/12/27
2021/12/28,3248,3290,3231,3257,1054025,34355921100,1396194,3235,3195.3,3136.75,DCE.m2205,2021/12/28
2021/12/29,3259,3260,3205,3226,869507,28082728200,1383950,3244.4,3205.5,3145.6,DCE.m2205,2021/12/29
2021/12/30,3202,3247,3191,3234,739453,23819750200,1401816,3242,3212.1,3154.75,DCE.m2205,2021/12/30
2021/12/31,3215,3217,3170,3189,875469,27953126000,1388687,3227.2,3213.6,3158.95,DCE.m2205,2021/12/31
2022/1/4,3220,3263,3218,3250,625772,20320787000,1424194,3231.2,3222.7,3167.45,DCE.m2205,2022/1/4
2022/1/5,3242,3298,3238,3293,787718,25793324300,1453763,3238.4,3236.7,3179.95,DCE.m2205,2022/1/5
2022/1/6,3283,3285,3212,3215,1031941,33510139400,1416152,3236.2,3240.3,3188.85,DCE.m2205,2022/1/6
2022/1/7,3225,3245,3215,3225,697417,22525669700,1396599,3234.4,3238.2,3195.3,DCE.m2205,2022/1/7
2022/1/10,3230,3283,3206,3231,1035124,33562896800,1373919,3242.8,3235,3200.65,DCE.m2205,2022/1/10
2022/1/11,3241,3260,3221,3229,715204,23168420000,1364909,3238.6,3234.9,3205.9,DCE.m2205,2022/1/11
2022/1/12,3229,3259,3198,3247,895344,28905146500,1374316,3229.4,3233.9,3214.6,DCE.m2205,2022/1/12
2022/1/13,3233,3259,3210,3243,947940,30637294200,1368176,3235,3235.6,3220.55,DCE.m2205,2022/1/13
2022/1/14,3230,3232,3178,3186,906804,29035657300,1383324,3227.2,3230.8,3221.45,DCE.m2205,2022/1/14
2022/1/17,3195,3205,3144,3170,966711,30677648300,1387885,3215,3228.9,3221.25,DCE.m2205,2022/1/17
2022/1/18,3174,3176,3144,3156,639618,20221168500,1403804,3200.4,3219.5,3221.1,DCE.m2205,2022/1/18
2022/1/19,3143,3183,3121,3177,856746,27016694400,1388303,3186.4,3207.9,3222.3,DCE.m2205,2022/1/19
2022/1/20,3184,3247,3175,3243,1007446,32457304900,1351217,3186.4,3210.7,3225.5,DCE.m2205,2022/1/20
2022/1/21,3239,3281,3228,3270,941279,30662234300,1302675,3203.2,3215.2,3226.7,DCE.m2205,2022/1/21
2022/1/24,3278,3282,3244,3253,835944,27279482000,1313246,3219.8,3217.4,3226.2,DCE.m2205,2022/1/24
2022/1/25,3249,3253,3207,3248,762507,24663705200,1273850,3238.2,3219.3,3227.1,DCE.m2205,2022/1/25
2022/1/26,3242,3267,3235,3260,634022,20615235400,1263818,3254.8,3220.6,3227.25,DCE.m2205,2022/1/26
2022/1/27,3269,3379,3268,3338,1231088,40910467000,1285356,3273.8,3230.1,3232.85,DCE.m2205,2022/1/27
2022/1/28,3358,3393,3345,3378,863987,29094882400,1238750,3295.4,3249.3,3240.05,DCE.m2205,2022/1/28
2022/2/7,3634,3636,3614,3636,223073,8106879200,1227362,3372,3295.9,3262.4,DCE.m2205,2022/2/7
2022/2/8,3710,3754,3683,3695,1480421,54884110800,1301272,3461.4,3349.8,3284.65,DCE.m2205,2022/2/8
2022/2/9,3705,3764,3688,3748,1420390,52916662400,1427058,3559,3406.9,3307.4,DCE.m2205,2022/2/9
2022/2/10,3754,3843,3733,3814,1538508,58354708500,1472010,3654.2,3464,3337.35,DCE.m2205,2022/2/10
2022/2/11,3850,3903,3731,3745,1840992,69965804600,1441043,3727.6,3511.5,3363.35,DCE.m2205,2022/2/11
2022/2/14,3781,3794,3709,3724,1349966,50668861100,1408680,3745.2,3558.6,3388,DCE.m2205,2022/2/14
2022/2/15,3698,3723,3659,3687,1388308,51183248300,1361717,3743.6,3602.5,3410.9,DCE.m2205,2022/2/15
2022/2/16,3655,3727,3646,3708,1197867,44137281600,1360212,3735.6,3647.3,3433.95,DCE.m2205,2022/2/16
2022/2/17,3708,3778,3660,3769,1409416,52401623100,1376629,3726.6,3690.4,3460.25,DCE.m2205,2022/2/17
2022/2/18,3785,3824,3746,3781,1274942,48228107200,1351180,3733.8,3730.7,3490,DCE.m2205,2022/2/18
2022/2/21,3785,3817,3762,3803,1197690,45363033300,1351065,3749.6,3747.4,3521.65,DCE.m2205,2022/2/21
2022/2/22,3815,3885,3806,3877,1309910,50362861500,1402037,3787.6,3765.6,3557.7,DCE.m2205,2022/2/22
2022/2/23,3803,3953,3746,3906,2065057,79870590600,1407668,3827.2,3781.4,3594.15,DCE.m2205,2022/2/23
2022/2/24,3924,4107,3896,4062,1954776,77994077800,1390834,3885.8,3806.2,3635.1,DCE.m2205,2022/2/24
2022/2/25,4009,4067,3884,3918,2445430,97086312800,1314116,3913.2,3823.5,3667.5,DCE.m2205,2022/2/25
2022/2/28,3855,3899,3758,3862,2149034,82177501500,1232452,3925,3837.3,3697.95,DCE.m2205,2022/2/28
2022/3/1,3862,3955,3820,3911,1430739,55608869000,1215730,3931.8,3859.7,3731.1,DCE.m2205,2022/3/1
2022/3/2,3952,3996,3836,3903,1969304,77080921600,1203928,3931.2,3879.2,3763.25,DCE.m2205,2022/3/2
2022/3/3,3915,3929,3834,3895,1558260,60515275600,1182290,3897.8,3891.8,3791.1,DCE.m2205,2022/3/3
2022/3/4,3869,3958,3851,3902,1595387,62251911200,1201748,3894.6,3903.9,3817.3,DCE.m2205,2022/3/4
2022/3/7,3936,4096,3930,4089,1644052,65894978700,1249559,3940,3932.5,3839.95,DCE.m2205,2022/3/7
2022/3/8,4075,4194,4001,4153,2191347,89483058200,1276621,3988.4,3960.1,3862.85,DCE.m2205,2022/3/8
2022/3/9,4110,4266,4098,4222,1993209,83632153700,1248409,4052.2,3991.7,3886.55,DCE.m2205,2022/3/9
2022/3/10,4151,4192,4064,4130,1716504,70928400400,1161873,4099.2,3998.5,3902.35,DCE.m2205,2022/3/10
2022/3/11,4150,4232,4143,4186,1242858,52020262200,1181709,4156,4025.3,3924.4,DCE.m2205,2022/3/11

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