原标题:Python数据可视化:使用PyQtGraph绘制精美股票K线图
PyQtGraph是Python平台上一种功能强大的2D/3D绘图库,相对于matplotlib库,由于其在内部实现方式上,使用了高速计算的numpy信号处理库以及Qt的GraphicsView框架,因此它在大数据量的处理及快速显示方面有着天然的优势,非常适合于需要快速绘图更新、视频或实时交互性的操作场合,在数学、科学和工程领域都有着广泛的应用。
K线图介绍
对于股票交易者来讲,K线图是弄清股票一段时间走势的一种最基本的图形工具,K线分为阳线和阴线,阳线和阴线都包含了开盘价、收盘价、最高价和最低价,一般K线如下图所示:
当收盘价大于开盘价时,称为阳线,在图形上一般用红色表示,反之,当收盘价低于开盘价时,称为阴线,在图形上一般用绿色表示。由于其形状颇似一根根蜡烛,K线图有时也叫做蜡烛图。
# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'QWidget_plot.ui'
#
# Created by: PyQt4 UI code generator 4.11.4
#
# WARNING! All changes made in this file will be lost!
importsys
reload(sys)
sys.setdefaultencoding( 'utf-8')
fromPyQt4 importQtCore, QtGui
importdatetime
importpyqtgraph aspg
importtushare asts
try:
_fromUtf8 = QtCore.QString.fromUtf8
exceptAttributeError:
def_fromUtf8(s):
returns
try:
_encoding = QtGui.QApplication.UnicodeUTF8
def_translate(context, text, disambig):
returnQtGui.QApplication.translate(context, text, disambig, _encoding)
exceptAttributeError:
def_translate(context, text, disambig):
returnQtGui.QApplication.translate(context, text, disambig)
classUi_MainWindow(object):
defsetupUi(self, MainWindow):
MainWindow.setObjectName(_fromUtf8( "MainWindow"))
MainWindow.resize( 800, 600)
self.centralwidget = QtGui.QWidget(MainWindow)
self.centralwidget.setObjectName(_fromUtf8( "centralwidget"))
self.verticalLayout_2 = QtGui.QVBoxLayout(self.centralwidget)
self.verticalLayout_2.setObjectName(_fromUtf8( "verticalLayout"))
self.verticalLayout_2.setObjectName(_fromUtf8( "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(_fromUtf8( "menubar"))
MainWindow.setMenuBar(self.menubar)
self.drawChart = DrawChart(ktype= 'D')
self.verticalLayout_2.addWidget(self.drawChart.pyqtgraphDrawChart)
self.retranslateUi(MainWindow)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
defretranslateUi(self, MainWindow):
MainWindow.setWindowTitle(_translate( "MainWindow", "MainWindow", None))
classDrawChart:
def__init__(self, code= 'sz50', start=str (datetime.date.today - datetime.timedelta (days= 200)), end=str (datetime.date.today + datetime.timedelta (days= 1)), ktype= 'D'):
self.code = code
self.start = start
self.end = end
self.ktype = ktype
self.data_list, self.t = self.getData
defpyqtgraphDrawChart(self):
try:
self.item = CandlestickItem(self.data_list)
self.xdict = { 0: str(self.hist_data.index[ 0]).replace( '-', '/'), int((self.t + 1) / 2) - 1: str(self.hist_data.index[int((self.t + 1) / 2)]).replace( '-', '/'), self.t - 1: str(self.hist_data.index[- 1]).replace( '-', '/')}
self.stringaxis = pg.AxisItem(orientation= 'bottom')
self.stringaxis.setTicks([self.xdict.items])
self.plt = pg.PlotWidget(axisItems={ 'bottom': self.stringaxis}, enableMenu= False)
self.plt.addItem(self.item)
# self.plt.showGrid(x=True, y=True)
returnself.plt
except:
returnpg.PlotWidget
defgetData(self):
self.start = str(datetime.date.today - datetime.timedelta(days= 150))
self.end = str(datetime.date.today + datetime.timedelta(days= 1))
self.hist_data = ts.get_hist_data(self.code, self.start, self.end, self.ktype).sort_index[- 300:- 1]
data_list = []
t = 0
fordates, row inself.hist_data.iterrows:
open, high, close, low, volume, price_change, p_change, ma5, ma10, ma20 = row[: 10]
datas = (t, open, close, low, high, volume, price_change, p_change, ma5, ma10, ma20)
data_list.append(datas)
t += 1
returndata_list, t
classCandlestickItem(pg.GraphicsObject):
def__init__(self, data):
pg.GraphicsObject.__init__(self)
self.data = data
self.generatePicture
defgeneratePicture(self):
self.picture = QtGui.QPicture
p = QtGui.QPainter(self.picture)
p.setPen(pg.mkPen( 'w'))
w = (self.data[ 1][ 0] - self.data[ 0][ 0]) / 3.
prema5 = 0
prema10 = 0
prema20 = 0
for(t, open, close, min, max, volume, price_change, p_change, ma5, ma10, ma20) inself.data:
ifopen > close:
p.setPen(pg.mkPen( 'g'))
p.setBrush(pg.mkBrush( 'g'))
else:
p.setPen(pg.mkPen( 'r'))
p.setBrush(pg.mkBrush( 'r'))
p.drawLine(QtCore.QPointF(t, min), QtCore.QPointF(t, max))
p.drawRect(QtCore.QRectF(t - w, open, w * 2, close - open))
ifprema5 != 0:
p.setPen(pg.mkPen( 'w'))
p.setBrush(pg.mkBrush( 'w'))
p.drawLine(QtCore.QPointF(t- 1, prema5), QtCore.QPointF(t, ma5))
prema5 = ma5
ifprema10 != 0:
p.setPen(pg.mkPen( 'c'))
p.setBrush(pg.mkBrush( 'c'))
p.drawLine(QtCore.QPointF(t- 1, prema10), QtCore.QPointF(t, ma10))
prema10 = ma10
ifprema20 != 0:
p.setPen(pg.mkPen( 'm'))
p.setBrush(pg.mkBrush( 'm'))
p.drawLine(QtCore.QPointF(t- 1, prema20), QtCore.QPointF(t, ma20))
prema20 = ma20
p.end
defpaint(self, p, *args):
p.drawPicture( 0, 0, self.picture)
defboundingRect(self):
returnQtCore.QRectF(self.picture.boundingRect)
if__name__ == "__main__":
importsys
app = QtGui.QApplication(sys.argv)
MainWindow = QtGui.QMainWindow
ui = Ui_MainWindow
ui.setupUi(MainWindow)
MainWindow.show
sys.exit(app.exec_)
运行效果如下:
以上就是本文的全部内容,希望对大家的学习有所帮助。
完整代码下载:
关注Linux公社微信公众号( linuxidc_com),(见https://www.linuxidc.com/Linux/2013-12/93755.htm)发送“ 股票”即可获得本文Python代码。
本文永久更新链接地址:https://www.linuxidc.com/返回搜狐,查看更多
责任编辑: