I tried to plot a basic candlestick with csv files. it runs but chart seems
incorrect. anyone can help? highly appreciated.
tia
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1484060340,118.7470,118.7900,118.5100,118.5850,301500
1484060698,118.9405,118.9500,118.7000,118.7800,382900
1484060943,118.6800,118.9500,118.6600,118.9400,350200
1484061240,118.9350,118.9500,118.6300,118.6900,720300
1484061540,118.6600,118.9450,118.6300,118.9400,426300
1484061840,118.7300,118.7700,118.6500,118.6573,244100
1484062140,118.6400,118.7300,118.6000,118.7200,305600
1484062441,118.8700,118.8900,118.5100,118.6350,460800
1484062740,118.7800,118.9000,118.7300,118.8800,238400
1484063040,118.7600,118.8700,118.7600,118.7900,205400
1484063340,118.8100,118.8500,118.6800,118.7500,227900
1484063641,118.8400,118.8400,118.7100,118.8050,179300
1484063945,118.7400,118.8900,118.7300,118.8500,202100
1484064299,118.9600,118.9600,118.7500,118.7500,311900
1484064540,119.0000,119.0000,118.8900,118.9525,376500
1484064843,119.0000,119.0000,118.9550,118.9936,331900
1484065141,119.0650,119.0900,118.9800,118.9961,418800
1484065440,119.2150,119.2600,119.0601,119.0700,369200
1484065740,119.2300,119.2500,119.1833,119.2200,248400
1484066046,119.2100,119.2800,119.2100,119.2400,230800
1484066340,119.3341,119.3657,119.1650,119.2000,399200
1484066643,119.2300,119.3800,119.2200,119.3400,243000
1484066941,119.2800,119.3300,119.2100,119.2335,196200
1484067240,119.2621,119.3333,119.2100,119.2700,145200
1484067542,119.1500,119.3100,119.1400,119.2635,211800
1484067841,119.2741,119.2800,119.1457,119.1457,240000
1484068142,119.2300,119.2800,119.2143,119.2700,106900
1484068441,119.1953,119.2667,119.1800,119.2400,145400
1484068740,119.2550,119.3200,119.2000,119.2000,186400
1484069045,119.2200,119.2650,119.2200,119.2500,125800
1484069344,119.2600,119.2600,119.2100,119.2300,118700
1484069645,119.2600,119.2800,119.2300,119.2523,109700
1484069945,119.2900,119.2900,119.2400,119.2700,113100
1484070240,119.2300,119.2900,119.2300,119.2850,96800
1484070541,119.1100,119.2600,119.1100,119.2301,143500
1484070842,119.1200,119.1300,119.0800,119.1101,160700
1484071143,119.1201,119.1500,119.0941,119.1165,176900
1484071441,119.1200,119.1600,119.1000,119.1265,135300
1484071743,119.0600,119.1200,119.0000,119.1150,241500
1484072042,119.1300,119.1450,119.0500,119.0500,112000
1484072399,119.1400,119.1400,119.0800,119.1312,103700
1484072647,119.1150,119.1400,119.0790,119.1340,120300
1484072942,119.0600,119.1800,119.0600,119.1200,205800
1484073299,119.1200,119.1300,119.0500,119.0650,256000
1484073542,119.1700,119.1900,119.0600,119.1100,168400
1484073841,119.0801,119.1700,119.0600,119.1600,175800
1484074144,119.0250,119.0853,119.0100,119.0800,153500
1484074443,118.9700,119.0400,118.9400,119.0300,267400
1484074740,118.8400,118.9700,118.8000,118.9600,221700
1484075041,118.8600,118.8700,118.7700,118.8309,242900
1484075340,118.8300,118.8750,118.7800,118.8650,171600
1484075642,119.0300,119.0300,118.8300,118.8400,200700
1484075940,118.9974,119.0257,118.9400,119.0257,150700
1484076299,119.0765,119.1283,118.9900,119.0000,222600
1484076541,119.0499,119.1000,119.0400,119.0700,135300
1484076843,119.0717,119.0828,119.0000,119.0442,154000
1484077142,119.1241,119.1700,119.0600,119.0700,206300
1484077443,119.1500,119.1900,119.1200,119.1230,203400
1484077741,119.1300,119.1800,119.0900,119.1600,185700
1484078043,119.0634,119.1225,119.0200,119.1200,145500
1484078345,119.0800,119.0898,118.9950,119.0700,153600
1484078641,119.0700,119.0900,119.0300,119.0750,129200
1484078946,119.0774,119.0900,119.0500,119.0693,113000
1484079242,119.0500,119.0900,119.0100,119.0800,92500
1484079541,119.0250,119.0600,118.9900,119.0400,127100
1484079841,118.9700,119.0600,118.9700,119.0241,165000
1484080142,119.0001,119.0200,118.9200,118.9790,169800
1484080444,119.0800,119.1650,119.0041,119.0048,327900
1484080741,119.1900,119.2050,119.0700,119.0735,307500
1484081099,119.1277,119.2200,119.0900,119.2000,377900
1484081342,119.0700,119.1500,119.0600,119.1250,218400
1484081640,119.1300,119.1500,119.0700,119.0800,328100
1484081940,119.1100,119.2000,119.0700,119.1200,0
1484082000,119.1100,119.1100,119.1100,119.1100,3100
1484145240,119.1900,119.3600,118.6900,118.7000,1515600
1484145540,119.2400,119.2600,119.0500,119.2000,698000
1484145841,118.9700,119.2300,118.9100,119.2300,532000
1484146198,118.9200,118.9800,118.8400,118.9600,415600
1484146499,118.9850,119.0300,118.8200,118.9175,356800
1484146742,119.1550,119.1800,118.9850,118.9900,379000
1484147045,119.0000,119.1600,119.0000,119.1527,321800
1484147399,118.9812,119.0600,118.9500,119.0100,333700
1484147698,118.9550,119.0600,118.9400,118.9900,210500
1484147940,118.9700,118.9900,118.8900,118.9600,199100
1484148247,118.9400,119.0050,118.9200,118.9800,218400
1484148540,118.9900,119.0000,118.8300,118.9300,226200
1484148842,119.0000,119.0400,118.9500,118.9800,195400
1484149140,119.0800,119.1200,119.0001,119.0057,271500
1484149447,119.0600,119.1100,119.0200,119.0900,155800
1484149743,119.0200,119.0800,118.9800,119.0609,235600
1484150040,119.0008,119.0600,118.9400,119.0300,201200
1484150340,118.9700,119.0050,118.9200,119.0035,174000
1484150642,118.9850,119.0400,118.9400,118.9790,182200
1484150940,119.0300,119.0700,118.9700,118.9800,112000
1484151242,119.0500,119.1300,119.0000,119.0250,202000
1484151542,119.0900,119.1200,119.0400,119.0600,181400
1484151841,118.9700,119.1500,118.9700,119.0966,349800
1484152141,118.8300,119.0600,118.7600,118.9600,385400
1484152440,118.8500,118.8600,118.6200,118.8327,497200
1484152740,118.8200,118.8500,118.6100,118.8437,319500
1484153041,118.8800,118.9000,118.7300,118.8100,208500
1484153399,118.9637,118.9900,118.8600,118.8847,252400
1484153640,119.0300,119.0800,118.9300,118.9650,257400
1484153944,119.0550,119.0700,118.9400,119.0201,218900
1484154243,119.0200,119.0900,118.6400,119.0600,288300
1484154541,119.0350,119.0870,118.9600,119.0300,173500
1484154842,119.0200,119.0601,118.9800,119.0300,176200
1484155140,118.9100,119.0300,118.8900,119.0300,317200
1484155441,118.9100,118.9200,118.7300,118.9000,312800
1484155799,118.9700,119.0100,118.8800,118.9000,206100
1484156041,118.8700,119.0100,118.8200,118.9800,135700
1484156341,118.9500,119.0000,118.8600,118.8600,135200
1484156643,118.8500,118.9400,118.7650,118.9400,210600
1484156947,118.7800,118.8400,118.7500,118.8400,148100
1484157244,118.7935,118.8400,118.7800,118.7850,185400
1484157540,118.9600,118.9700,118.7900,118.8000,159700
1484157845,118.8600,118.9700,118.8600,118.9500,125900
1484158142,118.8327,118.9250,118.8200,118.8550,150100
1484158440,118.7600,118.8400,118.6800,118.8300,308300
1484158741,118.6900,118.7600,118.6161,118.7500,291800
1484159044,118.7707,118.8200,118.6500,118.7000,195800
1484159347,118.6600,118.7850,118.6200,118.7800,203200
1484159641,118.7250,118.7354,118.6000,118.6500,251400
1484159942,118.9000,118.9242,118.7200,118.7200,265700
1484160298,118.8900,118.9200,118.8300,118.8900,148100
1484160542,118.8000,118.9400,118.8000,118.8965,141000
1484160849,118.8800,118.8900,118.7900,118.8025,140500
1484161141,118.9200,119.0000,118.8700,118.8900,269100
1484161441,118.9950,119.0000,118.9100,118.9273,146500
1484161743,118.9900,119.0450,118.9600,118.9900,250700
1484162040,119.0900,119.0900,118.9600,118.9875,181800
1484162341,119.1400,119.1700,119.0900,119.1000,282400
1484162640,119.1680,119.1900,119.0900,119.1499,355000
1484162942,119.2300,119.2800,119.1600,119.1600,369200
1484163243,119.3100,119.3200,119.2200,119.2290,451100
1484163540,119.7136,119.7300,119.3050,119.3150,973500
1484163899,119.6300,119.7200,119.5200,119.7100,423700
1484164140,119.5450,119.6500,119.5046,119.6400,338800
1484164440,119.6600,119.6800,119.5400,119.5442,360700
1484164799,119.8241,119.8378,119.6500,119.6500,698300
1484165042,119.8500,119.8800,119.8200,119.8220,560500
1484165340,119.6600,119.8800,119.6250,119.8600,532500
1484165645,119.7168,119.7800,119.6597,119.6597,509000
1484165941,119.9100,119.9100,119.7200,119.7200,352000
1484166298,119.8835,119.9300,119.8500,119.9050,390000
1484166599,119.8342,119.9000,119.7800,119.8800,295300
1484166899,119.8700,119.8859,119.8300,119.8350,320700
1484167199,119.8606,119.8900,119.8600,119.8711,311700
1484167440,119.7500,119.8663,119.7500,119.8600,327200
1484167740,119.7700,119.8300,119.7200,119.7550,375700
1484168040,119.6900,119.8200,119.6600,119.7900,505000
1484168340,119.7500,119.7500,119.6500,119.6800,786300
1484168400,119.7300,119.7300,119.7300,119.7300,100
1484231647,118.9550,119.1750,118.9500,119.0000,0
1484231947,119.0200,119.0900,118.9600,118.9870,926700
1484232283,118.9340,118.9700,118.7900,118.7900,774100
1484232588,118.8100,118.8400,118.7400,118.7850,598900
1484232864,118.7800,118.8165,118.7600,118.8165,580900
1484233141,118.8450,118.9400,118.7300,118.7600,557900
1484233492,118.8800,118.9800,118.7900,118.9200,520100
1484233747,118.5490,118.7750,118.5100,118.7750,666400
1484234072,118.4520,118.5900,118.4500,118.5450,733400
1484234340,118.4200,118.5300,118.4150,118.4450,496300
1484234679,118.5200,118.5250,118.3600,118.3700,541200
1484234825,118.6800,118.7200,118.6250,118.6465,680500
1484235182,118.6400,118.6800,118.6200,118.6800,210800
1484235540,118.4800,118.6792,118.4800,118.6792,209300
1484235855,118.7000,118.7200,118.4700,118.4800,380800
1484236141,118.6100,118.7000,118.6100,118.6800,188900
1484236404,118.5200,118.6250,118.4900,118.6200,164000
1484236695,118.3800,118.5100,118.3700,118.5000,325600
1484237074,118.2800,118.3892,118.2800,118.3800,622600
1484237352,118.4000,118.4750,118.3400,118.3400,278300
1484237665,118.3000,118.4150,118.2900,118.4099,182900
1484237996,118.2100,118.3900,118.2100,118.2842,360600
1484238240,118.4450,118.4750,118.2300,118.2350,360000
1484238564,118.5710,118.5800,118.4000,118.4700,366700
1484238870,118.5300,118.6300,118.5233,118.5800,223400
1484239144,118.5000,118.5400,118.4500,118.5200,159600
1484239463,118.5790,118.5790,118.4700,118.5100,128700
1484239740,118.6800,118.7850,118.5500,118.5700,354500
1484240041,118.6100,118.7130,118.5758,118.7130,139400
1484240352,118.6593,118.6593,118.5600,118.6000,147300
1484240640,118.7100,118.7400,118.6400,118.6550,208500
1484240948,118.6250,118.7400,118.6200,118.7200,132100
1484241242,118.6600,118.6750,118.6100,118.6200,138900
1484241542,118.7785,118.8300,118.6750,118.6850,257600
1484241841,118.7000,118.8150,118.6800,118.7752,210200
1484242141,118.7500,118.7750,118.6200,118.6899,240500
1484242444,118.8200,118.8200,118.7450,118.7600,160600
1484242742,118.8600,118.9000,118.8000,118.8100,174800
1484243098,118.7650,118.8900,118.7600,118.8100,186800
1484243280,118.9000,118.9150,118.7800,118.7900,165900
1484243640,118.9800,118.9900,118.8608,118.8751,231900
1484243940,118.9400,118.9750,118.9000,118.9400,184100
1484244241,118.9735,119.0300,118.9200,118.9389,320500
1484244545,118.9600,118.9800,118.8500,118.9800,146000
1484244894,118.9800,119.0700,118.9700,118.9865,186600
1484245146,119.0308,119.1000,118.9842,118.9950,239000
1484245461,118.9050,119.0250,118.9000,119.0108,160300
1484245741,118.9100,118.9100,118.8200,118.9036,133900
1484246041,118.8600,118.9350,118.8600,118.9200,122200
1484246340,118.9433,118.9600,118.8800,118.9100,135600
1484246650,118.9500,119.0000,118.8935,118.9474,243700
1484246950,118.9800,119.0200,118.9250,118.9590,223200
1484247180,118.9500,118.9800,118.9400,118.9750,181700
1484247558,118.9000,118.9400,118.8700,118.9200,127600
1484247854,118.8700,118.9400,118.8550,118.9400,158900
1484248167,118.8350,118.9000,118.8100,118.9000,133300
1484248472,118.8850,118.9100,118.8600,118.8650,192700
1484248740,118.8700,118.9800,118.8500,118.8608,204000
1484249066,118.8850,118.9200,118.8150,118.8800,184000
1484249346,118.8985,118.9100,118.8500,118.8550,117800
1484249646,119.0000,119.0250,118.8750,118.9265,232500
1484249959,118.9400,119.0250,118.9400,118.9900,218800
1484250296,118.9400,118.9500,118.8800,118.9250,184200
1484250598,118.8837,118.9501,118.8500,118.9500,179800
1484250897,118.9400,118.9400,118.8900,118.8900,129600
1484251082,118.9600,118.9899,118.9300,118.9300,79900
"""
Demonstrate creation of a custom graphic (a candlestick plot)
"""
import pyqtgraph as pg
from pyqtgraph import QtCore, QtGui
import random
import urllib.request as req
import datetime as dt
import pandas as pd
import numpy as np
## Create a subclass of GraphicsObject.
## The only required methods are paint() and boundingRect()
## (see QGraphicsItem documentation)
class CandlestickItem(pg.GraphicsObject):
def __init__(self):
pg.GraphicsObject.__init__(self)
self.flagHasData = False
def set_data(self, data):
self.data = data ## data must have fields: time, open, close, min, max
self.flagHasData = True
self.generatePicture()
self.informViewBoundsChanged()
def generatePicture(self):
## pre-computing a QPicture object allows paint() to run much more quickly,
## rather than re-drawing the shapes every time.
self.picture = QtGui.QPicture()
p = QtGui.QPainter(self.picture)
p.setPen(pg.mkPen('w'))
w = (self.data[1][0] - self.data[0][0]) / 3.
for (t, open, close, min, max) in self.data:
p.drawLine(QtCore.QPointF(t, min), QtCore.QPointF(t, max))
if open > close:
p.setBrush(pg.mkBrush('r'))
else:
p.setBrush(pg.mkBrush('g'))
p.drawRect(QtCore.QRectF(t-w, open, w*2, close-open))
p.end()
def paint(self, p, *args):
if self.flagHasData:
p.drawPicture(0, 0, self.picture)
def boundingRect(self):
## boundingRect _must_ indicate the entire area that will be drawn on
## or else we will get artifacts and possibly crashing.
## (in this case, QPicture does all the work of computing the bouning rect for us)
return QtCore.QRectF(self.picture.boundingRect())
app = QtGui.QApplication([])
# data = [ ## fields are (time, open, close, min, max).
# [1, 10, 13, 5, 15],
# [2., 13, 17, 9, 20],
# [3., 17, 14, 11, 23],
# [4., 14, 15, 5, 19],
# [5., 15, 9, 8, 22],
# [6., 9, 15, 8, 16],
# ]
# def bytespdate2num(fmt, encoding='utf-8'):
# strconverter = mdates.strpdate2num(fmt)
# def bytesconverter(b):
# s = b.decode(encoding)
# return strconverter(s)
# return bytesconverter
# url = 'http://chartapi.finance.yahoo.com/instrument/1.0/AAPL/chartdata;type=quote;range=3d/csv'
# stockFile = []
# sourceCode = req.urlopen(url).read().decode()
# # print(sourceCode)
# split_source = sourceCode.split('\n')
# for line in split_source:
# split_line = line.split(',' )
# fixMe = split_line[0]
# if len(split_line) == 6:
# if 'values' not in line and 'labels' not in line:
# fixed = line.replace(fixMe, str(dt.datetime.fromtimestamp(int(fixMe)).strftime('%Y-%m-%d %H:%M:%S')))
# stockFile.append(fixed)
# data = stockFile
# date, closep, highp, lowp, openp, volume = np.loadtxt(stockFile,
# delimiter=',', unpack=True,
# converters={0: bytespdate2num('%Y-%m-%d %H:%M:%S')})
# print(date)
data = open('AAPL.csv', 'r').read() # close high low open
# data = np.loadtxt('AAPL.csv', unpack=True, delimiter=',')
print(data[0])
splitData = data.split('\n')
# print(splitData)
stockData = []
for line in splitData:
if len(line.split(',')) == 6:
splitLine = line.split(',')
splitLine[0] = int(splitLine[0]) # date
splitLine[1] = float(splitLine[1]) # close
splitLine[2] = float(splitLine[2]) # high
splitLine[3] = float(splitLine[3]) # low
splitLine[4] = float(splitLine[4]) # open
del splitLine[5]
formatData = [splitLine[0], splitLine[4], splitLine[1], splitLine[3], splitLine[2] ]
stockData.append(formatData)
# intLine = int(splitLine)
# if not splitLine[0][-1]:
# datep = int(splitLine[0])
# print(spl)
# print(datep)
# print(stockData.sort())
# print(data)
item = CandlestickItem()
item.set_data(stockData)
# open close min max
plt = pg.plot()
plt.addItem(item)
plt.setWindowTitle('pyqtgraph example: customGraphicsItem')
# def update():
# global item, data
# data_len = len(data)
# rand = random.randint(0, len(data)-1)
# new_bar = data[rand][:]
# new_bar[0] = data_len
# data.append(new_bar)
# item.set_data(data)
# app.processEvents() ## force complete redraw for every plot
# timer = QtCore.QTimer()
# timer.timeout.connect(update)
# timer.start(100)
# ## Start Qt event loop unless running in interactive mode or using pyside.
if __name__ == '__main__':
import sys
if (sys.flags.interactive != 1) or not hasattr(QtCore, 'PYQT_VERSION'):
QtGui.QApplication.instance().exec_()
