使用baoStock+talib畫一個股票籌碼圖
籌碼類
class Chip:index=0open=0close=0max=0min=0avc_price=0chouMa=0def __init__(self,index,open,close,max,min,avc_price,chouMa):self.index=indexself.open=openself.close=closeself.max=maxself.min=minself.avc_price=avc_priceself.chouMa=chouMadef getChouMa(self):return self.chouMadef getOpen(self):return self.opendef getClose(self):return self.closedef getAvcPrice(self):return self.avc_pricedef getMax(self):return self.maxdef getMin(self):return self.mindef getIndex(self):return self.indexdef print(self):print("日期:"+str(self.getIndex())+" 籌碼:"+str(self.getChouMa())+" 最高:"+str(self.getMax())+" 最低:"+str(self.getMin())+" 平均:"+str(self.getAvcPrice()))
2、籌碼計(jì)算
# 籌碼量的計(jì)算from src.NewTun.Chip import Chipclass ChipCalculate:isProd=FalseshuanJian = 1# 1.價(jià)格和籌碼量的分布price_vol = {}# 2.每個交易日的籌碼量DayChouMaList = []# 倒敘計(jì)算每日的籌碼量# 傳入的數(shù)據(jù)id,open,high,low,close,volume,typePrice,trun# 0, 1, 2, 3, 4, 5, 6, 7def getDataByShowLine(self, data,prod):=Trueresult = []dataLength = len(data)csdnAvcPrice = []TtodayChouma = []TTprice = 0TTmax = 0shuanjian = 0????????#?保障顯示120天的籌碼線# 倒敘計(jì)算每日的籌碼量,當(dāng)日的籌碼分布和最近的120天有關(guān)系:self.DayChouMaList.clear()# 倒數(shù)第k日的基本數(shù)據(jù)Baseline = data[dataLength - 1 - k]if Baseline[8] < 1:continue# 拿到idbaseIndex = int(Baseline[0])currentPrice = float(Baseline[4])for i in range(120):if i < 1:continueline = data[dataLength - k - i]if line[8] < 1:continueif line[0] == '':index = 0else:index = int(line[0])open = float(line[1])close = float(line[4])max = float(line[2])min = float(line[3])vol = 0if line[5] == '':vol = 0else:vol = float(line[5])avc_price = float(line[6])if line[7] == '':= 0if data[dataLength - i][8] == '' or data[dataLength - i][8] == None or float(- i][8]) < 1:continueif i == 1:currentChouMa = volchip = Chip(index, open, close, max, min, avc_price, currentChouMa)shuanjian = (1 - float(data[dataLength - i][7]) / 100)self.DayChouMaList.append(chip)else:value = 0if data[dataLength - i][5] != '':value = float(data[dataLength - i][5])chouma = shuanjian * valueshuanjian = shuanjian * (1 - float(data[dataLength - i][7]) / 100)chip = Chip(index, open, close, max, min, avc_price, chouma)self.DayChouMaList.append(chip)# 倒序計(jì)算完每日的籌碼量,然后將籌碼平均分布到當(dāng)日的價(jià)格上tmax, csdn ,maxVolprice,myUp= self.adviseChouMa2Price()if k == 0:TtodayChouma = todayChoumaTTmax = tmaxcsdnTemp = []csdnTemp.append(baseIndex)csdnTemp.append(csdn)csdnTemp.append(TtodayChouma)csdnTemp.append("")csdnTemp.append(TTmax)t = 0if currentPrice * 100 > maxVolprice:# 當(dāng)前的價(jià)格大于籌碼的平均價(jià)格t = 1else:t = 0csdnTemp.append(t)csdnTemp.append(myUp)if csdn * 100 >= maxVolprice and t == 1:csdnTemp.append(1)else:csdnTemp.append(0)result.append(csdnTemp)return result# 將每日的籌碼分布到價(jià)格上def adviseChouMa2Price(self):length = len(self.DayChouMaList)self.price_vol.clear()for i in range(length):# 當(dāng)日的籌碼chouma = self.DayChouMaList[i].getChouMa()index = self.DayChouMaList[i].getIndex()open = self.DayChouMaList[i].getOpen()close = self.DayChouMaList[i].getClose()max = self.DayChouMaList[i].getMax()min = self.DayChouMaList[i].getMin()avcPrice = self.DayChouMaList[i].getAvcPrice()# 移入地時候,矩形和三角形的面積比為3比7,其中矩形的籌碼分布占0.3,三角形占0.7# 1.先算矩形部分的籌碼遷移,將每股價(jià)格精確到分。maoshu = round((max - min), 2) * 100if maoshu <= 0:continue# 得到矩形部分籌碼量everyMao = chouma * 0.3 / maoshufor j in range(int(maoshu)):# 從最小價(jià)格向最大價(jià)格進(jìn)行逐個籌碼分布key = j + round(min * 100)# 如果已經(jīng)包含了當(dāng)前價(jià)格,那么就進(jìn)行累加if self.price_vol.__contains__(key):volTemp = self.price_vol.get(key)volTemp = volTemp + everyMao= volTempelse:# 當(dāng)前價(jià)格上的籌碼量= everyMao# 三角形一半的籌碼量totalChouma = chouma * 0.35# 將三角形的籌碼分布到價(jià)格上for j in range(int(maoshu / 2)):# 從下往上if min * 100 + j < avcPrice * 100:key = int(j + min * 100)# -- max# -----# ----------- avrageprice# -------# ------ min# 看是遞增還是遞減的,k大于零表示遞增,k小于零表示遞減k = (avcPrice - min) / ((max - min) / 2)# 當(dāng)前價(jià)格上應(yīng)該分配的籌碼在三角形半上所占據(jù)的比列多少ditVol = (j * k) / (((avcPrice - min) * (max - min) / 2) / 2)ditChouma = totalChouma * ditVol# 下三角籌碼分配if self.price_vol.__contains__(key):volTemp = self.price_vol[key]volTemp = volTemp + ditChouma= volTempelse:= ditChouma# 上三角籌碼分布if self.price_vol.__contains__(int(max * 100 - j)):volTemp = self.price_vol[int(max * 100 - j)]volTemp = volTemp + ditChouma* 100 - j)] = volTempelse:* 100 - j)] = ditChoumachoumaList = []isFirst = 1totalVol = 0totalPrice = 0tmax = 0#籌碼峰價(jià)格maxVolprice=0#weight價(jià)格weightPrice=0for i in sorted(self.price_vol):# 這里的i就表示價(jià)格if isFirst == 1:isFirst = 0cm = []# 尋找最大的籌碼量if self.price_vol[i] > tmax:tmax = self.price_vol[i]maxVolprice = i# 計(jì)算當(dāng)日的各個價(jià)格上的籌碼量之和totalVol = totalVol + self.price_vol[i]# 計(jì)算當(dāng)前價(jià)格上籌碼的累計(jì)大小totalPrice = totalPrice + i * self.price_vol[i]# 封裝當(dāng)前價(jià)格和價(jià)格上的籌碼量cm.append(i)cm.append(self.price_vol[i])choumaList.append(cm)if totalVol == 0:csdn = 0return choumaList, 0, tmax, csdn,0,0else:csdn = round((totalPrice / totalVol) / 100, 2)myUp=1if self.isProd==True:close = self.DayChouMaList[0].getClose()downPower=0upPower=0for i in sorted(self.price_vol):# 這里的i就表示價(jià)格#戰(zhàn)斗力對比tP=close-round(i/100,2)if tP<0:downPower=downPower+(tP*self.price_vol[i])if tP>0:upPower=upPower+(tP*self.price_vol[i])result=upPower+downPowerif result>=0:myUp=1else:myUp=0????????????return?choumaList,?tmax,?csdn,maxVolprice,myUp
3、籌碼作圖
# 籌碼計(jì)算import timeimport numpy as npimport pandas as pdimport talibfrom matplotlib import pyplot as pltfrom src.NewTun.ChipCalculate import ChipCalculateimport baostock as bsclass?ParseChouMa:????#畫160的窗口期籌碼????window?=?160def doParseByCode(self,code):endTime = time.strftime('%Y-%m-%d', time.localtime(time.time()))lg = bs.login()rs = bs.query_history_k_data_plus(code,"date,code,open,high,low,close,preclose,volume,amount,adjustflag,turn,tradestatus,pctChg,isST",start_date="2018-01-01", end_date=endTime,frequency="d", adjustflag="2")data_list = []while (rs.error_code == '0') & rs.next():data_list.append(rs.get_row_data())result = pd.DataFrame(data_list, columns=rs.fields)start = len(result) - self.windowresult = result.loc[:, ['date', 'open', 'high', 'low', 'close', 'volume', 'turn']]if code == 'sh.000001':result['temp'] = 100result['open'] = talib.DIV(result['open'], result['temp'])result['high'] = talib.DIV(result['high'], result['temp'])result['low'] = talib.DIV(result['low'], result['temp'])result['close'] = talib.DIV(result['close'], result['temp'])result = result[-self.window:]chipCalculateList = []for index, row in result.iterrows():if index>=start:temp = []temp.append(index-start)print(index-start)temp.append(row['open'])temp.append(row['high'])temp.append(row['low'])temp.append(row['close'])temp.append(row['volume'])temp.append(row['close'])temp.append(row['turn'])temp.append(1)chipCalculateList.append(temp)index=[]closePrice=[]for i in range(len(chipCalculateList)):index.append(chipCalculateList[i][0])close=chipCalculateList[i][4]close=round(float(close), 2)closePrice.append(close)return chipCalculateList,index,closePrice# K線的展示def show(self,choumaList,TavcPrice,tmax,index,closePrice):fig=plt.figure()ax=fig.add_axes([0.1,0.35,0.6,0.6])# 畫平均成本ax.plot(index, closePrice, color="green")cmx=fig.add_axes([0.7,0.35,0.2,0.6])chouMalit=np.array(choumaList)for item in chouMalit:item[0]=item[0]*1.0/100cmx.barh(chouMalit[:,0],chouMalit[:,1],color="Turquoise",align="center",height=0.01)cmx.barh(TavcPrice,tmax,color="red",height=0.02)fig.show()????????pass
4、demo演示
parseFile=ParseChouMa()chipCalculateList,index,closePrice=parseFile.doParseByCode("sh.000001")calcualate = ChipCalculate()resultEnd = calcualate.getDataByShowLine(chipCalculateList, True)parseFile.show(resultEnd[0][2],resultEnd[0][1],resultEnd[0][4],index,closePrice)
5、與通達(dá)信、騰訊自選股籌碼圖的對比
上證指數(shù)的籌碼分布:

通達(dá)信

對比發(fā)現(xiàn)跟通達(dá)信的籌碼差距還挺大。我們按真實(shí)的價(jià)格去重新算一下。發(fā)現(xiàn)還是那樣,所以到底哪個比較靠譜吶?我們再看看其他的股票。
金證股份

看看通達(dá)信的籌碼

手機(jī)app

發(fā)現(xiàn)差別還挺大的,我們再對比雙匯發(fā)展。


手機(jī)app

我們再對比一下冀中能源

通達(dá)信

手機(jī)app

西麥?zhǔn)称?/strong>

通達(dá)信

手機(jī)app

6、總結(jié):



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