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dsyoon
2022-01-23 13:30:55 +09:00
parent 3d73089c0f
commit 02c7ae73e9
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hts/DataCollector_252670.py
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import win32com.client
import time
import os
from datetime import datetime
import pandas as pd
from OrderType import OrderType
from OrderItem import OrderItem
from BuySellChecker import BuySellChecker
from OrderChecker import OrderChecker
class DataCollector_252670:
objCpCybos = None
objCpCodeMgr = None
buySellChecker = None
stock_code = None
def __init__(self, stock_code):
self.buySellChecker = BuySellChecker()
self.stock_code = stock_code
#self.connect()
return
def connect(self):
# 연결 여부 체크
self.objCpCybos = win32com.client.Dispatch("CpUtil.CpCybos")
bConnect = self.objCpCybos.IsConnect
if (bConnect == 0):
print("PLUS가 정상적으로 연결되지 않음. ")
exit()
return
def all_stocks(self):
# 종목코드 리스트 구하기
self.objCpCodeMgr = win32com.client.Dispatch("CpUtil.CpCodeMgr")
codeList = self.objCpCodeMgr.GetStockListByMarket(1) # 거래소
codeList2 = self.objCpCodeMgr.GetStockListByMarket(2) # 코스닥
print("거래소 종목코드", len(codeList))
for i, code in enumerate(codeList):
secondCode = self.objCpCodeMgr.GetStockSectionKind(code)
name = self.objCpCodeMgr.CodeToName(code)
stdPrice = self.objCpCodeMgr.GetStockStdPrice(code)
print(i, code, secondCode, stdPrice, name)
print("코스닥 종목코드", len(codeList2))
for i, code in enumerate(codeList2):
secondCode = self.objCpCodeMgr.GetStockSectionKind(code)
name = self.objCpCodeMgr.CodeToName(code)
stdPrice = self.objCpCodeMgr.GetStockStdPrice(code)
print(i, code, secondCode, stdPrice, name)
print("거래소 + 코스닥 종목코드 ", len(codeList) + len(codeList2))
return
# 차트 데이터 구하기
def getChartData(self, stock_code):
# 차트 객체 구하기
objStockChart = win32com.client.Dispatch("CpSysDib.StockChart")
objStockChart.SetInputValue(0, 'A'+stock_code) # 종목 코드 - 삼성전자
objStockChart.SetInputValue(1, ord('2')) # 개수로 조회
objStockChart.SetInputValue(4, 100) # 최근 100일 치
objStockChart.SetInputValue(5, [0, 2, 3, 4, 5, 8]) # 날짜,시가,고가,저가,종가,거래량
objStockChart.SetInputValue(6, ord('D')) # '차트 주가 - 일간 차트 요청
objStockChart.SetInputValue(9, ord('1')) # 수정주가 사용
objStockChart.BlockRequest()
len = objStockChart.GetHeaderValue(3)
print("날짜", "시가", "고가", "저가", "종가", "거래량")
print("==============================================-")
for i in range(len):
day = objStockChart.GetDataValue(0, i)
open = objStockChart.GetDataValue(1, i)
high = objStockChart.GetDataValue(2, i)
low = objStockChart.GetDataValue(3, i)
close = objStockChart.GetDataValue(4, i)
vol = objStockChart.GetDataValue(5, i)
print(day, open, high, low, close, vol)
return
# 주식 현재가 조회
def currentStock(self, stock_code):
# 현재가 객체 구하기
self.objStockMst = win32com.client.Dispatch("DsCbo1.StockMst")
self.objStockMst.SetInputValue(0, 'A'+stock_code) # 종목 코드 - 삼성전자
self.objStockMst.BlockRequest()
# 현재가 통신 및 통신 에러 처리
rqStatus = self.objStockMst.GetDibStatus()
rqRet = self.objStockMst.GetDibMsg1()
print("통신상태", rqStatus, rqRet)
if rqStatus != 0:
exit()
# 현재가 정보 조회
code = self.objStockMst.GetHeaderValue(0) # 종목코드
name = self.objStockMst.GetHeaderValue(1) # 종목명
time = self.objStockMst.GetHeaderValue(4) # 시간
cprice = self.objStockMst.GetHeaderValue(11) # 종가
diff = self.objStockMst.GetHeaderValue(12) # 대비
open = self.objStockMst.GetHeaderValue(13) # 시가
high = self.objStockMst.GetHeaderValue(14) # 고가
low = self.objStockMst.GetHeaderValue(15) # 저가
offer = self.objStockMst.GetHeaderValue(16) # 매도호가
bid = self.objStockMst.GetHeaderValue(17) # 매수호가
vol = self.objStockMst.GetHeaderValue(18) # 거래량
vol_value = self.objStockMst.GetHeaderValue(19) # 거래대금
# 예상 체결관련 정보
exFlag = self.objStockMst.GetHeaderValue(58) # 예상체결가 구분 플래그
exPrice = self.objStockMst.GetHeaderValue(55) # 예상체결가
exDiff = self.objStockMst.GetHeaderValue(56) # 예상체결가 전일대비
exVol = self.objStockMst.GetHeaderValue(57) # 예상체결수량
print("코드", code)
print("이름", name)
print("시간", time)
print("종가", cprice)
print("대비", diff)
print("시가", open)
print("고가", high)
print("저가", low)
print("매도호가", offer)
print("매수호가", bid)
print("거래량", vol)
print("거래대금", vol_value)
if (exFlag == ord('0')):
print("장 구분값: 동시호가와 장중 이외의 시간")
elif (exFlag == ord('1')):
print("장 구분값: 동시호가 시간")
elif (exFlag == ord('2')):
print("장 구분값: 장중 또는 장종료")
print("예상체결가 대비 수량")
print("예상체결가", exPrice)
print("예상체결가 대비", exDiff)
print("예상체결수량", exVol)
return
# 주식 현금 매수주문
def requestOrder(self, type, stock_code, count, price):
# type = 2: buy, type=1: sell
# 주문 초기화
objTrade = win32com.client.Dispatch("CpTrade.CpTdUtil")
initCheck = objTrade.TradeInit(0)
if (initCheck != 0):
print("주문 초기화 실패")
exit()
# 주식 매수 주문
acc = objTrade.AccountNumber[0] # 계좌번호
accFlag = objTrade.GoodsList(acc, 1) # 주식상품 구분
# acc = "782446178"
# accFlag[0] = "01"
objStockOrder = win32com.client.Dispatch("CpTrade.CpTd0311")
objStockOrder.SetInputValue(0, type.value) # 1: 매도, 2: 매수
objStockOrder.SetInputValue(1, acc) # 계좌번호
objStockOrder.SetInputValue(2, accFlag[0]) # 상품구분 - 주식 상품 중 첫번째
objStockOrder.SetInputValue(3, "A"+stock_code) # 종목코드
objStockOrder.SetInputValue(4, count) # 매수수량 count주
objStockOrder.SetInputValue(5, price) # 주문단가 - price 원
objStockOrder.SetInputValue(7, "0") # 주문 조건 구분 코드, 0: 기본 1: IOC 2:FOK
objStockOrder.SetInputValue(8, "01") # 주문호가 구분코드 - 01: 보통
# 매수 주문 요청
nRet = objStockOrder.BlockRequest()
if (nRet != 0):
print("order error", nRet)
return None
rqStatus = objStockOrder.GetDibStatus()
rqRet = objStockOrder.GetDibMsg1()
print("통신상태", rqStatus, rqRet)
if rqStatus != 0:
return None
orderNum = objStockOrder.GetHeaderValue(0)
if (type == "1"):
print ("(SELL", count, price, ")")
else:
print ("(BUY", count, price, ")")
return orderNum
# 계좌 잔고 확인
def requstJango(self):
jangoDic = {}
objTrade = win32com.client.Dispatch("CpTrade.CpTdUtil")
initCheck = objTrade.TradeInit(0)
if (initCheck != 0):
print("주문 초기화 실패")
exit()
# 주식 매수 주문
acc = objTrade.AccountNumber[0] # 계좌번호
accFlag = objTrade.GoodsList(acc, 1) # 주식상품 구분
objRq = win32com.client.Dispatch("CpTrade.CpTd6033")
objRq.SetInputValue(0, acc) # 계좌번호
objRq.SetInputValue(1, accFlag[0]) # 상품구분 - 주식 상품 중 첫번째
objRq.SetInputValue(2, 50) # 요청 건수(최대 50)
dicflag1 = {ord(' '): '현금',
ord('Y'): '융자',
ord('D'): '대주',
ord('B'): '담보',
ord('M'): '매입담보',
ord('P'): '플러스론',
ord('I'): '자기융자',
}
while True:
objRq.BlockRequest()
# 통신 및 통신 에러 처리
rqStatus = objRq.GetDibStatus()
rqRet = objRq.GetDibMsg1()
#print("통신상태", rqStatus, rqRet)
if rqStatus != 0:
return False
cnt = objRq.GetHeaderValue(7)
if cnt > 3:
return jangoDic
for i in range(cnt):
item = {}
code = objRq.GetDataValue(12, i) # 종목코드
item['종목코드'] = code
item['종목명'] = objRq.GetDataValue(0, i) # 종목명
item['대출일'] = objRq.GetDataValue(2, i) # 대출일
item['잔고수량'] = objRq.GetDataValue(7, i) # 체결잔고수량
item['매도가능'] = objRq.GetDataValue(15, i)
item['장부가'] = objRq.GetDataValue(17, i) # 체결장부단가
# item['평가금액'] = self.objRq.GetDataValue(9, i) # 평가금액(천원미만은 절사 됨)
# item['평가손익'] = self.objRq.GetDataValue(11, i) # 평가손익(천원미만은 절사 됨)
# 매입금액 = 장부가 * 잔고수량
item['매입금액'] = item['장부가'] * item['잔고수량']
item['현재가'] = 0
item['대비'] = 0
item['거래량'] = 0
# 잔고 추가
# key = (code, item['현금신용'],item['대출일'] )
key = code
jangoDic[key] = item
if len(jangoDic) >= 3: # 최대 3 종목만,
break
if len(jangoDic) >= 3:
break
if (objRq.Continue == False):
break
check = False
for item in jangoDic:
if item:
check = True
break
if not check:
return None
return jangoDic
# 예약 주문 내역 조회 및 미체결 리스트 구하기
def requestOrderList(self):
# type = 2: buy, type=1: sell
orderList = []
# 주문 초기화
objTrade = win32com.client.Dispatch("CpTrade.CpTdUtil")
initCheck = objTrade.TradeInit(0)
if (initCheck != 0):
print("주문 초기화 실패")
exit()
# 주식 매수 주문
acc = objTrade.AccountNumber[0] # 계좌번호
accFlag = objTrade.GoodsList(acc, 1) # 주식상품 구분
objResult = win32com.client.Dispatch("CpTrade.CpTd5339")
objResult.SetInputValue(0, acc) # 계좌번호
objResult.SetInputValue(1, accFlag[0]) # 상품구분 - 주식 상품 중 첫번째
objResult.SetInputValue(4, "0") # 전체
objResult.SetInputValue(5, "1") # 정렬 기준 - 역순
objResult.SetInputValue(6, "0") # 전체
objResult.SetInputValue(7, 20) # 요청개수 - 최대 20개
while True:
ret = objResult.BlockRequest()
if objResult.GetDibStatus() != 0:
print("통신상태", objResult.GetDibStatus(), objResult.GetDibMsg1())
return False
if (ret == 2 or ret == 3):
print("통신 오류", ret)
return False;
# 통신 초과 요청 방지에 의한 요류 인 경우
while (ret == 4): # 연속 주문 오류 임. 이 경우는 남은 시간동안 반드시 대기해야 함.
time.sleep(1)
ret = objResult.BlockRequest()
# 수신 개수
cnt = objResult.GetHeaderValue(5)
print("[Cp5339] 수신 개수 ", cnt)
if cnt == 0:
break
for i in range(cnt):
item = OrderItem()
item.orderNum = objResult.GetDataValue(1, i)
item.orderPrev = objResult.GetDataValue(2, i)
item.code = objResult.GetDataValue(3, i) # 종목코드
item.name = objResult.GetDataValue(4, i) # 종목명
item.orderDesc = objResult.GetDataValue(5, i) # 주문구분내용
item.amount = objResult.GetDataValue(6, i) # 주문수량
item.price = objResult.GetDataValue(7, i) # 주문단가
item.ContAmount = objResult.GetDataValue(8, i) # 체결수량
item.credit = objResult.GetDataValue(9, i) # 신용구분
item.modAvali = objResult.GetDataValue(11, i) # 정정취소 가능수량
item.buysell = objResult.GetDataValue(13, i) # 매매구분코드
item.creditdate = objResult.GetDataValue(17, i) # 대출일
item.orderFlagDesc = objResult.GetDataValue(19, i) # 주문호가구분코드내용
item.orderFlag = objResult.GetDataValue(21, i) # 주문호가구분코드
orderList.append(item)
# 연속 처리 체크 - 다음 데이터가 없으면 중지
if objResult.Continue == False:
print("[Cp5339] 연속 조회 여부: 다음 데이터가 없음")
break
return orderList
# 미체결 취소하기
def cancelOrderList(self, orderList):
if len(orderList) < 1:
return
objTrade = win32com.client.Dispatch("CpTrade.CpTdUtil")
initCheck = objTrade.TradeInit(0)
if (initCheck != 0):
print("주문 초기화 실패")
exit()
acc = objTrade.AccountNumber[0] # 계좌번호
accFlag = objTrade.GoodsList(acc, 1) # 주식상품 구분
objCancelOrder = win32com.client.Dispatch("CpTrade.CpTd0314") # 취소
onums = []
codes = []
amounts = []
for item in orderList:
onums.append(item.orderNum)
codes.append(item.code)
amounts.append(item.amount)
for i in range(len(onums)):
ordernum = onums[i]
code = codes[i]
amount = amounts[i]
objCancelOrder.SetInputValue(1, ordernum) # 원주문 번호 - 정정을 하려는 주문 번호
objCancelOrder.SetInputValue(2, acc) # 상품구분 - 주식 상품 중 첫번째
objCancelOrder.SetInputValue(3, accFlag[0]) # 상품구분 - 주식 상품 중 첫번째
objCancelOrder.SetInputValue(4, code) # 종목코드
objCancelOrder.SetInputValue(5, amount) # 정정 수량, 0 이면 잔량 취소임
# 취소주문 요청
ret = objCancelOrder.BlockRequest()
print("[CpRPOrder/BlockRequestCancel] 주문결과", objCancelOrder.GetDibStatus(), objCancelOrder.GetDibMsg1())
if objCancelOrder.GetDibStatus() != 0:
break
return
# 주식 현재가 조회
def writeStockData(self, stock_codes, given_day):
objCpCybos = win32com.client.Dispatch("CpUtil.CpCybos")
bConnect = objCpCybos.IsConnect
if (bConnect == 0):
print("PLUS가 정상적으로 연결되지 않음. ")
exit()
# 차트 객체 구하기
objStockChart = win32com.client.Dispatch("CpSysDib.StockChart")
for stock_code in stock_codes:
outfp = open("./data/"+stock_code+"_"+given_day+".csv", mode="w", encoding="utf-8")
objStockChart.SetInputValue(0, 'A' + stock_code) # 종목 코드
objStockChart.SetInputValue(1, ord('1')) # 1: 기간으로 조회, 2: 개수로 조회
objStockChart.SetInputValue(2, given_day) # 기간 조회 시, 시작일
objStockChart.SetInputValue(3, given_day) # 기간 조회 시, 종료일
objStockChart.SetInputValue(4, 400) # 조회 시 가져오는 Line 개수
objStockChart.SetInputValue(5, [0, 1, 2, 3, 4, 5, 8]) # 날짜,시간,시가,고가,저가,종가,거래량
objStockChart.SetInputValue(6, ord('m')) # '차트 주가 - 월(M), 주(W), 일(D), 시(H), 분(m), 초(S) 차트 요청
objStockChart.SetInputValue(7, 1)
objStockChart.SetInputValue(9, ord('1')) # 수정주가 사용
objStockChart.BlockRequest()
size = objStockChart.GetHeaderValue(3)
outfp.write("%s,%s,%s,%s,%s,%s,%s\n" % ("날짜", "시간", "시가", "고가", "저가", "종가", "거래량"))
for i in range(size - 1, -1, -1):
day = objStockChart.GetDataValue(0, i)
time = objStockChart.GetDataValue(1, i)
start = objStockChart.GetDataValue(2, i)
high = objStockChart.GetDataValue(3, i)
low = objStockChart.GetDataValue(4, i)
close = objStockChart.GetDataValue(5, i)
vol = objStockChart.GetDataValue(6, i)
outfp.write("%d,%s,%d,%d,%d,%d,%d\n" % (day, str(time).zfill(4), start, high, low, close, vol))
outfp.close()
return
def write(self, day, result):
#날짜,시간,시가,고가,저가,종가,거래량
#20210909,900,2070,2070,2070,2070,0
outFp = open(day+".csv", mode="w", encoding="UTF-8")
outFp.write("날짜,시간,시가,고가,저가,종가,거래량\n")
for i in range(len(result["time"])):
outFp.write("%s,%s,%s,%s,%s,%s,%s\n"%(
result["time"][i].strftime('%Y%m%d'),
result["time"][i].strftime('%H%M'),
result["open"][i],
result["high"][i],
result["low"][i],
result["close"][i],
result["vol"][i]))
outFp.close()
return
# 주식 현재가 조회
def getRealTime(self, stock_code, given_day, result):
int_given_day = int(given_day)
objCpCybos = win32com.client.Dispatch("CpUtil.CpCybos")
bConnect = objCpCybos.IsConnect
if (bConnect == 0):
print("PLUS가 정상적으로 연결되지 않음. ")
exit()
# 차트 객체 구하기
objStockChart = win32com.client.Dispatch("CpSysDib.StockChart")
objStockChart.SetInputValue(0, 'A'+stock_code) # 종목 코드
objStockChart.SetInputValue(1, ord('1')) # 1: 기간으로 조회, 2: 개수로 조회
objStockChart.SetInputValue(2, given_day) # 기간 조회 시, 시작일
objStockChart.SetInputValue(3, given_day) # 기간 조회 시, 종료일
objStockChart.SetInputValue(4, 400) # 조회 시 가져오는 Line 개수
objStockChart.SetInputValue(5, [0, 1, 2, 3, 4, 5, 8]) # 날짜,시간,시가,고가,저가,종가,거래량
objStockChart.SetInputValue(6, ord('m')) # '차트 주가 - 월(M), 주(W), 일(D), 시(H), 분(m), 초(S) 차트 요청
objStockChart.SetInputValue(7, 1)
objStockChart.SetInputValue(9, ord('1')) # 수정주가 사용
objStockChart.BlockRequest()
size = objStockChart.GetHeaderValue(3)
#print("날짜", "시간", "시가", "고가", "저가", "종가", "거래량")
start_time = datetime.strptime(given_day + " 090000", '%Y%m%d %H%M%S')
for i in range(size-1, -1, -1):
int_day = objStockChart.GetDataValue(0, i)
int_time = objStockChart.GetDataValue(1, i)
if int_day < int_given_day:
continue
time = datetime.strptime(str(int_day)+" "+str(int_time).zfill(4)+"00", '%Y%m%d %H%M%S')
if time < start_time:
continue
open = objStockChart.GetDataValue(2, i)
close = objStockChart.GetDataValue(5, i)
high = objStockChart.GetDataValue(3, i)
low = objStockChart.GetDataValue(4, i)
vol = objStockChart.GetDataValue(6, i)
if len(result["check"]) == 0:
result["check"].add(start_time)
result["time"].append(start_time)
result["open"].append(open)
result["close"].append(open)
result["high"].append(open)
result["low"].append(open)
result["vol"].append(0)
if time not in result["check"]:
result["check"].add(time)
result["time"].append(time)
result["open"].append(open)
result["close"].append(close)
result["high"].append(high)
result["low"].append(low)
result["vol"].append(vol)
return
def checkTransaction(self, data):
size = len(data["close"])
bsLine = {}
bsLine['buy'] = [-1 for i in range(size)]
bsLine['weight'] = [-1 for i in range(size)]
bsLine['sell'] = [-1 for i in range(size)]
i = size - 1
if i < 5:
return -1, -1, -1
buy, weight, sell = self.buySellChecker.getPriceAndWeight1(data, i)
return buy, weight, sell
def getSellingPrice(self, final_price):
# 만약 잔고가 있으면 장부가보다 5원 높게 매도한다.
jangoDic = self.requstJango()
if jangoDic and len(jangoDic.keys()) > 0:
for code in jangoDic:
if jangoDic[code]['매도가능'] > 0:
if final_price >= jangoDic[code]['장부가'] + 5:
return jangoDic[code]['매도가능'], final_price
else:
# 장부가 가격의 마지막 자리를 0으로 만든다. (2090 -> 2090, 2092 -> 2090, 2098 -> 2090)
sell_price = int(jangoDic[code]['장부가'] / 10) * 10
# 장부가의 마지막 자리수를 가져온다.
last_number = int(jangoDic[code]['장부가']) % 10
if last_number in [0, 1, 2, 3]:
# 장부가의 마지막 자리수가 0,1,2,3 이라면 (2090, 2091, 2092 -> 2095 에 매도)
return jangoDic[code]['매도가능'], sell_price + 5
elif last_number in [4, 5, 6, 7]:
# 장부가의 마지막 자리수가 4,5,6,7 이라면 (2093, 2094, 2095, 2096 -> 2100 에 매도)
return jangoDic[code]['매도가능'], sell_price + 10
else:
# 장부가의 마지막 자리수가 8,9 라면 (2098, 2099 -> 2105 에 매도)
return jangoDic[code]['매도가능'], sell_price + 15
return 0, 0
def buyRealTime(self, GIVEN_DAY):
orderChecker = OrderChecker(self.stock_code)
BASE_COUNT = 100
timecheckList = pd.read_csv("timecheck.csv").values.tolist()
timecheck = {GIVEN_DAY + " " + str(second).zfill(6):False for second, check in timecheckList}
result = {"check": set(),
"time": [],
"open": [],
"close": [],
"high": [],
"low": [],
"vol": []}
final_price = 0
print ("START...")
THIS_TIME = datetime.now()
while datetime.strptime(GIVEN_DAY + " 070000", '%Y%m%d %H%M%S') < THIS_TIME < datetime.strptime(GIVEN_DAY + " 15200", '%Y%m%d %H%M%S'):
if datetime.strptime(GIVEN_DAY + " 090100", '%Y%m%d %H%M%S') < THIS_TIME < datetime.strptime(GIVEN_DAY + " 151500", '%Y%m%d %H%M%S'):
if THIS_TIME.strftime('%Y%m%d %H%M%S') in timecheck and not timecheck[THIS_TIME.strftime('%Y%m%d %H%M%S')]:
# 데이터를 가지고 온다.
self.getRealTime(self.stock_code, GIVEN_DAY, result)
# 분석을 통해서 볼린저밴드 상/하단을 계산한다.
data = self.buySellChecker.analyze(result)
# 사야 할 시점/가격과 팔아야 할 시점/가격을 체크한다.
bs_buy_price, bs_weight, bs_sell_price = self.checkTransaction(data)
data_size = len(data["close"])
final_price = data["close"][data_size-1]
if bs_buy_price > 0:
# 기본 100 주에 가중치를 추가해서 매수한다.
#BUY_COUNT = int(BASE_COUNT * bs_weight)
BUY_COUNT = int(BASE_COUNT * 1)
# 매수를 주문한다.
orderNum = self.requestOrder(OrderType.buy, self.stock_code, BUY_COUNT , bs_buy_price)
# 미체결 기록을 가져온다.
ORDER_LIST = self.requestOrderList()
# 매수 주문을 기록한다.
orderListToCancel = orderChecker.add(self.stock_code, OrderType.buy, orderNum, BUY_COUNT, bs_buy_price, ORDER_LIST)
# 두 시간 이전 미체결을 모두 취소한다.
self.cancelOrderList(orderListToCancel)
# 로그 출력
print("BUY", THIS_TIME.strftime('%Y%m%d %H%M%S'), BUY_COUNT, bs_buy_price, len(orderListToCancel), len(ORDER_LIST))
if bs_sell_price > 0:
# 미체결 기록을 가져온다.
ORDER_LIST = self.requestOrderList()
# 매도 주문을 기록을 가져온다.
orderListToCancel = orderChecker.remove(self.stock_code, OrderType.sell, ORDER_LIST)
# 매도 미체결을 모두 취소한다.
self.cancelOrderList(orderListToCancel)
# 매도 가격을 가져온다.
selling_count, selling_price = self.getSellingPrice(final_price)
# 분석되 가격으로 매도 요청한다.
if selling_count != 0 and selling_price != 0:
# 매도를 요청한다.
orderNum = self.requestOrder(OrderType.sell, self.stock_code, selling_count, selling_price)
# 로그 출력
print("SELL", THIS_TIME.strftime('%Y%m%d %H%M%S'), selling_count, selling_price, len(orderListToCancel), len(ORDER_LIST))
# 로그 출력
print("TIMECHECK", THIS_TIME, final_price, data["low"][data_size-1], data["slow_k"][data_size-1], data["slow_d"][data_size-1])
timecheck[THIS_TIME] = True
if datetime.strptime(GIVEN_DAY + " 151530", '%Y%m%d %H%M%S') < THIS_TIME:
####
# 손해 보지 않는 가격에 매도한다.
####
# 주문 리스트를 가져온다.
orderList = self.requestOrderList()
# 15:10:00 이후라면 모든 미체결 취소한다.
self.cancelOrderList(orderList)
# 매도 가격을 가져온다.
selling_count, selling_price = self.getSellingPrice(final_price)
# 분석되 가격으로 매도 요청한다.
if selling_count != 0 and selling_price != 0:
orderNum = self.requestOrder(OrderType.sell, self.stock_code, selling_count, selling_price)
# 로그 출력
print("SELL", THIS_TIME, selling_count, selling_price)
break
time.sleep(0.9)
THIS_TIME = datetime.now()
return
if __name__ == "__main__":
today = datetime.today()
PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__))))
RESOURCE_DIR = PROJECT_HOME + "/resources/analysis/"+today.strftime("%Y%m%d")
# KODEX 인버스 * 2
stock_code = "252670"
hts = DataCollector_252670(stock_code)
given_day = datetime.today().strftime('%Y%m%d')
hts.writeStockData(stock_codes, "20211025")
print ("done...")

8
hts/HTS_122630.py
View File

@@ -4,11 +4,11 @@ import os
from datetime import datetime
import pandas as pd
from OrderType import OrderType
from OrderItem import OrderItem
from hts.OrderType import OrderType
from hts.OrderItem import OrderItem
from BuySellChecker import BuySellChecker
from OrderChecker import OrderChecker
from hts.BuySellChecker import BuySellChecker
from hts.OrderChecker import OrderChecker
class HTS_122630:

13
hts/HTS_252670.py
View File

@@ -4,11 +4,11 @@ import os
from datetime import datetime
import pandas as pd
from OrderType import OrderType
from OrderItem import OrderItem
from hts.OrderType import OrderType
from hts.OrderItem import OrderItem
from BuySellChecker import BuySellChecker
from OrderChecker import OrderChecker
from hts.BuySellChecker import BuySellChecker
from hts.OrderChecker import OrderChecker
class HTS_252670:
@@ -549,7 +549,7 @@ class HTS_252670:
def buyRealTime(self, GIVEN_DAY):
orderChecker = OrderChecker(self.stock_code)
BASE_COUNT = 200
BASE_COUNT = 150
timecheckList = pd.read_csv("timecheck.csv").values.tolist()
timecheck = {GIVEN_DAY + " " + str(second).zfill(6):False for second, check in timecheckList}
@@ -562,7 +562,6 @@ class HTS_252670:
"low": [],
"vol": []}
final_price = 0
print ("START...")
THIS_TIME = datetime.now()
while datetime.strptime(GIVEN_DAY + " 070000", '%Y%m%d %H%M%S') < THIS_TIME < datetime.strptime(GIVEN_DAY + " 15200", '%Y%m%d %H%M%S'):
@@ -657,7 +656,7 @@ if __name__ == "__main__":
hts = HTS_252670(stock_code)
given_day = datetime.today().strftime('%Y%m%d')
#hts.writeStockData(stock_code, "20211026")
#hts.writeStockData(stock_code, "20220121")
hts.buyRealTime(given_day)
print ("done...")

2
hts/OrderChecker.py
View File

@@ -2,7 +2,7 @@ import os
import pandas as pd
from datetime import datetime, timedelta
from OrderType import OrderType
from hts.OrderType import OrderType
class OrderChecker:

2
hts/OrderItem.py
View File

@@ -1,4 +1,4 @@
from OrderType import OrderType
from hts.OrderType import OrderType
class OrderItem:

2
hts/Simulation.py
View File

@@ -4,7 +4,7 @@ import pandas as pd
import plotly.graph_objects as go
from plotly import subplots
from BuySellChecker import BuySellChecker
from hts.BuySellChecker import BuySellChecker
class Simulation:

382
hts/data/252670_20220121.csv Normal file
View File

@@ -0,0 +1,382 @@
날짜,시간,시가,고가,저가,종가,거래량
20220121,0901,2365,2365,2350,2355,7157839
20220121,0902,2355,2355,2345,2355,10657768
20220121,0903,2355,2365,2350,2365,3223803
20220121,0904,2365,2370,2360,2365,1698290
20220121,0905,2370,2370,2355,2360,3088063
20220121,0906,2355,2365,2350,2350,1559585
20220121,0907,2350,2365,2350,2360,1839441
20220121,0908,2355,2365,2350,2360,1949487
20220121,0909,2360,2365,2355,2360,610466
20220121,0910,2360,2365,2355,2365,762152
20220121,0911,2365,2365,2360,2360,177972
20220121,0912,2360,2365,2355,2360,515454
20220121,0913,2355,2360,2350,2360,2065562
20220121,0914,2355,2360,2350,2355,1255635
20220121,0915,2360,2365,2355,2360,2023785
20220121,0916,2360,2365,2355,2355,421890
20220121,0917,2355,2360,2350,2355,2750720
20220121,0918,2355,2360,2350,2355,164549
20220121,0919,2360,2360,2350,2355,527099
20220121,0920,2350,2355,2350,2350,188212
20220121,0921,2355,2365,2350,2360,3110284
20220121,0922,2360,2365,2360,2365,938483
20220121,0923,2365,2370,2360,2365,2157049
20220121,0924,2365,2365,2355,2355,675990
20220121,0925,2355,2360,2355,2355,60609
20220121,0926,2355,2360,2350,2355,1448847
20220121,0927,2355,2360,2350,2355,200716
20220121,0928,2350,2360,2350,2355,2474704
20220121,0929,2355,2360,2350,2355,451892
20220121,0930,2355,2355,2350,2350,891460
20220121,0931,2355,2355,2350,2355,44351
20220121,0932,2350,2360,2350,2360,1373961
20220121,0933,2360,2360,2350,2355,233723
20220121,0934,2355,2360,2350,2360,366552
20220121,0935,2360,2365,2355,2360,1773251
20220121,0936,2355,2365,2355,2360,513007
20220121,0937,2360,2365,2355,2360,211536
20220121,0938,2360,2360,2355,2360,11456
20220121,0939,2360,2360,2350,2350,2382134
20220121,0940,2355,2360,2350,2350,288958
20220121,0941,2355,2360,2350,2355,426044
20220121,0942,2355,2360,2350,2360,786245
20220121,0943,2360,2365,2355,2360,1526142
20220121,0944,2360,2365,2355,2365,283098
20220121,0945,2365,2365,2360,2360,328830
20220121,0946,2360,2365,2355,2360,355630
20220121,0947,2360,2365,2355,2360,314608
20220121,0948,2355,2365,2355,2360,204002
20220121,0949,2365,2365,2355,2360,41109
20220121,0950,2360,2360,2350,2355,1557085
20220121,0951,2355,2360,2350,2355,136003
20220121,0952,2355,2360,2350,2360,795947
20220121,0953,2355,2360,2350,2350,122806
20220121,0954,2355,2355,2350,2355,52477
20220121,0955,2355,2360,2350,2360,345500
20220121,0956,2355,2360,2355,2355,25882
20220121,0957,2355,2360,2355,2360,1663
20220121,0958,2360,2360,2355,2360,1757
20220121,0959,2355,2360,2355,2355,8406
20220121,1000,2355,2365,2355,2365,2002693
20220121,1001,2360,2365,2355,2365,256831
20220121,1002,2360,2365,2360,2360,19041
20220121,1003,2365,2370,2360,2370,2498364
20220121,1004,2370,2375,2365,2370,3957018
20220121,1005,2370,2380,2370,2380,2092465
20220121,1006,2380,2380,2375,2380,650433
20220121,1007,2380,2385,2375,2380,5221012
20220121,1008,2380,2385,2375,2380,1802208
20220121,1009,2375,2385,2375,2385,994582
20220121,1010,2385,2390,2380,2385,2740849
20220121,1011,2385,2390,2385,2390,1730674
20220121,1012,2390,2395,2385,2395,1615503
20220121,1013,2390,2395,2390,2390,1202272
20220121,1014,2395,2395,2380,2385,3719629
20220121,1015,2385,2390,2380,2380,1433682
20220121,1016,2380,2385,2380,2385,100749
20220121,1017,2380,2385,2380,2380,295964
20220121,1018,2385,2390,2380,2385,1620377
20220121,1019,2385,2390,2380,2390,206977
20220121,1020,2390,2395,2385,2390,1675550
20220121,1021,2390,2395,2385,2390,1630500
20220121,1022,2385,2390,2385,2390,1186940
20220121,1023,2385,2390,2385,2385,38757
20220121,1024,2385,2390,2380,2380,670327
20220121,1025,2385,2390,2380,2380,429444
20220121,1026,2385,2385,2380,2380,127395
20220121,1027,2385,2385,2380,2380,503319
20220121,1028,2380,2385,2375,2375,1545364
20220121,1029,2375,2380,2370,2375,1035922
20220121,1030,2375,2375,2365,2365,1410029
20220121,1031,2370,2370,2365,2370,835099
20220121,1032,2370,2370,2365,2365,440953
20220121,1033,2365,2375,2365,2370,415844
20220121,1034,2375,2375,2365,2365,1049876
20220121,1035,2370,2370,2365,2365,65071
20220121,1036,2365,2375,2365,2370,106146
20220121,1037,2375,2375,2365,2375,899564
20220121,1038,2375,2375,2365,2370,166405
20220121,1039,2370,2375,2365,2370,57188
20220121,1040,2365,2375,2365,2375,488728
20220121,1041,2375,2375,2365,2370,122123
20220121,1042,2370,2375,2365,2370,803400
20220121,1043,2370,2375,2365,2370,961053
20220121,1044,2375,2380,2365,2375,1612242
20220121,1045,2370,2380,2370,2375,694307
20220121,1046,2375,2380,2370,2380,348308
20220121,1047,2375,2385,2375,2380,664803
20220121,1048,2380,2385,2375,2380,359407
20220121,1049,2375,2385,2375,2380,1390013
20220121,1050,2375,2385,2375,2385,215188
20220121,1051,2385,2385,2375,2380,540065
20220121,1052,2380,2385,2375,2380,123729
20220121,1053,2380,2385,2375,2380,42904
20220121,1054,2375,2380,2370,2370,345759
20220121,1055,2370,2375,2370,2370,427463
20220121,1056,2370,2375,2370,2375,369879
20220121,1057,2375,2375,2365,2370,242289
20220121,1058,2375,2375,2365,2365,268240
20220121,1059,2365,2375,2365,2370,179176
20220121,1100,2375,2375,2365,2370,312061
20220121,1101,2370,2370,2365,2365,111281
20220121,1102,2365,2370,2365,2370,72445
20220121,1103,2365,2370,2355,2355,3151172
20220121,1104,2355,2360,2355,2360,134216
20220121,1105,2360,2360,2355,2360,71744
20220121,1106,2355,2360,2350,2355,1520582
20220121,1107,2355,2355,2350,2355,429860
20220121,1108,2355,2360,2350,2355,1134237
20220121,1109,2355,2360,2350,2350,384784
20220121,1110,2350,2355,2350,2355,37812
20220121,1111,2355,2360,2350,2360,208739
20220121,1112,2355,2360,2355,2360,441857
20220121,1113,2355,2360,2350,2355,1596520
20220121,1114,2360,2360,2355,2360,148380
20220121,1115,2360,2360,2350,2350,310488
20220121,1116,2355,2360,2350,2360,437544
20220121,1117,2360,2360,2355,2360,15803
20220121,1118,2360,2360,2350,2355,480696
20220121,1119,2360,2360,2355,2355,21710
20220121,1120,2355,2360,2355,2360,874342
20220121,1121,2355,2365,2355,2360,208257
20220121,1122,2355,2365,2355,2360,130425
20220121,1123,2360,2365,2355,2360,516610
20220121,1124,2360,2365,2355,2365,69391
20220121,1125,2360,2365,2360,2360,40611
20220121,1126,2360,2365,2360,2360,83671
20220121,1127,2360,2365,2360,2360,12001
20220121,1128,2365,2365,2360,2365,1249523
20220121,1129,2365,2365,2360,2365,16462
20220121,1130,2360,2365,2360,2360,544
20220121,1131,2365,2370,2360,2365,1031897
20220121,1132,2370,2370,2365,2370,7978
20220121,1133,2370,2370,2360,2365,212054
20220121,1134,2370,2370,2365,2370,76212
20220121,1135,2365,2370,2365,2370,162061
20220121,1136,2370,2375,2365,2370,926385
20220121,1137,2370,2375,2370,2375,1256257
20220121,1138,2375,2375,2370,2370,20153
20220121,1139,2375,2375,2370,2375,25826
20220121,1140,2370,2375,2370,2370,107191
20220121,1141,2375,2375,2370,2375,41955
20220121,1142,2370,2375,2370,2370,62047
20220121,1143,2370,2375,2370,2370,158096
20220121,1144,2370,2380,2370,2375,1286713
20220121,1145,2370,2380,2370,2380,355053
20220121,1146,2380,2380,2375,2380,36042
20220121,1147,2380,2380,2375,2375,10308
20220121,1148,2380,2385,2375,2375,1094705
20220121,1149,2375,2380,2375,2380,195631
20220121,1150,2375,2380,2375,2375,71081
20220121,1151,2375,2380,2375,2375,17410
20220121,1152,2380,2380,2375,2375,64853
20220121,1153,2380,2380,2375,2380,104434
20220121,1154,2375,2380,2375,2375,277311
20220121,1155,2380,2385,2375,2385,274802
20220121,1156,2380,2385,2375,2385,1808892
20220121,1157,2380,2385,2380,2380,45911
20220121,1158,2385,2385,2375,2380,623025
20220121,1159,2380,2385,2375,2380,339410
20220121,1200,2380,2385,2375,2380,145008
20220121,1201,2380,2380,2375,2380,14744
20220121,1202,2380,2385,2375,2380,314513
20220121,1203,2380,2385,2375,2380,92963
20220121,1204,2380,2380,2375,2375,3254
20220121,1205,2375,2385,2375,2380,282381
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20220121,1239,2395,2395,2390,2395,17342
20220121,1240,2395,2395,2390,2395,75331
20220121,1241,2395,2395,2390,2390,202563
20220121,1242,2390,2395,2390,2390,220022
20220121,1243,2390,2395,2385,2385,380501
20220121,1244,2390,2395,2385,2390,603386
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20220121,1248,2390,2395,2390,2390,610345
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20220121,1255,2390,2390,2385,2390,84107
20220121,1256,2390,2395,2385,2385,347785
20220121,1257,2390,2395,2385,2390,185322
20220121,1258,2395,2395,2385,2385,66218
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20220121,1301,2390,2390,2380,2385,695108
20220121,1302,2380,2385,2380,2380,72691
20220121,1303,2380,2385,2380,2385,300514
20220121,1304,2380,2385,2380,2380,902616
20220121,1305,2380,2385,2375,2380,539185
20220121,1306,2380,2385,2375,2380,858942
20220121,1307,2375,2380,2375,2375,220046
20220121,1308,2375,2385,2375,2380,351146
20220121,1309,2380,2380,2375,2380,128489
20220121,1310,2375,2385,2375,2385,425823
20220121,1311,2380,2385,2380,2380,10523
20220121,1312,2380,2385,2380,2380,59089
20220121,1313,2385,2385,2380,2385,11610
20220121,1314,2385,2385,2380,2385,746698
20220121,1315,2380,2385,2380,2385,870353
20220121,1316,2385,2390,2380,2385,207963
20220121,1317,2385,2390,2385,2390,323494
20220121,1318,2390,2390,2385,2390,145113
20220121,1319,2390,2395,2390,2390,1512357
20220121,1320,2395,2395,2385,2395,1261661
20220121,1321,2390,2395,2385,2390,111484
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20220121,1323,2390,2395,2385,2395,197360
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20220121,1325,2390,2395,2385,2390,152734
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20220121,1327,2385,2390,2385,2385,2309783
20220121,1328,2390,2390,2385,2390,400403
20220121,1329,2390,2390,2380,2385,416036
20220121,1330,2385,2385,2380,2385,70969
20220121,1331,2385,2385,2380,2385,44583
20220121,1332,2385,2385,2380,2380,17304
20220121,1333,2380,2385,2380,2385,334981
20220121,1334,2385,2390,2380,2385,1140788
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20220121,1336,2385,2390,2385,2385,11839
20220121,1337,2390,2390,2380,2385,334000
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20220121,1339,2390,2390,2385,2385,15684
20220121,1340,2385,2390,2385,2390,19288
20220121,1341,2390,2395,2385,2390,1097760
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20220121,1347,2390,2395,2390,2395,547456
20220121,1348,2390,2395,2390,2390,104761
20220121,1349,2395,2395,2390,2390,29270
20220121,1350,2390,2395,2390,2395,57897
20220121,1351,2395,2395,2390,2390,171802
20220121,1352,2390,2395,2390,2395,28321
20220121,1353,2395,2395,2390,2395,16864
20220121,1354,2390,2395,2390,2390,16835
20220121,1355,2395,2395,2390,2390,31265
20220121,1356,2390,2395,2390,2390,478233
20220121,1357,2390,2395,2385,2390,226619
20220121,1358,2390,2390,2385,2390,18333
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20220121,1401,2385,2395,2385,2390,507494
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20220121,1403,2385,2395,2385,2390,540150
20220121,1404,2395,2395,2390,2390,18540
20220121,1405,2390,2395,2385,2390,25096
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20220121,1407,2390,2395,2390,2390,82559
20220121,1408,2390,2395,2385,2390,196428
20220121,1409,2390,2390,2385,2385,8297
20220121,1410,2385,2390,2385,2385,2694
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20220121,1412,2385,2390,2385,2385,348444
20220121,1413,2390,2395,2385,2390,24340
20220121,1414,2390,2395,2390,2390,27961
20220121,1415,2395,2395,2390,2395,41545
20220121,1416,2395,2395,2390,2390,79146
20220121,1417,2390,2395,2390,2390,98930
20220121,1418,2390,2395,2390,2390,150319
20220121,1419,2395,2395,2390,2390,1035863
20220121,1420,2390,2395,2385,2390,185995
20220121,1421,2390,2395,2390,2395,163629
20220121,1422,2390,2395,2390,2390,25992
20220121,1423,2390,2395,2390,2390,106457
20220121,1424,2390,2395,2390,2395,25777
20220121,1425,2395,2395,2390,2390,65561
20220121,1426,2390,2395,2390,2395,21357
20220121,1427,2390,2395,2385,2390,307347
20220121,1428,2390,2395,2385,2390,1895678
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20220121,1508,2370,2375,2365,2370,256790
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20220121,1512,2375,2375,2370,2370,51717
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20220121,1514,2370,2375,2370,2370,38025
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20220121,1519,2370,2375,2365,2370,1059871
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1 날짜 시간 시가 고가 저가 종가 거래량
2 20220121 0901 2365 2365 2350 2355 7157839
3 20220121 0902 2355 2355 2345 2355 10657768
4 20220121 0903 2355 2365 2350 2365 3223803
5 20220121 0904 2365 2370 2360 2365 1698290
6 20220121 0905 2370 2370 2355 2360 3088063
7 20220121 0906 2355 2365 2350 2350 1559585
8 20220121 0907 2350 2365 2350 2360 1839441
9 20220121 0908 2355 2365 2350 2360 1949487
10 20220121 0909 2360 2365 2355 2360 610466
11 20220121 0910 2360 2365 2355 2365 762152
12 20220121 0911 2365 2365 2360 2360 177972
13 20220121 0912 2360 2365 2355 2360 515454
14 20220121 0913 2355 2360 2350 2360 2065562
15 20220121 0914 2355 2360 2350 2355 1255635
16 20220121 0915 2360 2365 2355 2360 2023785
17 20220121 0916 2360 2365 2355 2355 421890
18 20220121 0917 2355 2360 2350 2355 2750720
19 20220121 0918 2355 2360 2350 2355 164549
20 20220121 0919 2360 2360 2350 2355 527099
21 20220121 0920 2350 2355 2350 2350 188212
22 20220121 0921 2355 2365 2350 2360 3110284
23 20220121 0922 2360 2365 2360 2365 938483
24 20220121 0923 2365 2370 2360 2365 2157049
25 20220121 0924 2365 2365 2355 2355 675990
26 20220121 0925 2355 2360 2355 2355 60609
27 20220121 0926 2355 2360 2350 2355 1448847
28 20220121 0927 2355 2360 2350 2355 200716
29 20220121 0928 2350 2360 2350 2355 2474704
30 20220121 0929 2355 2360 2350 2355 451892
31 20220121 0930 2355 2355 2350 2350 891460
32 20220121 0931 2355 2355 2350 2355 44351
33 20220121 0932 2350 2360 2350 2360 1373961
34 20220121 0933 2360 2360 2350 2355 233723
35 20220121 0934 2355 2360 2350 2360 366552
36 20220121 0935 2360 2365 2355 2360 1773251
37 20220121 0936 2355 2365 2355 2360 513007
38 20220121 0937 2360 2365 2355 2360 211536
39 20220121 0938 2360 2360 2355 2360 11456
40 20220121 0939 2360 2360 2350 2350 2382134
41 20220121 0940 2355 2360 2350 2350 288958
42 20220121 0941 2355 2360 2350 2355 426044
43 20220121 0942 2355 2360 2350 2360 786245
44 20220121 0943 2360 2365 2355 2360 1526142
45 20220121 0944 2360 2365 2355 2365 283098
46 20220121 0945 2365 2365 2360 2360 328830
47 20220121 0946 2360 2365 2355 2360 355630
48 20220121 0947 2360 2365 2355 2360 314608
49 20220121 0948 2355 2365 2355 2360 204002
50 20220121 0949 2365 2365 2355 2360 41109
51 20220121 0950 2360 2360 2350 2355 1557085
52 20220121 0951 2355 2360 2350 2355 136003
53 20220121 0952 2355 2360 2350 2360 795947
54 20220121 0953 2355 2360 2350 2350 122806
55 20220121 0954 2355 2355 2350 2355 52477
56 20220121 0955 2355 2360 2350 2360 345500
57 20220121 0956 2355 2360 2355 2355 25882
58 20220121 0957 2355 2360 2355 2360 1663
59 20220121 0958 2360 2360 2355 2360 1757
60 20220121 0959 2355 2360 2355 2355 8406
61 20220121 1000 2355 2365 2355 2365 2002693
62 20220121 1001 2360 2365 2355 2365 256831
63 20220121 1002 2360 2365 2360 2360 19041
64 20220121 1003 2365 2370 2360 2370 2498364
65 20220121 1004 2370 2375 2365 2370 3957018
66 20220121 1005 2370 2380 2370 2380 2092465
67 20220121 1006 2380 2380 2375 2380 650433
68 20220121 1007 2380 2385 2375 2380 5221012
69 20220121 1008 2380 2385 2375 2380 1802208
70 20220121 1009 2375 2385 2375 2385 994582
71 20220121 1010 2385 2390 2380 2385 2740849
72 20220121 1011 2385 2390 2385 2390 1730674
73 20220121 1012 2390 2395 2385 2395 1615503
74 20220121 1013 2390 2395 2390 2390 1202272
75 20220121 1014 2395 2395 2380 2385 3719629
76 20220121 1015 2385 2390 2380 2380 1433682
77 20220121 1016 2380 2385 2380 2385 100749
78 20220121 1017 2380 2385 2380 2380 295964
79 20220121 1018 2385 2390 2380 2385 1620377
80 20220121 1019 2385 2390 2380 2390 206977
81 20220121 1020 2390 2395 2385 2390 1675550
82 20220121 1021 2390 2395 2385 2390 1630500
83 20220121 1022 2385 2390 2385 2390 1186940
84 20220121 1023 2385 2390 2385 2385 38757
85 20220121 1024 2385 2390 2380 2380 670327
86 20220121 1025 2385 2390 2380 2380 429444
87 20220121 1026 2385 2385 2380 2380 127395
88 20220121 1027 2385 2385 2380 2380 503319
89 20220121 1028 2380 2385 2375 2375 1545364
90 20220121 1029 2375 2380 2370 2375 1035922
91 20220121 1030 2375 2375 2365 2365 1410029
92 20220121 1031 2370 2370 2365 2370 835099
93 20220121 1032 2370 2370 2365 2365 440953
94 20220121 1033 2365 2375 2365 2370 415844
95 20220121 1034 2375 2375 2365 2365 1049876
96 20220121 1035 2370 2370 2365 2365 65071
97 20220121 1036 2365 2375 2365 2370 106146
98 20220121 1037 2375 2375 2365 2375 899564
99 20220121 1038 2375 2375 2365 2370 166405
100 20220121 1039 2370 2375 2365 2370 57188
101 20220121 1040 2365 2375 2365 2375 488728
102 20220121 1041 2375 2375 2365 2370 122123
103 20220121 1042 2370 2375 2365 2370 803400
104 20220121 1043 2370 2375 2365 2370 961053
105 20220121 1044 2375 2380 2365 2375 1612242
106 20220121 1045 2370 2380 2370 2375 694307
107 20220121 1046 2375 2380 2370 2380 348308
108 20220121 1047 2375 2385 2375 2380 664803
109 20220121 1048 2380 2385 2375 2380 359407
110 20220121 1049 2375 2385 2375 2380 1390013
111 20220121 1050 2375 2385 2375 2385 215188
112 20220121 1051 2385 2385 2375 2380 540065
113 20220121 1052 2380 2385 2375 2380 123729
114 20220121 1053 2380 2385 2375 2380 42904
115 20220121 1054 2375 2380 2370 2370 345759
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135 20220121 1114 2360 2360 2355 2360 148380
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155 20220121 1134 2370 2370 2365 2370 76212
156 20220121 1135 2365 2370 2365 2370 162061
157 20220121 1136 2370 2375 2365 2370 926385
158 20220121 1137 2370 2375 2370 2375 1256257
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161 20220121 1140 2370 2375 2370 2370 107191
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