diff --git a/hts/HTS_122630.py b/HTS_122630.py similarity index 91% rename from hts/HTS_122630.py rename to HTS_122630.py index 6f63cfd..18778c7 100644 --- a/hts/HTS_122630.py +++ b/HTS_122630.py @@ -11,17 +11,21 @@ from hts.OrderChecker import OrderChecker class HTS_122630 (HTS): - - buySellChecker = None + RESOURCE_PATH = None stock_code = None buy_count = None + orderChecker = None + buySellChecker = None - def __init__(self, stock_code, buy_count): + def __init__(self, RESOURCE_PATH, stock_code, buy_count): super().__init__() - self.buySellChecker = BuySellChecker() + self.RESOURCE_PATH = RESOURCE_PATH self.stock_code = stock_code self.buy_count = buy_count + + self.orderChecker = OrderChecker(self.RESOURCE_PATH, self.stock_code) + self.buySellChecker = BuySellChecker() return def checkTransaction(self, data): @@ -74,9 +78,7 @@ class HTS_122630 (HTS): return 0, 0 def buyRealTime(self, lastday, today): - orderChecker = OrderChecker(self.stock_code) - - timecheckList = pd.read_csv("timecheck.csv").values.tolist() + timecheckList = pd.read_csv("hts/timecheck.csv").values.tolist() timecheck = {today + " " + str(second).zfill(6):False for second, check in timecheckList} print("START...") @@ -110,7 +112,7 @@ class HTS_122630 (HTS): # 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) + orderListToCancel = self.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 @@ -120,7 +122,7 @@ class HTS_122630 (HTS): # 미체결 기록을 가져온다. ORDER_LIST = self.requestOrderList() # 매도 주문을 기록을 가져온다. - orderListToCancel = orderChecker.remove(self.stock_code, OrderType.sell, ORDER_LIST) + orderListToCancel = self.orderChecker.remove(self.stock_code, OrderType.sell, ORDER_LIST) # 매도 미체결을 모두 취소한다. self.cancelOrderList(orderListToCancel) @@ -181,19 +183,20 @@ 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") + PROJECT_HOME = os.path.join(os.path.dirname(__file__)) + RESOURCE_PATH = os.path.join(PROJECT_HOME, "resources") # KODEX 인버스 * 2 stock_code = "122630" buy_count = 80 - hts = HTS_122630(stock_code, buy_count) + hts = HTS_122630(RESOURCE_PATH, stock_code, buy_count) today_str = today.strftime('%Y%m%d') lastday_str = "" for i in range(1, 10): lastday_str = (today - timedelta(i)).strftime('%Y%m%d') - if os.path.isfile("./data/" + stock_code + "_" + lastday_str + ".csv"): + last_hts_data_filename = os.path.join(RESOURCE_PATH, "hts", stock_code + "_" + lastday_str + ".csv") + if os.path.isfile(last_hts_data_filename): break hts.buyRealTime(lastday_str, today_str) diff --git a/hts/HTS_252670.py b/HTS_252670.py similarity index 90% rename from hts/HTS_252670.py rename to HTS_252670.py index f5005cf..ea91b7f 100644 --- a/hts/HTS_252670.py +++ b/HTS_252670.py @@ -12,16 +12,21 @@ from hts.OrderChecker import OrderChecker class HTS_252670 (HTS): - buySellChecker = None + RESOURCE_PATH = None stock_code = None buy_count = None + orderChecker = None + buySellChecker = None - def __init__(self, stock_code, buy_count): + def __init__(self, RESOURCE_PATH, stock_code, buy_count): super().__init__() - self.buySellChecker = BuySellChecker() + self.RESOURCE_PATH = RESOURCE_PATH self.stock_code = stock_code self.buy_count = buy_count + + self.orderChecker = OrderChecker(self.RESOURCE_PATH, self.stock_code) + self.buySellChecker = BuySellChecker() return def checkTransaction(self, data): @@ -33,7 +38,7 @@ class HTS_252670 (HTS): bsLine['sell'] = [-1 for i in range(size)] last_index = size - 1 - #buy, weight, sell = self.buySellChecker.getPriceAndWeight3(data, last_index) + #buy, weight, sell = self.buySellChecker.getPriceAndWeight3(hts, last_index) sell, weight = self.buySellChecker.getSellPriceAndWeight_3000(data, last_index) buy, weight = self.buySellChecker.getBuyPriceAndWeight_3000(data, last_index) return buy, weight, sell @@ -74,9 +79,8 @@ class HTS_252670 (HTS): return 0, 0 def buyRealTime(self, lastday, today): - orderChecker = OrderChecker(self.stock_code) - timecheckList = pd.read_csv("timecheck.csv").values.tolist() + timecheckList = pd.read_csv("hts/timecheck.csv").values.tolist() timecheck = {today + " " + str(second).zfill(6):False for second, check in timecheckList} print ("START...") @@ -112,7 +116,7 @@ class HTS_252670 (HTS): # 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) + orderListToCancel = self.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 @@ -123,7 +127,7 @@ class HTS_252670 (HTS): # 미체결 기록을 가져온다. ORDER_LIST = self.requestOrderList() # 매도 주문을 기록을 가져온다. - orderListToCancel = orderChecker.remove(self.stock_code, OrderType.sell, ORDER_LIST) + orderListToCancel = self.orderChecker.remove(self.stock_code, OrderType.sell, ORDER_LIST) # 매도 미체결을 모두 취소한다. self.cancelOrderList(orderListToCancel) @@ -183,19 +187,19 @@ 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") + PROJECT_HOME = os.path.join(os.path.dirname(__file__)) + RESOURCE_PATH = os.path.join(PROJECT_HOME, "resources") # KODEX 인버스 * 2 stock_code = "252670" buy_count = 100 - hts = HTS_252670(stock_code, buy_count) + hts = HTS_252670(RESOURCE_PATH, stock_code, buy_count) today_str = today.strftime('%Y%m%d') lastday_str = "" for i in range(1, 10): - lastday_str = (today - timedelta(i)).strftime('%Y%m%d') - if os.path.isfile("./data/" + stock_code + "_" + lastday_str + ".csv"): + last_hts_data_filename = os.path.join(RESOURCE_PATH, "hts", stock_code + "_" + lastday_str + ".csv") + if os.path.isfile(last_hts_data_filename): break hts.buyRealTime(lastday_str, today_str) diff --git a/hts/Simulation.py b/Simulation.py similarity index 92% rename from hts/Simulation.py rename to Simulation.py index 9129832..db3350d 100644 --- a/hts/Simulation.py +++ b/Simulation.py @@ -26,13 +26,13 @@ class Simulation: next(reader) for rows in reader: - days = rows[0] # data.날짜 - time = rows[1] # data.시간 - open_v = rows[2] # data.시가 - high = rows[3] # data.고가 - low = rows[4] # data.저가 - close = rows[5] # data.종가 - vol = rows[6] # data.거래량 + days = rows[0] # hts.날짜 + time = rows[1] # hts.시간 + open_v = rows[2] # hts.시가 + high = rows[3] # hts.고가 + low = rows[4] # hts.저가 + close = rows[5] # hts.종가 + vol = rows[6] # hts.거래량 start_time = datetime.strptime(given_day + " 090000", '%Y%m%d %H%M%S') temp = datetime.strptime(str(days) + " " + str(time).zfill(4)+"00", '%Y%m%d %H%M%S') @@ -99,11 +99,11 @@ class Simulation: avg10 = go.Scatter(x=data['date'], y=data["avg10"], name="avg10", line_color='#ff00ff') avg20 = go.Scatter(x=data['date'], y=data["avg20"], name="avg20", line_color='#8F8203') avg30 = go.Scatter(x=data['date'], y=data["avg30"], name="avg30", line_color='#000000') - #avg60 = go.Scatter(x=data['date'], y=data["avg60"], name="avg60", line_color='#008000') + #avg60 = go.Scatter(x=hts['date'], y=hts["avg60"], name="avg60", line_color='#008000') candle_stick = go.Candlestick(x=data['date'], open=data['open'], high=data['high'], low=data['low'], close=data['close'], increasing_line_color='red', decreasing_line_color='blue') volume_line = go.Scatter(x=data['date'], y=data["volume"], mode='lines', name='volume') - #fast_k_line = go.Scatter(x=data['date'], y=data["fast_k"], mode='lines', name='fast_k') + #fast_k_line = go.Scatter(x=hts['date'], y=hts["fast_k"], mode='lines', name='fast_k') macd_line = go.Scatter(x=data['date'], y=data["macd"], mode='lines', name='macd') macd_s_line = go.Scatter(x=data['date'], y=data["macds"], mode='lines', name='macds') @@ -123,7 +123,7 @@ class Simulation: # 그래프를 그린다. """ - fig = go.Figure(data=candle_data) + fig = go.Figure(hts=candle_data) fig.update_layout(title=stock_code + "_" + given_day) fig.show() """ @@ -165,7 +165,7 @@ class Simulation: today = days[1] if path == None: - path = "./hts/data" + path = "resources/hts" # 데이터를 가지고 온다. self.getCSV(path + "/" + self.stock_code + "_" + last_day + ".csv", last_day, result) @@ -193,7 +193,7 @@ if __name__ == "__main__": ('20220722', '20220725') ], } - path = './hts/data' + path = 'resources/hts' """ path = './hts/backup' diff --git a/StockCrawler.py b/StockCrawler.py new file mode 100644 index 0000000..1eedfeb --- /dev/null +++ b/StockCrawler.py @@ -0,0 +1,74 @@ +import os +import shutil +import datetime +import time +from stock.crawler.FnGuideCrawler import FnGuideCrawler +from stock.crawler.MetaCrawler import MetaCrawler +from stock.crawler.StockCrawler import StockCrawler +from stock.analysis.AnalyzerSqlite import AnalyzerSqlite + +today = datetime.datetime.now().strftime("%Y-%m-%d") + +# DB Browser for SQLite: http://hleecaster.com/python-sqlite3/ + +PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))))) + +START_DATE = "1900.01.01" +start = time.time() +stockFileName = PROJECT_HOME + '/resources/stock.db' + + +# 재무제표는 3개월마다 다운로드를 한다. +fnGuideCrawler = FnGuideCrawler(START_DATE) +print("[KOSPI 상장기업 재무제표 다운로드]") +fnGuideCrawler.crawl_fnguide(stockFileName) + +metaCrawler = MetaCrawler(START_DATE) +print("\n[증시자금동향 (신용잔고, 펀드자금 잔고)]") +metaCrawler.crawl_money_trend(stockFileName) + +print("\n[국내 시장금리]") +metaCrawler.crawl_interest_rates(stockFileName) + +print("\n[투자자별 매매동향(Trading_Trend)]") +metaCrawler.crawl_trading_trend(stockFileName) + +print("\n[환율 (USD, JPY, EUR, CNY)]") +metaCrawler.crawl_exchange(stockFileName) + +print("\n[원유 (WTI), 국제금, COPPER, NATURALGAS, CORN, SOYBEAN]") +metaCrawler.crawl_meterials(stockFileName) + + +print("\n[종목 다운로드]") +stockCrawler = StockCrawler(START_DATE) +stockCrawler.crawl_etf_stocks(stockFileName) +stockCrawler.crawl_stocks(stockFileName) +#stockCrawler.crawl_special_stocks(stockFileName) + + +print("\n[종목 분석]") +# S: 분석까지 진행 +inFileName = PROJECT_HOME + '/resources/stock.db' +analyzerSqlite = AnalyzerSqlite(PROJECT_HOME, stockFileName) + +analyzerSqlite.analyzeDaily() +analyzerSqlite.analyzeGrouping("weekly") +analyzerSqlite.analyzeGrouping("monthly") + +analyzerSqlite = AnalyzerSqlite(PROJECT_HOME, stockFileName) +print("\n[종목 결정]") +day = datetime.datetime.today().strftime("%Y%m%d") +outPath = PROJECT_HOME + "/resources/analysis/" + day +if os.path.isdir(outPath): + shutil.rmtree(outPath) +os.mkdir(outPath) +print("print to Html...") +analyzerSqlite.findCandidate(outPath) +# E: 분석까지 진행 + + + +print("time : %6.2f 초", (time.time() - start)) + +print ("done...") diff --git a/hts/BuySellChecker.py b/hts/BuySellChecker.py index 8ea3110..a07647a 100644 --- a/hts/BuySellChecker.py +++ b/hts/BuySellChecker.py @@ -37,16 +37,16 @@ class BuySellChecker: ### sell 분석 ### ################ # 1. 볼린져밴드 상단이 최고와 종가 사이 아래에 있는 경우 매도한다. - #if (data["high"][i] - data["close"][i]) / 2 + data["close"][i] > data["upper"][i]: - # sell = data["high"][i] + #if (hts["high"][i] - hts["close"][i]) / 2 + hts["close"][i] > hts["upper"][i]: + # sell = hts["high"][i] # 2. slow_k가 90이 넘으면 매도한다. if data["slow_k"][i] > 90: sell = data["high"][i] - #if data["slow_k"][i] >= 85: - # if data["slow_d"][i-1] < data["slow_k"][i-1] and data["slow_k"][i] < data["slow_d"][i]: - # sell = data["high"][i] + #if hts["slow_k"][i] >= 85: + # if hts["slow_d"][i-1] < hts["slow_k"][i-1] and hts["slow_k"][i] < hts["slow_d"][i]: + # sell = hts["high"][i] # 3. 2시 이후에는 최고가가 볼린져밴드 상단 위에 있으면 매도한다. if i > 300 and data["high"][i] > data["upper"][i]: @@ -347,45 +347,45 @@ class BuySellChecker: """ # 이동선을 이용한 매매 # 20분선이 30분선에 돌파 후 지지하는지 확인하고 해당 시점이 양봉이면 매수함 - if data['avg20'][i] > data['avg30'][i]: - diff1 = data['avg20'][i] - data['avg30'][i] - diff2 = data['avg20'][i-1] - data['avg30'][i-1] - diff3 = data['avg20'][i-2] - data['avg30'][i-2] - diff4 = data['avg20'][i-3] - data['avg30'][i-3] - diff5 = data['avg20'][i-4] - data['avg30'][i-4] + if hts['avg20'][i] > hts['avg30'][i]: + diff1 = hts['avg20'][i] - hts['avg30'][i] + diff2 = hts['avg20'][i-1] - hts['avg30'][i-1] + diff3 = hts['avg20'][i-2] - hts['avg30'][i-2] + diff4 = hts['avg20'][i-3] - hts['avg30'][i-3] + diff5 = hts['avg20'][i-4] - hts['avg30'][i-4] if 0 < diff3 < diff2 < diff1: - if data['high'][i-2] <= data['high'][i-1] <= data['high'][i]: - if data['open'][i - 2] <= data['close'][i - 2] and data['open'][i-1] <= data['close'][i-1] and data['open'][i] <= data['close'][i]: + if hts['high'][i-2] <= hts['high'][i-1] <= hts['high'][i]: + if hts['open'][i - 2] <= hts['close'][i - 2] and hts['open'][i-1] <= hts['close'][i-1] and hts['open'][i] <= hts['close'][i]: if diff5 < diff4 < 0: - if data["rsi"][i] < 30: - buy = (data["open"][i]+data["close"][i])/2 + if hts["rsi"][i] < 30: + buy = (hts["open"][i]+hts["close"][i])/2 weight = 7 - return self.getBuyCheck(data, i, buy, weight) + return self.getBuyCheck(hts, i, buy, weight) # 이동선을 이용한 매매 # 3분선과 5분선이 10분 이상 내려오다가 3분선이 5분선을 넘어 서는 순간 매수 # (2022-07-04 09:22) (2022-07-05 09:38) (2022-07-07 09:35) (2022-07-08 09:06) (2022-07-11 09:25) (2022-07-13 10:12) (2022-07-15 14:48) - if int(data["avg3"][i]) > int(data["avg5"][i]): + if int(hts["avg3"][i]) > int(hts["avg5"][i]): valid = True same_count = 0 for c in range(1, 11): - if int(data["avg3"][i-c]) == int(data["avg5"][i-c]): + if int(hts["avg3"][i-c]) == int(hts["avg5"][i-c]): same_count += 1 - if int(data["avg3"][i-c]) > int(data["avg5"][i-c]): + if int(hts["avg3"][i-c]) > int(hts["avg5"][i-c]): valid = False break if valid and same_count < 2: - if data['macd'][i] < -5: - buy = data["close"][i] - 5 + if hts['macd'][i] < -5: + buy = hts["close"][i] - 5 weight = 1 - return self.getBuyCheck(data, i, buy, weight) + return self.getBuyCheck(hts, i, buy, weight) # 만약 30원 이상 장대 양봉이 나온 경우, 다음이나 다다음 중간 값에서 매수를 한다. - if (data["close"][i] - data["low"][i]) >= 30: - middle = int((data["close"][i] + data["low"][i])/2) + if (hts["close"][i] - hts["low"][i]) >= 30: + middle = int((hts["close"][i] + hts["low"][i])/2) buy = middle weight = 1 - return self.getBuyCheck(data, i, buy, weight) + return self.getBuyCheck(hts, i, buy, weight) """ diff --git a/hts/HTS.py b/hts/HTS.py index 38bbd82..e94c741 100644 --- a/hts/HTS.py +++ b/hts/HTS.py @@ -383,7 +383,7 @@ class HTS: # 차트 객체 구하기 objStockChart = win32com.client.Dispatch("CpSysDib.StockChart") - outfp = open("./data/"+stock_code+"_"+today+".csv", mode="w", encoding="utf-8") + outfp = open("./hts/"+stock_code+"_"+today+".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, today) # 기간 조회 시, 시작일 @@ -436,13 +436,13 @@ class HTS: next(reader) for rows in reader: - days = rows[0] # data.날짜 - time = rows[1] # data.시간 - open_v = rows[2] # data.시가 - high = rows[3] # data.고가 - low = rows[4] # data.저가 - close = rows[5] # data.종가 - vol = rows[6] # data.거래량 + days = rows[0] # hts.날짜 + time = rows[1] # hts.시간 + open_v = rows[2] # hts.시가 + high = rows[3] # hts.고가 + low = rows[4] # hts.저가 + close = rows[5] # hts.종가 + vol = rows[6] # hts.거래량 start_time = datetime.strptime(given_day + " 090000", '%Y%m%d %H%M%S') @@ -468,7 +468,7 @@ class HTS: "low": [], "vol": []} - self.getCSV("./data/" + stock_code + "_" + lastday + ".csv", today, result) + self.getCSV("./hts/" + stock_code + "_" + lastday + ".csv", today, result) int_given_day = int(today) objCpCybos = win32com.client.Dispatch("CpUtil.CpCybos") diff --git a/hts/OrderChecker.py b/hts/OrderChecker.py index 9af9645..f8ad9d9 100644 --- a/hts/OrderChecker.py +++ b/hts/OrderChecker.py @@ -8,7 +8,8 @@ class OrderChecker: saveFileName = None - def __init__(self, stock_code): + def __init__(self, RESOURCE_PATH, stock_code): + self.saveFileName = "./order/" + stock_code + "_" + datetime.today().strftime("%Y%m%d") + ".csv" self.saveFileName = "./order/"+stock_code+"_"+datetime.today().strftime("%Y%m%d")+".csv" return diff --git a/hts/util/DataDownloader.py b/hts/util/DataDownloader.py index b402dcc..18e5e13 100644 --- a/hts/util/DataDownloader.py +++ b/hts/util/DataDownloader.py @@ -59,7 +59,7 @@ if __name__ == "__main__": today = datetime.today() PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))) - RESOURCE_DIR = PROJECT_HOME + "/hits/data" + RESOURCE_DIR = PROJECT_HOME + "/hits/hts" stock_codes = ["252670", "122630"] dataDownloader = DataDownloader() diff --git a/hts/util/WebViewer.py b/hts/util/WebViewer.py deleted file mode 100644 index 423997b..0000000 --- a/hts/util/WebViewer.py +++ /dev/null @@ -1,155 +0,0 @@ -import os -from datetime import datetime, timedelta -import pandas as pd -import plotly.graph_objects as go -import plotly - -from hts.BuySellChecker import BuySellChecker - -class WebViewer: - - buySellChecker = None - - def __init__(self): - self.buySellChecker = BuySellChecker() - return - - def getCSV(self, type, fileName, given_day, result): - data = pd.read_csv(fileName) - - days = data.날짜 - time = data.시간 - open = data.시가 - close = data.종가 - high = data.고가 - low = data.저가 - vol = data.거래량 - start_time = datetime.strptime(given_day + " 090000", '%Y%m%d %H%M%S') - - for i in range(len(data)): - if type == "S": - temp = datetime.strptime(str(days[i]) + " " + str(time[i]).zfill(4), '%Y%m%d %H%M%S') - else: - temp = datetime.strptime(str(days[i]) + " " + str(time[i]).zfill(4) + "00", '%Y%m%d %H%M%S') - if temp < start_time: - continue - - if temp not in result["check"]: - result["check"].add(temp) - result["time"].append(temp) - result["open"].append(open[i]) - result["close"].append(close[i]) - result["high"].append(high[i]) - result["low"].append(low[i]) - result["vol"].append(vol[i]) - 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)] - - for i in range(6, size-5): - if self.stock_code == "252670": - buy, weight, sell = self.buySellChecker.getPriceAndWeight1(data, i) - else: - buy, weight, sell = self.buySellChecker.getPriceAndWeight2(data, i) - bsLine['buy'][i] = buy - bsLine['weight'][i] = weight - bsLine['sell'][i] = sell - - return bsLine - - def draw(self, stock_code, given_day, data): - - data['open'] = pd.to_numeric(data['open']) - data['high'] = pd.to_numeric(data['high']) - data['low'] = pd.to_numeric(data['low']) - data['close'] = pd.to_numeric(data['close']) - - - # 그래프를 설정한다. - bolinger_upper = go.Scatter(x=data['date'], y=data["upper"], name="upper", line_color='#8B4513') - bolinger_lower = go.Scatter(x=data['date'], y=data["lower"], name="lower", line_color='#8B4513') - candle_stick = go.Candlestick(x=data['date'], open=data['open'], high=data['high'], low=data['low'], close=data['close'], increasing_line_color='red', decreasing_line_color='blue') - buy_check = go.Scatter(x=data['date'], mode='markers', name="buy_check") - candle_data = [candle_stick, bolinger_upper, bolinger_lower, buy_check] - - # 그래프를 그린다. - # mothod #1 - fig = go.FigureWidget(data=candle_data) - fig.update_layout(height=800, title=stock_code + "_" + given_day) - fig.show() - #plotly.offline.plot(fig, filename='file.html') - """ # mothod #2 - fig = subplots.make_subplots(rows=1, cols=1, subplot_titles=('캔들')) - for trace in candle_data: - fig.append_trace(trace, 1, 1) - fig.update_layout(height=800, title=stock_code + "_" + given_day) - fig.show() - """ - - return - - def simulate(self, stock_code, type, GIVEN_DAY, IN_DIR, OUT_DIR, fileName): - result = {"check": set(), - "time": [], - "open": [], - "close": [], - "high": [], - "low": [], - "vol": []} - - # 데이터를 가지고 온다. - self.getCSV(type, IN_DIR+"/"+fileName, GIVEN_DAY, result) - - # 분석을 통해서 볼린저밴드 상/하단을 계산한다. - data = self.buySellChecker.analyze(result) - - # 그래프를 그린다. - self.draw(stock_code, GIVEN_DAY, data) - - return - -if __name__ == "__main__": - - PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))) - RSC_DIR = PROJECT_HOME + "/resources" - IN_DIR = RSC_DIR + "/raw" - OUT_DIR = RSC_DIR + "/tagging" - - stock_code = "252670" - #stock_code = "122630" - start_date = "20220602" - - webViewer = WebViewer() - zero_count_m, zero_count_S = 0, 10 - for i in range(100000): - given_day = datetime.strptime(start_date, '%Y%m%d') - timedelta(i) - given_day = given_day.strftime('%Y%m%d') - - """ - if zero_count_S < 10: - type = "S" - fileName = stock_code + "_" + given_day + "_" + type + ".csv" - if not os.path.isfile(IN_DIR+"/"+fileName): - zero_count_S += 1 - else: - zero_count_S = 0 - webViewer.simulate(stock_code, type, given_day, IN_DIR, OUT_DIR, fileName) - """ - if zero_count_m < 10: - type = "m" - fileName = stock_code + "_" + given_day + "_" + type + ".csv" - if not os.path.isfile(IN_DIR + "/" + fileName): - zero_count_m += 1 - else: - zero_count_m = 0 - webViewer.simulate(stock_code, type, given_day, IN_DIR, OUT_DIR, fileName) - - if zero_count_m > 10 and zero_count_S > 10: - break - print ("done...") diff --git a/hts/backup/122630_20200701.csv b/resources/hts/122630_20200701.csv similarity index 100% rename from hts/backup/122630_20200701.csv rename to resources/hts/122630_20200701.csv diff --git a/hts/backup/122630_20200702.csv b/resources/hts/122630_20200702.csv similarity index 100% rename from hts/backup/122630_20200702.csv rename to resources/hts/122630_20200702.csv diff --git a/hts/backup/122630_20200703.csv b/resources/hts/122630_20200703.csv similarity index 100% rename from hts/backup/122630_20200703.csv rename to resources/hts/122630_20200703.csv diff --git a/hts/backup/122630_20200706.csv b/resources/hts/122630_20200706.csv similarity index 100% rename from hts/backup/122630_20200706.csv rename to resources/hts/122630_20200706.csv diff --git a/hts/backup/122630_20200707.csv b/resources/hts/122630_20200707.csv similarity index 100% rename from hts/backup/122630_20200707.csv rename to resources/hts/122630_20200707.csv diff --git a/hts/backup/122630_20200708.csv b/resources/hts/122630_20200708.csv similarity index 100% rename from hts/backup/122630_20200708.csv rename to resources/hts/122630_20200708.csv diff --git a/hts/backup/122630_20200709.csv b/resources/hts/122630_20200709.csv similarity index 100% rename from hts/backup/122630_20200709.csv rename to resources/hts/122630_20200709.csv diff --git a/hts/backup/122630_20200710.csv b/resources/hts/122630_20200710.csv similarity index 100% rename from hts/backup/122630_20200710.csv rename to resources/hts/122630_20200710.csv diff --git a/hts/backup/122630_20200713.csv b/resources/hts/122630_20200713.csv similarity index 100% rename from hts/backup/122630_20200713.csv rename to resources/hts/122630_20200713.csv diff --git a/hts/backup/122630_20200714.csv b/resources/hts/122630_20200714.csv similarity index 100% rename from hts/backup/122630_20200714.csv rename to resources/hts/122630_20200714.csv diff --git a/hts/backup/122630_20200715.csv b/resources/hts/122630_20200715.csv similarity index 100% rename from hts/backup/122630_20200715.csv rename to resources/hts/122630_20200715.csv diff --git a/hts/backup/122630_20200716.csv b/resources/hts/122630_20200716.csv similarity index 100% rename from hts/backup/122630_20200716.csv rename to resources/hts/122630_20200716.csv diff --git a/hts/backup/122630_20200717.csv b/resources/hts/122630_20200717.csv similarity index 100% rename from hts/backup/122630_20200717.csv rename to resources/hts/122630_20200717.csv diff --git a/hts/backup/122630_20200720.csv b/resources/hts/122630_20200720.csv similarity index 100% rename from hts/backup/122630_20200720.csv rename to resources/hts/122630_20200720.csv diff --git a/hts/backup/122630_20200721.csv b/resources/hts/122630_20200721.csv similarity index 100% rename from hts/backup/122630_20200721.csv rename to resources/hts/122630_20200721.csv diff --git a/hts/backup/122630_20200722.csv b/resources/hts/122630_20200722.csv similarity index 100% rename from hts/backup/122630_20200722.csv rename to resources/hts/122630_20200722.csv diff --git a/hts/backup/122630_20200723.csv b/resources/hts/122630_20200723.csv similarity index 100% rename from hts/backup/122630_20200723.csv rename to resources/hts/122630_20200723.csv diff --git a/hts/backup/122630_20200724.csv b/resources/hts/122630_20200724.csv similarity index 100% rename from hts/backup/122630_20200724.csv rename to resources/hts/122630_20200724.csv diff --git a/hts/backup/122630_20200727.csv b/resources/hts/122630_20200727.csv similarity index 100% rename from hts/backup/122630_20200727.csv rename to resources/hts/122630_20200727.csv diff --git a/hts/backup/122630_20200728.csv b/resources/hts/122630_20200728.csv similarity index 100% rename from hts/backup/122630_20200728.csv rename to resources/hts/122630_20200728.csv diff --git a/hts/backup/122630_20200729.csv b/resources/hts/122630_20200729.csv similarity index 100% rename from hts/backup/122630_20200729.csv rename to resources/hts/122630_20200729.csv diff --git a/hts/backup/122630_20200730.csv b/resources/hts/122630_20200730.csv similarity index 100% rename from hts/backup/122630_20200730.csv rename to resources/hts/122630_20200730.csv diff --git a/hts/backup/122630_20200731.csv b/resources/hts/122630_20200731.csv similarity index 100% rename from hts/backup/122630_20200731.csv rename to resources/hts/122630_20200731.csv diff --git a/hts/backup/122630_20200803.csv b/resources/hts/122630_20200803.csv similarity index 100% rename from hts/backup/122630_20200803.csv rename to resources/hts/122630_20200803.csv diff --git a/hts/backup/122630_20200804.csv b/resources/hts/122630_20200804.csv similarity index 100% rename from hts/backup/122630_20200804.csv rename to resources/hts/122630_20200804.csv diff --git a/hts/backup/122630_20200805.csv b/resources/hts/122630_20200805.csv similarity index 100% rename from hts/backup/122630_20200805.csv rename to resources/hts/122630_20200805.csv diff --git a/hts/backup/122630_20200806.csv b/resources/hts/122630_20200806.csv similarity index 100% rename from hts/backup/122630_20200806.csv rename to resources/hts/122630_20200806.csv diff --git a/hts/backup/122630_20200807.csv b/resources/hts/122630_20200807.csv similarity index 100% rename from hts/backup/122630_20200807.csv rename to resources/hts/122630_20200807.csv diff --git a/hts/backup/122630_20200810.csv b/resources/hts/122630_20200810.csv similarity index 100% rename from hts/backup/122630_20200810.csv rename to resources/hts/122630_20200810.csv diff --git a/hts/backup/122630_20200811.csv b/resources/hts/122630_20200811.csv similarity index 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to resources/hts/122630_20200819.csv diff --git a/hts/backup/122630_20200820.csv b/resources/hts/122630_20200820.csv similarity index 100% rename from hts/backup/122630_20200820.csv rename to resources/hts/122630_20200820.csv diff --git a/hts/backup/122630_20200821.csv b/resources/hts/122630_20200821.csv similarity index 100% rename from hts/backup/122630_20200821.csv rename to resources/hts/122630_20200821.csv diff --git a/hts/backup/122630_20200824.csv b/resources/hts/122630_20200824.csv similarity index 100% rename from hts/backup/122630_20200824.csv rename to resources/hts/122630_20200824.csv diff --git a/hts/backup/122630_20200825.csv b/resources/hts/122630_20200825.csv similarity index 100% rename from hts/backup/122630_20200825.csv rename to resources/hts/122630_20200825.csv diff --git a/hts/backup/122630_20200826.csv b/resources/hts/122630_20200826.csv similarity index 100% rename from hts/backup/122630_20200826.csv rename to resources/hts/122630_20200826.csv diff --git a/hts/backup/122630_20200827.csv b/resources/hts/122630_20200827.csv similarity index 100% rename from hts/backup/122630_20200827.csv rename to resources/hts/122630_20200827.csv diff --git a/hts/backup/122630_20200828.csv b/resources/hts/122630_20200828.csv similarity index 100% rename from hts/backup/122630_20200828.csv rename to resources/hts/122630_20200828.csv diff --git a/hts/backup/122630_20200831.csv b/resources/hts/122630_20200831.csv similarity index 100% rename from hts/backup/122630_20200831.csv rename to resources/hts/122630_20200831.csv diff --git a/hts/backup/122630_20200901.csv b/resources/hts/122630_20200901.csv similarity index 100% rename from hts/backup/122630_20200901.csv rename to resources/hts/122630_20200901.csv diff --git a/hts/backup/122630_20200902.csv b/resources/hts/122630_20200902.csv similarity index 100% rename from hts/backup/122630_20200902.csv rename to resources/hts/122630_20200902.csv diff --git a/hts/backup/122630_20200903.csv b/resources/hts/122630_20200903.csv similarity index 100% rename from hts/backup/122630_20200903.csv rename to resources/hts/122630_20200903.csv diff --git a/hts/backup/122630_20200904.csv b/resources/hts/122630_20200904.csv similarity index 100% rename from hts/backup/122630_20200904.csv rename to resources/hts/122630_20200904.csv diff --git a/hts/backup/122630_20200907.csv b/resources/hts/122630_20200907.csv similarity index 100% rename from hts/backup/122630_20200907.csv rename to resources/hts/122630_20200907.csv diff --git a/hts/backup/122630_20200908.csv b/resources/hts/122630_20200908.csv similarity index 100% rename from hts/backup/122630_20200908.csv rename to resources/hts/122630_20200908.csv diff --git a/hts/backup/122630_20200909.csv b/resources/hts/122630_20200909.csv similarity index 100% rename from hts/backup/122630_20200909.csv rename to resources/hts/122630_20200909.csv diff --git a/hts/backup/122630_20200910.csv b/resources/hts/122630_20200910.csv similarity index 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to resources/hts/122630_20200917.csv diff --git a/hts/backup/122630_20200918.csv b/resources/hts/122630_20200918.csv similarity index 100% rename from hts/backup/122630_20200918.csv rename to resources/hts/122630_20200918.csv diff --git a/hts/backup/122630_20200921.csv b/resources/hts/122630_20200921.csv similarity index 100% rename from hts/backup/122630_20200921.csv rename to resources/hts/122630_20200921.csv diff --git a/hts/backup/122630_20200922.csv b/resources/hts/122630_20200922.csv similarity index 100% rename from hts/backup/122630_20200922.csv rename to resources/hts/122630_20200922.csv diff --git a/hts/backup/122630_20200923.csv b/resources/hts/122630_20200923.csv similarity index 100% rename from hts/backup/122630_20200923.csv rename to resources/hts/122630_20200923.csv diff --git a/hts/backup/122630_20200924.csv b/resources/hts/122630_20200924.csv similarity index 100% rename from hts/backup/122630_20200924.csv rename to resources/hts/122630_20200924.csv diff --git a/hts/backup/122630_20200925.csv b/resources/hts/122630_20200925.csv similarity index 100% rename from hts/backup/122630_20200925.csv rename to resources/hts/122630_20200925.csv diff --git a/hts/backup/122630_20200928.csv b/resources/hts/122630_20200928.csv similarity index 100% rename from hts/backup/122630_20200928.csv rename to resources/hts/122630_20200928.csv diff --git a/hts/backup/122630_20200929.csv b/resources/hts/122630_20200929.csv similarity index 100% rename from hts/backup/122630_20200929.csv rename to resources/hts/122630_20200929.csv diff --git a/hts/backup/122630_20201005.csv b/resources/hts/122630_20201005.csv similarity index 100% rename from hts/backup/122630_20201005.csv rename to resources/hts/122630_20201005.csv diff --git a/hts/backup/122630_20201006.csv b/resources/hts/122630_20201006.csv similarity index 100% rename from hts/backup/122630_20201006.csv rename to resources/hts/122630_20201006.csv diff --git a/hts/backup/122630_20201007.csv b/resources/hts/122630_20201007.csv similarity index 100% rename from hts/backup/122630_20201007.csv rename to resources/hts/122630_20201007.csv diff --git a/hts/backup/122630_20201008.csv b/resources/hts/122630_20201008.csv similarity index 100% rename from hts/backup/122630_20201008.csv rename to resources/hts/122630_20201008.csv diff --git a/hts/backup/122630_20201012.csv b/resources/hts/122630_20201012.csv similarity index 100% rename from hts/backup/122630_20201012.csv rename to resources/hts/122630_20201012.csv diff --git a/hts/backup/122630_20201013.csv b/resources/hts/122630_20201013.csv similarity index 100% rename from hts/backup/122630_20201013.csv rename to resources/hts/122630_20201013.csv diff --git a/hts/backup/122630_20201014.csv b/resources/hts/122630_20201014.csv similarity index 100% rename from hts/backup/122630_20201014.csv rename to resources/hts/122630_20201014.csv diff --git a/hts/backup/122630_20201015.csv b/resources/hts/122630_20201015.csv similarity index 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to resources/hts/122630_20201022.csv diff --git a/hts/backup/122630_20201023.csv b/resources/hts/122630_20201023.csv similarity index 100% rename from hts/backup/122630_20201023.csv rename to resources/hts/122630_20201023.csv diff --git a/hts/backup/122630_20201026.csv b/resources/hts/122630_20201026.csv similarity index 100% rename from hts/backup/122630_20201026.csv rename to resources/hts/122630_20201026.csv diff --git a/hts/backup/122630_20201027.csv b/resources/hts/122630_20201027.csv similarity index 100% rename from hts/backup/122630_20201027.csv rename to resources/hts/122630_20201027.csv diff --git a/hts/backup/122630_20201028.csv b/resources/hts/122630_20201028.csv similarity index 100% rename from hts/backup/122630_20201028.csv rename to resources/hts/122630_20201028.csv diff --git a/hts/backup/122630_20201029.csv b/resources/hts/122630_20201029.csv similarity index 100% rename from hts/backup/122630_20201029.csv rename to resources/hts/122630_20201029.csv diff --git 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-20210819,0922,2105,2105,2095,2100,1155404 -20210819,0923,2100,2100,2095,2100,646626 -20210819,0924,2095,2100,2095,2095,467429 -20210819,0925,2095,2095,2090,2090,3406600 -20210819,0926,2090,2095,2090,2090,100242 -20210819,0927,2090,2095,2085,2090,492543 -20210819,0928,2085,2090,2085,2090,129653 -20210819,0929,2090,2090,2085,2090,219589 diff --git a/stock/StockCrawler.py b/stock/StockCrawler.py deleted file mode 100644 index e76926a..0000000 --- a/stock/StockCrawler.py +++ /dev/null @@ -1,6 +0,0 @@ -# https://wikidocs.net/47452 - -from pykrx import stock -df = stock.get_market_ohlcv_by_date("20180101", "20180531", "005930") -mon = df.resample('M').first() -print(mon) \ No newline at end of file diff --git a/stockpredictor/analysis/Analyzer.py b/stock/analysis/Analyzer.py similarity index 100% rename from stockpredictor/analysis/Analyzer.py rename to stock/analysis/Analyzer.py diff --git a/stockpredictor/analysis/AnalyzerSqlite.py b/stock/analysis/AnalyzerSqlite.py similarity index 100% rename from stockpredictor/analysis/AnalyzerSqlite.py rename to stock/analysis/AnalyzerSqlite.py diff --git a/stockpredictor/analysis/BolingerBand.py b/stock/analysis/BolingerBand.py similarity index 100% rename from stockpredictor/analysis/BolingerBand.py rename to stock/analysis/BolingerBand.py diff --git a/stockpredictor/analysis/Common.old.py b/stock/analysis/Common.old.py similarity index 100% rename from stockpredictor/analysis/Common.old.py rename to stock/analysis/Common.old.py diff --git a/stockpredictor/analysis/Common.py b/stock/analysis/Common.py similarity index 100% rename from stockpredictor/analysis/Common.py rename to stock/analysis/Common.py diff --git a/stockpredictor/analysis/IchimokuCloud.py b/stock/analysis/IchimokuCloud.py similarity index 100% rename from stockpredictor/analysis/IchimokuCloud.py rename to stock/analysis/IchimokuCloud.py diff --git a/stockpredictor/analysis/MACD.py b/stock/analysis/MACD.py similarity index 100% rename from stockpredictor/analysis/MACD.py rename to stock/analysis/MACD.py diff --git a/stockpredictor/analysis/RSI.py b/stock/analysis/RSI.py similarity index 100% rename from stockpredictor/analysis/RSI.py rename to stock/analysis/RSI.py diff --git a/stockpredictor/analysis/Stochastic.py b/stock/analysis/Stochastic.py similarity index 100% rename from stockpredictor/analysis/Stochastic.py rename to stock/analysis/Stochastic.py diff --git a/stock/crawler/FnGuideCrawler.py b/stock/crawler/FnGuideCrawler.py new file mode 100644 index 0000000..332ed2a --- /dev/null +++ b/stock/crawler/FnGuideCrawler.py @@ -0,0 +1,221 @@ +from bs4 import BeautifulSoup +from pandas import DataFrame +import requests as re +import pandas as pd +import os +import sqlite3 + +class FnGuideCrawler: + header = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/87.0.4280.88 Safari/537.36'} + START_DATE = None + + def __init__(self, START_DATE): + self.START_DATE = START_DATE + return + + def getStockInfo(self): + code_df = pd.read_html('http://kind.krx.co.kr/corpgeneral/corpList.do?method=download&searchType=13', header=0)[0] + #code_df = pd.read_html(requests.get('http://kind.krx.co.kr/corpgeneral/corpList.do?method=download&searchType=13', headers=self.header).text) + + # 종목코드가 6자리이기 때문에 6자리를 맞춰주기 위해 설정해줌 + code_df.종목코드 = code_df.종목코드.map('{:06d}'.format) + + # 우리가 필요한 것은 회사명과 종목코드이기 때문에 필요없는 column들은 제외해준다. + code_df = code_df[['회사명', '종목코드']] + + # 한글로된 컬럼명을 영어로 바꿔준다. + code_df = code_df.rename(columns={'회사명': 'name', '종목코드': 'code'}) + ###print (code_df.head()) + + return code_df + + # FnGuide에서 크롤링한 KOSPI 상장기업의 재무제표 + # http://blog.naver.com/PostView.nhn?blogId=koko8624&logNo=221294884955&parentCategoryNo=&categoryNo=&viewDate=&isShowPopularPosts=false&from=postView + def get_fnguide_table(self, code): + url = re.get('http://comp.fnguide.com/SVO2/ASP/SVD_main.asp?pGB=1&gicode=A%s'%(code.strip())) + url = url.content + + html = BeautifulSoup(url,'html.parser') + body = html.find('body') + + try: + fn_body = body.find('div', {'class': 'fng_body asp_body'}) + ur_table = fn_body.find('div', {'id': 'div15'}) + table = ur_table.find('div', {'id': 'highlight_D_Y'}) + + tbody = table.find('tbody') + tr = tbody.find_all('tr') + Table = DataFrame() + except: + return {} + + for i in tr: + ''' 자료 항목 가져오기''' + category = i.find('span', {'class': 'txt_acd'}) + + if category == None: + category = i.find('th') + + category = category.text.strip() + + '''값 가져오기''' + value_list = [] + + j = i.find_all('td', {'class': 'r'}) + + for value in j: + temp = value.text.replace(',', '').strip() + + try: + temp = float(temp) + value_list.append(temp) + except: + value_list.append(0) + + Table['%s' % (category)] = value_list + + ''' 기간 가져오기 ''' + thead = table.find('thead') + tr_2 = thead.find('tr', {'class': 'td_gapcolor2'}).find_all('th') + + year_list = [] + + for i in tr_2: + try: + temp_year = i.find('span', {'class': 'txt_acd'}).text + except: + temp_year = i.text + + temp_year = temp_year.replace("/",".")+".01" + year_list.append(temp_year) + + Table.index = year_list + + return Table.T.to_dict() + + def crawl_fnguide(self, inFileName): + tableName = 'fnguide' + conn = sqlite3.connect(inFileName, isolation_level=None) + cursor = conn.cursor() + + # 테이블 생성 + create_sql = "CREATE TABLE IF NOT EXISTS "+tableName+" (CODE text, NAME text, ymd text, " + create_sql += " type text, sales REAL, net_business_profits REAL, business_profits REAL, business_profits_release REAL, " + create_sql += " net_profit REAL, significant_shareholder_net_profit REAL, " + create_sql += " none_significant_shareholder_net_profit REAL, total_assets REAL, total_debt REAL, " + create_sql += " total_ownership_interest REAL, equity_holdings REAL, none_equity_holdings REAL, capital REAL, " + create_sql += " debt_ratio REAL, reserve_ratio REAL, business_profits_ratio REAL, " + create_sql += " significant_shareholder_profits_ratio REAL, ROA REAL, ROE REAL, EPS REAL, BPS REAL, DPS REAL, " + create_sql += " PER REAL, PBR REAL, share_outstanding REAL, dividend_rate REAL)" + cursor.execute(create_sql) + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS "+tableName+"_idx on "+tableName+" (CODE, ymd) " + cursor.execute(create_key) + + code_df = self.getStockInfo() + idx = 0 + for item in code_df.values: + item_name = item[0] + item_code = item[1] + + idx += 1 + print(idx, item_code, item_name, 'http://comp.fnguide.com/SVO2/ASP/SVD_main.asp?pGB=1&gicode=A%s'%(item_code.strip())) + + fnGuideData = self.get_fnguide_table(item_code) + + """ + 매출액: sales + 순영업수익: net_business_profits REAL, + 영업이익: business_profits + 영업이익(발표기준): business_profits_release + 당기순이익: net_profit + 지배주주순이익: significant_shareholder_net_profit + 비지배주주순이익: none_significant_shareholder_net_profit + 자산총계: total_assets + 부채총계: total_debt + 자본총계: total_ownership_interest + 지배주주지분: equity_holdings + 비지배주주지분: none_equity_holdings + 자본금: capital + 부채비율: debt_ratio + 유보율: reserve_ratio + 영업이익률: business_profits_ratio + 지배주주순이익률: significant_shareholder_profits_ratio + ROA: ROA + ROE: ROE + EPS(원): EPS + BPS(원): BPS + DPS(원): DPS + PER: PER + PBR: PBR + 발행주식수: share_outstanding + 배당수익률: dividend_rate +""" + for key_ymd in fnGuideData: + ymd = key_ymd.replace('(P)', '').replace('(E)', '') + if key_ymd.find('P') > 0: + type = 'P' + elif key_ymd.find('E') > 0: + type = 'E' + else: + type = '' + if '매출액' in fnGuideData[key_ymd]: + sales = fnGuideData[key_ymd]['매출액'] + else: + sales = 0 + if '순영업수익' in fnGuideData[key_ymd]: + net_business_profits = fnGuideData[key_ymd]['순영업수익'] + else: + net_business_profits = 0 + business_profits = fnGuideData[key_ymd]['영업이익'] + business_profits_release = fnGuideData[key_ymd]['영업이익(발표기준)'] + net_profit = fnGuideData[key_ymd]['당기순이익'] + significant_shareholder_net_profit = fnGuideData[key_ymd]['지배주주순이익'] + none_significant_shareholder_net_profit = fnGuideData[key_ymd]['비지배주주순이익'] + total_assets = fnGuideData[key_ymd]['자산총계'] + total_debt = fnGuideData[key_ymd]['부채총계'] + total_ownership_interest = fnGuideData[key_ymd]['자본총계'] + equity_holdings = fnGuideData[key_ymd]['지배주주지분'] + none_equity_holdings = fnGuideData[key_ymd]['비지배주주지분'] + capital = fnGuideData[key_ymd]['자본금'] + debt_ratio = fnGuideData[key_ymd]['부채비율'] + reserve_ratio = fnGuideData[key_ymd]['유보율'] + business_profits_ratio = fnGuideData[key_ymd]['영업이익률'] + significant_shareholder_profits_ratio = fnGuideData[key_ymd]['지배주주순이익률'] + ROA = fnGuideData[key_ymd]['ROA'] + ROE = fnGuideData[key_ymd]['ROE'] + if 'EPS(원)' in fnGuideData[key_ymd]: + EPS = fnGuideData[key_ymd]['EPS(원)'] + else: + EPS = fnGuideData[key_ymd]['EPS'] + if 'BPS(원)' in fnGuideData[key_ymd]: + BPS = fnGuideData[key_ymd]['BPS(원)'] + else: + BPS = fnGuideData[key_ymd]['BPS'] + if 'DPS(원)' in fnGuideData[key_ymd]: + DPS = fnGuideData[key_ymd]['DPS(원)'] + else: + DPS = fnGuideData[key_ymd]['DPS'] + PER = fnGuideData[key_ymd]['PER'] + PBR = fnGuideData[key_ymd]['PBR'] + share_outstanding = fnGuideData[key_ymd]['발행주식수'] + dividend_rate = fnGuideData[key_ymd]['배당수익률'] + + cursor.execute('SELECT * FROM '+tableName+' WHERE CODE=? and ymd=?', (item_code, ymd)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO "+tableName+"(CODE, NAME, ymd, type, sales, net_business_profits, business_profits, business_profits_release, net_profit, significant_shareholder_net_profit, none_significant_shareholder_net_profit, total_assets, total_debt, total_ownership_interest, equity_holdings, none_equity_holdings, capital, debt_ratio, reserve_ratio, business_profits_ratio, significant_shareholder_profits_ratio, ROA, ROE, EPS, BPS, DPS, PER, PBR, share_outstanding, dividend_rate) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)", (item_code, item_name, ymd, type, sales, net_business_profits, business_profits, business_profits_release, net_profit, significant_shareholder_net_profit, none_significant_shareholder_net_profit, total_assets, total_debt, total_ownership_interest, equity_holdings, none_equity_holdings, capital, debt_ratio, reserve_ratio, business_profits_ratio, significant_shareholder_profits_ratio, ROA, ROE, EPS, BPS, DPS, PER, PBR, share_outstanding, dividend_rate)) + else: + # cursor.execute("UPDATE "+tableName+" SET ymd=?, type=?, sales=?, net_business_profits=?, business_profits=?, business_profits_release=?, net_profit=?, significant_shareholder_net_profit=?, none_significant_shareholder_net_profit=?, total_assets=?, total_debt=?, total_ownership_interest=?, equity_holdings=?, none_equity_holdings=?, capital=?, debt_ratio=?, reserve_ratio=?, business_profits_ratio=?, significant_shareholder_profits_ratio=?, ROA=?, ROE=?, EPS=?, BPS=?, DPS=?, PER=?, PBR=?, share_outstanding=?, dividend_rate=? WHERE CODE=?", (ymd, type, sales, net_business_profits, business_profits, business_profits_release, net_profit, significant_shareholder_net_profit, none_significant_shareholder_net_profit, total_assets, total_debt, total_ownership_interest, equity_holdings, none_equity_holdings, capital, debt_ratio, reserve_ratio, business_profits_ratio, significant_shareholder_profits_ratio, ROA, ROE, EPS, BPS, DPS, PER, PBR, share_outstanding, dividend_rate, item_code)) + break + + cursor.close() + conn.close() + return + +if __name__ == "__main__": + PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))))) + inFnguideFileName = PROJECT_HOME + '/resources/stock.db' + crawler = FnGuideCrawler() + crawler.crawl_fnguide(inFnguideFileName) diff --git a/stockpredictor/crawler/sQLite/MetaCrawler.py b/stock/crawler/MetaCrawler.py similarity index 100% rename from stockpredictor/crawler/sQLite/MetaCrawler.py rename to stock/crawler/MetaCrawler.py diff --git a/stockpredictor/crawler/sQLite/MovingAverage.py b/stock/crawler/MovingAverage.py similarity index 100% rename from stockpredictor/crawler/sQLite/MovingAverage.py rename to stock/crawler/MovingAverage.py diff --git a/stockpredictor/crawler/sQLite/StockCrawler.py b/stock/crawler/StockCrawler.py similarity index 100% rename from stockpredictor/crawler/sQLite/StockCrawler.py rename to stock/crawler/StockCrawler.py diff --git a/stockpredictor_back/analysis/Analyzer.py b/stockpredictor_back/analysis/Analyzer.py new file mode 100644 index 0000000..9172924 --- /dev/null +++ b/stockpredictor_back/analysis/Analyzer.py @@ -0,0 +1,651 @@ +import json +import os +import time +import shutil +from stockpredictor.analysis.Common import Common +from stockpredictor.analysis.Stochastic import Stochastic +from stockpredictor.analysis.BolingerBand import BolingerBand +import matplotlib.pyplot as plt +import datetime +import sqlite3 +from datetime import datetime + +from matplotlib import rc + +rc('font', family='AppleGothic') +plt.rcParams['axes.unicode_minus'] = False + +import pandas as pd +import plotly.graph_objs as go +from plotly import tools, subplots +import plotly.io as po + +class Analyzer: + tableName = 'stock' + PROJECT_HOME = None + + stocks = None + candidate = None + + stochastic = None + + common = None + inFileName = None + fnguideFileName = None + + fnguide = {} + + def __init__(self, PROJECT_HOME, inFileName, fnguideFileName): + self.PROJECT_HOME = PROJECT_HOME + self.inFileName = inFileName + self.fnguideFileName = fnguideFileName + + self.stocks = [] + self.candidate = [] + + self.common = Common() + + self.stochastic = Stochastic() + self.bolingerBand = BolingerBand() + + self.readFnguide() + return + + def readFnguide(self): + conn = sqlite3.connect(self.fnguideFileName) + cursor = conn.cursor() + + today = datetime.today() + year1 = str(today.year - 1) + ".12.01" + year2 = str(today.year - 2) + ".12.01" + year3 = str(today.year - 3) + ".12.01" + + rowid = 1 + cursor.execute('SELECT * FROM fnguide WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + while result is not None: + if result[2] == "227950": + print (1) + data = json.loads(result[2]) + self.fnguide[result[0]] = True + + if (year1 in data and year2 in data and year3 in data): + if (data[year1]['영업이익'] < 0 or data[year2]['영업이익'] < 0 or data[year3]['영업이익'] < 0): + # and 3년 연속 영업이익이 적자이면 매수하지 않는다. + # or: 3년 중 1번이라도 영업이익이 적자이면 매수하지 않는다. + self.fnguide[result[0]] = False + if (data[year1]['영업이익'] < -100): + # 전년 영억적자가 100억 이상이면 매수하지 않는다. + self.fnguide[result[0]] = False + + rowid += 1 + cursor.execute('SELECT * FROM fnguide WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + + cursor.close() + conn.close() + return + + def draw(self, stock): + + last_index = self.get_last_index(stock) + + if last_index > 540: + index = 540 # 최대 540일치 그래프 확인 + df_stock = pd.DataFrame(stock["PRICE"][len(stock["PRICE"]) - index:]) + df_stochastic = pd.DataFrame(stock["STOCHASTIC"][len(stock["STOCHASTIC"]) - index:last_index+1]) + else: + index = last_index + df_stock = pd.DataFrame(stock["PRICE"][:index+1]) + df_stochastic = pd.DataFrame(stock["STOCHASTIC"][:index+1]) + + # general + candle_stick = go.Candlestick(x=df_stock.DATE, open=df_stock.open, high=df_stock.high, low=df_stock.low, close=df_stock.close, increasing_line_color='red', decreasing_line_color='blue') + avg5 = go.Scatter(x=df_stock.DATE, y=df_stock.avg5, name="avg5", line_color='#000000') + avg20 = go.Scatter(x=df_stock.DATE, y=df_stock.avg20, name="avg20", line_color='#f84c43') + avg60 = go.Scatter(x=df_stock.DATE, y=df_stock.avg60, name="avg60", line_color='#f89543') + avg120 = go.Scatter(x=df_stock.DATE, y=df_stock.avg120, name="avg120", line_color='#0ed604') + candle_data = [candle_stick, avg5, avg20, avg60, avg120] + + volume = go.Bar(x=df_stock.DATE, y=df_stock['volume'], name="volume") + volume_data = [volume] + + # stochastic + slow_k = go.Scatter(x=df_stochastic.DATE, y=df_stochastic['slow_k'], name="Slow%K", line_color='#8B4513') + slow_d = go.Scatter(x=df_stochastic.DATE, y=df_stochastic['slow_d'], name="Slow%D", line_color='#4169E1') + stochastic_data = [slow_k, slow_d] + + fig = subplots.make_subplots(rows=3, cols=1, subplot_titles=('차트', '거래량', 'Stochastic')) + + for trace in candle_data: + fig.append_trace(trace, 1, 1) + for trace in volume_data: + fig.append_trace(trace, 2, 1) + for trace in stochastic_data: + fig.append_trace(trace, 3, 1) + + fig.update_layout(height=1200, xaxis_rangeslider_visible=False) + + return fig + + def get_last_index(self, stock): + for i in range(0, len(stock['PRICE'])): + if (stock['PRICE'][i]['close'] == 0 and stock['PRICE'][i]['open'] == 0 and stock['PRICE'][i]['volume'] == 0): + return i-1 + return len(stock['PRICE']) - 1 + + def analyzeStochastic(self): + conn = sqlite3.connect(self.inFileName) + cursor = conn.cursor() + + # 기존 분석 데이터를 모두 지움 + cursor.execute('update ' + self.tableName + ' set STOCHASTIC = ""') + + rowid = 1 + cursor.execute('SELECT * FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + while result is not None: + stock = {"CODE": result[0], "NAME": result[1], "PRICE": json.loads(result[2])} + results = self.stochastic.analyze(stock) + text = json.dumps(results, ensure_ascii=False) + cursor.execute("UPDATE " + self.tableName + " SET STOCHASTIC=? WHERE CODE=?", (text, stock["CODE"])) + + print("#analyzeStochastic", rowid, stock['NAME']) + rowid += 1 + cursor.execute('SELECT * FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + + conn.commit() + cursor.close() + conn.close() + return + + def analyzeFinalScore(self, last_index, STOCK, STOCHASTIC): + """ + 매수 조건 + #0. 최소 매수 조건은 거래량은 20만건, 종가는 2천원 이상인 종목이어야 한다. + #1. 골든크로스: 5일선, 20일선, 60일선, 120일선이 순서대로 나열되는 순간 + """ + i = last_index + buy_price = 0 + count = 0 + for idx in range(i, i-5, -1): + if idx-1 < 0: + break + buy_price += STOCK[idx-1]['close'] - STOCK[idx]['low'] + count += 1 + if count == 0: + buy_price = STOCK[i]['close'] + else: + # 종가 - 최저가의 최근 3일 평균 가격을 산정한다. + buy_price = round(STOCK[i]['close'] - (buy_price/count)) + + status = "" + if STOCK[i]['volume'] > 100000 and STOCK[i]['close'] > 2000: + # 거래량이 100만 이상이고, 종가가 1천원 이상인지 체크 (https://happpy-rich.tistory.com/94) + + # 정배열 체크 + temp_status = self.common.check_RightArrange(STOCK, i) + if temp_status != "": + status += temp_status + + # 20일선 돌파 + temp_status = self.common.check_Dolpa_Jiji(STOCK, i, '20') + if temp_status != "": + status += temp_status + + # 60일선 돌파 + temp_status = self.common.check_Dolpa_Jiji(STOCK, i, '60') + if temp_status != "": + status += temp_status + + # 120일선 돌파 + temp_status = self.common.check_Dolpa_Jiji(STOCK, i, '120') + if temp_status != "": + status += temp_status + + # 240일선 돌파 + temp_status = self.common.check_Dolpa_Jiji(STOCK, i, '240') + if temp_status != "": + status += temp_status + + # 20일선 지지 매수가 추천지 + temp_status = self.common.check_Dolpa_Jiji_20(STOCK, i) + if temp_status != "": + status += temp_status + + # 음봉인데 어제보다 종가가 더 높은 경우 + # 이 경우 정배열 상태인지도 함께 체크를 한다. + higher_umbong_status = self.common.checkHigherUmbong(STOCK, i) + if higher_umbong_status != "": + status += higher_umbong_status + + """ + # 단타 #1 + temp_status = self.common.check_Danta1(STOCK, i) + if temp_status != "": + status += temp_status + + # 단타 #2 + temp_status = self.common.check_Danta2(STOCK, i) + if temp_status != "": + status += temp_status + + all_upper_cross_status = self.common.checkAllUpperCross(STOCK, i) + if all_upper_cross_status != "": + status += all_upper_cross_status + + # 1주일 동안 몇 10% 이상 오른 종목 + W1Rise = self.common.check_W1Rise(STOCK, i, 0.1) + if W1Rise != "": + status += W1Rise + + # 1일 동안 몇 10% 이상 내린 종목 + W1Fall = self.common.check_D1Fall(STOCK, i, -0.1) + if W1Fall != "": + status += W1Fall + """ + + # GOLDENCROSS#1은 바로 매수하지 않고, 이 시점 이후로 5일선이 20일선을 하방으로 뚫었다가 다시 20일선을 상방으로 뚫는 순간 매수를 시도한다. + # GOLDENCROSS#2은 바로 매수 가능 + # GOLDENCROSS#3은 바로 매수 가능 + golden_cross_status = self.common.check_golded_cross(STOCK, i) + if golden_cross_status != "": + status += golden_cross_status + + """ + # BUYINGBEARMARKET#1은 바로 매수 가능 + # BUYINGBEARMARKET#2은 바로 매수 가능 + bearmarket_buying_status = self.common.check_bearmarket_buying(STOCK, STOCHASTIC, i) + if bearmarket_buying_status != "": + status += bearmarket_buying_status + """ + + # STOCHASTIC + stochastic_status = self.common.check_stochastic(STOCK, STOCHASTIC, i) + if stochastic_status != "": + status += stochastic_status + + # YANGBONG + """ + longYangBongAfterUmBong_status = self.common.checkLongYangBongAfterUmBong(STOCK, i) + # 어제 음봉 이후 장대양봉이었다면, + if longYangBongAfterUmBong_status != "": + status += longYangBongAfterUmBong_status + """ + + # Doji + doji_status = self.common.checkDoji(STOCK, i) + # 하락 추세에서 도지가 나오면 매수 + if doji_status != "": + status += doji_status + + """--------------------------------- + # Gravestone + gravestone_status = self.common.checkGravestone(STOCK, i) + # 상승 추세에서 그레이브스톤이 나오면 매도 + if gravestone_status != "": + status += gravestone_status + ---------------------------------""" + + """ + # Dragonfly + dragonfly_status = self.common.checkDragonfly(STOCK, i) + # 하락 추세에서 드레곤플라이가 나오면 매수 + if dragonfly_status != "": + status += dragonfly_status + + # Hammer + hammer_status = self.common.checkHammer(STOCK, i) + # 하락 추세에서 해머가 나오면 매수 + if hammer_status != "": + status += hammer_status + """ + + """--------------------------------- + # Hangingman + hangingman_status = self.common.checkHangingman(STOCK, i) + # 상승 추세에서 행잉맨이 나오면 매도 + if hangingman_status != "": + status += hangingman_status + ---------------------------------""" + + """ + # 상승장악형 (Engulfing) - 다음 날도 양봉이라면 매수 + engulfing_status = self.common.checkEngulfingHigh(STOCK, i) + # 하락 추세에서 상승장악형이 나오면 매수 + if engulfing_status != "": + status += engulfing_status + """ + + """--------------------------------- + # 하락장악형 (Engulfing) + engulfing_status = self.common.checkEngulfingLow(STOCK, i) + # 상승 추세에서 하락장악형이 나오면 매도 + if engulfing_status != "": + status += engulfing_status + ---------------------------------""" + + """ + # 상승 포아형 (Harami) + harami_status = self.common.checkHaramiHigh(STOCK, i) + # 하락 추세에서 상승포아형이 나오면 매수 + if harami_status != "": + status += harami_status + """ + + """--------------------------------- + # 하락 포아형 (Harami) + harami_status = self.common.checkHaramiLow(STOCK, i) + # 상승 추세에서 하락포아형이 나오면 매도 + if harami_status != "": + status += harami_status + ---------------------------------""" + + """ + # 관통형 (piercing) + piercing_status = self.common.checkPiercing(STOCK, i) + # 하락 추세에서 관통형이 나오면 매수 + if piercing_status != "": + status += piercing_status + """ + + """--------------------------------- + # 흑운형 (Dark-cloud) + darkcloud_status = self.common.checkDarkCloud(STOCK, i) + # 상승 추세에서 흑운형이 나오면 매도 + if darkcloud_status != "": + status += darkcloud_status + ---------------------------------""" + + """ + # 샛별 (Morning start) + morningstar_status = self.common.checkMorningstar(STOCK, i) + # 하락 추세에서 샛별형이 나오면 매수 + if morningstar_status != "": + status += morningstar_status + """ + + """--------------------------------- + # 저녁별 (Evening start) + eveningstar_status = self.common.checkEveningstar(STOCK, i) + # 상승 추세에서 저녁별형이 나오면 매도 + if eveningstar_status != "": + status += eveningstar_status + ---------------------------------""" + + + return status, buy_price + + def getPositionalEnergy(self, stock, last_index): + # 260 (= 52 * 5)일 중 가장 찾은 금액과 가장 높았던 금액 중 현재가의 위치 계산 + + close = stock[last_index]['close'] + top = close + bottom = close + + for i in range(1, 260): + if i > len(stock) or not stock[-i]: + break + if top < stock[-i]["close"]: + top = stock[-i]["close"] + if bottom > stock[-i]["close"]: + bottom = stock[-i]["close"] + + if top-close == 0: + energy = 100.0 + else: + energy = round((close-bottom) / (top-close), 2) + + return energy + + def writeFile(self, fig, state, buy_price, bolingerband_score, stochastic_score, positionalEnergy, item_name, item_code): + + if state != "": + fileName = self.status_path + fileName = "%s/%s__p(%.2f)__b(%.2f)__s(%.2f)__%d__%s_%s.html" % (fileName, state, positionalEnergy, bolingerband_score, stochastic_score, buy_price, item_name.replace(" ", ""), item_code) + po.write_html(fig, file=fileName, auto_open=False) + + if bolingerband_score < 0.15: + fileName = self.bolingerband_path + fileName = "%s/b(%.2f)__p(%.2f)__s(%.2f)__%s__%d__%s_%s.html" % (fileName, bolingerband_score, positionalEnergy, stochastic_score, state, buy_price, item_name.replace(" ", ""), item_code) + po.write_html(fig, file=fileName, auto_open=False) + + if stochastic_score < 15: + fileName = self.stochastic_path + fileName = "%s/s(%.2f)__b(%.2f)__p(%.2f)__%s__%d__%s_%s.html" % (fileName, stochastic_score, bolingerband_score, positionalEnergy, state, buy_price, item_name.replace(" ", ""), item_code) + po.write_html(fig, file=fileName, auto_open=False) + + if positionalEnergy < 0.5: + fileName = self.positionalEnergy_path + fileName = "%s/p(%.2f)__b(%.2f)__s(%.2f)__%s__%d__%s_%s.html" % (fileName, positionalEnergy, bolingerband_score, stochastic_score, state, buy_price, item_name.replace(" ", ""), item_code) + po.write_html(fig, file=fileName, auto_open=False) + + return + + def makeDirectory(self, outPath): + self.outPath = outPath + if os.path.isdir(outPath): + shutil.rmtree(outPath) + os.mkdir(outPath) + + self.stochastic_path = outPath + "/stochastic" + if os.path.isdir(self.stochastic_path): + os.rmdir(self.stochastic_path) + os.mkdir(self.stochastic_path) + + self.bolingerband_path = outPath + "/bolingerband" + if os.path.isdir(self.bolingerband_path): + os.rmdir(self.bolingerband_path) + os.mkdir(self.bolingerband_path) + + self.positionalEnergy_path = outPath + "/positionalEnergy" + if os.path.isdir(self.positionalEnergy_path): + os.rmdir(self.positionalEnergy_path) + os.mkdir(self.positionalEnergy_path) + + self.status_path = outPath + "/status" + if os.path.isdir(self.status_path): + os.rmdir(self.status_path) + os.mkdir(self.status_path) + + return + + # 그래프 출력 + def analyzeToHtml(self, outPath): + self.makeDirectory(outPath) + + conn = sqlite3.connect(self.inFileName) + cursor = conn.cursor() + rowid = 1 + cursor.execute('SELECT CODE, NAME, PRICE, STOCHASTIC, BOLINGERBAND FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + + # 최근 20일간 +-종목 개수 체크 + inde_check = [] + for check_index in range(365): + inde_check.append([0,0]) + + while result is not None: + item_code = result[0] + item_name = result[1] + print("#html", rowid, item_name) + + # 부실 기업은 매수하지 않고 그냥 넘긴다. + # kospi 지수와 kosdak 지수도 그냥 넘긴다. + #if ((item_code in self.fnguide and not self.fnguide[item_code]) or (item_code == "KOSPI" or item_code == "KOSDAK") or result[3] == ''): + if ((item_code in self.fnguide and not self.fnguide[item_code]) or (item_code == "KOSPI" or item_code == "KOSDAK")): + rowid += 1 + # 다음 종목을 가져옴 + cursor.execute('SELECT CODE, NAME, PRICE, STOCHASTIC, BOLINGERBAND FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + continue + + result_3 = result[3] + if result[3] != result[3]: + result_3 = result[3].replace("NaN", "0") + + if result[3]==None or (result[2]=="[]" or result[3]=='' or result[4] == ''): + rowid += 1 + cursor.execute('SELECT CODE, NAME, PRICE, STOCHASTIC, BOLINGERBAND FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + continue + + stock = {"CODE": result[0], "NAME": result[1], "PRICE": json.loads(result[2]), "STOCHASTIC": json.loads(result_3), "BOLINGERBAND": json.loads(result[4])} + + last_index = self.get_last_index(stock) + STOCK = stock['PRICE'] + STOCHASTIC = stock['STOCHASTIC'] + BOLINGERBAND = stock['BOLINGERBAND'] + + stochastic_score = STOCHASTIC[last_index]['slow_k'] + + # upper: 20, lower: 10 + # 14 = (14-10) / (20-10) = 0.4 + # 18 = (18-10) / (20-10) = 0.8 + # 5 = (5-10) / (20-10) = -0.5 + if BOLINGERBAND[last_index]['upper'] == BOLINGERBAND[last_index]['lower']: + bolingerband_score = 0 + else: + bolingerband_score = round(((STOCK[last_index]['close']-BOLINGERBAND[last_index]['lower'])/(BOLINGERBAND[last_index]['upper']-BOLINGERBAND[last_index]['lower'])), 2) + + # 위치 에너지 + positionalEnergy = self.getPositionalEnergy(STOCK, last_index) + if STOCK[last_index]['volume'] > 100000 and STOCK[last_index]['close'] > 1000 and positionalEnergy < 0.3: + # 종목 상태 체크 분석 + state, buy_price = self.analyzeFinalScore(last_index, STOCK, STOCHASTIC) + + # 스토케스틱이 20이하이어야 하며, 볼린저밴드 0.3 보다 작으며, 위치에너지도 0.3보다 낮다면, + if stochastic_score < 20 and bolingerband_score < 0.3 and positionalEnergy < 0.3 and len(STOCK) > 5: + state = '1_' + state + + # 종가가 240일선 아래라면 매수한다. + if STOCK[last_index]['close'] < STOCK[last_index]['avg240']: + state = '2_' + state + + # 볼린저밴드 하단에 부딪혔다면, + if (STOCK[last_index - 2]['low'] <= BOLINGERBAND[last_index - 2]['lower'] <= STOCK[last_index - 2]['high'] or + STOCK[last_index - 3]['low'] <= BOLINGERBAND[last_index - 3]['lower'] <= STOCK[last_index - 3]['high']): + + # 어제 양봉이거나 + # 음봉이라면 그저깨 종가보다 어제 시가가 높거나 같고 그저깨 시가보다 어제 종가가 높다. + # 음봉이라면 그저깨 시가보다 어제 시가가 높거나 같고 그저깨 종가보다 어제 종가가 높다. + if STOCK[last_index-1]['open'] < STOCK[last_index-1]['close'] or ( + (STOCK[last_index-2]['close'] <= STOCK[last_index-1]['open'] and STOCK[last_index-2]['open'] < STOCK[last_index-1]['close']) or + (STOCK[last_index-2]['open'] <= STOCK[last_index-1]['open'] and STOCK[last_index-2]['close'] < STOCK[last_index-1]['close'])): + # (KOSPI: 2011년 8월 11일) + # 오늘 양봉이어야 한다. + if STOCK[last_index]['open'] < STOCK[last_index]['close']: + state = '3_' + state + # (KOSPI: 2011년 9월 26일) + # 오늘 음봉이라면, 오늘 시가는 어제 종가보다 높아야 하고, 오늘 종가는 어제 시가보다 높아야 한다. + if (STOCK[last_index]['close'] < STOCK[last_index]['open']) and (STOCK[last_index-1]['close'] < STOCK[last_index]['open'] and STOCK[last_index-1]['open'] < STOCK[last_index]['close']): + state = '4_' + state + + if (STOCHASTIC[last_index]['slow_k'] < 15 and + STOCHASTIC[last_index-1]['slow_k'] < STOCHASTIC[last_index-1]['slow_d'] and + STOCHASTIC[last_index]['slow_d'] < STOCHASTIC[last_index]['slow_k']): + state = '5_' + state + + if (STOCHASTIC[last_index]['slow_k'] < 15 and + STOCHASTIC[last_index - 1]['slow_k'] < STOCHASTIC[last_index - 1]['slow_d'] and + STOCHASTIC[last_index]['slow_d'] < STOCHASTIC[last_index]['slow_k']): + state = '6_' + state + + fig = self.draw(stock) + title = "%s (%s), %s, buy_price (%d), stochastic(%.2f), bolingerband(%.2f), positionalEnergy(%.2f) 차트" % (item_name, item_code, state, buy_price, stochastic_score, bolingerband_score, positionalEnergy) + fig['layout'].update(title=title) + + self.writeFile(fig, state, buy_price, bolingerband_score, stochastic_score, positionalEnergy, item_name, item_code) + + for check_index in range(365): + if len(STOCK) > check_index and STOCK[last_index-check_index]['open'] < STOCK[last_index-check_index]['close']: + inde_check[check_index][0] += 1 + else: + inde_check[check_index][1] += 1 + + rowid += 1 + cursor.execute('SELECT CODE, NAME, PRICE, STOCHASTIC, BOLINGERBAND FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + + cursor.close() + conn.close() + + return + + def analyze(self): + conn = sqlite3.connect(self.inFileName) + cursor = conn.cursor() + + # 기존 분석 데이터를 모두 지움 + cursor.execute('update ' + self.tableName + ' set STOCHASTIC = "", BOLINGERBAND = ""') + + rowid = 1 + cursor.execute('SELECT * FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + while result is not None: + stock = {"CODE": result[0], "NAME": result[1], "PRICE": json.loads(result[2])} + + try: + results_STOCHASTIC = self.stochastic.analyze(stock) + text_STOCHASTIC = json.dumps(results_STOCHASTIC, ensure_ascii=False) + + results_BolingerBand = self.bolingerBand.analyze(stock) + text_BOLINGERBAND = json.dumps(results_BolingerBand, ensure_ascii=False) + except: + print("#", rowid, stock['NAME']) + rowid += 1 + cursor.execute('SELECT * FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + continue + + cursor.execute("UPDATE " + self.tableName + " SET STOCHASTIC=?, BOLINGERBAND=? WHERE CODE=?", (text_STOCHASTIC, text_BOLINGERBAND, stock["CODE"])) + print("#", rowid, stock['NAME']) + rowid += 1 + cursor.execute('SELECT * FROM ' + self.tableName + ' WHERE rowid=?', (rowid,)) + result = cursor.fetchone() + + conn.commit() + cursor.close() + conn.close() + return + + +if __name__ == "__main__": + + start = time.time() + PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))) + + inFileName = PROJECT_HOME + '/resources/stock.db' + inFnguideFileName = PROJECT_HOME + '/resources/fnguide.db' + analyzer = Analyzer(PROJECT_HOME, inFileName, inFnguideFileName) + + # 분석 & update DB + """ + #print ("analyze Stochastic...") + analyzer.analyzeStochastic() + """ + + ####### + # analyzer.analyze() + ####### + + day = datetime.today().strftime("%Y%m%d") + + # HTML 출력 + outPath = PROJECT_HOME + "/resources/analysis/"+day + if os.path.isdir(outPath): + shutil.rmtree(outPath) + os.mkdir(outPath) + print("print to Html...") + analyzer.analyzeToHtml(outPath) + + + # 파일 출력 + #print("print to File...") + #outFileName = PROJECT_HOME + '/resources/analysis/'+day+'.json' + #analyzer.analyzeToFile(outFileName) + + print("time : %6.2f 초" % (time.time() - start)) + + print("done...") diff --git a/stockpredictor_back/analysis/AnalyzerSqlite.py b/stockpredictor_back/analysis/AnalyzerSqlite.py new file mode 100644 index 0000000..53e2d77 --- /dev/null +++ b/stockpredictor_back/analysis/AnalyzerSqlite.py @@ -0,0 +1,898 @@ +import os +import time +import shutil +import matplotlib.pyplot as plt +import datetime +import sqlite3 +from datetime import datetime +from matplotlib import rc +import pandas as pd +import copy + +rc('font', family='AppleGothic') +plt.rcParams['axes.unicode_minus'] = False + +import plotly.graph_objs as go +from plotly import tools, subplots +import plotly.io as po + +from stockpredictor.analysis.Common import Common +from stockpredictor.analysis.Stochastic import Stochastic +from stockpredictor.analysis.BolingerBand import BolingerBand +from stockpredictor.analysis.IchimokuCloud import IchimokuCloud +from stockpredictor.analysis.RSI import RSI +from stockpredictor.crawler.sQLite.MovingAverage import MovingAverage + +class AnalyzerSqlite: + PROJECT_HOME = None + + stochastic = None + bolingerBand = None + ichimokuCloud = None + rsi = None + + topCompany = None + fnguide = None + + common = None + stockFileName = None + analyzedFileName = None + + moving_avg = None + + def __init__(self, PROJECT_HOME, stockFileName): + self.PROJECT_HOME = PROJECT_HOME + self.stockFileName = stockFileName + + self.common = Common() + + self.stochastic = Stochastic() + self.bolingerBand = BolingerBand() + self.ichimokuCloud = IchimokuCloud() + self.rsi = RSI() + + self.topCompany = self.getTopCompany(stockFileName, 2000) + self.fnguide = self.readFnguide(stockFileName) + + return + + def getTopCompany(self, fnguideFileName, top): + conn = sqlite3.connect(fnguideFileName) + cursor = conn.cursor() + + sql = "select DISTINCT CODE, NAME from fnguide order by total_ownership_interest desc limit " + str(top) + cursor.execute(sql) + result = cursor.fetchall() + + top_company = {} + for idx, item in enumerate(result): + top_company[item[0]] = (idx+1, item[1]) + + cursor.close() + conn.close() + return top_company + + def readFnguide(self, fnguideFileName): + conn = sqlite3.connect(fnguideFileName) + cursor = conn.cursor() + + today = datetime.today() + year1 = str(today.year - 1) + ".12.01" + year2 = str(today.year - 2) + ".12.01" + year3 = str(today.year - 3) + ".12.01" + + sql = "SELECT CODE, NAME, ymd, business_profits, business_profits_ratio, debt_ratio, ROA, ROE, EPS, BPS, DPS, PER, PBR FROM fnguide " + sql += " WHERE (ymd=? or ymd=? or ymd=?) and type=''" + sql += " order by code, ymd desc" + cursor.execute(sql, (year1,year2,year3)) + result = cursor.fetchall() + + fnguide = {} + for item in result: + if item[0] not in fnguide: + fnguide[item[0]] = [] + + fnguide[item[0]].append( + {'NAME': item[1], + 'ymd': item[2], + 'business_profits': item[3], + 'business_profits_ratio': item[4], + 'debt_ratio': item[5], + 'ROA': item[6], + 'ROE': item[7], + 'EPS': item[8], + 'BPS': item[9], + 'DPS': item[10], + 'PER': item[11], + 'PBR': item[12]}) + + cursor.close() + conn.close() + return fnguide + + def draw(self, stock): + + ymd = list(reversed(stock['ymd'])) + open = list(reversed(stock['open'])) + close = list(reversed(stock['close'])) + high = list(reversed(stock['high'])) + low = list(reversed(stock['low'])) + volume = list(reversed(stock['volume'])) + avg4 = list(reversed(stock['avg4'])) + avg5 = list(reversed(stock['avg5'])) + avg6 = list(reversed(stock['avg6'])) + avg10 = list(reversed(stock['avg10'])) + avg12 = list(reversed(stock['avg12'])) + avg20 = list(reversed(stock['avg20'])) + avg36 = list(reversed(stock['avg36'])) + avg40 = list(reversed(stock['avg40'])) + avg48 = list(reversed(stock['avg48'])) + avg60 = list(reversed(stock['avg60'])) + avg120 = list(reversed(stock['avg120'])) + avg240 = list(reversed(stock['avg240'])) + avg300 = list(reversed(stock['avg300'])) + rsi = list(reversed(stock['rsi'])) + rsis = list(reversed(stock['rsis'])) + stochastic_slow_k = list(reversed(stock['stochastic_slow_k'])) + stochastic_slow_d = list(reversed(stock['stochastic_slow_d'])) + bolingerband_upper = list(reversed(stock['bolingerband_upper'])) + bolingerband_lower = list(reversed(stock['bolingerband_lower'])) + ichimokucloud_changeLine = list(reversed(stock['ichimokucloud_changeLine'])) + ichimokucloud_baseLine = list(reversed(stock['ichimokucloud_baseLine'])) + + # general + candle_stick = go.Candlestick(x=ymd, open=open, high=high, low=low, close=close, increasing_line_color='red', decreasing_line_color='blue') + avg4 = go.Scatter(x=ymd, y=avg4, name="avg4", line_color='#085F1B') + avg5 = go.Scatter(x=ymd, y=avg5, name="avg5", line_color='#000000') + avg6 = go.Scatter(x=ymd, y=avg6, name="avg6", line_color='#698D09') + avg10 = go.Scatter(x=ymd, y=avg10, name="avg10", line_color='#041366') + avg12 = go.Scatter(x=ymd, y=avg12, name="avg12", line_color='#6C2507') + avg20 = go.Scatter(x=ymd, y=avg20, name="avg20", line_color='#f84c43') + avg36 = go.Scatter(x=ymd, y=avg36, name="avg36", line_color='#370557') + avg40 = go.Scatter(x=ymd, y=avg40, name="avg40", line_color='#8013ED') + avg48 = go.Scatter(x=ymd, y=avg48, name="avg48", line_color='#7A1E66') + avg60 = go.Scatter(x=ymd, y=avg60, name="avg60", line_color='#f89543') + avg120 = go.Scatter(x=ymd, y=avg120, name="avg120", line_color='#0ed604') + avg240 = go.Scatter(x=ymd, y=avg240, name="avg240", line_color='#FF00F7') + avg300 = go.Scatter(x=ymd, y=avg300, name="avg300", line_color='#00FF49') + bolinger_upper = go.Scatter(x=ymd, y=bolingerband_upper, name="upper", line_color='#8B4513') + bolinger_lower = go.Scatter(x=ymd, y=bolingerband_lower, name="lower", line_color='#8B4513') + changeLine = go.Scatter(x=ymd, y=ichimokucloud_changeLine, name="changeLine", line_color='#000000') + baseLine = go.Scatter(x=ymd, y=ichimokucloud_baseLine, name="baseLine", line_color='#FF0000') + + candle_data = [candle_stick, avg4, avg5, avg6, avg10, avg12, avg20, avg36, avg40, avg48, avg60, avg120, avg240, avg300, bolinger_upper, bolinger_lower, changeLine, baseLine] + #candle_data = [candle_stick, bolinger_upper, bolinger_lower, changeLine, baseLine] + + volume = go.Bar(x=ymd, y=volume, name="volume") + volume_data = [volume] + + # stochastic + rsi = go.Scatter(x=ymd, y=rsi, name="rsi", line_color='#8B4513') + rsis = go.Scatter(x=ymd, y=rsis, name="rsis", line_color='#4169E1') + rsi_data = [rsi, rsis] + + # stochastic + slow_k = go.Scatter(x=ymd, y=stochastic_slow_k, name="Slow%K", line_color='#8B4513') + slow_d = go.Scatter(x=ymd, y=stochastic_slow_d, name="Slow%D", line_color='#4169E1') + stochastic_data = [slow_k, slow_d] + + fig = subplots.make_subplots(rows=4, cols=1, + subplot_titles=('차트', '거래량', 'rsi', 'Stochastic'), + row_heights=[1200, 500, 500, 500]) + + for trace in candle_data: + fig.append_trace(trace, 1, 1) + for trace in volume_data: + fig.append_trace(trace, 2, 1) + for trace in rsi_data: + fig.append_trace(trace, 3, 1) + for trace in stochastic_data: + fig.append_trace(trace, 4, 1) + + fig.update_layout(height=2200, xaxis_rangeslider_visible=False) + + return fig + + def getPositionalEnergy(self, close): + # 260 (= 52 * 5)일 중 가장 찾은 금액과 가장 높았던 금액 중 현재가의 위치 계산 + + top = close[0] + bottom = close[0] + + for i in range(1, 260): + if i >= len(close): + break + if top < close[i]: + top = close[i] + if bottom > close[i]: + bottom = close[i] + + if top-close[0] == 0: + energy1 = 100.0 + else: + energy1 = round((close[0]-bottom) / (top-close[0]), 2) + + energy2 = round((close[0] / top), 2) + + return energy1, energy2 + + def makeDir(self, type): + if os.path.isdir(self.outPath + "/" + type): + os.rmdir(self.outPath + "/" + type) + os.mkdir(self.outPath + "/" + type) + return + + def makeDirectory(self, outPath): + self.outPath = outPath + if os.path.isdir(outPath): + shutil.rmtree(outPath) + os.mkdir(outPath) + self.makeDir("final") + + self.makeDir("weekly_4주선_48주선_상향돌파") + self.makeDir("weekly_종가_12주선_상향돌파") + self.makeDir("weekly_rsi_20이하") + self.makeDir("weekly_rsi_rsis_위로_올라옴") + self.makeDir("weekly_BB하단_내려옴") + + self.makeDir("monthly_6월선_36월선_상향돌파") + self.makeDir("monthly_종가_12월선_상향돌파") + self.makeDir("monthly_rsi_30이하") + self.makeDir("monthly_rsi_rsis_위로_올라옴") + self.makeDir("monthly_BB하단_내려옴") + + self.makeDir("daily_rsi_10이하") + self.makeDir("daily_거래량_7배_이상_상승") + self.makeDir("daily_BB하단_내려옴") + self.makeDir("daily_종가_60일선_상향돌파") + + return + + def writeFile(self, type, CODE, NAME, top, stock, state, final_status_count=-1): + # 3년 이내 한번이라도 영업이익이 났는지 체크를 함 + fnguide = None + if CODE in self.fnguide: + fnguide = self.fnguide[CODE] + check = True + if fnguide: + check = False + for item in fnguide: + if item['business_profits'] > 0: + check = True + + if check: + fig = self.draw(stock) + title = "%s (%s), %d, %s, %s 차트 (URL1, URL2)" % (NAME, CODE, stock['close'][0], state, type, CODE, CODE) + fig['layout'].update(title=title) + + fileName = self.outPath + "/" + str(type) + if final_status_count == -1: + fileName = "%s/%s_%s_%s_%s.html" % (fileName, top, NAME.replace(" ", ""), CODE, state) + else: + fileName = "%s/%s_%s_%s_%s_%s.html" % (fileName, str(final_status_count), top, NAME.replace(" ", ""), CODE, state) + po.write_html(fig, file=fileName, auto_open=False) + return + + def checkVolume(self, p_volume, volume): + if 0 < p_volume <= 10000 and p_volume * 700 < volume: + return True + if 10000 < p_volume <= 50000 and p_volume * 40 < volume: + return True + if 50000 < p_volume <= 100000 and p_volume * 25 < volume: + return True + if 100000 < p_volume <= 200000 and p_volume * 15 < volume: + return True + if 200000 < p_volume <= 700000 and p_volume * 13 < volume: + return True + if 700000 < p_volume <= 1000000 and p_volume * 10 < volume: + return True + if 5000000 < p_volume <= 5000000 and p_volume * 5 < volume: + return True + if 5000000 < p_volume and p_volume * 4 < volume: + return True + return False + + def getStockData(self, TableName, CODE): + conn = sqlite3.connect(self.stockFileName) + cursor = conn.cursor() + + sql = 'SELECT ymd, close, open, high, low, volume, ' + sql += ' avg4, avg5, avg6, avg10, avg12, avg20, avg36, avg40, avg48, avg60, avg120, avg200, avg240, avg300, ' + sql += ' bolingerband_upper, bolingerband_lower, bolingerband_middle, ' + sql += ' ichimokucloud_changeLine, ichimokucloud_baseLine, ichimokucloud_leadingSpan1, ichimokucloud_leadingSpan2, ' + sql += ' stochastic_fast_k, stochastic_slow_k, stochastic_slow_d, ' + sql += ' rsi, rsis ' + sql += ' FROM ' + TableName + ' where CODE=? order by ymd desc limit 512' + cursor.execute(sql, (CODE,)) + prices = cursor.fetchall() + + cursor.close() + conn.close() + + ymd = [] + close, open, high, low, volume = [], [], [], [], [] + avg4, avg5, avg6, avg10, avg12, avg20, avg36, avg40, avg48, avg60, avg120, avg200, avg240, avg300 = [], [], [], [], [], [], [], [], [], [], [], [], [], [] + bolingerband_upper, bolingerband_lower, bolingerband_middle = [], [], [] + ichimokucloud_changeLine, ichimokucloud_baseLine, ichimokucloud_leadingSpan1, ichimokucloud_leadingSpan2 = [], [], [], [] + stochastic_fast_k, stochastic_slow_k, stochastic_slow_d = [], [], [] + rsi, rsis = [], [] + + for price in prices: + ymd.append(price[0]) + close.append(price[1]) + open.append(price[2]) + high.append(price[3]) + low.append(price[4]) + volume.append(price[5]) + avg4.append(price[6]) + avg5.append(price[7]) + avg6.append(price[8]) + avg10.append(price[9]) + avg12.append(price[10]) + avg20.append(price[11]) + avg36.append(price[12]) + avg40.append(price[13]) + avg48.append(price[14]) + avg60.append(price[15]) + avg120.append(price[16]) + avg200.append(price[17]) + avg240.append(price[18]) + avg300.append(price[19]) + bolingerband_upper.append(price[20]) + bolingerband_lower.append(price[21]) + bolingerband_middle.append(price[22]) + ichimokucloud_changeLine.append(price[23]) + ichimokucloud_baseLine.append(price[24]) + ichimokucloud_leadingSpan1.append(price[25]) + ichimokucloud_leadingSpan2.append(price[26]) + stochastic_fast_k.append(price[27]) + stochastic_slow_k.append(price[28]) + stochastic_slow_d.append(price[29]) + rsi.append(price[30]) + rsis.append(price[31]) + + stock = { + "ymd": ymd, + "close": close, "open": open, "high": high, "low": low, "volume": volume, + "avg4": avg4, "avg5": avg5, "avg6": avg6, "avg10": avg10, "avg12": avg12, "avg20": avg20, "avg36": avg36, "avg40": avg40, "avg48": avg48, "avg60": avg60, "avg120": avg120, "avg200": avg200, "avg300": avg300, + "avg240": avg240, + "bolingerband_upper": bolingerband_upper, "bolingerband_lower": bolingerband_lower, + "bolingerband_middle": bolingerband_middle, + "ichimokucloud_changeLine": ichimokucloud_changeLine, "ichimokucloud_baseLine": ichimokucloud_baseLine, + "ichimokucloud_leadingSpan1": ichimokucloud_leadingSpan1, + "ichimokucloud_leadingSpan2": ichimokucloud_leadingSpan2, + "stochastic_fast_k": stochastic_fast_k, "stochastic_slow_k": stochastic_slow_k, "stochastic_slow_d": stochastic_slow_d, + "rsi": rsi, "rsis": rsis + } + + return stock + + # 후보 찾기 + def findCandidate(self, outPath): + self.makeDirectory(outPath) + + stockTableName = 'stock' + stockAnalysisTableName = 'stock_analysis' + stockAnalysisWeeklyTableName = 'stock_analysis_weekly' + stockAnalysisMonthlyTableName = 'stock_analysis_monthly' + + conn = sqlite3.connect(self.stockFileName) + cursor = conn.cursor() + + cursor.execute('SELECT distinct code, name FROM ' + stockTableName + ' order by code') + items = cursor.fetchall() + + cursor.close() + conn.close() + + for idx, item in enumerate(items): + CODE = item[0] + NAME = item[1] + print (idx, CODE, NAME) + print("Analysis # :", idx, ", CODE: ", CODE, ", NAME: ", NAME) + + top = "0" + if CODE in self.topCompany: + top = str(self.topCompany[CODE][0]) + + stock_daily = self.getStockData(stockAnalysisTableName, CODE) + stock_weekly = self.getStockData(stockAnalysisWeeklyTableName, CODE) + stock_monthly = self.getStockData(stockAnalysisMonthlyTableName, CODE) + + status = "" + final_status = "" + final_status_count = 0 + + # 거래량이 100만 이상이고, 종가가 1천원 이상인지 체크 (https://happpy-rich.tistory.com/94) + if stock_weekly['volume'][0] > 100000 and stock_weekly['close'][0] > 1000: + + # 종목 상태 체크 분석 + + # [Weekly] + # 정배열 체크 + temp_status = self.common.check_RightArrange(stock_weekly) + if temp_status != "": + status += temp_status + + # 4주선이 48주 선을 상향 돌파함 + if len(stock_weekly['close']) > 40: + if (stock_weekly['avg4'][1] is not None and stock_weekly['avg48'][1] is not None and + stock_weekly['avg4'][0] is not None and stock_weekly['avg48'][0] is not None): + if stock_weekly['avg4'][1] <= stock_weekly['avg48'][1] and stock_weekly['avg4'][0] > stock_weekly['avg48'][0]: + type = "weekly_4주선_48주선_상향돌파" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # 종가가 20주선을 상향 돌파함 + if len(stock_weekly['close']) > 2: + if stock_weekly['close'][1] is not None and stock_weekly['avg12'][1] is not None and stock_weekly['close'][0] is not None and stock_weekly['avg12'][0] is not None: + if stock_weekly['close'][1] <= stock_weekly['avg12'][1] and stock_weekly['close'][0] > stock_weekly['avg12'][0]: + type = "weekly_종가_12주선_상향돌파" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # RSI가 32 이하인 경우 (30이 이하로 떨어지는 것 미리 확인) + if len(stock_monthly['close']) > 1: + if stock_weekly['rsi'][0] is not None: + if stock_weekly['rsi'][0] <= 20: + type = "weekly_rsi_20이하" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # rsi가 40 이하이고, rsis 아래에서 위로 올라올 때 + if len(stock_weekly['close']) > 60: + if stock_weekly['rsi'][0] is not None and stock_weekly['rsis'][0] is not None and stock_weekly['rsi'][1] is not None and stock_weekly['rsis'][1] is not None: + if stock_weekly['rsi'][0] < 40: + if stock_weekly['rsi'][0] > stock_weekly['rsis'][0] and stock_weekly['rsi'][1] <= stock_weekly['rsis'][1]: + type = "weekly_rsi_rsis_위로_올라옴" + #final_status += " " + type + #final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + if len(stock_weekly['volume']) > 6: + # BB 하단에 부딪힘 + for c_index in range(1, 5): + if stock_weekly['bolingerband_lower'][c_index+1] is not None and stock_weekly['close'][c_index] <= (stock_weekly['bolingerband_lower'][c_index+1]): + type = "weekly_BB하단_내려옴" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + break + + + + + # [Monthly] + # 20주선이 40주 선을 상향 돌파함 + if len(stock_monthly['close']) > 40: + if (stock_monthly['avg6'][1] is not None and stock_monthly['avg36'][1] is not None and + stock_monthly['avg6'][0] is not None and stock_monthly['avg36'][0] is not None): + if stock_monthly['avg6'][1] <= stock_monthly['avg36'][1] and stock_monthly['avg6'][0] > stock_monthly['avg36'][0]: + type = "monthly_6월선_36월선_상향돌파" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # 종가가 20주선을 상향 돌파함 + if len(stock_monthly['close']) > 2: + if stock_monthly['close'][1] is not None and stock_monthly['avg12'][1] is not None and stock_monthly['close'][0] is not None and stock_monthly['avg12'][0] is not None: + if stock_monthly['close'][1] <= stock_monthly['avg12'][1] and stock_monthly['close'][0] > stock_monthly['avg12'][0]: + type = "monthly_종가_12월선_상향돌파" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # RSI가 32 이하인 경우 (30이 이하로 떨어지는 것 미리 확인) + if len(stock_monthly['close']) > 1: + if stock_monthly['rsi'][0] is not None: + if stock_monthly['rsi'][0] <= 30: + type = "monthly_rsi_30이하" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # rsi가 rsis 아래에서 위로 올라올 때 + if len(stock_monthly['close']) > 60: + if stock_monthly['rsi'][0] is not None and stock_monthly['rsis'][0] is not None and stock_monthly['rsi'][1] is not None and stock_monthly['rsis'][1] is not None: + if stock_monthly['rsi'][0] < 40: + if stock_monthly['rsi'][0] > stock_monthly['rsis'][0] and stock_monthly['rsi'][1] <= stock_monthly['rsis'][1]: + type = "monthly_rsi_rsis_위로_올라옴" + #final_status += " " + type + #final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_monthly, status) + + if len(stock_monthly['volume']) > 5: + # BB 하단에 부딪힘 + for c_index in range(1, 5): + if stock_monthly['bolingerband_lower'][c_index+1] is None: + break + if stock_monthly['close'][c_index] <= (stock_monthly['bolingerband_lower'][c_index+1]): + type = "monthly_BB하단_내려옴" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_monthly, status) + break + + + + # 3) daily + if len(stock_daily['volume']) > 5: + # RSI가 10 이하인 경우 (10이 이하로 떨어지는 것 미리 확인) + if stock_daily['rsi'][0] is not None: + if stock_daily['rsi'][0] <= 10: + type = "daily_rsi_10이하" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_weekly, status) + + # 거래량이 7배 이상 상승한 경우 + for c_index in range(1, 5): + if stock_daily['volume'][c_index] > (stock_daily['volume'][c_index+1]) * 5: + type = "daily_거래량_7배_이상_상승" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_daily, status) + break + + # BB 하단에 내려옴 + for c_index in range(1, 5): + if stock_daily['bolingerband_lower'][c_index+1] is None: + break + + if stock_daily['close'][c_index] <= (stock_daily['bolingerband_lower'][c_index + 1]): + type = "daily_BB하단_내려옴" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_daily, status) + break + + # 종가가 60일선을 상향 돌파함 + if len(stock_daily['close']) > 60: + if stock_daily['close'][1] is not None and stock_daily['avg60'][1] is not None and stock_daily['close'][0] is not None and stock_daily['avg60'][0] is not None: + if stock_daily['close'][1] <= stock_daily['avg60'][1] and stock_daily['close'][0] > stock_daily['avg60'][0]: + type = "daily_종가_60일선_상향돌파" + final_status += " " + type + final_status_count += 1 + self.writeFile(type, CODE, NAME, top, stock_daily, status) + + if final_status_count > 0: + type = "final" + self.writeFile(type, CODE, NAME, top, stock_daily, final_status, final_status_count) + return + + def get_moving_average(self, stock): + q_4 = MovingAverage(4) + q_5 = MovingAverage(5) + q_6 = MovingAverage(6) + q_10 = MovingAverage(10) + q_12 = MovingAverage(12) + q_20 = MovingAverage(20) + q_36 = MovingAverage(36) + q_40 = MovingAverage(40) + q_48 = MovingAverage(48) + q_60 = MovingAverage(60) + q_120 = MovingAverage(120) + q_200 = MovingAverage(200) + q_240 = MovingAverage(240) + q_300 = MovingAverage(300) + + for i in range(len(stock)): + q_4.enqueue(stock[i]['close']) + q_5.enqueue(stock[i]['close']) + q_6.enqueue(stock[i]['close']) + q_10.enqueue(stock[i]['close']) + q_12.enqueue(stock[i]['close']) + q_20.enqueue(stock[i]['close']) + q_36.enqueue(stock[i]['close']) + q_40.enqueue(stock[i]['close']) + q_48.enqueue(stock[i]['close']) + q_60.enqueue(stock[i]['close']) + q_120.enqueue(stock[i]['close']) + q_200.enqueue(stock[i]['close']) + q_240.enqueue(stock[i]['close']) + q_300.enqueue(stock[i]['close']) + + stock[i]['avg4'] = q_4.avg() + stock[i]['avg5'] = q_5.avg() + stock[i]['avg6'] = q_6.avg() + stock[i]['avg10'] = q_10.avg() + stock[i]['avg12'] = q_12.avg() + stock[i]['avg20'] = q_20.avg() + stock[i]['avg36'] = q_36.avg() + stock[i]['avg40'] = q_40.avg() + stock[i]['avg48'] = q_48.avg() + stock[i]['avg60'] = q_60.avg() + stock[i]['avg120'] = q_120.avg() + stock[i]['avg200'] = q_200.avg() + stock[i]['avg240'] = q_240.avg() + stock[i]['avg300'] = q_300.avg() + + return + + def convertFormat(self, weekDict): + previous_close = 0 + stock_price = [] + for ts in weekDict['open']: + stock_price.append( + { + "ymd": ts.strftime("%Y.%m.%d"), + "close": weekDict['close'][ts], + "diff": weekDict['close'][ts] - previous_close, + "open": weekDict['open'][ts], + "high": weekDict['high'][ts], + "low": weekDict['low'][ts], + "volume": weekDict['volume'][ts], + "avg4": -1, + "avg5": -1, + "avg6": -1, + "avg10": -1, + "avg12": -1, + "avg20": -1, + "avg36": -1, + "avg40": -1, + "avg48": -1, + "avg60": -1, + "avg120": -1, + "avg200": -1, + "avg240": -1, + "avg300": -1, + "bolingerband_upper": -1, + "bolingerband_lower": -1, + "bolingerband_middle": -1, + "ichimokucloud_changeLine": -1, + "ichimokucloud_baseLine": -1, + "ichimokucloud_leadingSpan1": -1, + "ichimokucloud_leadingSpan2": -1, + "stochastic_fast_k": -1, + "stochastic_slow_k": -1, + "stochastic_slow_d": -1, + "rsi": -1, + "rsis": -1 + } + ) + previous_close = weekDict['close'][ts] + + return stock_price + + def analyzeAdditionalInfo(self, stock, cursor, type=None): + if type==None: + stockAnalysisTableName = 'stock_analysis' + else: + stockAnalysisTableName = 'stock_analysis_' + type + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS " + stockAnalysisTableName + " (CODE text, NAME text, ymd text, close REAL, diff REAL, open REAL, high REAL, low REAL, volume REAL, avg4 REAL, avg5 REAL, avg6 REAL, avg10 REAL, avg12 REAL, avg20 REAL, avg36 REAL, avg40 REAL, avg48 REAL, avg60 REAL, avg120 REAL, avg200 REAL, avg240 REAL, avg300 REAL, bolingerband_upper REAL, bolingerband_lower REAL, bolingerband_middle REAL, ichimokucloud_changeLine REAL, ichimokucloud_baseLine REAL, ichimokucloud_leadingSpan1 REAL, ichimokucloud_leadingSpan2 REAL, stochastic_fast_k REAL, stochastic_slow_k REAL, stochastic_slow_d REAL, rsi REAL, rsis REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS " + stockAnalysisTableName + "_idx on " + stockAnalysisTableName + " (CODE, ymd) " + cursor.execute(create_key) + + # 이동 평균 계산 + stock["PRICE"] = sorted(stock["PRICE"], key=lambda x: x['ymd']) + self.get_moving_average(stock["PRICE"]) + + self.ichimokuCloud.analyze(stock) + self.stochastic.analyze(stock) + self.bolingerBand.analyze(stock) + self.rsi.analyze(stock) + + sorted_stock = sorted(stock["PRICE"], key=lambda x: x['ymd'], reverse=True) + for price in sorted_stock: + cursor.execute('SELECT * FROM ' + stockAnalysisTableName + ' WHERE CODE=? and ymd=?', (stock['CODE'], price['ymd'],)) + result = cursor.fetchone() + if result == None: + sql = "INSERT INTO " + stockAnalysisTableName + "(CODE, NAME, ymd, close, diff, open, high, low, volume, " + sql += " avg4, avg5, avg6, avg10, avg12, avg20, avg36, avg40, avg48, avg60, avg120, avg200, avg240, avg300, " + sql += " bolingerband_upper, bolingerband_lower, bolingerband_middle, " + sql += " ichimokucloud_changeLine, ichimokucloud_baseLine, ichimokucloud_leadingSpan1, ichimokucloud_leadingSpan2, " + sql += " stochastic_fast_k, stochastic_slow_k, stochastic_slow_d, " + sql += " rsi, rsis) " + sql += " VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)" + + cursor.execute(sql, ( + stock["CODE"], stock["NAME"], price['ymd'], price['close'], price['diff'], price['open'], price['high'], price['low'], price['volume'], + price['avg4'], price['avg5'], price['avg6'], price['avg10'], price['avg12'], price['avg20'], price['avg36'], price['avg40'], price['avg48'], price['avg60'], price['avg120'], price['avg200'], price['avg240'], price['avg300'], + price['bolingerband_upper'], price['bolingerband_lower'], price['bolingerband_middle'], + price['ichimokucloud_changeLine'], price['ichimokucloud_baseLine'], price['ichimokucloud_leadingSpan1'], + price['ichimokucloud_leadingSpan2'], + price['stochastic_fast_k'], price['stochastic_slow_k'], price['stochastic_slow_d'], + price['rsi'], price['rsis'],)) + + else: + sql = "UPDATE " + stockAnalysisTableName + " SET close=?, diff=?, open=?, high=?, low=?, volume=?, " + sql += " avg4=?, avg5=?, avg6=?, avg10=?, avg12=?, avg20=?, avg36=?, avg40=?, avg48=?, avg60=?, avg120=?, avg200=?, avg240=?, avg300=?, " + sql += " bolingerband_upper=?, bolingerband_lower=?, bolingerband_middle=?, " + sql += " ichimokucloud_changeLine=?, ichimokucloud_baseLine=?, ichimokucloud_leadingSpan1=?, ichimokucloud_leadingSpan2=?, " + sql += " stochastic_fast_k=?, stochastic_slow_k=?, stochastic_slow_d=?, " + sql += " rsi=?, rsis=? " + sql += " WHERE CODE=? and ymd=?" + + cursor.execute(sql, + (price['close'], price['diff'], price['open'], price['high'], price['low'], price['volume'], + price['avg4'], price['avg5'], price['avg6'], price['avg10'], price['avg12'], price['avg20'], price['avg36'], price['avg40'], price['avg48'], price['avg60'], price['avg120'], price['avg200'], price['avg240'], price['avg300'], + price['bolingerband_upper'], price['bolingerband_lower'], price['bolingerband_middle'], price['ichimokucloud_changeLine'], price['ichimokucloud_baseLine'], + price['ichimokucloud_leadingSpan1'], price['ichimokucloud_leadingSpan2'], + price['stochastic_fast_k'], price['stochastic_slow_k'], price['stochastic_slow_d'], + price['rsi'], price['rsis'], + stock["CODE"], price['ymd'],)) + break + + return + + def analyzeDaily(self): + stockTableName = 'stock' + + conn = sqlite3.connect(self.stockFileName) + cursor = conn.cursor() + + cursor.execute('SELECT distinct code, name FROM ' + stockTableName + ' order by code') + items = cursor.fetchall() + + for rowid, item in enumerate(items): + + stock = {"CODE": item[0], "NAME": item[1], "PRICE":[]} + print("Daily # :", rowid, ", CODE: ", stock['CODE'], ", NAME: ", stock['NAME']) + + sql = 'SELECT ymd, close, diff, open, high, low, volume FROM ' + stockTableName + ' where CODE=? order by ymd desc ' + #if result is not None: + # sql += ' limit 300' + cursor.execute(sql, (stock['CODE'],)) + items = cursor.fetchall() + + items_reverse = reversed(items) + for item in items_reverse: + stock['PRICE'].append( + {"ymd": item[0], + "close": item[1], + "diff": item[2], + "open": item[3], + "high": item[4], + "low": item[5], + "volume": item[6], + "avg4": -1, + "avg5": -1, + "avg6": -1, + "avg10": -1, + "avg12": -1, + "avg20": -1, + "avg36": -1, + "avg40": -1, + "avg48": -1, + "avg60": -1, + "avg120": -1, + "avg200": -1, + "avg240": -1, + "avg300": -1, + "bolingerband_upper": -1, + "bolingerband_lower": -1, + "bolingerband_middle": -1, + "ichimokucloud_changeLine": -1, + "ichimokucloud_baseLine": -1, + "ichimokucloud_leadingSpan1": -1, + "ichimokucloud_leadingSpan2": -1, + "stochastic_fast_k": -1, + "stochastic_slow_k": -1, + "stochastic_slow_d": -1, + "rsi": -1, + "rsis": -1}) + + self.analyzeAdditionalInfo(stock, cursor) + + conn.commit() + cursor.close() + conn.close() + + return + + + def analyzeGrouping(self, type): + stockTableName = 'stock' + + conn = sqlite3.connect(self.stockFileName) + cursor = conn.cursor() + + cursor.execute('SELECT distinct code, name FROM ' + stockTableName + ' order by code') + items = cursor.fetchall() + + for rowid, item in enumerate(items): + stock = {"CODE": item[0], "NAME": item[1], "PRICE": []} + print(type, "# :", rowid, ", CODE: ", stock['CODE'], ", NAME: ", stock['NAME']) + + sql = 'SELECT ymd, close, diff, open, high, low, volume FROM ' + stockTableName + ' where CODE=? order by ymd desc ' + cursor.execute(sql, (stock['CODE'],)) + items = cursor.fetchall() + + items_reverse = reversed(items) + for item in items_reverse: + stock['PRICE'].append( + {"ymd": item[0], + "close": item[1], + "diff": item[2], + "open": item[3], + "high": item[4], + "low": item[5], + "volume": item[6], + "avg4": -1, + "avg5": -1, + "avg6": -1, + "avg10": -1, + "avg12": -1, + "avg20": -1, + "avg36": -1, + "avg40": -1, + "avg48": -1, + "avg60": -1, + "avg120": -1, + "avg200": -1, + "avg240": -1, + "avg300": -1, + "bolingerband_upper": -1, + "bolingerband_lower": -1, + "bolingerband_middle": -1, + "ichimokucloud_changeLine": -1, + "ichimokucloud_baseLine": -1, + "ichimokucloud_leadingSpan1": -1, + "ichimokucloud_leadingSpan2": -1, + "stochastic_fast_k": -1, + "stochastic_slow_k": -1, + "stochastic_slow_d": -1, + "rsi": -1, + "rsis": -1}) + + agg_dict = {'open': 'first', + 'high': 'max', + 'low': 'min', + 'close': 'last', + 'volume': 'sum'} + + df = pd.DataFrame(stock['PRICE']) + df['ymd'] = pd.to_datetime(df['ymd']) + df.set_index('ymd', inplace=True) + + if type == "weekly": + condition="W" + else: + condition='M' + df_group = df.resample(condition).agg(agg_dict) + df_group = df_group.dropna() + df_group.merge(df, ) + stock['PRICE'] = self.convertFormat(df_group.to_dict()) + + self.analyzeAdditionalInfo(stock, cursor, type) + + conn.commit() + cursor.close() + conn.close() + + return + + +if __name__ == "__main__": + + start = time.time() + PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))) + + stockFileName = PROJECT_HOME + '/resources/stock.db' + analyzer = AnalyzerSqlite(PROJECT_HOME, stockFileName) + + #analyzer.analyzeDaily() + #analyzer.analyzeGrouping("weekly") + #analyzer.analyzeGrouping("monthly") + + day = datetime.today().strftime("%Y%m%d") + + # HTML 출력 + outPath = PROJECT_HOME + "/resources/analysis/"+day + if os.path.isdir(outPath): + shutil.rmtree(outPath) + os.mkdir(outPath) + print("print to Html...") + analyzer.findCandidate(outPath) + + print("time : %6.2f 초" % (time.time() - start)) + + print("done...") + diff --git a/stockpredictor_back/analysis/BolingerBand.py b/stockpredictor_back/analysis/BolingerBand.py new file mode 100644 index 0000000..b31c74c --- /dev/null +++ b/stockpredictor_back/analysis/BolingerBand.py @@ -0,0 +1,40 @@ +import pandas as pd +from stockpredictor.analysis.Common import Common +import plotly.graph_objs as go +from plotly import tools, subplots +import plotly.io as po + +class BolingerBand: + + common = None + + def __init__(self): + self.common = Common() + return + + def apply(self, df, n=13, t=2): + # 입력받은 값이 dataframe이라는 것을 정의해줌 + df = pd.DataFrame(df) + + max20 = df["close"].rolling(window=n).mean() + stddev = df["close"].rolling(window=n).std() + upper = max20 + (stddev * t) # 상단 볼리저 밴드 + lower = max20 - (stddev * t) # 하단 볼리저 밴드 + middle = (upper + lower ) / 2 + + # dataframe에 컬럼 추가 + df = df.assign(upper=upper, middle=middle, lower=lower) + + return df + + def analyze(self, stock): + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + for i in range(len(df.upper)): + stock['PRICE'][i]['bolingerband_upper'] = df.upper.values[i] + stock['PRICE'][i]['bolingerband_middle'] = df.middle.values[i] + stock['PRICE'][i]['bolingerband_lower'] = df.lower.values[i] + + return \ No newline at end of file diff --git a/stockpredictor_back/analysis/Common.old.py b/stockpredictor_back/analysis/Common.old.py new file mode 100644 index 0000000..3ec20b9 --- /dev/null +++ b/stockpredictor_back/analysis/Common.old.py @@ -0,0 +1,560 @@ + +class Common: + + # 상향 + def checkUpward(self, type, data): + check = True + if type is not None: + for i in range(len(data)-1): + # 만약 이전이 이후보다 크다면, 상승이 아님 + if data[i][type] > data[i+1][type]: + check = False + break + else: + for i in range(len(data)-1): + # 만약 이전이 이후보다 크다면, 상승이 아님 + if data[i] > data[i+1]: + check = False + break + return check + + # 하향 + def checkDownward(self, type, data): + check = True + for i in range(len(data)-1): + # 만약 이전이 이후보다 작다면, 하락이 아님 + if data[i][type] < data[i+1][type]: + check = False + break + return check + + # 상향 돌파 + def checkUpwardBreakthrough(self, type1, type2, data): + if (type1 in data[0] and type1 in data[1] and type1 in data[2] and + type2 in data[0] and type2 in data[1] and type2 in data[2]): + + if ((data[0][type1] < data[1][type1] < data[2][type1]) and + (data[0][type1] < data[0][type2] and data[2][type1] > data[2][type2])): + return True + return False + + # 하향 돌파 + def checkDownwardBreakthrough(self, type1, type2, data): + if (type1 in data[0] and type1 in data[1] and type1 in data[2] and + type2 in data[0] and type2 in data[1] and type2 in data[2]): + + if ((data[0][type1] > data[1][type1] > data[2][type1]) and + (data[0][type1] > data[0][type2] and data[2][type1] < data[2][type2])): + return True + return False + + + def getStochasticScore(self, stock, i): + score = 0 + + if (stock[i - 1]['slow_k'] < stock[i]['slow_k'] and + stock[i]['slow_d'] < stock[i]['slow_k']): + if stock[i]['slow_k'] < 5: + score = 8 + elif 5 <= stock[i]['slow_k'] < 10: + score = 7 + elif 10 <= stock[i]['slow_k'] < 15: + score = 6 + elif 15 <= stock[i]['slow_k'] < 20: + score = 5 + elif 20 <= stock[i]['slow_k'] < 30: + score = 4 + elif 30 <= stock[i]['slow_k'] < 40: + score = 3 + elif 40 <= stock[i]['slow_k'] < 50: + score = 2 + else: + score = 1 + + if (stock[i - 1]['slow_k'] > stock[i]['slow_k'] and + stock[i - 1]['slow_k'] > stock[i - 1]['slow_d'] and + stock[i]['slow_k'] < stock[i]['slow_d']): + if stock[i]['slow_k'] > 90: + score = -6 + elif 90 >= stock[i]['slow_k'] > 80: + score = -5 + elif 80 >= stock[i]['slow_k'] > 70: + score = -4 + elif 70 >= stock[i]['slow_k'] > 60: + score = -3 + elif 60 >= stock[i]['slow_k'] > 50: + score = -2 + else: + score = -1 + + return score + + def getBolingerBandScore(self, stock, i): + return 0 + + def getIchimokuCloudScore(self, stock, i): + score = 0 + + if stock[i - 1]['leadingSpan1'] != 0 and stock[i - 1]['leadingSpan2'] != 0: + + # 후행스팬 > 선행스펜 일때, 후행스펜 > 어제 주가 > 선행스팬 이고, 오늘 주가 > 후행스팬 < 선행스팬 이라면, 매수 2점 + if (stock[i - 1]['leadingSpan2'] > stock[i - 1]['leadingSpan1'] and stock[i]['leadingSpan2'] > stock[i]['leadingSpan1']): + if (stock[i - 1]['leadingSpan2'] > stock[i - 1]['close'] > stock[i - 1]['leadingSpan1'] and + stock[i]['close'] > stock[i]['leadingSpan2'] > stock[i - 1]['leadingSpan1']): + score = 2 + + # 후행스팬 > 선행스펜 일때, 후행스펜 > 선행스팬 > 어제 주가 이고, 오늘 주가 > 후행스팬 < 선행스팬 이라면, 매수 4점 + if (stock[i - 1]['leadingSpan2'] > stock[i - 1]['leadingSpan1'] and stock[i]['leadingSpan2'] > stock[i]['leadingSpan1']): + if (stock[i - 1]['leadingSpan2'] > stock[i - 1]['leadingSpan1'] > stock[i - 1]['close'] and + stock[i]['close'] > stock[i]['leadingSpan2'] > stock[i - 1]['leadingSpan1']): + score = 4 + + # 선행스팬 > 후행스팬 일때, 선행스팬 > 어제 주가 > 후행스팬 이고, 오늘 주가 > 선행스팬 < 후행스팬 이라면, 매수 1점 + if (stock[i - 1]['leadingSpan1'] > stock[i - 1]['leadingSpan2'] and stock[i]['leadingSpan1'] > stock[i]['leadingSpan2']): + if (stock[i - 1]['leadingSpan1'] > stock[i - 1]['close'] > stock[i - 1]['leadingSpan2'] and + stock[i]['close'] > stock[i]['leadingSpan1'] > stock[i - 1]['leadingSpan2']): + score = 1 + + # 선행스팬 > 후행스팬 일때, 선행스팬 > 후행스팬 > 어제 주가 이고, 오늘 주가 > 선행스팬 < 후행스팬 이라면, 매수 3점 + if (stock[i - 1]['leadingSpan1'] > stock[i - 1]['leadingSpan2'] and stock[i]['leadingSpan1'] > stock[i]['leadingSpan2']): + if (stock[i - 1]['leadingSpan1'] > stock[i - 1]['leadingSpan2'] > stock[i - 1]['close'] and + stock[i]['close'] > stock[i]['leadingSpan1'] > stock[i - 1]['leadingSpan2']): + score = 3 + + # 어제는 주가가 선행이나 후행스팬 위에 있었지만, 오늘은 두 스팬 모두 아래로 내려왔을 때 매도 + if (stock[i - 1]['close'] > stock[i - 1]['leadingSpan1'] or stock[i - 1]['close'] > stock[i - 1]['leadingSpan2']): + if (stock[i]['close'] < stock[i]['leadingSpan1'] and stock[i]['close'] < stock[i]['leadingSpan2']): + score = -1 + + return score + + # YANGBONG + # 어제 음봉 이후 장대양봉이었다면, 매수 + def checkLongYangBongAfterUmBong(self, stock, i): + if i > 0: + if stock[i-1]['close'] < stock[i-1]['open']: # 어제가 음봉인지 체크 + if stock[i]['open'] < stock[i]['close'] and stock[i]['close'] == stock[i]['high']: # 오늘 장대양봉인지 체크 + if stock[i-1]['volume']*2 < stock[i]['volume']: # 어제 거래량 보다 두배 이상일 때 + return "UMYANG_" + return "" + + def checkDoji(self, stock, i): + # 하락 추세이고, 그저께, 어제 음봉이고, 오늘 도지인지 체크한다 + if i > 2: + # 하락 추세이고 + if stock[i - 1]['close'] < stock[i - 2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i-2]['close'] < stock[i-2]['open'] and stock[i-1]['close'] < stock[i-1]['open']: + # 도지 체크 + if stock[i]['open'] == stock[i]['close'] and stock[i]['low'] < stock[i]['close'] < stock[i]['high']: + return "DOJI_" + return "" + + def checkGravestone(self, stock, i): + # 상승 추세이고, 어제 양봉이고, 오늘 그레이브스톤인지 체크한다 + if i > 2: + # 상승 추세이고 + if stock[i-2]['close'] < stock[i - 1]['close']: + # 어제 양봉인지 체크 + if stock[i-1]['open'] < stock[i-1]['close']: + # 오늘 그레이브스톤인지 체크한다 + if stock[i]['open'] == stock[i]['close'] == stock[i]['low'] and stock[i]['low'] < stock[i]['high']: + return "GRAVESTONE_" + return "" + + # 하락 추세에서 드레곤플라이가 나오면 매수 + def checkDragonfly(self, stock, i): + # 하락 추세이고, 그저께, 어제 음봉이고, 오늘 드레곤플라이인지 체크한다 + if i > 1: + # 하락 추세이고 + if stock[i - 1]['close'] < stock[i - 2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i - 2]['close'] < stock[i - 2]['open'] and stock[i - 1]['close'] < stock[i - 1]['open']: + # 오늘 드레곤플라이인지 체크한다 + if stock[i]['open'] == stock[i]['close'] == stock[i]['high'] and stock[i]['low'] < stock[i]['high']: + return "DRAGONEFLY_" + return "" + + def checkHammer(self, stock, i): + # 하락 추세이고, 그저께, 어제 음봉이고, 오늘 해머인지 체크한다 + if i > 1: + # 하락 추세이고 + if stock[i - 1]['close'] < stock[i - 2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i - 2]['close'] < stock[i - 2]['open'] and stock[i - 1]['close'] < stock[i - 1]['open']: + # 오늘 해머인지 체크한다 + if stock[i]['open'] < stock[i]['close']: + if (stock[i]['close'] - stock[i]['open']) * 2 < stock[i]['open'] - stock[i]['low']: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock[i]['high'] - stock[i]['close'] < stock[i]['close'] - stock[i]['open']: + return "HAMMER_" + if stock[i]['close'] < stock[i]['open']: + if (stock[i]['open'] - stock[i]['close']) * 2 < stock[i]['close'] - stock[i]['low']: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock[i]['high'] - stock[i]['open'] < stock[i]['open'] - stock[i]['close']: + return "HAMMER_" + return "" + + def checkHangingman(self, stock, i): + # 상승 추세이고, 어제 양봉이고, 오늘 행잉맨인지 체크한다 + if i > 2: + # 상승 추세이고 + if stock[i-2]['close'] < stock[i - 1]['close']: + # 어제 양봉인지 체크 + if stock[i-1]['open'] < stock[i-1]['close']: + # 오늘 해머인지 체크한다 + if stock[i]['open'] < stock[i]['close']: + if (stock[i]['close'] - stock[i]['open']) * 2 < stock[i]['open'] - stock[i]['low']: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock[i]['high'] - stock[i]['close'] < stock[i]['close'] - stock[i]['open']: + return "HANGINGMAN_" + if stock[i]['close'] < stock[i]['open']: + if (stock[i]['open'] - stock[i]['close']) * 2 < stock[i]['close'] - stock[i]['low']: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock[i]['high'] - stock[i]['open'] < stock[i]['open'] - stock[i]['close']: + return "HANGINGMAN_" + return "" + + def checkEngulfingHigh(self, stock, i): + # 하락 추세에서 상승 장악형인지 체크 + if i > 2: + # 하락 추세이고 + if stock[i - 1]['close'] < stock[i - 2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i - 2]['close'] < stock[i - 2]['open'] and stock[i - 1]['close'] < stock[i - 1]['open']: + # 오늘 상승장악형인지 체크 + if stock[i]['open'] < stock[i]['close']: + if stock[i-1]['open'] < stock[i]['close'] and stock[i]['open'] < stock[i-1]['close']: + return "ENHIGH_" + return "" + + def checkEngulfingLow(self, stock, i): + # 상승 추세에서 하락 장악형인지 체크 + if i > 2: + # 상승 추세이고 + if stock[i - 2]['close'] < stock[i - 1]['close']: + # 어제 양봉인지 체크 + if stock[i - 1]['open'] < stock[i - 1]['close']: + # 오늘 하락장악형인지 체크 + if stock[i]['close'] < stock[i]['open']: + if stock[i-1]['close'] < stock[i]['open'] and stock[i]['close'] < stock[i-1]['open']: + return "ENLOW_" + return "" + + def checkHaramiHigh(self, stock, i): + # # 하락 추세에서 상승포아형인지 체크 + if i > 2: + # 하락 추세이고 + if stock[i - 1]['close'] < stock[i - 2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i - 2]['close'] < stock[i - 2]['open'] and stock[i - 1]['close'] < stock[i - 1]['open']: + # 오늘 상승포아형인지 체크 + if stock[i]['open'] < stock[i]['close']: + if stock[i-1]['close'] < stock[i]['low'] and stock[i]['high'] < stock[i-1]['open']: + return "HAHIGH_" + return "" + + def checkHaramiLow(self, stock, i): + # 상승 추세에서 하락 포아형인지 체크 + if i > 2: + # 상승 추세이고 + if stock[i - 2]['close'] < stock[i - 1]['close']: + # 어제 양봉인지 체크 + if stock[i - 1]['open'] < stock[i - 1]['close']: + # 오늘 하락포아형인지 체크 + if stock[i]['close'] < stock[i]['open']: + if stock[i-1]['open'] < stock[i]['low'] and stock[i]['high'] < stock[i-1]['close']: + return "HALOW_" + return "" + + def checkPiercing(self, stock, i): + # 하락 추세에서 관통형인지 체크 + if i > 2: + # 하락 추세이고 + if stock[i - 1]['close'] < stock[i - 2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i - 2]['close'] < stock[i - 2]['open'] and stock[i - 1]['close'] < stock[i - 1]['open']: + # 오늘 관통형인지 체크 + if stock[i]['open'] < stock[i]['close']: + if stock[i]['open'] < stock[i-1]['low'] and (stock[i-1]['close'] + stock[i-1]['open'])/2 < stock[i]['close'] < stock[i-1]['close']: + return "PIERCING_" + return "" + + def checkDarkCloud(self, stock, i): + # 상승 추세에서 흑운형인지 체크 + if i > 2: + # 상승 추세이고 + if stock[i - 2]['close'] < stock[i - 1]['close']: + # 어제 양봉인지 체크 + if stock[i - 1]['open'] < stock[i - 1]['close']: + # 오늘 흑운형인지 체크 + if stock[i]['close'] < stock[i]['open']: + if stock[i-1]['high'] < stock[i]['open'] and stock[i-1]['open'] < stock[i]['close'] < (stock[i-1]['open'] + stock[i-1]['close'])/2: + return "DARKCLOUD_" + return "" + + def checkMorningstar(self, stock, i): + # 하락 추세에서 샛별인지 체크 + if i > 3: + # 하락 추세이고 + if stock[i-1]['close'] < stock[i-2]['close']: + # 그저께와 어제가 음봉인지 체크 + if stock[i - 2]['close'] < stock[i - 2]['open'] and stock[i - 1]['close'] < stock[i - 1]['open']: + # 오늘 샛별인지 체크 + # 어제 갭 체크 + if stock[i-1]['open'] < stock[i - 2]['close'] and stock[i-1]['close'] < stock[i - 2]['close']: + # 오늘 시가가 어제 종가보다 높으며 양봉 + if stock[i-1]['close'] < stock[i]['open'] < stock[i]['close']: + return "MORNINGSTAR_" + return "" + + def checkEveningstar(self, stock, i): + # 상승 추세에서 저녁별형인지 체크 + if i > 3: + # 상승 추세이고 + if stock[i-2]['close'] < stock[i-1]['close']: + # 어제 양봉인지 체크 + if stock[i-1]['open'] < stock[i-1]['close']: + # 오늘 저녁별형인지 체크 + # 어제 갭 체크 + if stock[i-2]['close'] < stock[i-1]['open'] and stock[i-2]['close'] < stock[i-1]['close']: + # 오늘 시가가 어제 종가보다 낮으며 음봉 + if stock[i]['close'] < stock[i-1]['open'] < stock[i-1]['close']: + return "EVENINGSTAR_" + return "" + + + def checkAllUpperCross(self, stock, i): + if i > 10: + if stock[i]['avg5'] < stock[i]['close'] and stock[i]['avg20'] < stock[i]['close'] and stock[i]['avg60'] < stock[i]['close'] and stock[i]['avg120'] < stock[i]['close']: + for j in range(1, 6): + if stock[i-j]['close'] < stock[i-j]['avg5'] and stock[i-j]['close'] < stock[i-j]['avg20'] and stock[i-j]['close'] < stock[i-j]['avg60'] and stock[i-j]['close'] < stock[i-j]['avg120']: + return "ALLUPPER_" + return "" + + def check_golded_cross(self, stock, i): + if i > 1: + # 60 -> 120 + # 오늘 지수는 120 < 60 < 20 < 5 + # 어제 지수는 60 < 120 이었다. + # 60, 20, 5일선 모두 어제 보다 오늘이 더 높다 (상승중) + # 5일과 20일선은 상승 중이며, 60일선이 120일 선을 뚫고 올라온 순간인지 체크함 (삼성전자 2021-07-29) + # 이때 바로 매수하지 않는다. + # 이 시점 이후로 5일선이 20일선을 하방으로 뚫었다가 다시 20일선을 상방으로 뚫는 순간 매수를 시도한다. + if stock[i]['avg120'] < stock[i]['avg60'] < stock[i]['avg20'] < stock[i]['avg5']: + if stock[i-1]['avg120'] > stock[i-1]['avg60']: + if (stock[i-1]['avg60'] < stock[i]['avg60'] and stock[i-1]['avg20'] < stock[i]['avg20'] and stock[i-1]['avg5'] < stock[i]['avg5']): + return "GOLDEN#1_" + + # 20 -> 120: 5일과 20일, 60일선은 상승 중이며, 20일선이 120일 선을 뚫고 올라온 순간인지 체크 (SK 2021-12-09, 나노스 2021-02-04) + # 어제는 60일선 < 20일선 < 120일선 < 5일선이지만, 오늘은 60일선 < 120일선 < 20일선 < 5일선 + # 이때 바로 매수하지 않는다. + # 이 시점 이후로 5일선이 20일선을 하방으로 뚫었다가 다시 20일선을 상방으로 뚫는 순간 매수를 시도한다. + if stock[i]['avg60'] < stock[i]['avg120'] < stock[i]['avg20'] < stock[i]['avg5']: + if stock[i-1]['avg60'] < stock[i-1]['avg20'] < stock[i]['avg120'] < stock[i]['avg5']: + if (stock[i-1]['avg60'] < stock[i]['avg60'] and stock[i-1]['avg20'] < stock[i]['avg20'] and stock[i-1]['avg5'] < stock[i]['avg5']): + return "GOLDEN#2_" + + # 20 -> 120: 5일과 20일, 60일선은 상승 중이며, 20일선이 120일 선을 뚫고 올라온 순간인지 체크 (갤럭시아머니트리 2021-02-08) + # 어제는 60일선 < 120일선 < 5일선 < 20일선이지만, 오늘은 60일선 < 120일선 < 20일선 < 5일선 + if stock[i]['avg60'] < stock[i]['avg120'] < stock[i]['avg20'] < stock[i]['avg5']: + if stock[i-1]['avg60'] < stock[i-1]['avg20'] < stock[i]['avg120'] < stock[i]['avg5']: + if (stock[i-1]['avg60'] < stock[i]['avg60'] and stock[i-1]['avg20'] < stock[i]['avg20'] and stock[i-1]['avg5'] < stock[i]['avg5']): + return "GOLDEN#3_" + + return "" + + def check_bearmarket_buying(self, stock, stochastic, i): + if i > 1: + # 5일선 상승 시점 확인 (SK 2020년 3월 24일) + # 어제는 5일선 < 20일선 < 120일선 < 60일선이며, 오늘은 20일선 < 120일선 < 60일선 + # 어제와 오늘 모두 20일, 60일, 120일선은 모두 하락이다. + # 어제 종가보다 오늘 종가가 높고, 종가는 5일선 위에 올라왔다. + # 오늘 slow_k는 30 이하이며, 어제는 slow_d가 높았지만, 오늘은 slow_k가 더 높음 + if (stock[i-1]['avg5'] < stock[i-1]['avg20'] < stock[i-1]['avg120'] < stock[i]['avg60']) and (stock[i]['avg20'] < stock[i-1]['avg120'] < stock[i]['avg60']): + if stock[i]['avg120'] < stock[i-1]['avg120'] and stock[i]['avg60'] < stock[i-1]['avg60'] and stock[i]['avg20'] < stock[i-1]['avg20']: + if stock[i-1]['close'] <= stock[i]['close'] and stock[i]['avg5'] <= stock[i]['close']: + if (stochastic[i]['slow_k'] < 30 and (stochastic[i-1]['slow_k'] < stochastic[i-1]['slow_d'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k'])): + return "BEARMARKET#1_" + + # 5일선 상승 시점 확인 (원풍물산 2020년 3월 24일, NHN한국사이버결제 2018년 11월 2일) + # 어제는 5일선 < 20일선 < 60일선 < 120일선이며, 오늘은 20일선 < 60일선 < 120일선 + # 어제와 오늘 모두 20일, 60일, 120일선은 모두 하락이다. + # 어제 종가보다 오늘 종가가 높고, 종가는 5일선 위에 올라왔다. + # 오늘 slow_k는 30 이하이며, 어제는 slow_d가 높았지만, 오늘은 slow_k가 더 높음 + if (stock[i-1]['avg5'] < stock[i-1]['avg20'] < stock[i-1]['avg60'] < stock[i]['avg120']) and (stock[i]['avg20'] < stock[i-1]['avg60'] < stock[i]['avg120']): + if stock[i]['avg120'] < stock[i-1]['avg120'] and stock[i]['avg60'] < stock[i-1]['avg60'] and stock[i]['avg20'] < stock[i-1]['avg20']: + if stock[i-1]['close'] <= stock[i]['close'] and stock[i]['avg5'] <= stock[i]['close']: + if (stochastic[i]['slow_k'] < 30 and (stochastic[i-1]['slow_k'] < stochastic[i-1]['slow_d'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k'])): + return "BEARMARKET#2_" + return "" + + def check_stochastic(self, stock, stochastic, i): + if i > 2: + # 스토케스틱이 15 이하인 경우 + # 어제보다 slow_k가 상승했고, 오늘 slow_k가 slow_d 위에 있는 경우, + if stochastic[i]['slow_k'] < 15: + if stochastic[i-1]['slow_k'] < stochastic[i]['slow_k'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k']: + return "STOCHASTIC_" + return "" + + def check_stochastic_buying(self, stock, stochastic, ichimoku, i): + if i > 3: + # 삼성전자 2020년 11월 4일 + # 어제는 slow_K가 Slow_d 아래였지만, 오늘은 slow_K가 Slow_d 보다 높다. + # 에제의 slow_k는 20보다 작고, 오늘의 slow_K는 30보다 작다 + # 1일전이나, 2, 3일전의 종가가 일목균형표 내의 선행스팬1 아래 존재하며,오늘 고가는 선행스팬1 위에 존재한다. + # 그저께 시가보다 어제의 시가가, 어제의 시가보다는 오늘의 시가가 높다. + if (stochastic[i-1]['slow_k'] < stochastic[i-1]['slow_d'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k']): + if (stochastic[i - 1]['slow_k'] < 20 and stochastic[i]['slow_k'] < 30): + if ((stock[i-3]['close'] < ichimoku[i-3]['leadingSpan1'] or stock[i-2]['close'] < ichimoku[i-2]['leadingSpan1'] or stock[i-1]['close'] < ichimoku[i-1]['leadingSpan1']) and ichimoku[i-1]['leadingSpan1'] < stock[i-1]['high']): + if stock[i-2]['open'] < stock[i-1]['open'] < stock[i]['open']: + return "STOCHASTIC#1_" + + # 스토케스틱이 15 이하인 경우 + # 어제보다 slow_k가 상승했고, 오늘 slow_k가 slow_d 위에 있는 경우, + # 오늘 종가가 5일선 위에 있는 경우 + if stochastic[i]['slow_k'] < 15: + if stochastic[i - 1]['slow_k'] < stochastic[i]['slow_k'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k']: + if stock[i]['avg5'] < stock[i]['close']: + return "STOCHASTIC#2_" + return "" + + def check_Dolpa(self, stock, i, avg1, avg2): + upper_index = 0 + if len(stock) > 2: + if stock[i-1]["avg"+avg1] < stock[i-1]["avg"+avg2] and stock[i]["avg"+avg1] > stock[i]["avg"+avg2]: + return avg1+"_"+avg2+"_" + return "" + + def check_Dolpa_Jiji(self, stock, i, day='20'): + upper_index = 0 + if len(stock) > 5: + for idx in range(1, 5): + # day선을 돌파하는 양봉이고, 종가가 최고가 보다 100 이내이어야 한다. + if stock[-idx]['open'] < stock[-idx]["avg"+day] < stock[-idx]['close'] and stock[-idx]['high'] - 100 <= stock[-idx]['close']: + upper_index = idx + break + if upper_index != 0: + for cidx in range(1, upper_index): + # 해당일의 종가보다 현재의 시가가 높거나 같아야 하며, 현재가는 양봉이어야 한다. + if stock[-upper_index]['close'] <= stock[-cidx]['open'] and stock[-cidx]['open'] < stock[-cidx]['close']: + # 해당 기준일 선은 상승이어야 한다. + if stock[-upper_index]['avg'+day] < stock[-cidx]['avg'+day]: + return day + "_" + return "" + + def check_Dolpa_Jiji_20(self, stock, i): + """ + top: 이전 5일선이 20일선 위에 있을 때 최고가 + top일 체크 사항 (20일 < 5일선) + 5일선이 20일 선으로 내려왔다가 다시 20일선 위로 올라왔고, top < 오늘 시가 + 100 + top < 시가 < 종가 라면 다음날 매수한다. + # https://docs.google.com/presentation/d/1MVuaeRNljqLCdn4dPZmvVdtl2Ab09Zwg/edit#slide=id.gc7b796e645_0_80 + """ + if len(stock) > 61: + if stock[i]['avg20'] < stock[i]['close'] and stock[i]['avg20'] < stock[i]['open']: + if stock[i]['avg5'] < stock[i]['avg20']: + index1 = -1 + for j in range(1, 61): + if stock[i-j]['avg20'] < stock[i-j]['avg5']: + index1 = j + break + top = 0 + for j in range(index1+1, 61): + if stock[i - j]['open'] < stock[i - j]['close']: + if top < stock[i - j]['close']: + top = stock[i - j]['close'] + else: + if top < stock[i - j]['open']: + top = stock[i - j]['open'] + if stock[i-j]['avg5'] < stock[i-j]['avg20']: + break + return "5-20_" + return "" + + def check_Danta1(self, stock, i): + """ + 어제 상한가 혹은 상승양봉이 나온다. + 오늘 상승 출발을 해야 하며 상승 음봉이 나온다 + - 어제 종가 = 어제 상한가 < 종가 < 시가 < 상한가 + https://docs.google.com/presentation/d/1MVuaeRNljqLCdn4dPZmvVdtl2Ab09Zwg/edit#slide=id.gc7b796e645_0_109 + + 만약 다음날 시작초가가 오늘 종가보다 높게 상승으로 출발한다면 매수를 한다. + 손절가는 오늘 최저가이다. + """ + if stock[i-1]['open'] < stock[i-1]['close'] == stock[i-1]['high']: + if stock[i-1]['close'] < stock[i]['close'] < stock[i]['open'] < stock[i]['high']: + return "danta1_" + return "" + + def check_Danta2(self, stock, i): + """ + 쐐기, 수렴, 깃대 패턴 확인 + # https://docs.google.com/presentation/d/1MVuaeRNljqLCdn4dPZmvVdtl2Ab09Zwg/edit#slide=id.gc7b796e645_0_144 + + 상단 추세선을 돌파하면 매수를 한다. + """ + price_10 = round(stock[i]["close"] / 10) + if stock[-i]["open"] < stock[-i]["close"]: + top = stock[-i]["close"] + bottom = stock[-i]["open"] + else: + top = stock[-i]["open"] + bottom = stock[-i]["close"] + + if len(stock) > 21: + for i in range(2, 21): + if stock[-i]["open"] < stock[-i]["close"]: + if top < stock[-i]["close"]: + top = stock[-i]["close"] + if stock[-i]["open"] < bottom: + bottom = stock[-i]["open"] + else: + if top < stock[-i]["open"]: + top = stock[-i]["open"] + if stock[-i]["close"] < bottom: + bottom = stock[-i]["close"] + + if top - bottom < price_10: + return "danta2_" + return "" + + def check_RightArrange(self, stock, i): + """ + 어제는 정배열이 아니었는데, 오늘은 정배열인 경우 + """ + if len(stock) > 2: + if not (stock[i - 1]["avg120"] < stock[i - 1]["avg60"] < stock[i - 1]["avg20"] < stock[i - 1]["avg5"]) and (stock[i]["avg120"] < stock[i]["avg60"] < stock[i]["avg20"] < stock[i]["avg5"]): + return "arrange_" + return "" + + def checkHigherUmbong(self, stock, i): + # 음봉인데 어제보다 종가가 더 높은 경우 + # 이 경우 정배열 상태인지도 함께 체크를 한다. + + if len(stock) > 3: + # 어제는 거래량이 터진 양봉이다. + if stock[i-1]['open'] < stock[i-1]['close'] and 5*stock[i-2]['volume'] < stock[i-1]['volume']: + # 오늘은 음봉인데, 오늘 종가는 어제 시가보다는 높다 + if stock[i]['close'] < stock[i]['open'] and stock[i-1]['open'] < stock[i]['close']: + return "HIGHERUMBONG_" + + return "" + + + def check_W1Rise(self, stock, i, limit): + if len(stock) > 5: + rate = round((stock[i]["close"] - stock[i-4]["close"]) / stock[i-4]["close"],2) + if rate >= limit: + return "1w("+str(rate)+")_" + return "" + + def check_D1Fall(self, stock, i, limit): + if len(stock) > 2: + # 1000, 900, (900 - 1000) / 900 = -0.111 + # 1000, 800, (800 - 1000) / 800 = -0.25 + rate = round((stock[i]["close"] - stock[i-1]["close"]) / stock[i-1]["close"], 2) + if rate <= limit: + return "1d("+str(rate)+")_" + return "" \ No newline at end of file diff --git a/stockpredictor_back/analysis/Common.py b/stockpredictor_back/analysis/Common.py new file mode 100644 index 0000000..55ae629 --- /dev/null +++ b/stockpredictor_back/analysis/Common.py @@ -0,0 +1,482 @@ + +class Common: + + # 상향 + def checkUpward(self, type, data): + check = True + if type is not None: + for i in range(len(data)-1): + # 만약 이전이 이후보다 크다면, 상승이 아님 + if data[i][type] > data[i+1][type]: + check = False + break + else: + for i in range(len(data)-1): + # 만약 이전이 이후보다 크다면, 상승이 아님 + if data[i] > data[i+1]: + check = False + break + return check + + # 하향 + def checkDownward(self, type, data): + check = True + for i in range(len(data)-1): + # 만약 이전이 이후보다 작다면, 하락이 아님 + if data[i][type] < data[i+1][type]: + check = False + break + return check + + # 상향 돌파 + def checkUpwardBreakthrough(self, type1, type2, data): + if (type1 in data[0] and type1 in data[1] and type1 in data[2] and + type2 in data[0] and type2 in data[1] and type2 in data[2]): + + if ((data[0][type1] < data[1][type1] < data[2][type1]) and + (data[0][type1] < data[0][type2] and data[2][type1] > data[2][type2])): + return True + return False + + # 하향 돌파 + def checkDownwardBreakthrough(self, type1, type2, data): + if (type1 in data[0] and type1 in data[1] and type1 in data[2] and + type2 in data[0] and type2 in data[1] and type2 in data[2]): + + if ((data[0][type1] > data[1][type1] > data[2][type1]) and + (data[0][type1] > data[0][type2] and data[2][type1] < data[2][type2])): + return True + return False + + # YANGBONG + # 어제 음봉 이후 장대양봉이었다면, 매수 + def checkLongYangBongAfterUmBong(self, stock): + if len(stock['close']) > 2: + if stock['close'][1] < stock['open'][1]: # 어제가 음봉인지 체크 + if stock['open'][0] < stock['close'][0] and stock['close'][0] == stock['high'][0]: # 오늘 장대양봉인지 체크 + if stock['volume'][1]*2 < stock['volume'][0]: # 어제 거래량 보다 두배 이상일 때 + return "UMYANG_" + return "" + + def checkDoji(self, stock): + # 하락 추세이고, 그저께, 어제 음봉이고, 오늘 도지인지 체크한다 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][2]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock['close'][1] < stock['open'][1]: + # 도지 체크 + if stock['open'][0] == stock['close'][0] and stock['low'][0] < stock['close'][0] < stock['high'][0]: + return "DOJI_" + return "" + + def checkGravestone(self, stock): + # 상승 추세이고, 어제 양봉이고, 오늘 그레이브스톤인지 체크한다 + if len(stock['close']) > 2: + # 상승 추세이고 + if stock['close'][2] < stock['close'][1]: + # 어제 양봉인지 체크 + if stock['open'][1] < stock['close'][1]: + # 오늘 그레이브스톤인지 체크한다 + if stock['open'][0] == stock['close'][0] == stock['low'][0] and stock['low'][0] < stock['high'][0]: + return "GRAVESTONE_" + return "" + + # 하락 추세에서 드레곤플라이가 나오면 매수 + def checkDragonfly(self, stock): + # 하락 추세이고, 그저께, 어제 음봉이고, 오늘 드레곤플라이인지 체크한다 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][1]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock['close'][1] < stock['open'][1]: + # 오늘 드레곤플라이인지 체크한다 + if stock['open'][0] == stock['close'][0] == stock['high'][0] and stock['low'][0] < stock['high'][0]: + return "DRAGONEFLY_" + return "" + + def checkHammer(self, stock): + # 하락 추세이고, 그저께, 어제 음봉이고, 오늘 해머인지 체크한다 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][1]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock[1]['close'] < stock[1]['open']: + # 오늘 해머인지 체크한다 + if stock['open'][0] < stock['close'][0]: + if (stock['close'][0] - stock['open'][0]) * 2 < stock['open'][0] - stock['low'][0]: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock['high'][0] - stock['close'][0] < stock['close'][0] - stock['open'][0]: + return "HAMMER_" + if stock['close'][0] < stock['open'][0]: + if (stock['open'][0] - stock['close'][0]) * 2 < stock['close'][0] - stock['low'][0]: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock['high'][0] - stock['open'][0] < stock['open'][0] - stock['close'][0]: + return "HAMMER_" + return "" + + def checkHangingman(self, stock): + # 상승 추세이고, 어제 양봉이고, 오늘 행잉맨인지 체크한다 + if len(stock['close']) > 2: + # 상승 추세이고 + if stock['close'][2] < stock['close'][1]: + # 어제 양봉인지 체크 + if stock['open'][1] < stock['close'][1]: + # 오늘 해머인지 체크한다 + if stock['open'][0] < stock['close'][0]: + if (stock['close'][0] - stock['open'][0]) * 2 < stock['open'][0] - stock['low'][0]: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock['high'][0] - stock['close'][0] < stock['close'][0] - stock['open'][0]: + return "HANGINGMAN_" + if stock['close'][0] < stock['open'][0]: + if (stock['open'][0] - stock['close'][0]) * 2 < stock['close'][0] - stock['low'][0]: + # 윗꼬리가 몸통보다 짧아야 한다. + if stock['high'][0] - stock['open'][0] < stock['open'][0] - stock['close'][0]: + return "HANGINGMAN_" + return "" + + def checkEngulfingHigh(self, stock): + # 하락 추세에서 상승 장악형인지 체크 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][2]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock['close'][1] < stock['open'][1]: + # 오늘 상승장악형인지 체크 + if stock['open'][0] < stock['close'][0]: + if stock['open'][1] < stock['close'][0] and stock['open'][0] < stock['close'][1]: + return "ENHIGH_" + return "" + + def checkEngulfingLow(self, stock): + # 상승 추세에서 하락 장악형인지 체크 + if len(stock['close']) > 2: + # 상승 추세이고 + if stock['close'][2] < stock['close'][1]: + # 어제 양봉인지 체크 + if stock['open'][1] < stock['close'][1]: + # 오늘 하락장악형인지 체크 + if stock['close'][0] < stock['open'][0]: + if stock['close'][1] < stock['open'][0] and stock['close'][0] < stock['open'][1]: + return "ENLOW_" + return "" + + def checkHaramiHigh(self, stock): + # # 하락 추세에서 상승포아형인지 체크 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][2]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock['close'][1] < stock['open'][1]: + # 오늘 상승포아형인지 체크 + if stock['open'][0] < stock['close'][0]: + if stock['close'][1] < stock['low'][0] and stock['high'][0] < stock['open'][1]: + return "HAHIGH_" + return "" + + def checkHaramiLow(self, stock): + # 상승 추세에서 하락 포아형인지 체크 + if len(stock['close']) > 2: + # 상승 추세이고 + if stock['close'][2] < stock['close'][1]: + # 어제 양봉인지 체크 + if stock['open'][1] < stock['close'][1]: + # 오늘 하락포아형인지 체크 + if stock['close'][0] < stock['open'][0]: + if stock['open'][1] < stock['low'][0] and stock['high'][0] < stock['close'][1]: + return "HALOW_" + return "" + + def checkPiercing(self, stock): + # 하락 추세에서 관통형인지 체크 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][2]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock['close'][1] < stock['open'][1]: + # 오늘 관통형인지 체크 + if stock['open'][0] < stock['close'][0]: + if stock['open'][0] < stock['low'][1] and (stock['close'][1] + stock['open'][1])/2 < stock['close'][0] < stock['close'][1]: + return "PIERCING_" + return "" + + def checkDarkCloud(self, stock): + # 상승 추세에서 흑운형인지 체크 + if len(stock['close']) > 2: + # 상승 추세이고 + if stock['close'][2] < stock['close'][1]: + # 어제 양봉인지 체크 + if stock['open'][1] < stock['close'][1]: + # 오늘 흑운형인지 체크 + if stock['close'][0] < stock['open'][0]: + if stock['high'][1] < stock['open'][0] and stock['open'][1] < stock['close'][0] < (stock['open'][1] + stock['close'][1])/2: + return "DARKCLOUD_" + return "" + + def checkMorningstar(self, stock): + # 하락 추세에서 샛별인지 체크 + if len(stock['close']) > 2: + # 하락 추세이고 + if stock['close'][1] < stock['close'][2]: + # 그저께와 어제가 음봉인지 체크 + if stock['close'][2] < stock['open'][2] and stock['close'][1] < stock['open'][1]: + # 오늘 샛별인지 체크 + # 어제 갭 체크 + if stock['open'][1] < stock['close'][2] and stock['close'][1] < stock['close'][2]: + # 오늘 시가가 어제 종가보다 높으며 양봉 + if stock['close'][1] < stock['open'][0] < stock['close'][0]: + return "MORNINGSTAR_" + return "" + + def checkEveningstar(self, stock): + # 상승 추세에서 저녁별형인지 체크 + if len(stock['close']) > 2: + # 상승 추세이고 + if stock['close'][2] < stock['close'][1]: + # 어제 양봉인지 체크 + if stock['open'][1] < stock['close'][1]: + # 오늘 저녁별형인지 체크 + # 어제 갭 체크 + if stock['close'][2] < stock['open'][1] and stock['close'][2] < stock['close'][1]: + # 오늘 시가가 어제 종가보다 낮으며 음봉 + if stock['close'][0] < stock['open'][1] < stock['close'][1]: + return "EVENINGSTAR_" + return "" + + + def checkAllUpperCross(self, stock): + if len(stock['close']) > 10: + if stock['avg5'][0] < stock['close'][0] and stock['avg20'][0] < stock['close'][0] and stock['avg60'][0] < stock['close'][0] and stock['avg120'][0] < stock['close'][0]: + for j in range(1, 6): + if stock['close'][j] < stock['avg5'][j] and stock['close'][j] < stock['avg20'][j] and stock['close'][j] < stock['avg60'][j] and stock['close'][j] < stock['avg120'][j]: + return "ALLUPPER_" + return "" + + def check_golded_cross(self, stock): + if len(stock['close']) > 1: + # 60 -> 120 + # 오늘 지수는 120 < 60 < 20 < 5 + # 어제 지수는 60 < 120 이었다. + # 60, 20, 5일선 모두 어제 보다 오늘이 더 높다 (상승중) + # 5일과 20일선은 상승 중이며, 60일선이 120일 선을 뚫고 올라온 순간인지 체크함 (삼성전자 2021-07-29) + # 이때 바로 매수하지 않는다. + # 이 시점 이후로 5일선이 20일선을 하방으로 뚫었다가 다시 20일선을 상방으로 뚫는 순간 매수를 시도한다. + if stock['avg120'][0] < stock['avg60'][0] < stock['avg20'][0] < stock['avg5'][0]: + if stock['avg120'][1] > stock['avg60'][1]: + if (stock['avg60'][1] < stock['avg60'][0] and stock['avg20'][1] < stock['avg20'][0] and stock['avg5'][1] < stock['avg5'][0]): + return "GOLDEN#1_" + + # 20 -> 120: 5일과 20일, 60일선은 상승 중이며, 20일선이 120일 선을 뚫고 올라온 순간인지 체크 (SK 2021-12-09, 나노스 2021-02-04) + # 어제는 60일선 < 20일선 < 120일선 < 5일선이지만, 오늘은 60일선 < 120일선 < 20일선 < 5일선 + # 이때 바로 매수하지 않는다. + # 이 시점 이후로 5일선이 20일선을 하방으로 뚫었다가 다시 20일선을 상방으로 뚫는 순간 매수를 시도한다. + if stock['avg60'][0] < stock['avg120'][0] < stock['avg20'][0] < stock['avg5'][0]: + if stock['avg60'][1] < stock['avg20'][1] < stock['avg120'][0] < stock['avg5'][0]: + if (stock['avg60'][1] < stock['avg60'][0] and stock['avg20'][1] < stock['avg20'][0] and stock['avg5'][1] < stock['avg5'][0]): + return "GOLDEN#2_" + + # 20 -> 120: 5일과 20일, 60일선은 상승 중이며, 20일선이 120일 선을 뚫고 올라온 순간인지 체크 (갤럭시아머니트리 2021-02-08) + # 어제는 60일선 < 120일선 < 5일선 < 20일선이지만, 오늘은 60일선 < 120일선 < 20일선 < 5일선 + if stock['avg60'][0] < stock['avg120'][0] < stock['avg20'][0] < stock['avg5'][0]: + if stock['avg60'][1] < stock['avg20'][1] < stock['avg120'][0] < stock['avg5'][0]: + if (stock['avg60'][1] < stock['avg60'][0] and stock['avg20'][1] < stock['avg20'][0] and stock['avg5'][1] < stock['avg5'][0]): + return "GOLDEN#3_" + + return "" + + def check_bearmarket_buying(self, stock): + if len(stock['close']) > 1: + # 5일선 상승 시점 확인 (SK 2020년 3월 24일) + # 어제는 5일선 < 20일선 < 120일선 < 60일선이며, 오늘은 20일선 < 120일선 < 60일선 + # 어제와 오늘 모두 20일, 60일, 120일선은 모두 하락이다. + # 어제 종가보다 오늘 종가가 높고, 종가는 5일선 위에 올라왔다. + # 오늘 slow_k는 30 이하이며, 어제는 slow_d가 높았지만, 오늘은 slow_k가 더 높음 + if (stock['avg5'][1] < stock['avg20'][1] < stock['avg120'][1] < stock['avg60'][0]) and (stock['avg20'][0] < stock['avg120'][1] < stock['avg60'][0]): + if stock['avg120'][0] < stock['avg120'][1] and stock['avg60'][0] < stock['avg60'][1] and stock['avg20'][0] < stock['avg20'][1]: + if stock['close'][1] <= stock['close'][0] and stock['avg5'][0] <= stock['close'][0]: + if (stock['stochastic_slow_k'][0] < 30 and (stock['stochastic_slow_k'][1] < stock['stochastic_slow_d'][1] and stock['stochastic_slow_d'][0] < stock['stochastic_slow_k'][0])): + return "BEARMARKET#1_" + + # 5일선 상승 시점 확인 (원풍물산 2020년 3월 24일, NHN한국사이버결제 2018년 11월 2일) + # 어제는 5일선 < 20일선 < 60일선 < 120일선이며, 오늘은 20일선 < 60일선 < 120일선 + # 어제와 오늘 모두 20일, 60일, 120일선은 모두 하락이다. + # 어제 종가보다 오늘 종가가 높고, 종가는 5일선 위에 올라왔다. + # 오늘 slow_k는 30 이하이며, 어제는 slow_d가 높았지만, 오늘은 slow_k가 더 높음 + if (stock['avg5'][1] < stock['avg20'][1] < stock['avg60'][1] < stock['avg120'][0]) and (stock['avg20'][0] < stock['avg60'][1] < stock['avg120'][0]): + if stock['avg120'][0] < stock['avg120'][1] and stock['avg60'][0] < stock['avg60'][1] and stock['avg20'][0] < stock['avg20'][1]: + if stock['close'][1] <= stock['close'][0] and stock['avg5'][0] <= stock['close'][0]: + if (stock['stochastic_slow_k'][0] < 30 and (stock['stochastic_slow_k'][1] < stock['stochastic_slow_d'][1] and stock['stochastic_slow_d'][0] < stock['stochastic_slow_k'][0])): + return "BEARMARKET#2_" + return "" + + def check_stochastic(self, stock): + if len(stock['close']) > 60: + # 스토케스틱이 15 이하인 경우 + # 어제보다 slow_k가 상승했고, 오늘 slow_k가 slow_d 위에 있는 경우, + if stock['stochastic_slow_k'][0] is not None and stock['stochastic_slow_k'][0] < 15: + if stock['stochastic_slow_k'][1] < stock['stochastic_slow_k'][0] and stock['stochastic_slow_d'][0] < stock['stochastic_slow_k'][0]: + return "STOCHASTIC_" + return "" + + def check_stochastic_buying(self, stock, stochastic, ichimoku, i): + if len(stock['close']) > 60: + # 삼성전자 2020년 11월 4일 + # 어제는 slow_K가 Slow_d 아래였지만, 오늘은 slow_K가 Slow_d 보다 높다. + # 에제의 slow_k는 20보다 작고, 오늘의 slow_K는 30보다 작다 + # 1일전이나, 2, 3일전의 종가가 일목균형표 내의 선행스팬1 아래 존재하며,오늘 고가는 선행스팬1 위에 존재한다. + # 그저께 시가보다 어제의 시가가, 어제의 시가보다는 오늘의 시가가 높다. + if (stochastic[i-1]['slow_k'] < stochastic[i-1]['slow_d'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k']): + if (stochastic[i - 1]['slow_k'] < 20 and stochastic[i]['slow_k'] < 30): + if ((stock[i-3]['close'] < ichimoku[i-3]['leadingSpan1'] or stock[i-2]['close'] < ichimoku[i-2]['leadingSpan1'] or stock[i-1]['close'] < ichimoku[i-1]['leadingSpan1']) and ichimoku[i-1]['leadingSpan1'] < stock[i-1]['high']): + if stock[i-2]['open'] < stock[i-1]['open'] < stock[i]['open']: + return "STOCHASTIC#1_" + + # 스토케스틱이 15 이하인 경우 + # 어제보다 slow_k가 상승했고, 오늘 slow_k가 slow_d 위에 있는 경우, + # 오늘 종가가 5일선 위에 있는 경우 + if stochastic[i]['slow_k'] < 15: + if stochastic[i - 1]['slow_k'] < stochastic[i]['slow_k'] and stochastic[i]['slow_d'] < stochastic[i]['slow_k']: + if stock[i]['avg5'] < stock[i]['close']: + return "STOCHASTIC#2_" + return "" + + def check_Dolpa(self, stock, i, avg1, avg2): + upper_index = 0 + if len(stock['close']) > 2: + if stock[i-1]["avg"+avg1] < stock[i-1]["avg"+avg2] and stock[i]["avg"+avg1] > stock[i]["avg"+avg2]: + return avg1+"_"+avg2+"_" + return "" + + def check_Dolpa_Jiji(self, stock, day='20'): + upper_index = 0 + if len(stock['close']) > 5: + for idx in range(1, 5): + # day선을 돌파하는 양봉이고, 종가가 최고가 보다 100 이내이어야 한다. + if stock['open'][idx] < stock["avg"+day][idx] < stock['close'][idx] and stock['high'][idx] - 100 <= stock['close'][idx]: + upper_index = idx + break + if upper_index != 0: + for cidx in range(1, upper_index): + # 해당일의 종가보다 현재의 시가가 높거나 같아야 하며, 현재가는 양봉이어야 한다. + if stock['close'][upper_index] <= stock['open'][cidx] and stock['open'][cidx] < stock['close'][cidx]: + # 해당 기준일 선은 상승이어야 한다. + if stock['avg'+day][upper_index] < stock['avg'+day][cidx]: + return day + "_" + return "" + + def check_Dolpa_Jiji_20(self, stock): + """ + top: 이전 5일선이 20일선 위에 있을 때 최고가 + top일 체크 사항 (20일 < 5일선) + 5일선이 20일 선으로 내려왔다가 다시 20일선 위로 올라왔고, top < 오늘 시가 + 100 + top < 시가 < 종가 라면 다음날 매수한다. + # https://docs.google.com/presentation/d/1MVuaeRNljqLCdn4dPZmvVdtl2Ab09Zwg/edit#slide=id.gc7b796e645_0_80 + """ + if len(stock['close']) > 61: + if stock['avg20'][0] < stock['close'][0] and stock['avg20'][0] < stock['open'][0]: + if stock['avg5'][0] < stock['avg20'][0]: + index1 = -1 + for j in range(1, 61): + if stock['avg20'][j] < stock['avg5'][j]: + index1 = j + break + top = 0 + for j in range(index1+1, 61): + if stock['open'][j] < stock['close'][j]: + if top < stock['close'][j]: + top = stock['close'][j] + else: + if top < stock['open'][j]: + top = stock['open'][j] + if stock['avg5'][j] < stock['avg20'][j]: + break + return "5-20_" + return "" + + def check_Danta1(self, stock): + """ + 어제 상한가 혹은 상승양봉이 나온다. + 오늘 상승 출발을 해야 하며 상승 음봉이 나온다 + - 어제 종가 = 어제 상한가 < 종가 < 시가 < 상한가 + https://docs.google.com/presentation/d/1MVuaeRNljqLCdn4dPZmvVdtl2Ab09Zwg/edit#slide=id.gc7b796e645_0_109 + + 만약 다음날 시작초가가 오늘 종가보다 높게 상승으로 출발한다면 매수를 한다. + 손절가는 오늘 최저가이다. + """ + if stock['open'][1] < stock['close'][1] == stock['high'][1]: + if stock['close'][1] < stock['close'][0] < stock['open'][0] < stock['high'][0]: + return "danta1_" + return "" + + def check_Danta2(self, stock): + """ + 쐐기, 수렴, 깃대 패턴 확인 + # https://docs.google.com/presentation/d/1MVuaeRNljqLCdn4dPZmvVdtl2Ab09Zwg/edit#slide=id.gc7b796e645_0_144 + + 상단 추세선을 돌파하면 매수를 한다. + """ + price_10 = round(stock["close"][0] / 10) + if stock["open"][0] < stock["close"][0]: + top = stock["close"][0] + bottom = stock["open"][0] + else: + top = stock["open"][0] + bottom = stock["close"][0] + + if len(stock) > 21: + for i in range(2, 21): + if stock["open"][i] < stock["close"][i]: + if top < stock["close"][i]: + top = stock["close"][i] + if stock["open"][i] < bottom: + bottom = stock["open"][i] + else: + if top < stock["open"][i]: + top = stock["open"][i] + if stock["close"][i] < bottom: + bottom = stock["close"][i] + + if top - bottom < price_10: + return "danta2_" + return "" + + def check_RightArrange(self, stock): + """ + 어제는 정배열이 아니었는데, 오늘은 정배열인 경우 + """ + if len(stock['close']) > 2: + if (not (stock["avg120"][1] < stock["avg60"][1] < stock["avg20"][1] < stock["avg5"][1] < stock["close"][1]) and + stock["avg120"][0] < stock["avg60"][0] < stock["avg20"][0] < stock["avg5"][0] < stock["close"][0]): + if stock["avg5"][1] < stock["avg5"][0]: + return "arrange_" + return "" + + def checkHigherUmbong(self, stock): + # 음봉인데 어제보다 종가가 더 높은 경우 + # 이 경우 정배열 상태인지도 함께 체크를 한다. + + if len(stock['close']) > 3: + # 어제는 거래량이 터진 양봉이다. + if stock['open'][1] < stock['close'][1] and 5*stock['volume'][2] < stock['volume'][1]: + # 오늘은 음봉인데, 오늘 종가는 어제 시가보다는 높다 + if stock['close'][0] < stock['open'][0] and stock['open'][1] < stock['close'][0]: + return "HIGHERUMBONG_" + + return "" + + + def check_W1Rise(self, stock, limit): + if len(stock['close']) > 5: + rate = round((stock["close"][0] - stock["close"][4]) / stock["close"][4],2) + if rate >= limit: + return "1w("+str(rate)+")_" + return "" + + def check_D1Fall(self, stock, limit): + if len(stock['close']) > 2: + # 1000, 900, (900 - 1000) / 900 = -0.111 + # 1000, 800, (800 - 1000) / 800 = -0.25 + rate = round((stock["close"][0] - stock["close"][1]) / stock["close"][1], 2) + if rate <= limit: + return "1d("+str(rate)+")_" + return "" \ No newline at end of file diff --git a/stockpredictor_back/analysis/IchimokuCloud.py b/stockpredictor_back/analysis/IchimokuCloud.py new file mode 100644 index 0000000..661c9dd --- /dev/null +++ b/stockpredictor_back/analysis/IchimokuCloud.py @@ -0,0 +1,106 @@ +import pandas as pd + +from stockpredictor.analysis.Common import Common + +# graph: https://plotly.com/python/candlestick-charts/ +# https://www.nanumtrading.com/fx-%EB%B0%B0%EC%9A%B0%EA%B8%B0/%EC%B0%A8%ED%8A%B8-%EB%B3%B4%EC%A1%B0%EC%A7%80%ED%91%9C-%EC%9D%B4%ED%95%B4/06-%EC%9D%BC%EB%AA%A9%EA%B7%A0%ED%98%95%ED%91%9C/ +# 일목균형표 - 매매기법 알아보기 !: https://layhope.tistory.com/222 +class IchimokuCloud: + + common = None + + def __init__(self): + self.common = Common() + return + + # c=9, b=26, l=52 + def apply(self, df, c=9, b=26, l=52): + # 입력받은 값이 dataframe이라는 것을 정의해줌 + df = pd.DataFrame(df) + + # 1. 전환선 = (과거 9일 동안 최고가 + 최저가) / 2 + # 당일을 포함한 9일 동안의 최고가와 최저가의 중간 값을 평균으로 나타낸다. + changeLine = (df.high.rolling(c).max() + df.low.rolling(c).min()) / 2 + + # 2. 기준선 = 과거 26일 동안 최고가 + 최저가) / 2 + # 당일을 포함한 26일 동안의 최고가와 최저가의 중간 값을 평균으로 나타낸다. + baseLine = (df.high.rolling(b).max() + df.low.rolling(b).min()) / 2 + + # 3. 선행스팬 1 = ((기준선 + 전환선) / 2)를 26일 선행하여 배치 + # 전환선과 기준선의 평균값을 구해 당일 포함 26일 앞으로 이동시킨 선 (중-단기 구간의 힘을 보여줌) + leadingSpan1 = (changeLine + baseLine) / 2 + move_LeadingSpan1 = list(leadingSpan1.values) + for i in range(b - 1): + move_LeadingSpan1.insert(0, None) + + # 4. 선행스팬 2 = ((최근 52일 동안 최고가 + 최저가) / 2)를 26일 선행하여 배치 + # 당일을 포함한 52일 동안의 최고가와 최저가의 평균을 26일 앞으로 이동시킨 선 (장기으로 형성된 선이기 때문에 가장 느리게 변함) + leadingSpan2 = (df.high.rolling(l).max() + df.low.rolling(l).min()) / 2 + move_LeadingSpan2 = list(leadingSpan2.values) + for i in range(l - 1): + move_LeadingSpan2.insert(0, None) + + # leadingSpan2에 맞추어 뒤로 빈 row를 채운다. + data = {"DATE": [], "close": [], "diff": [], "open": [], "high": [], "low": [], "volume": [], "avg5": [], "avg10": [], "avg20": [], "avg60": [], "avg120": [], "avg200": [], "avg240": []} + for i in range(len(move_LeadingSpan2) - len(df)): + #df = df.append({"DATE": None, "close": None, "diff": None, "open": None, "high": None, "low": None, "volume": None,"avg3": None, "avg5": None, "avg7": None, "avg10": None, "avg20": None, "avg30": None, "avg60": None,"avg90": None, "avg100": None, "avg120": None, "avg150": None, "avg180": None, "avg200": None,"avg240": None}, ignore_index=True) + data["DATE"].append(None) + data["close"].append(None) + data["diff"].append(None) + data["open"].append(None) + data["high"].append(None) + data["low"].append(None) + data["volume"].append(None) + data["avg5"].append(None) + data["avg10"].append(None) + data["avg20"].append(None) + data["avg60"].append(None) + data["avg120"].append(None) + data["avg200"].append(None) + data["avg240"].append(None) + df_temp = pd.DataFrame(data) + df = pd.concat([df, df_temp]) + move_changeLine = list(changeLine.values) + for i in range(len(move_LeadingSpan2) - len(move_changeLine)): + move_changeLine.append(None) + move_baseLine = list(baseLine.values) + for i in range(len(move_LeadingSpan2) - len(move_baseLine)): + move_baseLine.append(None) + for i in range(len(move_LeadingSpan2) - len(move_baseLine)): + move_LeadingSpan1.append(None) + + # dataframe에 컬럼 추가 + df = df.assign(changeLine=pd.Series(move_changeLine), baseLine=pd.Series(move_baseLine), leadingSpan1=pd.Series(move_LeadingSpan1), leadingSpan2=pd.Series(move_LeadingSpan2)) + + return df + + # 일목균형표의 구성을 훑어보면 주가를 선행과 후행으로 과거의 주가를 통해 미래 혹은 현재의 주식의 가격의 추세를 예측해보려는 지표라는 것을 이해할 수 있다. + # 또한 구름층의 색을 통해서 주식의 추세를 손쉽게 확인할 수 있을 것 같다는 것도 이해할 수 있다면 끝 ! + def analyze(self, stock): + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + diff = len(df.changeLine) - len(stock['PRICE']) + """ + lastDay = stock['PRICE'][len(stock['PRICE']) - 1]['ymd'] + tmpLastDay = datetime.datetime.strptime(lastDay, "%Y.%m.%d") + for i in range(diff): + nextDay = tmpLastDay + datetime.timedelta(days=(i + 1)) + stock['PRICE'].append( + {"ymd": nextDay.strftime("%Y-%m-%d"), "close": 0, "diff": 0, "open": 0, "high": 0, "low": 0, "volume": 0, + "avg3": 0, "avg5": 0, "avg7": 0, "avg10": 0, "avg20": 0, "avg30": 0, "avg60": 0, "avg90": 0, "avg100": 0, + "avg120": 0, "avg150": 0, "avg180": 0, "avg200": 0, "avg240": 0}) + """ + + for i in range(len(df.changeLine)-diff): + stock['PRICE'][i]['ichimokucloud_changeLine'] = df.changeLine.values[i] + stock['PRICE'][i]['ichimokucloud_baseLine'] = df.baseLine.values[i] + stock['PRICE'][i]['ichimokucloud_leadingSpan1'] = df.leadingSpan1.values[i] + stock['PRICE'][i]['ichimokucloud_leadingSpan2'] = df.leadingSpan2.values[i] + + return + + +if __name__ == "__main__": + ichimokuCloud = IchimokuCloud() diff --git a/stockpredictor_back/analysis/MACD.py b/stockpredictor_back/analysis/MACD.py new file mode 100644 index 0000000..d7f873b --- /dev/null +++ b/stockpredictor_back/analysis/MACD.py @@ -0,0 +1,81 @@ +import pandas as pd +from stockpredictor.analysis.Common import Common + +# [청송촌놈] 파생을 알아야 시장이 보인다. 청송이 종목 고르는법! https://www.youtube.com/watch?v=weABtgZDeGg +# 6. Pandas와 Plotly를 이용한 MACD 차트 그리기 https://excelsior-cjh.tistory.com/110 +# 첫번째. MACD 지표를 이용한 차트분석: https://post.naver.com/viewer/postView.nhn?volumeNo=7435935&memberNo=32471429 + +# MACD (Moving Average Conver gence Divergence) +# 빨간 네모박스권으로 MACD가 MACD-Sign 을 골든크로스하며, 상승하였을때, 주가는 상승추세를 유지하며, MACD가 MACD-Sign(분홍색)을 데드크로스 할때 주가는 하락의 추세를 보이게 됩니다. +# 즉, MSCD가 0이상에서 MACD-Sign 위에서 상승하는 그림이어야 +class MACD: + + common = None + + def __init__(self): + self.common = Common() + return + + # macd 0선 위에서 매수를 한다. 0이하는 절대 처다보지 않는다. + def apply(self, df, short=12, long=26, t=9): + # 입력받은 값이 dataframe이라는 것을 정의해줌 + df = pd.DataFrame(df) + + # MACD 관련 수식 + ma_12 = df.close.ewm(span=short).mean() # 단기(12) EMA(지수이동평균) + ma_26 = df.close.ewm(span=long).mean() # 장기(26) EMA + macd = ma_12 - ma_26 # MACD + macds = macd.ewm(span=t).mean() # Signal + macdo = macd - macds # Oscillator + + #df = df.assign(macd=macd, macds=macds, macdo=macdo).dropna() + df = df.assign(macd=macd, macds=macds, macdo=macdo) + + return df + + """ + # 기존 stock에 삽입 + # macd 0선 위에서 매수를 한다. 0이하는 절대 처다보지 않는다. + def analyze(self, stock): + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + for i in range(len(df.macd)): + stock['PRICE'][i]['macd_buy'] = 0 + + stock['PRICE'][i]['macd'] = df.macd.values[i] + stock['PRICE'][i]['macds'] = df.macds.values[i] + stock['PRICE'][i]['macdo'] = df.macdo.values[i] + if df.macd.values[i] > 0 and self.common.checkUpward('close', stock['PRICE'][i - 4: i + 1]): + stock['PRICE'][i]['macd_buy'] = df.macd.values[i] + return + """ + + def analyze(self, stock): + results = [] + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + for i in range(len(df.macd)): + result = {'DATE':stock['PRICE'][i]['DATE'], + 'macd': df.macd.values[i], + 'macds': df.macds.values[i], + 'macdo': df.macdo.values[i], + 'macd_buy': 0} + + # MACD가 3일 전부터 상승이라면 매수 + if df.macd.values[i - 1] < df.macd.values[i]: + # 어제는 MACD-Sign이 MACD 위에 있지만, 오늘은 MACD가 MACD-Sign 위로 올라오면 매수 + if df.macd.values[i-1] < df.macds.values[i-1] and df.macd.values[i] > df.macds.values[i]: + result['macd_buy'] = 1 + + # MACD가 3일 전부터 하락이라면 매도 + if df.macd.values[i - 1] > df.macd.values[i]: + # 어제는 MACD가 MACD-Sign 위에 있지만, 오늘은 MACD-Sign이 MACD 위로 올라오면 매도 + if df.macd.values[i - 1] > df.macds.values[i - 1] and df.macd.values[i] < df.macds.values[i]: + result['macd_buy'] = -1 + + results.append(result) + return results \ No newline at end of file diff --git a/stockpredictor_back/analysis/RSI.py b/stockpredictor_back/analysis/RSI.py new file mode 100644 index 0000000..a6c3a64 --- /dev/null +++ b/stockpredictor_back/analysis/RSI.py @@ -0,0 +1,55 @@ +import pandas as pd +from stockpredictor.analysis.Common import Common +import numpy as np + +# [청송촌놈] 파생을 알아야 시장이 보인다. 청송이 종목 고르는법! https://www.youtube.com/watch?v=weABtgZDeGg +# 6. Pandas와 Plotly를 이용한 MACD 차트 그리기 https://excelsior-cjh.tistory.com/110 +# 첫번째. MACD 지표를 이용한 차트분석: https://post.naver.com/viewer/postView.nhn?volumeNo=7435935&memberNo=32471429 + +# MACD (Moving Average Conver gence Divergence) +# 빨간 네모박스권으로 MACD가 MACD-Sign 을 골든크로스하며, 상승하였을때, 주가는 상승추세를 유지하며, MACD가 MACD-Sign(분홍색)을 데드크로스 할때 주가는 하락의 추세를 보이게 됩니다. +# 즉, MSCD가 0이상에서 MACD-Sign 위에서 상승하는 그림이어야 +class RSI: + + common = None + + def __init__(self): + self.common = Common() + return + + def apply(sefl, df, period=14, window=9): + df = pd.DataFrame(df) + + # df.diff를 통해 (기준일 종가 - 기준일 전일 종가)를 계산하여 0보다 크면 증가분을 감소했으면 0을 넣어줌 + U = np.where(df.close.diff(1) > 0, df.close.diff(1), 0) + + # df.diff를 통해 (기준일 종가 - 기준일 전일 종가)를 계산하여 0보다 작으면 감소분을 증가했으면 0을 넣어줌 + D = np.where(df.close.diff(1) < 0, df.close.diff(1) * (-1), 0) + + # AU, period=14일 동안의 U의 평균 + AU = pd.DataFrame(U).rolling(window=period, min_periods=period).mean() + + # AD, period=14일 동안의 D의 평균 + AD = pd.DataFrame(D).rolling(window=period, min_periods=period).mean() + + rsi = AU.div(AD + AU) * 100 + rsis = rsi.rolling(window=window).mean() + + df = df.assign(rsi=rsi, rsis=rsis) + return df + + + def analyze(self, stock): + """ + RSI 값이 100에 접근하면 ㄷ 이상의 주가 상승을 기대하기 어렵고, 0에 접근하면 더 이상 하락을 기대하기 어렵다. + 70이상이면 과매수 구간이라 할 수 있고, 30 이하면 과매도 구간이라 볼 수 있다. + 따라서 과매수 구간에서는 매도 준비를, 과매도 구간에서는 매수 준비를 해야 한다. + + """ + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + for i in range(len(df.rsi)): + stock['PRICE'][i]['rsi'] = df.rsi.values[i] + stock['PRICE'][i]['rsis'] = df.rsis.values[i] diff --git a/stockpredictor_back/analysis/Stochastic.py b/stockpredictor_back/analysis/Stochastic.py new file mode 100644 index 0000000..2d35a1d --- /dev/null +++ b/stockpredictor_back/analysis/Stochastic.py @@ -0,0 +1,147 @@ +import pandas as pd +from stockpredictor.analysis.Common import Common + +# 6. Pandas와 Plotly를 이용한 MACD 차트 그리기: https://excelsior-cjh.tistory.com/111 +# 스토캐스틱 슬로우(Stochastics Slow)를 이용한 간단한 매매기법: https://bagal.tistory.com/124 +# Stochastic Slow, 스토캐스틱을 통한 주식 매매법 정리: https://m.blog.naver.com/PostView.nhn?blogId=kangyh427&logNo=220957146041&proxyReferer=https:%2F%2Fwww.google.com%2F +# 차트분석 2편 스토캐스틱을 활용한 매수타이밍 포착!: https://m.post.naver.com/viewer/postView.nhn?volumeNo=7446693&memberNo=32471429 +class Stochastic: + + common = None + + def __init__(self): + self.common = Common() + return + + # 일자(n,m,t)에 따른 Stochastic(KDJ)의 값을 구하기 위해 함수형태로 만듬 + # n=15 (%k), m=5 (%d), t=3 + # n=5 (%k), m=3 (%d), t=3 + # n=14 (%k), m=3 (%d), t=3 + def apply(self, df, n=12, m=5, t=5): + # 입력받은 값이 dataframe이라는 것을 정의해줌 + df = pd.DataFrame(df) + + # n일중 최고가 + ndays_high = df.high.rolling(n).max() + # n일중 최저가 + ndays_low = df.low.rolling(n).min() + + # Fast%K 계산 + # n(15)일 동안의 최고가(high)와 최저가(low) 사이 중 현재 종가(close)의 상대적 위치를 판단하는 값 + # 가격이 지속적으로 상승하고 있다면 Stochastic 값은 100에 가까워 지며, 반대로 지속적으로 하락하고 있다면 Stochastic 값은 0에 가까워 지는 경향을 나타낸다. + fast_k = ((df.close - ndays_low) / (ndays_high - ndays_low)) * 100 + + # Fast%D (=Slow%K) 계산 + # m(5)일간의 Fast%K의 이동평균 값 + # 기본값으로 5일을 설정하며 Fast%K 값을 일반화하는 역할을 한다. + #slow_k = fast_k.ewm(span=m).mean() + slow_k = fast_k.rolling(m).mean() + + # Slow%D 계산 + # t(3)일간의 Slow%K의 이동평균 값 + # 기본값으로 3일을 설정하며 Slow%K 값을 일반화 하는 역할을 한다. + #slow_d = slow_k.ewm(span=t).mean() + slow_d = slow_k.rolling(t).mean() + + # dataframe에 컬럼 추가 + #df = df.assign(fast_k=fast_k, slow_k=slow_k, slow_d=slow_d).dropna() + df = df.assign(fast_k=fast_k, slow_k=slow_k, slow_d=slow_d) + + return df + + """ + def analyze(self, stock): + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + for i in range(len(df.fast_k)): + stock['PRICE'][i]['stochastic_buy'] = 0 + if "fast_k" not in stock['PRICE'][i]: + stock['PRICE'][i]['fast_k'] = -1 + stock['PRICE'][i]['slow_k'] = -1 + stock['PRICE'][i]['slow_d'] = -1 + + i_ = i + len(stock['PRICE']) - len(df.fast_k) + stock['PRICE'][i_]['fast_k'] = df.fast_k.values[i] + stock['PRICE'][i_]['slow_k'] = df.slow_k.values[i] + stock['PRICE'][i_]['slow_d'] = df.slow_d.values[i] + + # 0: 중립, 1: 매수, -1: 매도 + stock['PRICE'][i_]['stochastic_buy'] = 0 + stock['PRICE'][i_]['direction'] = '' + + if i_ > 2: + if ('slow_k' in stock['PRICE'][i_-1] and 'slow_k' in stock['PRICE'][i_]): + # %k선이 %d선을 상향 돌파하면 매수 신호 + if (self.common.checkUpward('slow_k', stock['PRICE'][i_-2:i_+1]) and + stock['PRICE'][i_-1]['slow_k'] < stock['PRICE'][i_-1]['slow_d'] and + stock['PRICE'][i_]['slow_k'] > stock['PRICE'][i_]['slow_d']): + if stock['PRICE'][i_]['slow_k'] < 5: + stock['PRICE'][i_]['stochastic_buy'] = 8 + elif 5 <= stock['PRICE'][i_]['slow_k'] < 10: + stock['PRICE'][i_]['stochastic_buy'] = 7 + elif 10 <= stock['PRICE'][i_]['slow_k'] < 15: + stock['PRICE'][i_]['stochastic_buy'] = 6 + elif 15 <= stock['PRICE'][i_]['slow_k'] < 20: + stock['PRICE'][i_]['stochastic_buy'] = 5 + elif 20 <= stock['PRICE'][i_]['slow_k'] < 30: + stock['PRICE'][i_]['stochastic_buy'] = 4 + elif 30 <= stock['PRICE'][i_]['slow_k'] < 40: + stock['PRICE'][i_]['stochastic_buy'] = 3 + elif 40 <= stock['PRICE'][i_]['slow_k'] < 50: + stock['PRICE'][i_]['stochastic_buy'] = 2 + else: + stock['PRICE'][i_]['stochastic_buy'] = 1 + + if self.common.checkUpward('slow_k', stock['PRICE'][i_ - 1:i_ + 1]): + stock['PRICE'][i_]['direction'] = 'up' + + if (self.common.checkDownward('slow_k', stock['PRICE'][i_ - 2:i_ + 1]) and + stock['PRICE'][i_-1]['slow_k'] > stock['PRICE'][i_-1]['slow_d'] and + stock['PRICE'][i_]['slow_k'] < stock['PRICE'][i_]['slow_d']): + if stock['PRICE'][i_]['slow_k'] > 90: + stock['PRICE'][i_]['stochastic_buy'] = -6 + elif 90 >= stock['PRICE'][i_]['slow_k'] > 80: + stock['PRICE'][i_]['stochastic_buy'] = -5 + elif 80 >= stock['PRICE'][i_]['slow_k'] > 70: + stock['PRICE'][i_]['stochastic_buy'] = -4 + elif 70 >= stock['PRICE'][i_]['slow_k'] > 60: + stock['PRICE'][i_]['stochastic_buy'] = -3 + elif 60 >= stock['PRICE'][i_]['slow_k'] > 50: + stock['PRICE'][i_]['stochastic_buy'] = -2 + else: + stock['PRICE'][i_]['stochastic_buy'] = -1 + + if self.common.checkDownward('slow_k', stock['PRICE'][i_ - 1:i_ + 1]): + stock['PRICE'][i_]['direction'] = 'down' + + results = [] + for day in stock['PRICE']: + results.append({'DATE': day['DATE'], + 'fast_k': day['fast_k'], + 'slow_k': day['slow_k'], + 'slow_d': day['slow_d'], + 'stochastic_buy': day['stochastic_buy']}) + return results + """ + + def analyze(self, stock): + df = pd.DataFrame() + df = df.from_dict(stock['PRICE']) + df = self.apply(df) + + for i in range(len(df.fast_k)): + if "stochastic_fast_k" not in stock['PRICE'][i]: + stock['PRICE'][i]['stochastic_fast_k'] = -1 + stock['PRICE'][i]['stochastic_slow_k'] = -1 + stock['PRICE'][i]['stochastic_slow_d'] = -1 + + stock['PRICE'][i]['stochastic_fast_k'] = df.fast_k.values[i] + stock['PRICE'][i]['stochastic_slow_k'] = df.slow_k.values[i] + stock['PRICE'][i]['stochastic_slow_d'] = df.slow_d.values[i] + + return + +if __name__ == "__main__": + stochastic = Stochastic() diff --git a/stockpredictor/crawler/pandas/Crawler.py b/stockpredictor_back/crawler/pandas/Crawler.py similarity index 100% rename from stockpredictor/crawler/pandas/Crawler.py rename to stockpredictor_back/crawler/pandas/Crawler.py diff --git a/stockpredictor/crawler/sQLite/Crawler.py b/stockpredictor_back/crawler/sQLite/Crawler.py similarity index 100% rename from stockpredictor/crawler/sQLite/Crawler.py rename to stockpredictor_back/crawler/sQLite/Crawler.py diff --git a/stockpredictor/crawler/sQLite/FnGuideCrawler.py b/stockpredictor_back/crawler/sQLite/FnGuideCrawler.py similarity index 100% rename from stockpredictor/crawler/sQLite/FnGuideCrawler.py rename to stockpredictor_back/crawler/sQLite/FnGuideCrawler.py diff --git a/stockpredictor_back/crawler/sQLite/MetaCrawler.py b/stockpredictor_back/crawler/sQLite/MetaCrawler.py new file mode 100644 index 0000000..cffd83b --- /dev/null +++ b/stockpredictor_back/crawler/sQLite/MetaCrawler.py @@ -0,0 +1,460 @@ +import os +import datetime +import requests +import sqlite3 +from time import sleep + +import pandas as pd + +class MetaCrawler: + header = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/87.0.4280.88 Safari/537.36'} + limit_page_count = 1000000 + START_DATE = None + + def __init__(self, START_DATE): + self.START_DATE = START_DATE + return + + # 참고) http://blog.naver.com/PostView.nhn?blogId=koko8624&logNo=221288761509 + def crawl_exchange(self, inFileName): + tableName = 'meta_1' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS "+tableName+" (CODE text, NAME text, ymd text, price REAL, diff REAL, cash_buy REAL, cash_sell REAL, transfer_buy REAL, transfer_sell REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS " + tableName + "_idx on " + tableName + " (CODE, ymd) " + cursor.execute(create_key) + + inputs = [] + inputs.append( {'NAME':'USD', 'CODE':'FX_USDKRW', 'URL':'http://finance.naver.com/marketindex/exchangeDailyQuote.nhn?marketindexCd=FX_USDKRW'} ) # 미국 USD + inputs.append( {'NAME':'JPY', 'CODE':'FX_JPYKRW', 'URL':'http://finance.naver.com/marketindex/exchangeDailyQuote.nhn?marketindexCd=FX_JPYKRW'} ) # 일본 JPY + inputs.append( {'NAME':'EUR', 'CODE':'FX_EURKRW', 'URL':'http://finance.naver.com/marketindex/exchangeDailyQuote.nhn?marketindexCd=FX_EURKRW'} ) # 유럽연합 EUR' + inputs.append( {'NAME':'CNY', 'CODE':'FX_CNYKRW', 'URL':'http://finance.naver.com/marketindex/exchangeDailyQuote.nhn?marketindexCd=FX_CNYKRW'} ) # 중국 CNY + + for i in range(len(inputs)): + input = inputs[i] + NAME = input['NAME'] + CODE = input['CODE'] + + cursor.execute('SELECT ymd FROM ' + tableName + ' WHERE CODE=? order by ymd desc', (CODE,)) + result = cursor.fetchone() + if result == None: + lastDay = self.START_DATE + else: + lastDay = result[0] + + finish = False + for i in range(1, self.limit_page_count): + #html = pd.read_html(input['URL'] + '&page=%s' % i, header=0) + html = None + while True: + try: + html = pd.read_html(requests.get(input['URL'] + '&page=%s' % i, headers=self.header, timeout=30).text) + sleep(0.5) + break + except: + print(input['URL'] + '&page=%s' % i) + if i>200: + break + continue + + # 마지막 페이지 까지 받기 + if len(html[0].날짜.values) <= 1: + break + + for j in range(0, len(html[0].values)): + item = html[0].values[j] + if input['NAME'] in ('USD', 'JPY', 'EUR', 'CNY'): + if item[0] <= lastDay: + finish = True + break + ymd = item[0] # 날짜 + price = item[1] # 매매기준율 + diff = item[2] # 전일대비 + cash_buy = item[3] # 현찰 사실 때 + cash_sell = item[4] # 현찰 파실 때 + transfer_buy = item[5] # 송금 사실 때 + transfer_sell = item[6] # 송금 파실 때 + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=? and ymd=?', (CODE,ymd,)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, ymd, price, diff, cash_buy, cash_sell, transfer_buy, transfer_sell) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?)", (CODE, NAME, ymd, price, diff, cash_buy, cash_sell, transfer_buy, transfer_sell)) + else: + # cursor.execute("UPDATE " + tableName + " SET price=?, diff=?, cash_buy=?, cash_sell=?, transfer_buy=?, transfer_sell=? WHERE CODE=? and ymd=?", (price, diff, cash_buy, cash_sell, transfer_buy, transfer_sell, CODE, ymd)) + finish = True + break + + print(CODE, NAME, ymd) + if finish: + break + + conn.commit() + cursor.close() + conn.close() + return + + # 투자자별 매매동향 (Trading_Trend) 크롤링 + # (pri, 개인) + # (for, 외국인) + # (ins, 기관합) + # (ins0, 금융투자) + # (ins1, 보험) + # (ins2, 투신 (사모)) + # (ins3, 은행) + # (ins4, 기타금융기관) + # (ins5, 연기금 등) + # (cor, 기타법인) + # 참고) http://blog.naver.com/PostView.nhn?blogId=koko8624&logNo=221289696771&parentCategoryNo=&categoryNo=&viewDate=&isShowPopularPosts=false&from=postView + def crawl_trading_trend(self, inFileName): + tableName = 'meta_2' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS "+tableName+" (ymd text PRIMARY KEY, pri integer, fori integer, ins integer, ins0 integer, ins1 integer, ins2 integer, ins3 integer, ins4 integer, ins5 integer, cor integer)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS "+tableName+"_idx on "+tableName+" (ymd) " + cursor.execute(create_key) + + cursor.execute('SELECT ymd FROM ' + tableName + ' order by ymd desc') + result = cursor.fetchone() + if result == None: + lastDay = self.START_DATE + else: + lastDay = result[0] + + today = datetime.datetime.now().strftime("%Y%m%d") + url = 'http://finance.naver.com/sise/investorDealTrendDay.nhn?bizdate='+today+'&sosok=&page=' + + previousDay = "" + finish = False + for i in range(1, self.limit_page_count): + #html = pd.read_html(url + str(i), header=0) + html = None + while True: + try: + html = pd.read_html(requests.get(url + str(i), headers=self.header, timeout=30).text) + sleep(0.5) + break + except: + print(url + str(i)) + if i > 200: + break + continue + + # 마지막 페이지 까지 받기 + if len(html[0].날짜.values) <= 2: + break + + for j in range(0, len(html[0].values)): + item = html[0].values[j] + if str(item[0]) == "nan": + continue + if "20" + item[0] <= lastDay or item[0] == previousDay: + finish = True + break + ymd = "20"+item[0] + pri = item[1] # 개인 + fori = item[2] # 외국인 + ins = item[3] # 기관합 + ins0 = item[4] # 금융투자 + ins1 = item[5] # 보험 + ins2 = item[6] # 투신 (사모) + ins3 = item[7] # 은행 + ins4 = item[8] # 기타금융기관 + ins5 = item[9] # 연기금 등 + cor = item[10] # 기타법인 + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE ymd=?', (ymd,)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(ymd, pri, fori, ins, ins0, ins1, ins2, ins3, ins4, ins5, cor) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)", (ymd, pri, fori, ins, ins0, ins1, ins2, ins3, ins4, ins5, cor)) + else: + # cursor.execute("UPDATE " + tableName + " SET pri=?, fori=?, ins=?, ins0=?, ins1=?, ins2=?, ins3=?, ins4=?, ins5=?, cor=? WHERE ymd=?", (pri, fori, ins, ins0, ins1, ins2, ins3, ins4, ins5, cor, ymd)) + finish = True + break + + print ("20"+item[0]) + previousDay = html[0].values[2][0] + if finish: + break + + conn.commit() + cursor.close() + conn.close() + + return + + # 증시자금동향 (신용잔고, 펀드자금 잔고) 크롤링 + # 참고) http://blog.naver.com/PostView.nhn?blogId=koko8624&logNo=221290138187&parentCategoryNo=&categoryNo=&viewDate=&isShowPopularPosts=false&from=postView + def crawl_money_trend(self, inFileName): + tableName = 'meta_3' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + cursor.execute("CREATE TABLE IF NOT EXISTS "+tableName+" (ymd text, dep1_1 integer, dep1_2 integer, dep2_1 integer, dep2_2 integer, dep3_1 integer, dep3_2 integer, dep4_1 integer, dep4_2 integer, dep5_1 integer, dep5_2 integer)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS "+tableName+"_idx on "+tableName+" (ymd) " + cursor.execute(create_key) + + cursor.execute('SELECT ymd FROM ' + tableName + ' order by ymd desc') + result = cursor.fetchone() + if result == None: + lastDay = self.START_DATE + else: + lastDay = result[0] + previousDay = "" + + url = 'http://finance.naver.com/sise/sise_deposit.nhn?&page=' + + finish = False + for i in range(1, self.limit_page_count): + #html = pd.read_html(url + str(i), header=0, encoding='euc-kr') + html = None + while True: + try: + html = pd.read_html(requests.get(url + str(i), headers=self.header, timeout=30).text, encoding='euc-kr') + sleep(0.5) + break + except: + print(url + str(i)) + if i > 200: + break + continue + + # 마지막 페이지 까지 받기 + if len(html[0].날짜.values) <= 10: + break + for j in range(0, len(html[0].values)): + item = html[0].values[j] + if str(item[0]) == "nan": + continue + if "20"+item[0] <= lastDay or item[0] == previousDay: + finish = True + break + meta = { + "ymd": "20"+item[0], + "dep1_1": item[1], # 고객예탁금 누적 + "dep1_2": item[2], # 고객예탁금 당일 + "dep2_1": item[3], # 신용잔고 누적 + "dep2_2": item[4], # 신용잔고 당일 + "dep3_1": item[5], # 주식형펀드 누적 + "dep3_2": item[6], # 주식형펀드 당일 + "dep4_1": item[7], # 혼합형펀드 누적 + "dep4_2": item[8], # 혼합형펀드 당일 + "dep5_1": item[9], # 채권형펀드 누적 + "dep5_2": item[10]} # 채권형펀드 당일 + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE ymd=?', (meta["ymd"],)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(ymd, dep1_1, dep1_2, dep2_1, dep2_2, dep3_1, dep3_2, dep4_1, dep4_2, dep5_1, dep5_2) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)", (meta["ymd"], meta["dep1_1"], meta["dep1_2"], meta["dep2_1"], meta["dep2_2"], meta["dep3_1"], meta["dep3_2"], meta["dep4_1"], meta["dep4_2"], meta["dep5_1"], meta["dep5_2"])) + else: + # cursor.execute("UPDATE " + tableName + " SET dep1_1=?, dep1_2=?, dep2_1=?, dep2_2=?, dep3_1=?, dep3_2=?, dep4_1=?, dep4_2=?, dep5_1=?, dep5_2=? WHERE ymd=?", (meta["dep1_1"], meta["dep1_2"], meta["dep2_1"], meta["dep2_2"], meta["dep3_1"], meta["dep3_2"], meta["dep4_1"], meta["dep4_2"], meta["dep5_1"], meta["dep5_2"], meta["ymd"])) + finish = True + break + + print("20"+item[0]) + if finish: + break + previousDay = html[0].values[2][0] + + conn.commit() + cursor.close() + conn.close() + return + + # 국내 시장금리 크롤링 + # 참고) http://blog.naver.com/PostView.nhn?blogId=koko8624&logNo=221292348073&parentCategoryNo=&categoryNo=&viewDate=&isShowPopularPosts=false&from=postView + def crawl_interest_rates(self, inFileName): + tableName = 'meta_4' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text, NAME text, ymd text, close REAL, diff REAL, rate REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS "+tableName+"_idx on "+tableName+" (CODE, ymd) " + cursor.execute(create_key) + + inputs = [] + inputs.append({'NAME': '91일 CD금리', 'CODE': 'IRR_CD91', 'URL': 'http://finance.naver.com/marketindex/interestDailyQuote.nhn?marketindexCd=IRR_CD91'}) + inputs.append({'NAME': '콜금리', 'CODE': 'IRR_CALL', 'URL': 'http://finance.naver.com/marketindex/interestDailyQuote.nhn?marketindexCd=IRR_CALL'}) + inputs.append({'NAME': '국고채(3년)', 'CODE': 'IRR_GOVT03Y', 'URL': 'http://finance.naver.com/marketindex/interestDailyQuote.nhn?marketindexCd=IRR_GOVT03Y'}) + inputs.append({'NAME': '회사채(3년)', 'CODE': 'IRR_CORP03Y', 'URL': 'http://finance.naver.com/marketindex/interestDailyQuote.nhn?marketindexCd=IRR_CORP03Y'}) + + for i in range(len(inputs)): + input = inputs[i] + NAME = input['NAME'] + CODE = input['CODE'] + + cursor.execute('SELECT ymd FROM ' + tableName + ' WHERE CODE=? order by ymd desc', (CODE,)) + result = cursor.fetchone() + if result == None: + lastDay = self.START_DATE + else: + lastDay = result[0] + + finish = False + for i in range(1, self.limit_page_count): + #html = pd.read_html(input['URL'] + '&page=%s' % i, header=0) + html = None + while True: + try: + html = pd.read_html(requests.get(input['URL'] + '&page=%s' % i, headers=self.header, timeout=30).text) + sleep(0.5) + break + except: + print (input['URL'] + '&page=%s' % i) + if i>200: + break + continue + + ymd, close, diff, rate = "", 0.0, 0.0, 0.0 + # 마지막 페이지 까지 받기 + if len(html[0].날짜.values) <= 1: + break + + for j in range(len(html[0].values)): + item = html[0].values[j] + if str(item[0]) == "nan": + continue + if item[0] <= lastDay: + finish = True + break + + ymd = item[0] + close = item[1] # 종가 + diff = item[2] # 전일대비 + rate = item[3] # 등락율 + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=? and ymd=?', (CODE, ymd,)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, ymd, close, diff, rate) VALUES(?, ?, ?, ?, ?, ?)", (CODE, NAME, ymd, close, diff, rate)) + else: + # cursor.execute("UPDATE " + tableName + " SET close=?, diff=?, rate=? WHERE CODE=? and ymd=?", (close, diff, rate, CODE, ymd)) + finish = True + break + + if finish: + break + print(NAME + " / " + ymd) + + conn.commit() + cursor.close() + conn.close() + return + + # 참고) http://blog.naver.com/PostView.nhn?blogId=koko8624&logNo=221288761509 + def crawl_meterials(self, inFileName): + tableName = 'meta_5' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text, NAME text, ymd text, close REAL, diff REAL, rate REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS " + tableName + "_idx on " + tableName + " (CODE, NAME, ymd) " + cursor.execute(create_key) + + inputs = [] + inputs.append( {'NAME':'WTI', 'CODE':'OIL_CL', 'URL':'http://finance.naver.com/marketindex/worldDailyQuote.nhn?marketindexCd=OIL_CL&fdtc=2'} ) # WTI + inputs.append( {'NAME':'GOLD', 'CODE':'CMDT_GC', 'URL':'http://finance.naver.com/marketindex/worldDailyQuote.nhn?marketindexCd=CMDT_GC&fdtc=2'} ) # 국제 금 + inputs.append({'NAME': 'COPPER', 'CODE': 'CMDT_CDY','URL': 'http://finance.naver.com/marketindex/worldDailyQuote.nhn?marketindexCd=CMDT_CDY&fdtc=2'}) # 구리 + inputs.append({'NAME': 'NATURALGAS', 'CODE': 'CMDT_NG','URL': 'http://finance.naver.com/marketindex/worldDailyQuote.nhn?marketindexCd=CMDT_NG&fdtc=2'}) # 천연가스 + inputs.append({'NAME': 'CORN', 'CODE': 'CMDT_C','URL': 'http://finance.naver.com/marketindex/worldDailyQuote.nhn?marketindexCd=CMDT_C&fdtc=2'}) # 국제 옥수수 + inputs.append({'NAME': 'SOYBEAN', 'CODE': 'CMDT_S','URL': 'http://finance.naver.com/marketindex/worldDailyQuote.nhn?marketindexCd=CMDT_S&fdtc=2'}) # 국제 대두 + + for i in range(len(inputs)): + input = inputs[i] + NAME = input['NAME'] + CODE = input['CODE'] + + cursor.execute('SELECT ymd FROM ' + tableName + ' WHERE CODE=? order by ymd desc', (CODE,)) + result = cursor.fetchone() + if result == None: + lastDay = self.START_DATE + else: + lastDay = result[0] + + finish = False + for i in range(1, self.limit_page_count): + #html = pd.read_html(input['URL'] + '&page=%s' % i, header=0) + html = None + while True: + try: + html = pd.read_html(requests.get(input['URL'] + '&page=%s' % i, headers=self.header, timeout=30).text) + sleep(0.5) + break + except: + print(input['URL'] + '&page=%s' % i) + if i>200: + break + continue + + # 마지막 페이지 까지 받기 + if len(html[0].날짜.values) <= 1: + break + + for j in range(0, len(html[0].values)): + item = html[0].values[j] + + if item[0] <= lastDay: + finish = True + break + ymd = item[0] # 날짜 + close = item[1] # 종가 + diff = item[2] # 전일대비 + rate = item[3] # 등락율 + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=? and ymd=?', (CODE,ymd,)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, ymd, close, diff, rate) VALUES(?, ?, ?, ?, ?, ?)", (CODE, NAME, ymd, close, diff, rate)) + else: + # cursor.execute("UPDATE " + tableName + " SET close=?, diff=?, rate=? WHERE CODE=? and ymd=?", (close, diff, rate, CODE, ymd)) + finish = True + break + + print(CODE, NAME, ymd) + if finish: + break + + conn.commit() + cursor.close() + conn.close() + return + +if __name__ == "__main__": + PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))))) + + metaCrawler = MetaCrawler() + + print("\n[환율 (USD, JPY, EUR, CNY)]") + inFileName = PROJECT_HOME + '/resources/stock.db' + metaCrawler.crawl_exchange(inFileName) + + print("\n[투자자별 매매동향(Trading_Trend)]") + inFileName = PROJECT_HOME + '/resources/stock.db' + metaCrawler.crawl_trading_trend(inFileName) + + print("\n[증시자금동향 (신용잔고, 펀드자금 잔고)]") + inFileName = PROJECT_HOME + '/resources/stock.db' + metaCrawler.crawl_money_trend(inFileName) + + print("\n[국내 시장금리]") + inFileName = PROJECT_HOME + '/resources/stock.db' + metaCrawler.crawl_interest_rates(inFileName) + + print("\n[원유 (WTI), 국제금, COPPER, NATURALGAS, CORN, SOYBEAN]") + inFileName = PROJECT_HOME + '/resources/stock.db' + metaCrawler.crawl_meterials(inFileName) + diff --git a/stockpredictor_back/crawler/sQLite/MovingAverage.py b/stockpredictor_back/crawler/sQLite/MovingAverage.py new file mode 100644 index 0000000..0d555c4 --- /dev/null +++ b/stockpredictor_back/crawler/sQLite/MovingAverage.py @@ -0,0 +1,33 @@ + +class MovingAverage(object): + def __init__(self, max): + self.queue = [] + self.max = max + + def dequeue(self): + length = len(self.queue) + if length == 0 or length < self.max: + return -1 + return self.queue.pop(0) + + def enqueue(self, n): + length = len(self.queue) + if length == self.max: + self.dequeue() + + self.queue.append(n) + pass + + def sum(self): + sum = 0 + for item in self.queue: + sum += item + return sum + + def avg(self): + length = len(self.queue) + total = self.sum() + return round(total / length, 2) + + def print(self): + print(self.sum(), self.queue) \ No newline at end of file diff --git a/stockpredictor_back/crawler/sQLite/StockCrawler.py b/stockpredictor_back/crawler/sQLite/StockCrawler.py new file mode 100644 index 0000000..6208b9c --- /dev/null +++ b/stockpredictor_back/crawler/sQLite/StockCrawler.py @@ -0,0 +1,551 @@ +# https://bigdata-sk.tistory.com/10 +from datetime import datetime, timedelta +import os +import pandas as pd +import re +import json +import sqlite3 +import requests +from time import sleep +import time +from pandas_datareader import data as pdr + +# 닐짜 형식으로 바뀐 this_date값을 확인 가능 +# 읽어온 날짜 정보를 date형식으로 바꿀 일이 계속 생기므로 이 기능을 함수로 정의해줌. +# 함수명은 date_format() + +class StockCrawler: + header = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/87.0.4280.88 Safari/537.36'} + + historical_prices = None + special_pattern = None + fnGuideCrawler = None + + limit_page_count = 1000000 + START_DATE = None + + def __init__(self, START_DATE): + self.historical_prices = dict() + self.special_pattern = ( + '[', '!', '@', '#', '$', '%', '^', '&', '*', '(', ')', ',', '.', '?', '"', ':', ';', '{', '}', '|', '<', '>', + ']', '+', '-', '/', '=', '0', '1', '2', '3', '4', '5', '6', '7', '8', '9') + self.START_DATE = START_DATE + return + + def clean_str(self, string): + string = re.sub(r"\\", " ", string) + string = re.sub(r"\'", " ", string) + string = re.sub(r"\"", " ", string) + string = re.sub(r"`", " ", string) + string = re.sub(r"-", " ", string) + string = re.sub(r"\(.*?\)", " ", string) + string = re.sub(r" ", " ", string) + + return string.strip().lower() + + def getStockInfo(self): + #code_df = pd.read_html('http://kind.krx.co.kr/corpgeneral/corpList.do?method=download&searchType=13', header=0)[0] + code_df = pd.read_html(requests.get('http://kind.krx.co.kr/corpgeneral/corpList.do?method=download&searchType=13', headers=self.header, timeout=30).text)[0] + # code_df = pd.read_excel('../resources/stock/상장법인목록.xls') + + # 종목코드가 6자리이기 때문에 6자리를 맞춰주기 위해 설정해줌 + code_df.종목코드 = code_df.종목코드.map('{:06d}'.format) + + # 우리가 필요한 것은 회사명과 종목코드이기 때문에 필요없는 column들은 제외해준다. + code_df = code_df[['회사명', '종목코드']] + + # 한글로된 컬럼명을 영어로 바꿔준다. + code_df = code_df.rename(columns={'회사명': 'name', '종목코드': 'code'}) + ###print (code_df.head()) + + return code_df + + # 종목 이름을 입력하면 종목에 해당하는 코드를 불러와 + # 네이버 금융(http://finance.naver.com)에 넣어줌 + def get_url(self, item_name, code_df): + code = code_df.query("name=='{}'".format(item_name))['code'].to_string(index=False).strip() + url = 'http://finance.naver.com/item/sise_day.nhn?code={code}'.format(code=code.strip()) + + return code, url + + def date_format(slef, d): + d = str(d).replace('-', '.') + #yyyy = int(d.split('.')[0]) + #mm = int(d.split('.')[1]) + #dd = int(d.split('.')[2]) + #this_date = dt.date(yyyy, mm, dd) + return d + + def getCodeIndex(self, stocks, item_code): + for i, stock in enumerate(stocks): + if item_code == stock['CODE']: + return i + return -1 + + def crawl_etf_stocks(self, inFileName): + tableName = 'stock' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text, NAME text, ymd text, close REAL, diff REAL, open REAL, high REAL, low REAL, volume REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS " + tableName + "_idx on " + tableName + " (CODE, ymd) " + cursor.execute(create_key) + + stocks = [] + stocks.append({"NAME": 'KODEX 코스닥150선물인버스', "CODE": "251340"}) + stocks.append({"NAME": 'KODEX 코스닥150 레버리지', "CODE": "233740"}) + stocks.append({"NAME": 'KODEX 200선물인버스2X', "CODE": "252670"}) + stocks.append({"NAME": 'KODEX 레버리지', "CODE": "122630"}) + stocks.append({"NAME": 'KODEX 인버스', "CODE": "114800"}) + stocks.append({"NAME": 'KODEX 중국본토CSI300', "CODE": "283580"}) + stocks.append({"NAME": 'KODEX 심천ChiNext(합성)', "CODE": "256750"}) + stocks.append({"NAME": 'KINDEX 블룸버그베트남VN30선물레버리지(H)', "CODE": "371130"}) + stocks.append({"NAME": 'KODEX 미국S&P바이오(합성)', "CODE": "185680"}) + stocks.append({"NAME": 'KODEX 미국S&P에너지(합성)', "CODE": "218420"}) + stocks.append({"NAME": 'KODEX 골드선물(H)', "CODE": "132030"}) + stocks.append({"NAME": 'KODEX 콩선물(H)', "CODE": "138920"}) + stocks.append({"NAME": 'KODEX 3대농산물선물(H)', "CODE": "271060"}) + stocks.append({"NAME": 'KODEX 건설', "CODE": "117700"}) + stocks.append({"NAME": 'KODEX 헬스케어', "CODE": "266420"}) + stocks.append({"NAME": 'KODEX 글로벌4차산업로보틱스(합성)', "CODE": "276990"}) + stocks.append({"NAME": 'KODEX 바이오', "CODE": "244580"}) + stocks.append({"NAME": 'KODEX 반도체', "CODE": "091160"}) + stocks.append({"NAME": 'KODEX 보험', "CODE": "140700"}) + stocks.append({"NAME": 'KODEX 필수소비재', "CODE": "266410"}) + stocks.append({"NAME": 'KODEX 2차전지산업', "CODE": "305720"}) + stocks.append({"NAME": 'KODEX 경기소비재', "CODE": "266390"}) + stocks.append({"NAME": 'KODEX 철강', "CODE": "117680"}) + stocks.append({"NAME": 'KODEX 에너지화학', "CODE": "117460"}) + stocks.append({"NAME": 'KODEX 은행', "CODE": "091170"}) + stocks.append({"NAME": 'TIGER 탄소효율그린뉴딜', "CODE": "376410"}) + + start_time = time.time() + for i, stock in enumerate(stocks): + print (i, stock["NAME"], stock["CODE"], (time.time()-start_time), "s") + start_time = time.time() + cursor.execute('SELECT ymd FROM ' + tableName + ' WHERE CODE=? order by ymd desc', (stock["CODE"],)) + result = cursor.fetchone() + ymd = self.START_DATE + if result is not None: + ymd = result[0] + + stock_data = self.crawl_specific_stock(stock["CODE"], ymd) + + for item in stock_data: + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=? and ymd=?', (stock["CODE"],item['ymd'],)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, ymd, close, diff, open, high, low, volume) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?)", (stock["CODE"], stock["NAME"], item['ymd'], item['close'], item['diff'], item['open'], item['high'], item['low'], item['volume'])) + #else: + # cursor.execute("UPDATE " + tableName + " SET close=?, diff=?, open=?, high=?, low=?, volume=? WHERE CODE=? and ymd=?", (item['close'], item['diff'], item['open'], item['high'], item['low'], item['volume'], stock["CODE"], item['ymd'])) + + sleep(0.05) + conn.commit() + cursor.close() + conn.close() + return + + def crawl_stocks(self, inFileName): + tableName = 'stock' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text, NAME text, ymd text, close REAL, diff REAL, open REAL, high REAL, low REAL, volume REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS " + tableName + "_idx on " + tableName + " (CODE, ymd) " + cursor.execute(create_key) + + conn.commit() + cursor.close() + conn.close() + + code_df = self.getStockInfo() + items = code_df.values + + start_time = time.time() + idx = 0 + for item in items: + idx += 1 + + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + item_name = item[0] + item_code = item[1] + + cursor.execute('SELECT ymd FROM ' + tableName + ' WHERE CODE=? order by ymd desc', (item_code,)) + result = cursor.fetchone() + stock = {"CODE": item_code, "NAME": item_name} + + #ymd = (datetime.today() - timedelta(days=300)).strftime('%Y-%m-%d') + ymd = self.START_DATE.replace(".", "-") + if result is not None: + ymd = result[0] + + stock_data = self.crawl_specific_stock(item_code, ymd) + + for item in stock_data: + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=? and ymd=?', (stock["CODE"],item['ymd'],)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, ymd, close, diff, open, high, low, volume) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?)", (stock["CODE"], stock["NAME"], item['ymd'], item['close'], item['diff'], item['open'], item['high'], item['low'], item['volume'])) + #else: + # cursor.execute("UPDATE " + tableName + " SET close=?, diff=?, open=?, high=?, low=?, volume=? WHERE CODE=? and ymd=?", (item['close'], item['diff'], item['open'], item['high'], item['low'], item['volume'], stock["CODE"], item['ymd'])) + + conn.commit() + cursor.close() + conn.close() + print(idx, item_name, item_code, (time.time() - start_time), "s") + + start_time = time.time() + sleep(0.05) + + return + + def crawl_special_stocks(self, inFileName): + tableName = 'stock' + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + # 테이블 생성 + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text, NAME text, ymd text, close REAL, diff REAL, open REAL, high REAL, low REAL, volume REAL)") + + # 키 생성 + create_key = "CREATE INDEX IF NOT EXISTS " + tableName + "_idx on " + tableName + " (CODE, ymd) " + cursor.execute(create_key) + + conn.commit() + cursor.close() + conn.close() + + start_time = time.time() + + pd.options.display.float_format = '{:.4f}'.format + pd.set_option('display.max_columns', None) + + special_stocks = { + '^KS11': 'Kospi', + '^KQ11': 'Kosdak', + + 'SQQQ': 'ProShares UltraPro Short QQQ', + 'TQQQ': 'ProShares UltraPro QQQ', + 'SCO': 'ProShares UltraShort Bloomberg Crude Oil', + 'UCO': 'ProShares Ultra Bloomberg Crude Oil', + 'GLL': 'ProShares UltraShort Gold', + 'UGL': 'ProShares Ultra Gold', + 'SOXS': 'Direxion Daily Semiconductor Bear -3X Shares', + 'SOXL': 'Direxion Daily Semiconductor Bull 3X Shares', + 'FNGD': 'MicroSectors™ FANG+™ Index -3X Inverse Leveraged ETN', + 'FNGU': 'MicroSectors™ FANG+™ Index 3X Leveraged ETN', + + 'AAPL': 'Apple', + 'MSFT': 'Microsoft', + 'GOOG': 'Alphabet C', + 'AMZN': 'Amazon.com', + 'AVGO': 'Broadcom', + 'FB': 'Meta Platforms', + 'NVDA': 'NVIDIA', + 'UNH': 'UnitedHealth', + 'TSM': 'Taiwan Semiconductor', + 'JNJ': 'Johnson & Johnson (JNJ)', + 'TCTZF': 'Tencent Holdings', + 'V': 'Visa A', + 'WMT': 'Walmart', + 'XOM': 'Exxon Mobil', + 'JPM': 'JPMorgan', + 'MA': 'Mastercard', + 'CVX': 'Chevron Corp', + 'HD': 'Home Depot', + 'BAC': 'Bank of America', + 'KO': 'Coca-Cola', + 'COST': 'Costco', + 'DIS': 'Walt Disney', + 'VZ': 'Verizon', + 'CSCO': 'Cisco', + 'ORCL': 'Oracle', + 'NKE': 'Nike', + 'ACN': 'Accenture', + 'ADBE': 'Adobe', + 'CRM': 'Salesforce.com', + 'INTC': 'Intel', + 'QCOM': 'Qualcomm', + 'AMD': 'AMD', + 'MS': 'Morgan Stanley', + 'T': 'AT&T', + 'HON': 'Honeywell', + 'IBM': 'IBM', + 'DQ': 'Daqo New Energy Corp ADR', + 'EBAY': 'eBay Inc', + 'NTAP': 'NetApp Inc', + 'ASML': 'ASML Holding NV ADR', + 'BABA': 'Alibaba Group Holdings Ltd ADR'} + + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + + us_sotck_data = {} + for ticker in special_stocks: + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=?', (ticker,)) + + result = cursor.fetchone() + if result == None: + #start_day = pd.to_datetime('2017-01-01') + start_day = pd.to_datetime(self.START_DATE.replace(".", "-")) + end_day = pd.to_datetime(datetime.today().strftime('%Y-%m-%d')) + else: + #start = (datetime.today() - timedelta(days=300)).strftime('%Y-%m-%d') + start_day = pd.to_datetime(self.START_DATE.replace(".", "-")) + end_day = pd.to_datetime(datetime.today().strftime('%Y-%m-%d')) + + data = None + while True: + try: + data = pdr.get_data_yahoo(ticker, start_day, end_day) + break + except: + print(ticker) + continue + us_sotck_data[ticker] = { + 'close': data['Close'].to_dict(), + 'open': data['Open'].to_dict(), + 'high': data['High'].to_dict(), + 'low': data['Low'].to_dict(), + 'volume': data['Volume'].to_dict() + } + cursor.close() + conn.close() + + dateList = list(us_sotck_data['SQQQ']['close']) + for idx, item_code in enumerate(us_sotck_data): + stock_data = [] + stock = us_sotck_data[item_code] + for i, ymd in enumerate(dateList): + if i > 0: + if ymd in stock['close'] and dateList[i-1] in stock['close']: + diff = stock['close'][ymd] - stock['close'][dateList[i-1]] + else: + continue + else: + if ymd in stock['close']: + diff = stock['close'][ymd] + else: + continue + + stock_data.append({ + 'CODE':item_code, 'NAME':us_stocks[item_code], 'ymd': ymd.strftime('%Y.%m.%d'), + 'close': round(stock['close'][ymd], 2), 'diff': round(diff, 2), 'open': round(stock['open'][ymd], 2), + 'high': round(stock['high'][ymd], 2), 'low': round(stock['low'][ymd], 2), 'volume': stock['volume'][ymd] + }) + + stock_data = reversed(stock_data) + + conn = sqlite3.connect(inFileName) + cursor = conn.cursor() + for item in stock_data: + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=? and ymd=?', (item["CODE"],item['ymd'],)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, ymd, close, diff, open, high, low, volume) VALUES(?, ?, ?, ?, ?, ?, ?, ?, ?)", (item["CODE"], item["NAME"], item['ymd'], item['close'], item['diff'], item['open'], item['high'], item['low'], item['volume'])) + #else: + # cursor.execute("UPDATE " + tableName + " SET close=?, diff=?, open=?, high=?, low=?, volume=? WHERE CODE=? and ymd=?", (item['close'], item['diff'], item['open'], item['high'], item['low'], item['volume'], stock["CODE"], item['ymd'])) + + conn.commit() + cursor.close() + conn.close() + print(idx, item_code, us_stocks[item_code], (time.time() - start_time), "s") + + start_time = time.time() + sleep(0.05) + return + + + def get_data(self, code, lastDay): + url = 'http://finance.naver.com/item/sise_day.nhn?code={code}'.format(code=code.strip()) + + stock = [] + # 일자 데이터를 담을 df라는 DataFrame 정의 + df = pd.DataFrame() + + date_set = set() + lastPage = False + # 1페이지에서 1000페이지의 데이터만 가져오기 + for page in range(1, self.limit_page_count): + # 최근 상장 기업의 마지막 반복되는 페이지를 제외시킨다. + pg_url = '{url}&page={page}'.format(url=url, page=page) + #html = pd.read_html(pg_url, header=0) + html = None + while True: + try: + html = pd.read_html(requests.get(pg_url, headers=self.header, timeout=30).text) + sleep(0.5) + break + except: + print(pg_url) + if page > 200: + break + continue + + for date in html[0].날짜.values: + if type(date) is str: + if date in date_set: + lastPage = True + break + date_set.add(date) + + if date == lastDay: + lastPage = True + df = df.append(html[0], ignore_index=True) + break + df = df.append(html[0], ignore_index=True) + df = df.dropna() + if (lastPage) or (len(df) < 1) or ("날짜" not in df) or (df.날짜[1]==''): + print("\t- lastpage:", page) + break + + # df.dropna()를 이용해 결측값 있는 행 제거 + df = df.dropna() + + # 상위 5개 데이터 확인하기 + ###print (df.head()) + + # 한글로 된 컬럼명을 영어로 바꿔줌 + df = df.rename(columns={'날짜': 'date', '종가': 'close', '전일비': 'diff', '시가': 'open', '고가': 'high', '저가': 'low', '거래량': 'volume'}) + + # 데이터의 타입을 int형으로 바꿔줌 + df[['close', 'diff', 'open', 'high', 'low', 'volume']] = df[['close', 'diff', 'open', 'high', 'low', 'volume']].astype(int) + + for values in df.values: + day = str(values[0]).split(' ')[0] + if lastDay == day: + break + stock.append({ + "ymd": day, + df.columns[1]: values[1], + df.columns[2]: values[2], + df.columns[3]: values[3], + df.columns[4]: values[4], + df.columns[5]: values[5], + df.columns[6]: values[6], + }) + + # stock = sorted(stock, key=lambda x: x['ymd'], reverse=True) + stock = sorted(stock, key=lambda x: x['ymd']) + return stock + + def crawl_specific_stock(self, code, ymd): + # 데이터 수집 + stock = self.get_data(code, ymd) + + # 이동 평균 계산 + #self.get_moving_avg(stock) + + return stock + + def update(self, inFileName, outFileName): + """ + Full json 데이터를 db에 import 시킴 + inFileName = PROJECT_HOME + '/resources/stock.json.full' + outFileName = PROJECT_HOME + '/resources/stock.db' + crawler = StockCrawler() + crawler.update(inFileName, outFileName) + + :param inFileName: + :param outFileName: + :return: + """ + tableName = 'stock' + conn = sqlite3.connect(outFileName, isolation_level=None) + cursor = conn.cursor() + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text PRIMARY KEY, NAME text, PRICE text, MACD text, STOCHASTIC text, ICHIMOKU text, RSI text, BOLINGERBAND text)") + + idx = 0 + inFp = open(inFileName, 'r') + for line in inFp.readlines(): + if line: + idx += 1 + stock = json.loads(line) + print(idx, stock["CODE"], stock["NAME"]) + + text = json.dumps(stock["PRICE"], ensure_ascii=False) + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=?', (stock["CODE"],)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, PRICE) VALUES(?, ?, ?)", (stock["CODE"], stock["NAME"], text)) + else: + cursor.execute("UPDATE " + tableName + " SET PRICE=? WHERE CODE=?", (text, stock["CODE"])) + + return + + + def saveIndex(self, code, inFileName, outFileName): + tableName = 'stock' + conn = sqlite3.connect(outFileName) + cursor = conn.cursor() + cursor.execute("CREATE TABLE IF NOT EXISTS " + tableName + " (CODE text PRIMARY KEY, NAME text, PRICE text, MACD text, STOCHASTIC text, ICHIMOKU text, RSI text, BOLINGERBAND text)") + + stock = {"NAME": code, "CODE": code} + + lastDay = "" + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=?', (stock["CODE"],)) + result = cursor.fetchone() + if result is not None: + stock["PRICE"] = json.loads(result[2]) + lastDay = stock["PRICE"][len(stock["PRICE"]) - 1]["DATE"] + + with open(inFileName, "r", encoding="utf-8") as inFp: + for line in inFp: + line = line.strip() + if line[0] == "#": + continue + + arr = line.split("\t") + if arr[0] == lastDay: + break + + price = {"DATE": arr[0], "close": float(arr[1]), "diff": float(arr[6].replace("%", "")), "open": float(arr[2]), "high": float(arr[3]), "low": float(arr[4]), "volume": 0} + price['avg3'] = 0 + price['avg5'] = 0 + price['avg7'] = 0 + price['avg10'] = 0 + price['avg20'] = 0 + price['avg30'] = 0 + price['avg60'] = 0 + price['avg90'] = 0 + price['avg100'] = 0 + price['avg120'] = 0 + price['avg150'] = 0 + price['avg180'] = 0 + price['avg200'] = 0 + price['avg240'] = 0 + stock["PRICE"].append(price) + + stock["PRICE"] = sorted(stock["PRICE"], key=lambda x: x['DATE']) + # self.get_moving_avg(stock) + + text = json.dumps(stock['PRICE'], ensure_ascii=False) + + cursor.execute('SELECT * FROM ' + tableName + ' WHERE CODE=?', (stock["CODE"],)) + result = cursor.fetchone() + if result == None: + cursor.execute("INSERT INTO " + tableName + "(CODE, NAME, PRICE, MACD, STOCHASTIC, ICHIMOKU, RSI) VALUES(?, ?, ?, ?, ?, ?, ?)", (stock["CODE"], stock["NAME"], text, "[{}]", "[{}]", "[{}]", "[{}]")) + else: + cursor.execute("UPDATE " + tableName + " SET PRICE=?, MACD=?, STOCHASTIC=?, ICHIMOKU=?, RSI=? WHERE CODE=?", (text, "[{}]", "[{}]", "[{}]", "[{}]", stock["CODE"])) + + conn.commit() + cursor.close() + conn.close() + return + +if __name__ == "__main__": + stockCrawler = StockCrawler() + + PROJECT_HOME = os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(os.path.join(os.path.dirname(__file__)))))))) + stockFileName = PROJECT_HOME + '/resources/stock.db' + stockCrawler.crawl_us_sotck_datas(stockFileName) diff --git a/stockpredictor/crawler/toJsonFile/Crawler.py b/stockpredictor_back/crawler/toJsonFile/Crawler.py similarity index 100% rename from stockpredictor/crawler/toJsonFile/Crawler.py rename to stockpredictor_back/crawler/toJsonFile/Crawler.py diff --git a/stockpredictor/crawler/toJsonFile/FnGuideCrawler.py b/stockpredictor_back/crawler/toJsonFile/FnGuideCrawler.py similarity index 100% rename from stockpredictor/crawler/toJsonFile/FnGuideCrawler.py rename to stockpredictor_back/crawler/toJsonFile/FnGuideCrawler.py diff --git a/stockpredictor/crawler/toJsonFile/MetaCrawler.py b/stockpredictor_back/crawler/toJsonFile/MetaCrawler.py similarity index 100% rename from stockpredictor/crawler/toJsonFile/MetaCrawler.py rename to stockpredictor_back/crawler/toJsonFile/MetaCrawler.py diff --git a/stockpredictor/crawler/toJsonFile/StockCrawler.py b/stockpredictor_back/crawler/toJsonFile/StockCrawler.py similarity index 100% rename from stockpredictor/crawler/toJsonFile/StockCrawler.py rename to stockpredictor_back/crawler/toJsonFile/StockCrawler.py diff --git a/stockpredictor/crawler/toSQLite/Crawler.py b/stockpredictor_back/crawler/toSQLite/Crawler.py similarity index 100% rename from stockpredictor/crawler/toSQLite/Crawler.py rename to stockpredictor_back/crawler/toSQLite/Crawler.py diff --git a/stockpredictor/crawler/toSQLite/FnGuideCrawler.py b/stockpredictor_back/crawler/toSQLite/FnGuideCrawler.py similarity index 100% rename from stockpredictor/crawler/toSQLite/FnGuideCrawler.py rename to stockpredictor_back/crawler/toSQLite/FnGuideCrawler.py diff --git a/stockpredictor/crawler/toSQLite/MetaCrawler.py b/stockpredictor_back/crawler/toSQLite/MetaCrawler.py similarity index 100% rename from stockpredictor/crawler/toSQLite/MetaCrawler.py rename to stockpredictor_back/crawler/toSQLite/MetaCrawler.py diff --git a/stockpredictor/crawler/toSQLite/StockCrawler.py b/stockpredictor_back/crawler/toSQLite/StockCrawler.py similarity index 100% rename from stockpredictor/crawler/toSQLite/StockCrawler.py rename to stockpredictor_back/crawler/toSQLite/StockCrawler.py diff --git a/stockpredictor/crawler/toSQLite/inout.cvs b/stockpredictor_back/crawler/toSQLite/inout.cvs similarity index 100% rename from stockpredictor/crawler/toSQLite/inout.cvs rename to stockpredictor_back/crawler/toSQLite/inout.cvs diff --git a/stockpredictor/train/PricePredictor.py b/stockpredictor_back/train/PricePredictor.py similarity index 100% rename from stockpredictor/train/PricePredictor.py rename to stockpredictor_back/train/PricePredictor.py diff --git a/util/StockExtractor.py b/util/StockExtractor.py deleted file mode 100644 index be1985f..0000000 --- a/util/StockExtractor.py +++ /dev/null @@ -1,37 +0,0 @@ -import json - -class StockExtractor: - - def __init__(self): - return - - def write (self, dir, code): - inFile = open(dir+"/stock.json", 'r', encoding='utf-8') - outFile = open(dir+"/"+code+".txt", 'w', encoding='utf-8') - - outFile.write("DATE\tclose\tdiff\topen\thigh\tlow\tvolume\tavg3\tavg5\tavg7\tavg10\tavg20\tavg30\tavg60\tavg90\tavg100\tavg120\tavg150\tavg180\tavg200\tavg240\n") - while True: - line = inFile.readline() - if not line: - break - - data = json.loads(line) - if data['CODE'] == code: - price = data['PRICE'] - for item in price: - outFile.write("%s\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\t%d\n"%(item["DATE"], item["close"], item["diff"], item["open"], item["high"], item["low"], item["volume"], item["avg3"], item["avg5"], item["avg7"], item["avg10"], item["avg20"], item["avg30"], item["avg60"], item["avg90"], item["avg100"], item["avg120"], item["avg150"], item["avg180"], item["avg200"], item["avg240"])) - break - - outFile.close() - inFile.close() - -if __name__ == "__main__": - stockExtractor = StockExtractor() - # "NAME": "KODEX 코스닥150선물인버스", "CODE": "251340" - # "NAME": "KODEX 코스닥150 레버리지", "CODE": "233740" - # "NAME": "KODEX 200선물인버스2X", "CODE": "252670" - # "NAME": "KODEX 레버리지", "CODE": "122630" - stockExtractor.write("../resources/", "251340") - stockExtractor.write("../resources/", "233740") - stockExtractor.write("../resources/", "252670") - stockExtractor.write("../resources/", "122630") \ No newline at end of file