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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import win32com.client\n",
"from time import sleep\n",
"import sys\n",
"\n",
"# 텔레그램 봇, 크레온 API\n",
"import ChatBotModel\n",
"import CreonAPI"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"class BuyError(Exception):\n",
" pass\n",
"\n",
"class get_market_trend_error(Exception):\n",
" pass\n",
"\n",
"class get_score_error(Exception):\n",
" pass\n",
"\n",
"class get_current_price_error(Exception):\n",
" pass\n",
"\n",
"class get_daily_price_error(Exception):\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"get_daily_price 통신상태 0 \n",
"get_current_price 통신상태 0 0027 조회가 완료되었습니다.(stock.new.mst)\n"
]
}
],
"source": [
"# if __name__ == \"__main__\":\n",
"BUS = ChatBotModel.Bot2ndBUS() # 텔레그램 봇 기동\n",
"\n",
"# 100일간 일별 데이터 구하기, etf150_data = get_daily_price(code)\n",
"code = 'A233740' # ETF 코스닥150 레버리지\n",
"ETF150 = CreonAPI.creon_func(code)\n",
"\n",
"try:\n",
" # etf150_data = get_daily_price(code) # 100일간 데이터 구하기\n",
" ret = ETF150.get_daily_price()\n",
" if ret[0] == False:\n",
" raise get_daily_price_error()\n",
" else:\n",
" etf150_data = ret[1]\n",
" \n",
" ret = ETF150.get_current_price()\n",
" # 리턴값이 int라서 if ret == False에서 비교시 type 에러가 발생함.\n",
" if ret[0] == False:\n",
" raise get_current_price_error()\n",
" else:\n",
" current_price = ret[1]\n",
"except get_daily_price_error:\n",
" BUS.sendMessage('get_daily_price 크레온 API 연동에 문제가 발생하였습니다.')\n",
" sys.exit()\n",
"except get_current_price_error:\n",
" BUS.sendMessage('get_current_price 크레온 API 연동에 문제가 발생하였습니다.')\n",
" sys.exit()\n",
"except Exception as ex:\n",
" print ('CREON API ERROR', ex)\n",
" BUS.sendMessage('CREON API ERROR')\n",
" sys.exit()\n",
"\n",
"# atr 14일 구하기, atr14 = get_atr(etf150_data)\n",
"atr14 = ETF150.get_atr(etf150_data)\n",
"etf150_data.insert(len(etf150_data.columns),\"ATR14\", atr14)\n",
"\n",
"# RISK MANAGEMENT\n",
"one_trading_risk = 2 # 2%\n",
"equity = 1000000 # 자본금 백만원\n",
"one_trading_risk_price = equity * one_trading_risk / 100 \n",
"number_of_items = 1 # 종목수\n",
"etf150_data = etf150_data.reset_index()\n",
"ATR = etf150_data.loc[len(etf150_data)-1,'ATR14']\n",
"stop_loss_price = current_price - (ATR * 2) # 2N으로 계산\n",
"one_trading_risk_price_each = one_trading_risk_price / number_of_items\n",
"purchase_quantity = int(round(one_trading_risk_price_each / (ATR * 2))) # 2N으로 계산\n",
"purchase_amount = purchase_quantity * current_price\n",
"###########################################\n",
"\n",
"# ma 일자별 구하기\n",
"ma = []\n",
"for i in range(3,21):\n",
" ma.append(ETF150.get_ma(etf150_data, i))\n",
"\n",
"for i in range(0,18):\n",
" etf150_data.insert(len(etf150_data.columns),\"ma\"+str(i+3), ma[i])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# 분단위 트랜드를 파악하여 매수 타이밍을 결정하가\n",
"# 3시 15분에 매수할지 30분에 매수할지\n",
"# 양봉일때는 추세가 살아 있을때 매수하고\n",
"# 음봉일때는 추세가 죽어 있음으로 종가일때 비교하여 매수하고\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# 총5회 매수, 3시 10분, 15분, 20분, 25분, 28분\n",
"# 여러분 구매할려고 했으나 수수료 문제로 구현하지 않음.\n",
"\n",
"try:\n",
" \n",
" # 현재가격 기준으로 score 구하기, score = get_score(etf150_data, code)\n",
" ret = ETF150.get_score(etf150_data)\n",
" if ret[0] == False:\n",
" raise get_score_error()\n",
" else:\n",
" score = ret[1]\n",
" \n",
" # 매수조건 구하기, 리턴할때 UP/DOWN과 현재가 돌려줌 entry = get_market_trend(etf150_data)\n",
" ret = ETF150.get_market_trend(etf150_data) # return값으로 [0] - UP/Down, [1] - 현재가\n",
" if ret[0] == False:\n",
" raise get_market_trend_error()\n",
" else:\n",
" entry = ret\n",
"\n",
" # 현금매수하기, buy_code(code, purchase_quantity, buy_price)\n",
" if entry[1] == \"UP\":\n",
" ret = ETF150.buy_code(code, purchase_quantity, entry[2])\n",
" if ret == False:\n",
" raise BuyError()\n",
" else:\n",
" BUS.sendMessage('크레온 API를 통해 매수하였습니다.')\n",
" else:\n",
" print (\"금일 매수 신호가 발생하지 않았습니다.\")\n",
" BUS.sendMessage('금일 매수 신호가 발생하지 않았습니다.')\n",
"\n",
"except get_market_trend_error:\n",
" BUS.sendMessage('get_market_trend 크레온 API 연동에 문제가 발생하였습니다.')\n",
" sys.exit()\n",
"except get_score_error:\n",
" BUS.sendMessage('get_score 크레온 API 연동에 문제가 발생하였습니다.')\n",
" sys.exit()\n",
"except BuyError:\n",
" print (\"매수시 크레온 API 연동에 문제가 발생하였습니다\") #telegram bot으로 통보하기\n",
" BUS.sendMessage('매수시 크레온 API 연동에 문제가 발생하였습니다.')\n",
" sys.exit()\n",
"except Exception as ex:\n",
" print ('CREON API ERROR', ex)\n",
" BUS.sendMessage('CREON API ERROR')\n",
" sys.exit()\n",
"\n",
"# csv로 저장\n",
"etf150_data.to_csv(\"etf150.csv\", mode=\"w\")"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1575f50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 텔레그램 보내기\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"fig = plt.figure(figsize=(20,10))\n",
"l = fig.add_subplot(1,2,1)\n",
"r = fig.add_subplot(1,2,2)\n",
"\n",
"l.plot(etf150_data[95:100].Close,'o',color='black', linestyle='dashed',markersize=12)\n",
"l.plot(etf150_data[95:100].ma5)\n",
"l.plot(etf150_data[95:100].ma10)\n",
"l.legend(loc='best')\n",
"l.grid(True)\n",
"\n",
"r.text(0.0, 0.9, \"1. Equity : \" + str(equity), size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.8, \"2. one trading risk(%) : \"+ str(one_trading_risk),size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.7, \"3. Number of items : \"+ str(number_of_items),size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.6, \"4. ATR(2N) Price : \"+ str(ATR * 2),size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.5, \"5. Current Price : \"+ str(current_price),size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.4, \"6. Stop Loss : \"+ str(stop_loss_price),size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.3, \"7. Purchase quantity : \"+ str(purchase_quantity),size=20,ha=\"left\", va=\"center\")\n",
"r.text(0.0, 0.2, \"8. Purchase amount : \"+ str(purchase_amount),size=20,ha=\"left\", va=\"center\")\n",
"\n",
"r.plot\n",
"# r.plot(x,y)\n",
"plt.show()\n",
"fig.savefig(\"etf150.png\")\n",
"\n",
"# 매매 현황을 이미지 파일로 전송\n",
"BUS.sendPhoto(open('etf150.png', 'rb'))"
]
},
{
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