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"source": [
"# **2 기술적 분석**\n",
"Fundamental Analysis & Back Testing\n",
"\n",
"## **1 Candle Chart 그리기**\n",
"기술적 지표 분석을 위한 데이터 수집 및 분석하기\n",
"- plotly 를 활용하여 SMA, EMA 보조지표 그리기"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "focal-vacuum",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"found : D2Coding\n"
]
}
],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.font_manager import fontManager as fm\n",
"\n",
"plt.style.use('seaborn') # 'seaborn-colorblind'\n",
"plt.rc('axes', unicode_minus=False)\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"font_list_check = ['D2Coding', 'NanumGothicCoding', 'NanumGothic']\n",
"\n",
"for font in font_list_check:\n",
" font_counts = [ f for f in font_list_check \n",
" if font in [_.name for _ in fm.ttflist]]\n",
" if len(font_counts) > 1: \n",
" print(f\"found : {font}\"); break\n",
" \n",
"plt.rc('font', family=font) # 폰트 적용하기"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "901ed591-e6eb-416c-8f5f-5353c33240ba",
"metadata": {},
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" | \n",
" Open | \n",
" High | \n",
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" Close | \n",
" Adj Close | \n",
" Volume | \n",
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\n",
" \n",
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" 2019-12-31 | \n",
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" Open High Low Close Adj Close Volume\n",
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],
"source": [
"DATA_FILENAME = 'data/stock-twitter.pkl'\n",
"import pandas as pd\n",
"import yfinance as yf\n",
"try:\n",
" df_twiter = pd.read_pickle(DATA_FILENAME)\n",
"except FileNotFoundError:\n",
" df_twiter = yf.download('TWTR', start='2020-01-01', end='2022-12-31', progress=False)\n",
" df_twiter.to_pickle(DATA_FILENAME)\n",
"df_twiter.head(3)"
]
},
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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plotly 활성화 하기\n",
"import cufflinks as cf\n",
"from plotly.offline import iplot, init_notebook_mode\n",
"cf.set_config_file(world_readable=True, theme='pearl', offline=True) # set up settings (run it once)\n",
"init_notebook_mode()\n",
"\n",
"# 수집한 데이터를 활용하여 그림 그리기 (1.캔들차트, 2.거래량, 3,4.이동평균 곡선)\n",
"# SMA : 단순 이동 평균 (Simple Moving Average)\n",
"# EMA : 지수 이동 평균 (Exponential Moving Average)\n",
"qf = cf.QuantFig(df_twiter, title='Twitter Stock Price', legend='top', name='twitter')\n",
"qf.add_sma(periods=20, column='Close', color='red')\n",
"qf.add_ema(periods=20, color='green')\n",
"qf.add_volume()\n",
"qf.iplot()"
]
},
{
"cell_type": "markdown",
"id": "future-stress",
"metadata": {
"tags": []
},
"source": [
"
\n",
"\n",
"## **2 Back Testing 시작하기**\n",
"- **[BackTesting with PANDAS](https://towardsdatascience.com/backtest-trading-strategies-with-pandas-vectorized-backtesting-26001b0ba3a5)**\n",
"- **[다중 데이터 BackTesting](https://jsp-dev.tistory.com/104)**\n",
"- **[matplotlib Warning Error Fix](https://community.backtrader.com/topic/981/importerror-cannot-import-name-min_per_hour-when-trying-to-plot/8)**\n",
"- 단순 이동평균 전략등 다양한 전략을 간편하게 Simulation 가능\n",
"- 보조적인 기술적 지표를 활용한 매매분석에 용이\n",
"\n",
"### **01 Loading the DataSet**"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ddfc57e2-8976-4be1-9030-3422ad8b931c",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Open | \n",
" High | \n",
" Low | \n",
" Close | \n",
" Adj Close | \n",
" Volume | \n",
"
\n",
" \n",
" Date | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2019-12-31 | \n",
" 31.860001 | \n",
" 32.320000 | \n",
" 31.770000 | \n",
" 32.049999 | \n",
" 32.049999 | \n",
" 11050600 | \n",
"
\n",
" \n",
" 2020-01-02 | \n",
" 32.310001 | \n",
" 32.500000 | \n",
" 31.959999 | \n",
" 32.299999 | \n",
" 32.299999 | \n",
" 10721100 | \n",
"
\n",
" \n",
" 2020-01-03 | \n",
" 31.709999 | \n",
" 32.099998 | \n",
" 31.260000 | \n",
" 31.520000 | \n",
" 31.520000 | \n",
" 14429500 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Open High Low Close Adj Close Volume\n",
"Date \n",
"2019-12-31 31.860001 32.320000 31.770000 32.049999 32.049999 11050600\n",
"2020-01-02 32.310001 32.500000 31.959999 32.299999 32.299999 10721100\n",
"2020-01-03 31.709999 32.099998 31.260000 31.520000 31.520000 14429500"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"DATA_FILENAME = 'data/stock-apple.pkl'\n",
"import pandas as pd\n",
"import yfinance as yf\n",
"try:\n",
" data_csv = pd.read_pickle(DATA_FILENAME)\n",
"except FileNotFoundError:\n",
" data_csv = yf.download('TWTR', start='2020-01-01', end='2022-12-31', progress=False)\n",
" data_csv.to_pickle(DATA_FILENAME)\n",
"data_csv.head(3)"
]
},
{
"cell_type": "markdown",
"id": "77869309-3608-4017-a2d6-1ee3a7461a24",
"metadata": {
"tags": []
},
"source": [
"### **02 Converting The Price DataSet**\n",
"loading from CSV to **Pandas DataFrame** of the BackTrader DataSet.\n",
"- https://www.backtrader.com/docu/datafeed/"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1adf8e45-73c3-49b3-9bd9-2fff7e3d11b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"backtrader.feeds.pandafeed.PandasData"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Back Trading 전략에 DataFrame 데이터로 Simulation 합니다.\n",
"import backtrader as bt\n",
"data_stock = bt.feeds.PandasData(dataname = data_csv)\n",
"type(data_stock)"
]
},
{
"cell_type": "markdown",
"id": "131dfece-6f2a-471b-9fa0-7137452acd8c",
"metadata": {
"tags": []
},
"source": [
"
\n",
"\n",
"## **3 1개 기준선을 활용한 Back Testing 1**\n",
"- 종가가 20일 SMA 보다 높으면 매수를 한다\n",
"- 종가가 20일 SMA 보다 낮으면 보유한 주식을 매도한다\n",
"- 주식 매매는 1주만 허용 된다\n",
"\n",
"### **01 Strategy SIGNAL Class**\n",
"- **SMA Signal's Class** 를 정의하고, BackTesting 진행한다"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "absolute-halloween",
"metadata": {},
"outputs": [],
"source": [
"# Signal Class 를 정의합니다.\n",
"# => 20일 이동평균선 전략을 정의 합니다.\n",
"class SmaSignal(bt.Signal):\n",
" params = (('period', 20), )\n",
" \n",
" def __init__(self):\n",
" self.lines.signal = self.data - bt.ind.SMA(period=self.p.period)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "tight-produce",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting Portfolio Value : 1000.00\n",
"Final Portfolio Value: 1035.30\n"
]
}
],
"source": [
"# Back Testing 을 설정에 추가합니다\n",
"cerebro = bt.Cerebro(stdstats=False)\n",
"cerebro.adddata(data_stock) # Add the data feed \n",
"cerebro.broker.setcash(1000.0)\n",
"cerebro.add_signal(bt.SIGNAL_LONG, SmaSignal)\n",
"cerebro.addobserver(bt.observers.BuySell)\n",
"cerebro.addobserver(bt.observers.Value)\n",
"\n",
"# Back Testing 실행 결과를 계산 합니다.\n",
"print(f'Starting Portfolio Value : {cerebro.broker.getvalue():.2f}')\n",
"cerebro.run()\n",
"print(f'Final Portfolio Value: {cerebro.broker.getvalue():.2f}')"
]
},
{
"cell_type": "markdown",
"id": "likely-orientation",
"metadata": {
"tags": []
},
"source": [
"### **02 Visualization**\n",
"- **[matplotlib Warning Error Fix](https://community.backtrader.com/topic/981/importerror-cannot-import-name-min_per_hour-when-trying-to-plot/8)**\n",
"- **[matplotlib Warning Error Fix2](https://community.backtrader.com/topic/2881/cannot-import-name-warnings-from-matplotlib-dates)**"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "administrative-territory",
"metadata": {},
"outputs": [
{
"data": {
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