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June 19, 2021 12:08
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def get_stock_price(ticker): | |
data = yf.download(ticker, start="2021-01-01") | |
return data | |
def add_EMA(price, day): | |
return price.ewm(span=day).mean() | |
def add_STOCH(close, low, high, period, k, d=0): | |
STOCH_K = ((close - low.rolling(window=period).min()) / (high.rolling(window=period).max() - low.rolling(window=period).min())) * 100 | |
STOCH_K = STOCH_K.rolling(window=k).mean() | |
if d == 0: | |
return STOCH_K | |
else: | |
STOCH_D = STOCH_K.rolling(window=d).mean() | |
return STOCH_D | |
stock_code = "7233" | |
price_chart_df = get_stock_price(stock_code + ".KL") | |
open = price_chart_df['Open'] | |
close = price_chart_df['Close'] | |
high = price_chart_df['High'] | |
low = price_chart_df['Low'] | |
price_chart_df['EMA18'] = add_EMA(close,18) | |
price_chart_df['EMA50'] = add_EMA(close,50) | |
price_chart_df['EMA100'] = add_EMA(close,100) | |
price_chart_df['STOCH_%K(5,3,3)'] = add_STOCH(close, low, high, 5, 3) | |
price_chart_df['STOCH_%D(5,3,3)'] = add_STOCH(close, low, high, 5, 3, 3) |
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