Add script for generating TRIN swing trading strategy signals
This commit is contained in:
parent
47361429ad
commit
586a9ed607
46
strategies/trin.py
Normal file
46
strategies/trin.py
Normal file
@ -0,0 +1,46 @@
|
||||
import numpy as np
|
||||
|
||||
from pandas import DataFrame, Series
|
||||
|
||||
from ohlc import ohlc
|
||||
|
||||
def calculate_rsi(data: DataFrame, period: int = 2) -> Series:
|
||||
"""
|
||||
Calculate the RSI and return it as a Series without modifying the original DataFrame.
|
||||
"""
|
||||
delta = data['Close'].diff()
|
||||
gain = np.where(delta > 0, delta, 0)
|
||||
loss = np.where(delta < 0, -delta, 0)
|
||||
|
||||
alpha = 1 / period
|
||||
avg_gain = Series(gain).ewm(alpha = alpha, adjust = False).mean()
|
||||
avg_loss = Series(loss).ewm(alpha = alpha, adjust = False).mean()
|
||||
|
||||
rs = avg_gain / avg_loss
|
||||
return 100 - (100 / (1 + rs))
|
||||
|
||||
def signals(data: DataFrame) -> Series:
|
||||
"""
|
||||
Generate long signals based on the TRIN strategy with the following rules:
|
||||
1. SPY is above its 200-day moving average
|
||||
2. 2-period RSI is below 50
|
||||
3. TRIN closes above 1
|
||||
|
||||
Returns a Series with 'L' for long signals and 'N' for no signal.
|
||||
"""
|
||||
ma_200 = data['Close'].rolling(window = 200).mean()
|
||||
|
||||
rsi_2 = calculate_rsi(data, period = 2)
|
||||
|
||||
start_date = data['Date'].min()
|
||||
end_date = data['Date'].max()
|
||||
trin_data = ohlc(symbol = 'RINT.Z', start_date = start_date, end_date = end_date)
|
||||
|
||||
trin_above_1 = trin_data['Close'] > 1
|
||||
|
||||
above_200_ma = data['Close'] > ma_200
|
||||
rsi_below_50 = rsi_2 < 50
|
||||
|
||||
signals = Series('N', index = data.index)
|
||||
signals[above_200_ma & rsi_below_50 & trin_above_1] = 'L'
|
||||
return signals
|
Loading…
Reference in New Issue
Block a user