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TradingBot/RSI.py
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""" Functionality for RSI Technical Indicator """ | |
import yfinance as yf | |
import time | |
# Function returns RSI values, takes trading interval, look back period and start date as parameters | |
def RSI(ticker, interval, period_length): | |
# 1m interval max 7d period on API call | |
if (interval in ('1m', '2m', '5m', '10m', '15m')): | |
data_period = '2d' | |
else: | |
data_period = '30d' | |
# Set the ticker security | |
security = ticker | |
# Set the RSI window length | |
window_length = period_length | |
# Retrieve the stock data from Yahoo Finance | |
stock_data = yf.download(security, interval=interval, period=data_period, progress=False) | |
# Calculate the RSI | |
close = stock_data['Close'] | |
delta = close.diff() | |
gain = delta.where(delta > 0, 0) | |
loss = -delta.where(delta < 0, 0) | |
avg_gain = gain.rolling(window_length).mean() | |
avg_loss = loss.rolling(window_length).mean().abs() | |
rs = avg_gain / avg_loss | |
rsi = 100 - (100 / (1 + rs)) | |
# Get latest RSI value and time stamp | |
last_rsi = rsi.iloc[-1] | |
last_time = rsi.index[-1] | |
#(f"\nRSI at {last_time}: {last_rsi:.2f}") | |
# return latest RSI Value | |
return last_rsi, last_time |