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import streamlit as st | |
import yfinance as yf | |
import plotly.graph_objects as go | |
import pandas as pd | |
def fetch_data(ticker): | |
data = yf.download(ticker, start='2020-01-01', end='2024-01-01') | |
data['MA Fast'] = data['Close'].rolling(window=5).mean() | |
data['MA Slow'] = data['Close'].rolling(window=10).mean() | |
data['Upper Band'], data['Lower Band'] = data['Close'].rolling(20).mean() + 2*data['Close'].rolling(20).std(), data['Close'].rolling(20).mean() - 2*data['Close'].rolling(20).std() | |
return data | |
def plot_data(data): | |
fig = go.Figure() | |
# Adding Candles | |
fig.add_trace(go.Candlestick(x=data.index, open=data['Open'], high=data['High'], low=data['Low'], close=data['Close'], name='Candlesticks')) | |
# Adding MA lines | |
fig.add_trace(go.Scatter(x=data.index, y=data['MA Fast'], line=dict(color='blue', width=1.5), name='MA Fast')) | |
fig.add_trace(go.Scatter(x=data.index, y=data['MA Slow'], line=dict(color='red', width=1.5), name='MA Slow')) | |
# Adding Bollinger Bands | |
fig.add_trace(go.Scatter(x=data.index, y=data['Upper Band'], line=dict(color='green', width=1), name='Upper Band')) | |
fig.add_trace(go.Scatter(x=data.index, y=data['Lower Band'], line=dict(color='green', width=1), name='Lower Band')) | |
# Identify buy and sell signals | |
buys = data[(data['Close'] > data['Lower Band']) & (data['Close'] < data['MA Slow'])] | |
sells = data[(data['Close'] < data['Upper Band']) & (data['Close'] > data['MA Fast'])] | |
fig.add_trace(go.Scatter(x=buys.index, y=buys['Close'], mode='markers', marker=dict(color='yellow', size=10), name='Buy Signal')) | |
fig.add_trace(go.Scatter(x=sells.index, y=sells['Close'], mode='markers', marker=dict(color='purple', size=10), name='Sell Signal')) | |
return fig | |
# Streamlit user interface | |
st.sidebar.header('BBMA Re-entry Strategy') | |
ticker = st.sidebar.text_input('Enter ticker symbol', value='AAPL') | |
button = st.sidebar.button('Analyze') | |
if button: | |
data = fetch_data(ticker) | |
fig = plot_data(data) | |
st.plotly_chart(fig, use_container_width=True) | |