diff --git a/python-for-stock-analysis/README.md b/python-for-stock-analysis/README.md new file mode 100644 index 0000000000..e64511d652 --- /dev/null +++ b/python-for-stock-analysis/README.md @@ -0,0 +1,9 @@ +# Python for Stock Analysis: Build a Portfolio Analyzer + +This folder provides the code examples for the Real Python tutorial [Python for Stock Analysis: Build a Portfolio Analyzer](https://realpython.com/python-for-stock-analysis/). + +- `fetch_prices.py`: Downloads adjusted daily closing prices with yfinance and saves them to `prices.csv` +- `prices.csv`: Snapshot of the prices used in the tutorial (2021-01-04 to 2025-12-31, downloaded in October 2026) +- `portfolio.py`: The finished portfolio analyzer + +Install the dependencies with `python -m pip install -r requirements.txt`, then run `python portfolio.py` to print the summary table and save `growth.png`. diff --git a/python-for-stock-analysis/fetch_prices.py b/python-for-stock-analysis/fetch_prices.py new file mode 100644 index 0000000000..d74cca0bcc --- /dev/null +++ b/python-for-stock-analysis/fetch_prices.py @@ -0,0 +1,15 @@ +import sys + +import yfinance as yf + +TICKERS = ["AAPL", "JPM", "XOM", "JNJ", "SPY"] + +prices = yf.download( + TICKERS, start="2021-01-01", end="2026-01-01", progress=False +)["Close"] +prices = prices.reindex(columns=TICKERS) +failed = prices.columns[prices.isna().all()].tolist() +if failed: + sys.exit(f"Download failed for {', '.join(failed)}") +prices.to_csv("prices.csv") +print(prices.tail()) diff --git a/python-for-stock-analysis/portfolio.py b/python-for-stock-analysis/portfolio.py new file mode 100644 index 0000000000..b6bfa6dd9c --- /dev/null +++ b/python-for-stock-analysis/portfolio.py @@ -0,0 +1,90 @@ +import matplotlib.pyplot as plt +import pandas as pd + +TRADING_DAYS = 252 +WEIGHTS = {"AAPL": 0.4, "JPM": 0.2, "XOM": 0.2, "JNJ": 0.2} +BENCHMARK = "SPY" + + +def load_prices(path="prices.csv"): + return pd.read_csv(path, index_col="Date", parse_dates=True) + + +def calculate_returns(prices): + if prices.isna().any().any(): + raise ValueError("Found missing prices. Choose dates without gaps.") + if len(prices) < 3: + raise ValueError("You need at least three days of prices.") + return prices.pct_change().iloc[1:] + + +def build_portfolio(returns, weights): + weights = pd.Series(weights) + if not (weights >= 0).all() or abs(weights.sum() - 1) > 1e-9: + raise ValueError("Weights must be non-negative and add up to 1.") + holdings = returns[weights.index] + return holdings @ weights + + +def growth_of(returns, initial=10_000): + return initial * (1 + returns).cumprod() + + +def annualized_return(returns): + years = len(returns) / TRADING_DAYS + return (1 + returns).prod() ** (1 / years) - 1 + + +def annualized_volatility(returns): + return returns.std() * TRADING_DAYS**0.5 + + +def drawdowns(returns): + growth = (1 + returns).cumprod() + peak = growth.cummax().clip(lower=1) + return growth / peak - 1 + + +def max_drawdown(returns): + return drawdowns(returns).min() + + +def sharpe_ratio(returns, risk_free_rate=0.0): + daily_risk_free = (1 + risk_free_rate) ** (1 / TRADING_DAYS) - 1 + excess = returns - daily_risk_free + if excess.std() == 0: + return float("nan") + return excess.mean() / excess.std() * TRADING_DAYS**0.5 + + +def summarize(returns, risk_free_rate=0.0): + sharpe = returns.apply(sharpe_ratio, risk_free_rate=risk_free_rate) + return pd.DataFrame( + { + "Return": returns.apply(annualized_return), + "Volatility": returns.apply(annualized_volatility), + "Max Drawdown": returns.apply(max_drawdown), + "Sharpe": sharpe, + } + ) + + +def plot_growth(returns, filename="growth.png"): + fig, (top, bottom) = plt.subplots( + 2, 1, figsize=(10, 7), sharex=True, height_ratios=[3, 1] + ) + growth_of(returns).plot(ax=top, title="Growth of $10,000") + drawdowns(returns).plot(ax=bottom, title="Drawdown", legend=False) + top.yaxis.set_major_formatter("${x:,.0f}") + bottom.yaxis.set_major_formatter("{x:.0%}") + fig.tight_layout() + fig.savefig(filename) + + +if __name__ == "__main__": + prices = load_prices() + returns = calculate_returns(prices) + returns["Portfolio"] = build_portfolio(returns, WEIGHTS) + comparison = returns[["Portfolio", BENCHMARK]] + print(summarize(comparison, risk_free_rate=0.03).round(3)) + plot_growth(comparison) diff --git a/python-for-stock-analysis/prices.csv b/python-for-stock-analysis/prices.csv new file mode 100644 index 0000000000..5dbfcec04e --- /dev/null +++ b/python-for-stock-analysis/prices.csv @@ -0,0 +1,1256 @@ +Date,AAPL,JPM,XOM,JNJ,SPY +2021-01-04,125.63249969482422,108.45943450927734,33.2513427734375,133.62828063964844,341.5886535644531 +2021-01-05,127.1857681274414,109.04959869384766,34.853797912597656,135.19940185546875,343.94134521484375 +2021-01-06,122.90453338623047,114.17009735107422,35.7431755065918,136.47166442871094,345.9975891113281 +2021-01-07,127.09845733642578,117.91934967041016,36.02360916137695,136.9327392578125,351.1382141113281 +2021-01-08,128.1954345703125,118.04954528808594,36.42422866821289,136.6510009765625,353.1389465332031 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b/python-for-stock-analysis/requirements.txt @@ -0,0 +1,3 @@ +pandas==3.0.5 +yfinance==1.7.0 +matplotlib==3.11.1