print(f"Option Price: $C:.2f")
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In the modern era of high-frequency trading, derivatives pricing, and risk management, intuition alone is no longer sufficient. The global financial system is a complex machine driven by billions of data points and microsecond transactions. To navigate this chaos, the industry relies on a rigorous triad: , Computation , and Finance . print(f"Option Price: $C:
def black_scholes_call(S, K, T, r, sigma): d1 = (np.log(S/K) + (r + 0.5 sigma**2) T) / (sigma np.sqrt(T)) d2 = d1 - sigma np.sqrt(T) return S norm.cdf(d1) - K np.exp(-r*T)*norm.cdf(d2) and risk management