The Arduino is removed from this example for simplification. From what information i could find to determine the theoretical battery life of a given device/circuit you divide the battery capacitance in mA-h by the current drawn by said device/circuit, and some even recommend multiplying that by 0.7…

Battery life of a given circuit

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