The simple daily percentage change in closing price (without dividends and other factors) is the percentage change in the value of a stock over a single day of trading. It is defined by the following formula:
This can be easily calculated in pandas using .shift():
A quick check confirms that the return for AAPL on 2011-09-08 is correct:
A plot of daily percentage change will tend ...