import numpy as np
import pandas as pd
import pandas_datareader.data as web
import matplotlib.pyplot as plt
all_data = {ticker:web.get_data_yahoo(ticker) for ticker in ['AAPL', 'IBM', 'MSFT', 'GOOG']}
price = pd.DataFrame({ticker: data['Adj Close'] for ticker, data in all_data.items()})
volume = pd.DataFrame({ticker:data['Volume'] for ticker, data in all_data.items()})
returns = price.pct_change()
returns.tail()