def reduce_set(data):
    """
    Used by serveral analyses to reduce the dataset to stock
    symbol and model features.
    """
    return data.loc[:, ['stock_symbol', 'stock_price_last',
                        'tweet_volume', 'unix_diff',
                        'positivity_percentage', 'currency']]