Tryind this code: f2 = [] for i in symb_list: f2.append(earnings_vola(i)) Gives the index out of bounds error. Sample of symb_list: symb_list Out[143]: ['MTMC', 'ANCI', 'TPLM', 'BERK', 'DGI', 'QLTY', 'GST', 'AGEN', 'NURO', earnings_vola(i) returns float UPD. Sorry, im new user here. def earnings_vola (symbol): price_b = marketdata.ext.load_metotron('%s'%symbol) price = price_b.sort() d = pickle.load(open('/home/mad/Appr/data_%s.pickle'%(symbol), 'rb')) df = h.to_df(d) if df['timetype'][2]=='After Close': price['VOLA'] = (price.shift(-1)['C']-price['C'])/price['C']*100 else: price['VOLA'] = (price['C']-price.shift(+1)['C'])/price['C']*100 x1 = pa.Series(sorted(df['Date_p'])) px = price.reindex(x1, method='ffill') avg_vola = np.mean(px['VOLA']) return avg_vola UPD2 > IndexError Traceback (most recent call > last) <ipython-input-144-f3de6042c223> in <module>() > 1 f2 = [] > 2 for i in symb_list: > ----> 3 f2.append(earnings_vola(i)) > > <ipython-input-123-96f164ec1ad9> in earnings_vola(symbol) > 4 d = pickle.load(open('/home/mad/Appr/data_%s.pickle'%(symbol), 'rb')) > 5 df = h.to_df(d) > ----> 6 if df['timetype'][2]=='After Close': > 7 price['VOLA'] = (price.shift(-1)['C']-price['C'])/price['C']*100 > 8 else: > > /usr/local/lib/python2.7/dist-packages/pandas/core/series.pyc in > __getitem__(self, key) > 616 def __getitem__(self, key): > 617 try: > --> 618 return self.index.get_value(self, key) > 619 except InvalidIndexError: > 620 pass > > /usr/local/lib/python2.7/dist-packages/pandas/core/index.pyc in > get_value(self, series, key) > 728 > 729 try: > --> 730 return tslib.get_value_box(series, key) > 731 except IndexError: > 732 raise > > /usr/local/lib/python2.7/dist-packages/pandas/tslib.so in > pandas.tslib.get_value_box (pandas/tslib.c:8534)() > > /usr/local/lib/python2.7/dist-packages/pandas/tslib.so in > pandas.tslib.get_value_box (pandas/tslib.c:8378)() > > IndexError: index out of bounds **UPD3 Example of result earnings_vola(symbol) function: earnings_vola(symbol='MSFT') 0.080011249349832989** I need to iterate list of symbols (example above) and get all results in list Continue reading...