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October 4, 2019 01:30
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| C:\Users\jloss\venv\hulltradingenv\Scripts\python.exe C:\Users\jloss\AppData\Local\JetBrains\Toolbox\apps\PyCharm-P\ch-0\192.6817.19\helpers\pydev\pydevconsole.py --mode=client --port=52049 | |
| import sys; print('Python %s on %s' % (sys.version, sys.platform)) | |
| sys.path.extend(['C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\data', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\data\\2015', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\data\\2016', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\data\\2017', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\week 1', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\week 2', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\week 3', 'C:\\Users\\jloss\\PyCharmProjects\\SMA-HullTrading-Practicum\\Source Code\\week 4', 'C:/Users/jloss/PyCharmProjects/SMA-HullTrading-Practicum/Source Code']) | |
| Python 3.7.3 (v3.7.3:ef4ec6ed12, Mar 25 2019, 22:22:05) [MSC v.1916 64 bit (AMD64)] | |
| Type 'copyright', 'credits' or 'license' for more information | |
| IPython 7.8.0 -- An enhanced Interactive Python. Type '?' for help. | |
| PyDev console: using IPython 7.8.0 | |
| Python 3.7.3 (v3.7.3:ef4ec6ed12, Mar 25 2019, 22:22:05) [MSC v.1916 64 bit (AMD64)] on win32 | |
| In[2]: runfile('C:/Users/jloss/PyCharmProjects/SMA-HullTrading-Practicum/Source Code/week 4/spyonlydata.py', wdir='C:/Users/jloss/PyCharmProjects/SMA-HullTrading-Practicum/Source Code/week 4') | |
| read data time: 0.002 | |
| In[3]: SPY_s_Volume = pd.DataFrame(SPYdailydata['s_volumeSPY']) | |
| In[4]: pd.DataFrame.from_dict(df) | |
| Out[4]: | |
| SPY | |
| 2015-09-01 [22.111, 23.923000000000002, 28.768, -0.063, 8... | |
| 2015-09-02 [17.711, 23.201999999999998, 28.526, -0.192, 1... | |
| 2015-09-03 [62.872, 24.468000000000004, 29.948, 1.2819999... | |
| 2015-09-04 [14.692, 23.451, 29.819000000000003, -0.294, 2... | |
| 2015-09-05 [6.462000000000001, 23.384, 29.929000000000002... | |
| ... | |
| 2017-12-27 [0.9890000000000001, 2.31, 4.038, -0.327, 0.59... | |
| 2017-12-28 [0.541, 2.162, 4.031000000000001, -0.402, 0.50... | |
| 2017-12-29 [4.53, 2.195, 4.0089999999999995, 0.5820000000... | |
| 2017-12-30 [-1.588, 2.024, 4.131, -0.8740000000000001, -1... | |
| 2017-12-31 [1.611, 1.9369999999999998, 4.162, -0.078, 1.1... | |
| [853 rows x 1 columns] | |
| In[5]: all=pd.DataFrame.from_dict(df) | |
| In[6]: colstmp=('raw_s','raw_s_mean','raw_volatility','raw_score','s','s_mean','s_volatility','s_score','s_volume','sv_mean', | |
| ...: 'sv_volatility','sv_score','s_dispersion','s_buzz','s_delta','date') | |
| ...: | |
| In[7]: all.columns = colstmp | |
| Traceback (most recent call last): | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\IPython\core\interactiveshell.py", line 3326, in run_code | |
| exec(code_obj, self.user_global_ns, self.user_ns) | |
| File "<ipython-input-7-c3306d78028d>", line 1, in <module> | |
| all.columns = colstmp | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\generic.py", line 5192, in __setattr__ | |
| return object.__setattr__(self, name, value) | |
| File "pandas\_libs\properties.pyx", line 67, in pandas._libs.properties.AxisProperty.__set__ | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\generic.py", line 690, in _set_axis | |
| self._data.set_axis(axis, labels) | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\internals\managers.py", line 183, in set_axis | |
| "values have {new} elements".format(old=old_len, new=new_len) | |
| ValueError: Length mismatch: Expected axis has 1 elements, new values have 16 elements | |
| In[8]: all.to_csv('all.csv') | |
| In[9]: bdays = SPYdailydata | |
| In[10]: bdays.head() | |
| Out[10]: | |
| raw_sSPY raw_s_meanSPY ... today_Return classret | |
| 2015-09-01 22.111 23.923 ... -0.029848 1 | |
| 2015-09-02 17.711 23.202 ... 0.018981 0 | |
| 2015-09-03 62.872 24.468 ... 0.000716 -1 | |
| 2015-09-04 14.692 23.451 ... -0.015137 2 | |
| 2015-09-08 39.969 23.064 ... 0.025131 -1 | |
| [5 rows x 18 columns] | |
| In[11]: bdays.to_csv('bdays.csv') | |
| In[12]: all | |
| Out[12]: | |
| SPY | |
| 2015-09-01 [22.111, 23.923000000000002, 28.768, -0.063, 8... | |
| 2015-09-02 [17.711, 23.201999999999998, 28.526, -0.192, 1... | |
| 2015-09-03 [62.872, 24.468000000000004, 29.948, 1.2819999... | |
| 2015-09-04 [14.692, 23.451, 29.819000000000003, -0.294, 2... | |
| 2015-09-05 [6.462000000000001, 23.384, 29.929000000000002... | |
| ... | |
| 2017-12-27 [0.9890000000000001, 2.31, 4.038, -0.327, 0.59... | |
| 2017-12-28 [0.541, 2.162, 4.031000000000001, -0.402, 0.50... | |
| 2017-12-29 [4.53, 2.195, 4.0089999999999995, 0.5820000000... | |
| 2017-12-30 [-1.588, 2.024, 4.131, -0.8740000000000001, -1... | |
| 2017-12-31 [1.611, 1.9369999999999998, 4.162, -0.078, 1.1... | |
| [853 rows x 1 columns] | |
| In[13]: alldays_svol = all['s_volumeSPY'] | |
| Traceback (most recent call last): | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\indexes\base.py", line 2897, in get_loc | |
| return self._engine.get_loc(key) | |
| File "pandas\_libs\index.pyx", line 107, in pandas._libs.index.IndexEngine.get_loc | |
| File "pandas\_libs\index.pyx", line 131, in pandas._libs.index.IndexEngine.get_loc | |
| File "pandas\_libs\hashtable_class_helper.pxi", line 1607, in pandas._libs.hashtable.PyObjectHashTable.get_item | |
| File "pandas\_libs\hashtable_class_helper.pxi", line 1614, in pandas._libs.hashtable.PyObjectHashTable.get_item | |
| KeyError: 's_volumeSPY' | |
| During handling of the above exception, another exception occurred: | |
| Traceback (most recent call last): | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\IPython\core\interactiveshell.py", line 3326, in run_code | |
| exec(code_obj, self.user_global_ns, self.user_ns) | |
| File "<ipython-input-13-7bb0173807d3>", line 1, in <module> | |
| alldays_svol = all['s_volumeSPY'] | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\frame.py", line 2980, in __getitem__ | |
| indexer = self.columns.get_loc(key) | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\indexes\base.py", line 2899, in get_loc | |
| return self._engine.get_loc(self._maybe_cast_indexer(key)) | |
| File "pandas\_libs\index.pyx", line 107, in pandas._libs.index.IndexEngine.get_loc | |
| File "pandas\_libs\index.pyx", line 131, in pandas._libs.index.IndexEngine.get_loc | |
| File "pandas\_libs\hashtable_class_helper.pxi", line 1607, in pandas._libs.hashtable.PyObjectHashTable.get_item | |
| File "pandas\_libs\hashtable_class_helper.pxi", line 1614, in pandas._libs.hashtable.PyObjectHashTable.get_item | |
| KeyError: 's_volumeSPY' | |
| In[14]: all=pd.DataFrame.from_dict(df) | |
| In[15]: all.columns=['raw_s','raw_s_mean','raw_volatility','raw_score','s','s_mean','s_volatility','s_score', | |
| ...: 's_volume','sv_mean','sv_volatility','sv_score','s_dispersion','s_buzz','s_delta','date'] | |
| ...: | |
| Traceback (most recent call last): | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\IPython\core\interactiveshell.py", line 3326, in run_code | |
| exec(code_obj, self.user_global_ns, self.user_ns) | |
| File "<ipython-input-15-362b5b53ce27>", line 2, in <module> | |
| 's_volume','sv_mean','sv_volatility','sv_score','s_dispersion','s_buzz','s_delta','date'] | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\generic.py", line 5192, in __setattr__ | |
| return object.__setattr__(self, name, value) | |
| File "pandas\_libs\properties.pyx", line 67, in pandas._libs.properties.AxisProperty.__set__ | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\generic.py", line 690, in _set_axis | |
| self._data.set_axis(axis, labels) | |
| File "C:\Users\jloss\venv\hulltradingenv\lib\site-packages\pandas\core\internals\managers.py", line 183, in set_axis | |
| "values have {new} elements".format(old=old_len, new=new_len) | |
| ValueError: Length mismatch: Expected axis has 1 elements, new values have 16 elements | |
| In[16]: all=pd.DataFrame.from_dict(df,orient='index') | |
| In[17]: all=pd.DataFrame.from_dict(df,orient='columns') | |
| In[18]: all=pd.Series(df) | |
| ...: | |
| In[19]: tmp = pd.DataFrame(df) | |
| In[20]: tmp = tmp.transpose() | |
| In[21]: list(df.items()) | |
| Out[21]: | |
| [('SPY', | |
| {'2015-09-01': ['22.111', | |
| '23.923000000000002', | |
| '28.768', | |
| '-0.063', | |
| '8.854', | |
| '11.339', | |
| '15.645999999999999', | |
| '-0.159', | |
| '1443.0', | |
| '1149.103', | |
| '685.132', | |
| '0.429', | |
| '0.32799999999999996', | |
| '1.321', | |
| '-0.191', | |
| '2015-09-01'], | |
| '2015-09-02': ['17.711', | |
| '23.201999999999998', | |
| '28.526', | |
| '-0.192', | |
| '14.434000000000001', | |
| '11.27', | |
| '15.460999999999999', | |
| '0.205', | |
| '1523.0', | |
| '1153.905', | |
| '688.424', | |
| '0.536', | |
| '0.377', | |
| '1.265', | |
| '0.01', | |
| '2015-09-02'], | |
| '2015-09-03': ['62.872', | |
| '24.468000000000004', | |
| '29.948', | |
| '1.2819999999999998', | |
| '34.739000000000004', | |
| '11.967', | |
| '16.36', | |
| '1.392', | |
| '1139.0', | |
| '1172.57', | |
| '688.806', | |
| '-0.049', | |
| '0.345', | |
| '0.792', | |
| '-0.016', | |
| '2015-09-03'], | |
| '2015-09-04': ['14.692', | |
| '23.451', | |
| '29.819000000000003', | |
| '-0.294', | |
| '2.123', | |
| '11.077', | |
| '16.339000000000002', | |
| '-0.5479999999999999', | |
| '1250.0', | |
| '1204.869', | |
| '674.872', | |
| '0.067', | |
| '0.34299999999999997', | |
| '0.735', | |
| '0.075', | |
| '2015-09-04'], | |
| '2015-09-05': ['6.462000000000001', | |
| '23.384', | |
| '29.929000000000002', | |
| '-0.565', | |
| '1.9980000000000002', | |
| '10.91', | |
| '16.393', | |
| '-0.544', | |
| '679.0', | |
| '1227.164', | |
| '648.399', | |
| '-0.845', | |
| '0.424', | |
| '0.505', | |
| '-0.028999999999999998', | |
| '2015-09-05'], | |
| '2015-09-06': ['2.135', | |
| '22.984', | |
| '30.166', | |
| '-0.691', | |
| '0.325', | |
| '10.74', | |
| '16.509', | |
| '-0.631', | |
| '195.0', | |
| '1226.318', | |
| '657.0110000000001', | |
| '-1.57', | |
| '0.569', | |
| '0.5760000000000001', | |
| '0.006999999999999999', | |
| '2015-09-06'], | |
| '2015-09-07': ['20.254', | |
| '22.094', | |
| '29.956', | |
| '-0.061', | |
| '13.129000000000001', | |
| '10.543', | |
| '16.407', | |
| '0.158', | |
| '290.0', | |
| '1201.817', | |
| '682.873', | |
| '-1.335', | |
| '0.47600000000000003', | |
| '0.585', | |
| '0.011000000000000001', | |
| '2015-09-07'], | |
| '2015-09-08': ['39.969', | |
| '23.064', | |
| '30.215', | |
| '0.5589999999999999', | |
| '31.96', | |
| '11.520999999999999', | |
| '17.096', | |
| '1.196', | |
| '676.0', | |
| '1195.6', | |
| '686.8710000000001', | |
| '-0.7559999999999999', | |
| '0.433', | |
| '0.894', | |
| '0.011000000000000001', | |
| '2015-09-08'], | |
| '2015-09-09': ['61.243', | |
| '24.56', | |
| '31.307', | |
| '1.172', | |
| '34.419000000000004', | |
| '12.267999999999999', | |
| '17.347', | |
| '1.2770000000000001', | |
| '1267.0', | |
| '1187.231', | |
| '692.58', | |
| '0.115', | |
| '0.305', | |
| '0.772', | |
| '-0.077', | |
| '2015-09-09'], | |
| '2015-09-10': ['12.589', | |
| '26.165', | |
| '31.103', | |
| '-0.436', | |
| '10.225', | |
| '13.315', | |
| '17.006', | |
| '-0.182', | |
| '1351.0', | |
| '1156.527', | |
| '671.357', | |
| '0.29', | |
| '0.309', | |
| '1.2429999999999999', | |
| '0.177', | |
| '2015-09-10'], | |
| '2015-09-11': ['28.160999999999998', | |
| '26.822', | |
| '30.996', | |
| '0.043', | |
| '16.059', | |
| '13.675', | |
| '16.969', | |
| '0.14', | |
| '1081.0', | |
| '1112.09', | |
| '631.27', | |
| '-0.049', | |
| '0.34', | |
| '0.748', | |
| '0.036000000000000004', | |
| '2015-09-11'], | |
| '2015-09-12': ['35.205999999999996', | |
| '28.570999999999998', | |
| '30.269000000000002', | |
| '0.21899999999999997', | |
| '14.546', | |
| '14.167', | |
| '16.551', | |
| '0.023', | |
| '655.0', | |
| '1126.597', | |
| '615.249', | |
| '-0.767', | |
| '0.36', | |
| '0.49700000000000005', | |
| '-0.036000000000000004', | |
| '2015-09-12'], | |
| '2015-09-13': ['6.207999999999999', | |
| '30.484', | |
| '27.673000000000002', | |
| '-0.877', | |
| '4.052', | |
| '15.617', | |
| '14.26', | |
| '-0.8109999999999999', | |
| '159.0', | |
| '1079.505', | |
| '641.6569999999999', | |
| '-1.435', | |
| '0.6920000000000001', | |
| '0.588', | |
| '0.026000000000000002', | |
| '2015-09-13'], | |
| '2015-09-14': ['25.311999999999998', | |
| '29.915', | |
| '27.750999999999998', | |
| '-0.166', | |
| '15.959000000000001', | |
| '15.277000000000001', | |
| '14.315', | |
| '0.048', | |
| '559.0', | |
| '991.278', | |
| '574.841', | |
| '-0.752', | |
| '0.42200000000000004', | |
| '0.838', | |
| '0.002', | |
| '2015-09-14'], | |
| '2015-09-15': ['39.348', | |
| '30.897', | |
| '27.08', | |
| '0.312', | |
| '25.614', | |
| '15.872', | |
| '14.155999999999999', | |
| '0.688', | |
| '940.0', | |
| '934.961', | |
| '536.732', | |
| '0.009000000000000001', | |
| '0.36', | |
| '0.665', | |
| '0.127', | |
| '2015-09-15'], | |
| '2015-09-16': ['56.003', | |
| '29.138', | |
| '24.263', | |
| '1.107', | |
| '31.662', | |
| '14.842', | |
| '12.526', | |
| '1.3430000000000002', | |
| '1090.0', | |
| '891.961', | |
| '489.095', | |
| '0.405', | |
| '0.39', | |
| '0.823', | |
| '-0.12', | |
| '2015-09-16'], | |
| '2015-09-17': ['63.756', | |
| '29.201', | |
| '24.298000000000002', | |
| '1.422', | |
| '37.567', | |
| '15.222999999999999', | |
| '13.117', | |
| '1.703', | |
| '1238.0', | |
| '870.748', | |
| '457.663', | |
| '0.802', | |
| '0.33', | |
| '1.426', | |
| '0.085', | |
| '2015-09-17'], | |
| '2015-09-18': ['26.642', | |
| '27.241999999999997', | |
| '22.5', | |
| '-0.027000000000000003', | |
| '18.061', | |
| '14.295', | |
| '12.061', | |
| '0.312', | |
| '1921.0', | |
| '921.336', | |
| '515.2719999999999', | |
| '1.94', | |
| '0.293', | |
| '1.999', | |
| '0.21100000000000002', | |
| '2015-09-18'], | |
| '2015-09-19': ['3.9389999999999996', | |
| '27.104', | |
| '22.424', | |
| '-1.033', | |
| '1.8940000000000001', | |
| '13.685', | |
| '12.165999999999999', | |
| '-0.9690000000000001', | |
| '788.0', | |
| '933.0930000000001', | |
| '474.69300000000004', | |
| '-0.306', | |
| '0.36200000000000004', | |
| '0.67', | |
| '-0.08900000000000001', | |
| '2015-09-19'], | |
| '2015-09-20': ['-5.222', | |
| '27.264', | |
| '22.612', | |
| '-1.4369999999999998', | |
| '-3.1689999999999996', | |
| '13.6', | |
| '12.368', | |
| '-1.3559999999999999', | |
| '237.0', | |
| '930.596', | |
| '494.156', | |
| '-1.4040000000000001', | |
| '0.451', | |
| '0.545', | |
| '0.036000000000000004', | |
| '2015-09-20'], | |
| '2015-09-21': ['7.537999999999999', | |
| '26.318', | |
| '22.838', | |
| '-0.8220000000000001', | |
| '5.516', | |
| '13.327', | |
| '12.439', | |
| '-0.628', | |
| '680.0', | |
| '900.618', | |
| '483.785', | |
| '-0.456', | |
| '0.396', | |
| '1.4', | |
| '-0.266', | |
| '2015-09-21'], | |
| '2015-09-22': ['10.484000000000002', | |
| '25.854', | |
| '22.816', | |
| '-0.674', | |
| '4.261', | |
| '12.857999999999999', | |
| '12.517000000000001', | |
| '-0.687', | |
| '1132.0', | |
| '866.6410000000001', | |
| '464.805', | |
| '0.5710000000000001', | |
| '0.36', | |
| '1.484', | |
| '0.07400000000000001', | |
| '2015-09-22'], | |
| '2015-09-23': ['19.305', | |
| '23.99', | |
| '21.199', | |
| '-0.221', | |
| '11.296', | |
| '11.92', | |
| '11.517999999999999', | |
| '-0.054000000000000006', | |
| '1205.0', | |
| '867.9860000000001', | |
| '466.209', | |
| '0.723', | |
| '0.32899999999999996', | |
| '1.334', | |
| '-0.37', | |
| '2015-09-23'], | |
| '2015-09-24': ['18.105', | |
| '23.686', | |
| '21.285999999999998', | |
| '-0.262', | |
| '9.621', | |
| '11.984000000000002', | |
| '11.450999999999999', | |
| '-0.20600000000000002', | |
| '1262.0', | |
| '872.245', | |
| '469.414', | |
| '0.83', | |
| '0.32', | |
| '1.642', | |
| '0.155', | |
| '2015-09-24'], | |
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| '2017-12-22': ['3.548', | |
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| '2017-12-31': ['1.611', | |
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| '2017-12-31']})] | |
| In[22]: list(df.keys()) | |
| Out[22]: ['SPY'] | |
| In[23]: list(df.values()) | |
| Out[23]: | |
| [{'2015-09-01': ['22.111', | |
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| '2015-09-03': ['62.872', | |
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| '2015-09-09': ['61.243', | |
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| '2015-09-11': ['28.160999999999998', | |
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| '2015-09-12': ['35.205999999999996', | |
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| '2017-12-30'], | |
| '2017-12-31': ['1.611', | |
| '1.9369999999999998', | |
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| '0.023', | |
| '87.0', | |
| '234.917', | |
| '107.486', | |
| '-1.376', | |
| '0.494', | |
| '0.47600000000000003', | |
| '0.023', | |
| '2017-12-31']}] | |
| In[24]: list(df.fromkeys('SPY')) | |
| Out[24]: ['S', 'P', 'Y'] | |
| In[25]: list(df.get()'SPY')) | |
| File "<ipython-input-25-abc052da62da>", line 1 | |
| list(df.get()'SPY')) | |
| ^ | |
| SyntaxError: invalid syntax | |
| In[26]: list(df.get('SPY')) | |
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| '2017-06-15', | |
| '2017-06-16', | |
| '2017-06-17', | |
| '2017-06-18', | |
| '2017-06-19', | |
| '2017-06-20', | |
| '2017-06-21', | |
| '2017-06-22', | |
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| '2017-06-24', | |
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| '2017-06-26', | |
| '2017-06-27', | |
| '2017-06-28', | |
| '2017-06-29', | |
| '2017-06-30', | |
| '2017-07-01', | |
| '2017-07-02', | |
| '2017-07-03', | |
| '2017-07-04', | |
| '2017-07-05', | |
| '2017-07-06', | |
| '2017-07-07', | |
| '2017-07-08', | |
| '2017-07-09', | |
| '2017-07-10', | |
| '2017-07-11', | |
| '2017-07-12', | |
| '2017-07-13', | |
| '2017-07-14', | |
| '2017-07-15', | |
| '2017-07-16', | |
| '2017-07-17', | |
| '2017-07-18', | |
| '2017-07-19', | |
| '2017-07-20', | |
| '2017-07-21', | |
| '2017-07-22', | |
| '2017-07-23', | |
| '2017-07-24', | |
| '2017-07-25', | |
| '2017-07-26', | |
| '2017-07-27', | |
| '2017-07-28', | |
| '2017-07-29', | |
| '2017-07-30', | |
| '2017-07-31', | |
| '2017-08-01', | |
| '2017-08-02', | |
| '2017-08-03', | |
| '2017-08-04', | |
| '2017-08-05', | |
| '2017-08-06', | |
| '2017-08-07', | |
| '2017-08-08', | |
| '2017-08-09', | |
| '2017-08-10', | |
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| '2017-08-12', | |
| '2017-08-13', | |
| '2017-08-14', | |
| '2017-08-15', | |
| '2017-08-16', | |
| '2017-08-17', | |
| '2017-08-18', | |
| '2017-08-19', | |
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| '2017-08-27', | |
| '2017-08-28', | |
| '2017-08-29', | |
| '2017-08-30', | |
| '2017-08-31', | |
| '2017-09-01', | |
| '2017-09-02', | |
| '2017-09-03', | |
| '2017-09-04', | |
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| '2017-09-06', | |
| '2017-09-07', | |
| '2017-09-08', | |
| '2017-09-09', | |
| '2017-09-10', | |
| '2017-09-11', | |
| '2017-09-12', | |
| '2017-09-13', | |
| '2017-09-14', | |
| '2017-09-15', | |
| '2017-09-16', | |
| '2017-09-17', | |
| '2017-09-18', | |
| '2017-09-19', | |
| '2017-09-20', | |
| '2017-09-21', | |
| '2017-09-22', | |
| '2017-09-23', | |
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| '2017-09-25', | |
| '2017-09-26', | |
| '2017-09-27', | |
| '2017-09-28', | |
| '2017-09-29', | |
| '2017-09-30', | |
| '2017-10-01', | |
| '2017-10-02', | |
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| '2017-10-04', | |
| '2017-10-05', | |
| '2017-10-06', | |
| '2017-10-07', | |
| '2017-10-08', | |
| '2017-10-09', | |
| '2017-10-10', | |
| '2017-10-11', | |
| '2017-10-12', | |
| '2017-10-13', | |
| '2017-10-14', | |
| '2017-10-15', | |
| '2017-10-16', | |
| '2017-10-17', | |
| '2017-10-18', | |
| '2017-10-19', | |
| '2017-10-20', | |
| '2017-10-21', | |
| '2017-10-22', | |
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| '2017-10-26', | |
| '2017-10-27', | |
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| '2017-10-30', | |
| '2017-10-31', | |
| '2017-11-01', | |
| '2017-11-02', | |
| '2017-11-03', | |
| '2017-11-04', | |
| '2017-11-05', | |
| '2017-11-06', | |
| '2017-11-07', | |
| '2017-11-08', | |
| '2017-11-09', | |
| '2017-11-10', | |
| '2017-11-11', | |
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| '2017-11-15', | |
| '2017-11-16', | |
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| '2017-11-25', | |
| '2017-11-26', | |
| '2017-11-27', | |
| '2017-11-28', | |
| '2017-11-29', | |
| '2017-11-30', | |
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| '2017-12-02', | |
| '2017-12-03', | |
| '2017-12-04', | |
| '2017-12-05', | |
| '2017-12-06', | |
| '2017-12-07', | |
| '2017-12-08', | |
| '2017-12-09', | |
| '2017-12-10', | |
| '2017-12-11', | |
| '2017-12-12', | |
| '2017-12-13', | |
| '2017-12-14', | |
| '2017-12-15', | |
| '2017-12-16', | |
| '2017-12-17', | |
| '2017-12-18', | |
| '2017-12-19', | |
| '2017-12-20', | |
| '2017-12-21', | |
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| '2017-12-23', | |
| '2017-12-24', | |
| '2017-12-25', | |
| '2017-12-26', | |
| '2017-12-27', | |
| '2017-12-28', | |
| '2017-12-29', | |
| '2017-12-30', | |
| '2017-12-31'] | |
| In[27]: list(df.get('SPY').values()) | |
| Out[27]: | |
| [['22.111', | |
| '23.923000000000002', | |
| '28.768', | |
| '-0.063', | |
| '8.854', | |
| '11.339', | |
| '15.645999999999999', | |
| '-0.159', | |
| '1443.0', | |
| '1149.103', | |
| '685.132', | |
| '0.429', | |
| '0.32799999999999996', | |
| '1.321', | |
| '-0.191', | |
| '2015-09-01'], | |
| ['17.711', | |
| '23.201999999999998', | |
| '28.526', | |
| '-0.192', | |
| '14.434000000000001', | |
| '11.27', | |
| '15.460999999999999', | |
| '0.205', | |
| '1523.0', | |
| '1153.905', | |
| '688.424', | |
| '0.536', | |
| '0.377', | |
| '1.265', | |
| '0.01', | |
| '2015-09-02'], | |
| ['62.872', | |
| '24.468000000000004', | |
| '29.948', | |
| '1.2819999999999998', | |
| '34.739000000000004', | |
| '11.967', | |
| '16.36', | |
| '1.392', | |
| '1139.0', | |
| '1172.57', | |
| '688.806', | |
| '-0.049', | |
| '0.345', | |
| '0.792', | |
| '-0.016', | |
| '2015-09-03'], | |
| ['14.692', | |
| '23.451', | |
| '29.819000000000003', | |
| '-0.294', | |
| '2.123', | |
| '11.077', | |
| '16.339000000000002', | |
| '-0.5479999999999999', | |
| '1250.0', | |
| '1204.869', | |
| '674.872', | |
| '0.067', | |
| '0.34299999999999997', | |
| '0.735', | |
| '0.075', | |
| '2015-09-04'], | |
| ['6.462000000000001', | |
| '23.384', | |
| '29.929000000000002', | |
| '-0.565', | |
| '1.9980000000000002', | |
| '10.91', | |
| '16.393', | |
| '-0.544', | |
| '679.0', | |
| '1227.164', | |
| '648.399', | |
| '-0.845', | |
| '0.424', | |
| '0.505', | |
| '-0.028999999999999998', | |
| '2015-09-05'], | |
| ['2.135', | |
| '22.984', | |
| '30.166', | |
| '-0.691', | |
| '0.325', | |
| '10.74', | |
| '16.509', | |
| '-0.631', | |
| '195.0', | |
| '1226.318', | |
| '657.0110000000001', | |
| '-1.57', | |
| '0.569', | |
| '0.5760000000000001', | |
| '0.006999999999999999', | |
| '2015-09-06'], | |
| ['20.254', | |
| '22.094', | |
| '29.956', | |
| '-0.061', | |
| '13.129000000000001', | |
| '10.543', | |
| '16.407', | |
| '0.158', | |
| '290.0', | |
| '1201.817', | |
| '682.873', | |
| '-1.335', | |
| '0.47600000000000003', | |
| '0.585', | |
| '0.011000000000000001', | |
| '2015-09-07'], | |
| ['39.969', | |
| '23.064', | |
| '30.215', | |
| '0.5589999999999999', | |
| '31.96', | |
| '11.520999999999999', | |
| '17.096', | |
| '1.196', | |
| '676.0', | |
| '1195.6', | |
| '686.8710000000001', | |
| '-0.7559999999999999', | |
| '0.433', | |
| '0.894', | |
| '0.011000000000000001', | |
| '2015-09-08'], | |
| ['61.243', | |
| '24.56', | |
| '31.307', | |
| '1.172', | |
| '34.419000000000004', | |
| '12.267999999999999', | |
| '17.347', | |
| '1.2770000000000001', | |
| '1267.0', | |
| '1187.231', | |
| '692.58', | |
| '0.115', | |
| '0.305', | |
| '0.772', | |
| '-0.077', | |
| '2015-09-09'], | |
| ['12.589', | |
| '26.165', | |
| '31.103', | |
| '-0.436', | |
| '10.225', | |
| '13.315', | |
| '17.006', | |
| '-0.182', | |
| '1351.0', | |
| '1156.527', | |
| '671.357', | |
| '0.29', | |
| '0.309', | |
| '1.2429999999999999', | |
| '0.177', | |
| '2015-09-10'], | |
| ['28.160999999999998', | |
| '26.822', | |
| '30.996', | |
| '0.043', | |
| '16.059', | |
| '13.675', | |
| '16.969', | |
| '0.14', | |
| '1081.0', | |
| '1112.09', | |
| '631.27', | |
| '-0.049', | |
| '0.34', | |
| '0.748', | |
| '0.036000000000000004', | |
| '2015-09-11'], | |
| ['35.205999999999996', | |
| '28.570999999999998', | |
| '30.269000000000002', | |
| '0.21899999999999997', | |
| '14.546', | |
| '14.167', | |
| '16.551', | |
| '0.023', | |
| '655.0', | |
| '1126.597', | |
| '615.249', | |
| '-0.767', | |
| '0.36', | |
| '0.49700000000000005', | |
| '-0.036000000000000004', | |
| '2015-09-12'], | |
| ['6.207999999999999', | |
| '30.484', | |
| '27.673000000000002', | |
| '-0.877', | |
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| '15.617', | |
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| '159.0', | |
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| '-1.435', | |
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| '0.588', | |
| '0.026000000000000002', | |
| '2015-09-13'], | |
| ['25.311999999999998', | |
| '29.915', | |
| '27.750999999999998', | |
| '-0.166', | |
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| '15.277000000000001', | |
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| '0.002', | |
| '2015-09-14'], | |
| ['39.348', | |
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| '27.08', | |
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| '15.872', | |
| '14.155999999999999', | |
| '0.688', | |
| '940.0', | |
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| '536.732', | |
| '0.009000000000000001', | |
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| '0.665', | |
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| '2015-09-15'], | |
| ['56.003', | |
| '29.138', | |
| '24.263', | |
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| '31.662', | |
| '14.842', | |
| '12.526', | |
| '1.3430000000000002', | |
| '1090.0', | |
| '891.961', | |
| '489.095', | |
| '0.405', | |
| '0.39', | |
| '0.823', | |
| '-0.12', | |
| '2015-09-16'], | |
| ['63.756', | |
| '29.201', | |
| '24.298000000000002', | |
| '1.422', | |
| '37.567', | |
| '15.222999999999999', | |
| '13.117', | |
| '1.703', | |
| '1238.0', | |
| '870.748', | |
| '457.663', | |
| '0.802', | |
| '0.33', | |
| '1.426', | |
| '0.085', | |
| '2015-09-17'], | |
| ['26.642', | |
| '27.241999999999997', | |
| '22.5', | |
| '-0.027000000000000003', | |
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| '14.295', | |
| '12.061', | |
| '0.312', | |
| '1921.0', | |
| '921.336', | |
| '515.2719999999999', | |
| '1.94', | |
| '0.293', | |
| '1.999', | |
| '0.21100000000000002', | |
| '2015-09-18'], | |
| ['3.9389999999999996', | |
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| '-1.033', | |
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| '-0.9690000000000001', | |
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| '-0.08900000000000001', | |
| '2015-09-19'], | |
| ['-5.222', | |
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| '-1.4369999999999998', | |
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| '-1.3559999999999999', | |
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| '0.545', | |
| '0.036000000000000004', | |
| '2015-09-20'], | |
| ['7.537999999999999', | |
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| '2015-09-21'], | |
| ['10.484000000000002', | |
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| '2015-09-22'], | |
| ['19.305', | |
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| '2015-09-23'], | |
| ['18.105', | |
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| '2015-09-24'], | |
| ['61.867', | |
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| '2015-09-25'], | |
| ['20.416', | |
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| ['9.655', | |
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| '2015-09-27'], | |
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| '2015-09-29'], | |
| ['48.506', | |
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| '2015-09-30'], | |
| ['37.338', | |
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| '20.999000000000002', | |
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| '2015-10-01'], | |
| ['32.68', | |
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| '2015-10-02'], | |
| ['55.972', | |
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| '0.655', | |
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| '0.431', | |
| '1.4780000000000002', | |
| '0.138', | |
| '2017-12-15'], | |
| ['7.796', | |
| '2.043', | |
| '4.124', | |
| '1.395', | |
| '3.7310000000000003', | |
| '1.004', | |
| '2.066', | |
| '1.32', | |
| '285.0', | |
| '318.268', | |
| '134.359', | |
| '-0.248', | |
| '0.512', | |
| '0.637', | |
| '0.11599999999999999', | |
| '2017-12-16'], | |
| ['0.919', | |
| '2.001', | |
| '4.151', | |
| '-0.261', | |
| '0.643', | |
| '1.011', | |
| '2.082', | |
| '-0.177', | |
| '90.0', | |
| '316.957', | |
| '139.686', | |
| '-1.625', | |
| '0.489', | |
| '0.499', | |
| '-0.032', | |
| '2017-12-17'], | |
| ['9.174', | |
| '2.3409999999999997', | |
| '4.445', | |
| '1.537', | |
| '6.808', | |
| '1.251', | |
| '2.458', | |
| '2.26', | |
| '209.0', | |
| '312.817', | |
| '140.778', | |
| '-0.737', | |
| '0.512', | |
| '0.645', | |
| '0.073', | |
| '2017-12-18'], | |
| ['6.063', | |
| '2.12', | |
| '4.122', | |
| '0.9570000000000001', | |
| '3.589', | |
| '1.12', | |
| '2.184', | |
| '1.131', | |
| '352.0', | |
| '303.344', | |
| '135.97799999999998', | |
| '0.358', | |
| '0.418', | |
| '0.853', | |
| '0.16399999999999998', | |
| '2017-12-19'], | |
| ['-5.206', | |
| '2.037', | |
| '4.546', | |
| '-1.5930000000000002', | |
| '-3.025', | |
| '1.034', | |
| '2.414', | |
| '-1.681', | |
| '331.0', | |
| '297.685', | |
| '132.006', | |
| '0.252', | |
| '0.405', | |
| '0.715', | |
| '-0.385', | |
| '2017-12-20'], | |
| ['2.07', | |
| '1.9709999999999999', | |
| '4.198', | |
| '0.024', | |
| '1.911', | |
| '1.113', | |
| '2.209', | |
| '0.361', | |
| '320.0', | |
| '287.175', | |
| '120.939', | |
| '0.271', | |
| '0.391', | |
| '0.767', | |
| '0.275', | |
| '2017-12-21'], | |
| ['3.548', | |
| '2.101', | |
| '4.1610000000000005', | |
| '0.348', | |
| '1.893', | |
| '1.137', | |
| '2.186', | |
| '0.34600000000000003', | |
| '328.0', | |
| '277.29900000000004', | |
| '103.61', | |
| '0.489', | |
| '0.375', | |
| '1.435', | |
| '0.048', | |
| '2017-12-22'], | |
| ['1.49', | |
| '2.174', | |
| '4.209', | |
| '-0.163', | |
| '0.617', | |
| '1.156', | |
| '2.1959999999999997', | |
| '-0.245', | |
| '197.0', | |
| '281.57599999999996', | |
| '99.376', | |
| '-0.851', | |
| '0.564', | |
| '0.528', | |
| '-0.043', | |
| '2017-12-23'], | |
| ['0.162', | |
| '2.182', | |
| '4.215', | |
| '-0.479', | |
| '0.27', | |
| '1.128', | |
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| '-0.389', | |
| '73.0', | |
| '274.32599999999996', | |
| '108.31', | |
| '-1.859', | |
| '0.562', | |
| '0.39899999999999997', | |
| '-0.001', | |
| '2017-12-24'], | |
| ['-0.289', | |
| '2.099', | |
| '4.244', | |
| '-0.563', | |
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| '2.215', | |
| '-0.47700000000000004', | |
| '61.0', | |
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| '-0.001', | |
| '2017-12-25'], | |
| ['0.919', | |
| '2.331', | |
| '4.034', | |
| '-0.35', | |
| '1.024', | |
| '1.252', | |
| '2.064', | |
| '-0.11', | |
| '114.0', | |
| '241.396', | |
| '108.84899999999999', | |
| '-1.17', | |
| '0.544', | |
| '0.602', | |
| '-0.064', | |
| '2017-12-26'], | |
| ['0.9890000000000001', | |
| '2.31', | |
| '4.038', | |
| '-0.327', | |
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| '1.251', | |
| '2.057', | |
| '-0.319', | |
| '230.0', | |
| '235.456', | |
| '108.99', | |
| '-0.05', | |
| '0.535', | |
| '0.638', | |
| '-0.38', | |
| '2017-12-27'], | |
| ['0.541', | |
| '2.162', | |
| '4.031000000000001', | |
| '-0.402', | |
| '0.501', | |
| '1.185', | |
| '2.052', | |
| '-0.33299999999999996', | |
| '254.0', | |
| '233.53900000000002', | |
| '108.052', | |
| '0.18899999999999997', | |
| '0.409', | |
| '1.195', | |
| '0.015', | |
| '2017-12-28'], | |
| ['4.53', | |
| '2.195', | |
| '4.0089999999999995', | |
| '0.5820000000000001', | |
| '1.899', | |
| '1.196', | |
| '2.033', | |
| '0.34600000000000003', | |
| '245.0', | |
| '233.50099999999998', | |
| '107.637', | |
| '0.107', | |
| '0.457', | |
| '1.097', | |
| '0.16899999999999998', | |
| '2017-12-29'], | |
| ['-1.588', | |
| '2.024', | |
| '4.131', | |
| '-0.8740000000000001', | |
| '-1.2919999999999998', | |
| '1.115', | |
| '2.157', | |
| '-1.115', | |
| '192.0', | |
| '238.072', | |
| '103.631', | |
| '-0.445', | |
| '0.594', | |
| '0.5660000000000001', | |
| '-0.08800000000000001', | |
| '2017-12-30'], | |
| ['1.611', | |
| '1.9369999999999998', | |
| '4.162', | |
| '-0.078', | |
| '1.122', | |
| '1.073', | |
| '2.141', | |
| '0.023', | |
| '87.0', | |
| '234.917', | |
| '107.486', | |
| '-1.376', | |
| '0.494', | |
| '0.47600000000000003', | |
| '0.023', | |
| '2017-12-31']] | |
| In[28]: list(df.get('SPY').keys()) | |
| Out[28]: | |
| ['2015-09-01', | |
| '2015-09-02', | |
| '2015-09-03', | |
| '2015-09-04', | |
| '2015-09-05', | |
| '2015-09-06', | |
| '2015-09-07', | |
| '2015-09-08', | |
| '2015-09-09', | |
| '2015-09-10', | |
| '2015-09-11', | |
| '2015-09-12', | |
| '2015-09-13', | |
| '2015-09-14', | |
| '2015-09-15', | |
| '2015-09-16', | |
| '2015-09-17', | |
| '2015-09-18', | |
| '2015-09-19', | |
| '2015-09-20', | |
| '2015-09-21', | |
| '2015-09-22', | |
| '2015-09-23', | |
| '2015-09-24', | |
| '2015-09-25', | |
| '2015-09-26', | |
| '2015-09-27', | |
| '2015-09-28', | |
| '2015-09-29', | |
| '2015-09-30', | |
| '2015-10-01', | |
| '2015-10-02', | |
| '2015-10-03', | |
| '2015-10-04', | |
| '2015-10-05', | |
| '2015-10-06', | |
| '2015-10-07', | |
| '2015-10-08', | |
| '2015-10-09', | |
| '2015-10-10', | |
| '2015-10-11', | |
| '2015-10-12', | |
| '2015-10-13', | |
| '2015-10-14', | |
| '2015-10-15', | |
| '2015-10-16', | |
| '2015-10-17', | |
| '2015-10-18', | |
| '2015-10-19', | |
| '2015-10-20', | |
| '2015-10-21', | |
| '2015-10-22', | |
| '2015-10-23', | |
| '2015-10-24', | |
| '2015-10-25', | |
| '2015-10-26', | |
| '2015-10-27', | |
| '2015-10-28', | |
| '2015-10-29', | |
| '2015-10-30', | |
| '2015-10-31', | |
| '2015-11-01', | |
| '2015-11-02', | |
| '2015-11-03', | |
| '2015-11-04', | |
| '2015-11-05', | |
| '2015-11-06', | |
| '2015-11-07', | |
| '2015-11-08', | |
| '2015-11-09', | |
| '2015-11-10', | |
| '2015-11-11', | |
| '2015-11-12', | |
| '2015-11-13', | |
| '2015-11-14', | |
| '2015-11-15', | |
| '2015-11-16', | |
| '2015-11-17', | |
| '2015-11-18', | |
| '2015-11-19', | |
| '2015-11-20', | |
| '2015-11-21', | |
| '2015-11-22', | |
| '2015-11-23', | |
| '2015-11-24', | |
| '2015-11-25', | |
| '2015-11-26', | |
| '2015-11-27', | |
| '2015-11-28', | |
| '2015-11-29', | |
| '2015-11-30', | |
| '2015-12-01', | |
| '2015-12-02', | |
| '2015-12-03', | |
| '2015-12-04', | |
| '2015-12-05', | |
| '2015-12-06', | |
| '2015-12-07', | |
| '2015-12-08', | |
| '2015-12-09', | |
| '2015-12-10', | |
| '2015-12-11', | |
| '2015-12-12', | |
| '2015-12-13', | |
| '2015-12-14', | |
| '2015-12-15', | |
| '2015-12-16', | |
| '2015-12-17', | |
| '2015-12-18', | |
| '2015-12-19', | |
| '2015-12-20', | |
| '2015-12-21', | |
| '2015-12-22', | |
| '2015-12-23', | |
| '2015-12-24', | |
| '2015-12-25', | |
| '2015-12-26', | |
| '2015-12-27', | |
| '2015-12-28', | |
| '2015-12-29', | |
| '2015-12-30', | |
| '2015-12-31', | |
| '2016-01-01', | |
| '2016-01-02', | |
| '2016-01-03', | |
| '2016-01-04', | |
| '2016-01-05', | |
| '2016-01-06', | |
| '2016-01-07', | |
| '2016-01-08', | |
| '2016-01-09', | |
| '2016-01-10', | |
| '2016-01-11', | |
| '2016-01-12', | |
| '2016-01-13', | |
| '2016-01-14', | |
| '2016-01-15', | |
| '2016-01-16', | |
| '2016-01-17', | |
| '2016-01-18', | |
| '2016-01-19', | |
| '2016-01-20', | |
| '2016-01-21', | |
| '2016-01-22', | |
| '2016-01-23', | |
| '2016-01-24', | |
| '2016-01-25', | |
| '2016-01-26', | |
| '2016-01-27', | |
| '2016-01-28', | |
| '2016-01-29', | |
| '2016-01-30', | |
| '2016-01-31', | |
| '2016-02-01', | |
| '2016-02-02', | |
| '2016-02-03', | |
| '2016-02-04', | |
| '2016-02-05', | |
| '2016-02-06', | |
| '2016-02-07', | |
| '2016-02-08', | |
| '2016-02-09', | |
| '2016-02-10', | |
| '2016-02-11', | |
| '2016-02-12', | |
| '2016-02-13', | |
| '2016-02-14', | |
| '2016-02-15', | |
| '2016-02-16', | |
| '2016-02-17', | |
| '2016-02-18', | |
| '2016-02-19', | |
| '2016-02-20', | |
| '2016-02-21', | |
| '2016-02-22', | |
| '2016-02-23', | |
| '2016-02-24', | |
| '2016-02-25', | |
| '2016-02-26', | |
| '2016-02-27', | |
| '2016-02-28', | |
| '2016-02-29', | |
| '2016-03-01', | |
| '2016-03-02', | |
| '2016-03-03', | |
| '2016-03-04', | |
| '2016-03-05', | |
| '2016-03-06', | |
| '2016-03-07', | |
| '2016-03-08', | |
| '2016-03-09', | |
| '2016-03-10', | |
| '2016-03-11', | |
| '2016-03-12', | |
| '2016-03-13', | |
| '2016-03-14', | |
| '2016-03-15', | |
| '2016-03-16', | |
| '2016-03-17', | |
| '2016-03-18', | |
| '2016-03-19', | |
| '2016-03-20', | |
| '2016-03-21', | |
| '2016-03-22', | |
| '2016-03-23', | |
| '2016-03-24', | |
| '2016-03-25', | |
| '2016-03-26', | |
| '2016-03-27', | |
| '2016-03-28', | |
| '2016-03-29', | |
| '2016-03-30', | |
| '2016-03-31', | |
| '2016-04-01', | |
| '2016-04-02', | |
| '2016-04-03', | |
| '2016-04-04', | |
| '2016-04-05', | |
| '2016-04-06', | |
| '2016-04-07', | |
| '2016-04-08', | |
| '2016-04-09', | |
| '2016-04-10', | |
| '2016-04-11', | |
| '2016-04-12', | |
| '2016-04-13', | |
| '2016-04-14', | |
| '2016-04-15', | |
| '2016-04-16', | |
| '2016-04-17', | |
| '2016-04-18', | |
| '2016-04-19', | |
| '2016-04-20', | |
| '2016-04-21', | |
| '2016-04-22', | |
| '2016-04-23', | |
| '2016-04-24', | |
| '2016-04-25', | |
| '2016-04-26', | |
| '2016-04-27', | |
| '2016-04-28', | |
| '2016-04-29', | |
| '2016-04-30', | |
| '2016-05-01', | |
| '2016-05-02', | |
| '2016-05-03', | |
| '2016-05-04', | |
| '2016-05-05', | |
| '2016-05-06', | |
| '2016-05-07', | |
| '2016-05-08', | |
| '2016-05-09', | |
| '2016-05-10', | |
| '2016-05-11', | |
| '2016-05-12', | |
| '2016-05-13', | |
| '2016-05-14', | |
| '2016-05-15', | |
| '2016-05-16', | |
| '2016-05-17', | |
| '2016-05-18', | |
| '2016-05-19', | |
| '2016-05-20', | |
| '2016-05-21', | |
| '2016-05-22', | |
| '2016-05-23', | |
| '2016-05-24', | |
| '2016-05-25', | |
| '2016-05-26', | |
| '2016-05-27', | |
| '2016-05-28', | |
| '2016-05-29', | |
| '2016-05-30', | |
| '2016-05-31', | |
| '2016-06-01', | |
| '2016-06-02', | |
| '2016-06-03', | |
| '2016-06-04', | |
| '2016-06-05', | |
| '2016-06-06', | |
| '2016-06-07', | |
| '2016-06-08', | |
| '2016-06-09', | |
| '2016-06-10', | |
| '2016-06-11', | |
| '2016-06-12', | |
| '2016-06-13', | |
| '2016-06-14', | |
| '2016-06-15', | |
| '2016-06-16', | |
| '2016-06-17', | |
| '2016-06-18', | |
| '2016-06-19', | |
| '2016-06-20', | |
| '2016-06-21', | |
| '2016-06-22', | |
| '2016-06-23', | |
| '2016-06-24', | |
| '2016-06-25', | |
| '2016-06-26', | |
| '2016-06-27', | |
| '2016-06-28', | |
| '2016-06-29', | |
| '2016-06-30', | |
| '2016-07-01', | |
| '2016-07-02', | |
| '2016-07-03', | |
| '2016-07-04', | |
| '2016-07-05', | |
| '2016-07-06', | |
| '2016-07-07', | |
| '2016-07-08', | |
| '2016-07-09', | |
| '2016-07-10', | |
| '2016-07-11', | |
| '2016-07-12', | |
| '2016-07-13', | |
| '2016-07-14', | |
| '2016-07-15', | |
| '2016-07-16', | |
| '2016-07-17', | |
| '2016-07-18', | |
| '2016-07-19', | |
| '2016-07-20', | |
| '2016-07-21', | |
| '2016-07-22', | |
| '2016-07-23', | |
| '2016-07-24', | |
| '2016-07-25', | |
| '2016-07-26', | |
| '2016-07-27', | |
| '2016-07-28', | |
| '2016-07-29', | |
| '2016-07-30', | |
| '2016-07-31', | |
| '2016-08-01', | |
| '2016-08-02', | |
| '2016-08-03', | |
| '2016-08-04', | |
| '2016-08-05', | |
| '2016-08-06', | |
| '2016-08-07', | |
| '2016-08-08', | |
| '2016-08-09', | |
| '2016-08-10', | |
| '2016-08-11', | |
| '2016-08-12', | |
| '2016-08-13', | |
| '2016-08-14', | |
| '2016-08-15', | |
| '2016-08-16', | |
| '2016-08-17', | |
| '2016-08-18', | |
| '2016-08-19', | |
| '2016-08-20', | |
| '2016-08-21', | |
| '2016-08-22', | |
| '2016-08-23', | |
| '2016-08-24', | |
| '2016-08-25', | |
| '2016-08-26', | |
| '2016-08-27', | |
| '2016-08-28', | |
| '2016-08-29', | |
| '2016-08-30', | |
| '2016-08-31', | |
| '2016-09-01', | |
| '2016-09-02', | |
| '2016-09-03', | |
| '2016-09-04', | |
| '2016-09-05', | |
| '2016-09-06', | |
| '2016-09-07', | |
| '2016-09-08', | |
| '2016-09-09', | |
| '2016-09-10', | |
| '2016-09-11', | |
| '2016-09-12', | |
| '2016-09-13', | |
| '2016-09-14', | |
| '2016-09-15', | |
| '2016-09-16', | |
| '2016-09-17', | |
| '2016-09-18', | |
| '2016-09-19', | |
| '2016-09-20', | |
| '2016-09-21', | |
| '2016-09-22', | |
| '2016-09-23', | |
| '2016-09-24', | |
| '2016-09-25', | |
| '2016-09-26', | |
| '2016-09-27', | |
| '2016-09-28', | |
| '2016-09-29', | |
| '2016-09-30', | |
| '2016-10-01', | |
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| '2016-10-04', | |
| '2016-10-05', | |
| '2016-10-06', | |
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| '2016-10-09', | |
| '2016-10-10', | |
| '2016-10-11', | |
| '2016-10-12', | |
| '2016-10-13', | |
| '2016-10-14', | |
| '2016-10-15', | |
| '2016-10-16', | |
| '2016-10-17', | |
| '2016-10-18', | |
| '2016-10-19', | |
| '2016-10-20', | |
| '2016-10-21', | |
| '2016-10-22', | |
| '2016-10-23', | |
| '2016-10-24', | |
| '2016-10-25', | |
| '2016-10-26', | |
| '2016-10-27', | |
| '2016-10-28', | |
| '2016-10-29', | |
| '2016-10-30', | |
| '2016-10-31', | |
| '2016-11-01', | |
| '2016-11-02', | |
| '2016-11-03', | |
| '2016-11-04', | |
| '2016-11-05', | |
| '2016-11-06', | |
| '2016-11-07', | |
| '2016-11-08', | |
| '2016-11-09', | |
| '2016-11-10', | |
| '2016-11-11', | |
| '2016-11-12', | |
| '2016-11-13', | |
| '2016-11-14', | |
| '2016-11-15', | |
| '2016-11-16', | |
| '2016-11-17', | |
| '2016-11-18', | |
| '2016-11-19', | |
| '2016-11-20', | |
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| In[29]: list(df.get('SPY').values()) | |
| Out[29]: | |
| [['22.111', | |
| '23.923000000000002', | |
| '28.768', | |
| '-0.063', | |
| '8.854', | |
| '11.339', | |
| '15.645999999999999', | |
| '-0.159', | |
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| '0.429', | |
| '0.32799999999999996', | |
| '1.321', | |
| '-0.191', | |
| '2015-09-01'], | |
| ['17.711', | |
| '23.201999999999998', | |
| '28.526', | |
| '-0.192', | |
| '14.434000000000001', | |
| '11.27', | |
| '15.460999999999999', | |
| '0.205', | |
| '1523.0', | |
| '1153.905', | |
| '688.424', | |
| '0.536', | |
| '0.377', | |
| '1.265', | |
| '0.01', | |
| '2015-09-02'], | |
| ['62.872', | |
| '24.468000000000004', | |
| '29.948', | |
| '1.2819999999999998', | |
| '34.739000000000004', | |
| '11.967', | |
| '16.36', | |
| '1.392', | |
| '1139.0', | |
| '1172.57', | |
| '688.806', | |
| '-0.049', | |
| '0.345', | |
| '0.792', | |
| '-0.016', | |
| '2015-09-03'], | |
| ['14.692', | |
| '23.451', | |
| '29.819000000000003', | |
| '-0.294', | |
| '2.123', | |
| '11.077', | |
| '16.339000000000002', | |
| '-0.5479999999999999', | |
| '1250.0', | |
| '1204.869', | |
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| '0.067', | |
| '0.34299999999999997', | |
| '0.735', | |
| '0.075', | |
| '2015-09-04'], | |
| ['6.462000000000001', | |
| '23.384', | |
| '29.929000000000002', | |
| '-0.565', | |
| '1.9980000000000002', | |
| '10.91', | |
| '16.393', | |
| '-0.544', | |
| '679.0', | |
| '1227.164', | |
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| '-0.845', | |
| '0.424', | |
| '0.505', | |
| '-0.028999999999999998', | |
| '2015-09-05'], | |
| ['2.135', | |
| '22.984', | |
| '30.166', | |
| '-0.691', | |
| '0.325', | |
| '10.74', | |
| '16.509', | |
| '-0.631', | |
| '195.0', | |
| '1226.318', | |
| '657.0110000000001', | |
| '-1.57', | |
| '0.569', | |
| '0.5760000000000001', | |
| '0.006999999999999999', | |
| '2015-09-06'], | |
| ['20.254', | |
| '22.094', | |
| '29.956', | |
| '-0.061', | |
| '13.129000000000001', | |
| '10.543', | |
| '16.407', | |
| '0.158', | |
| '290.0', | |
| '1201.817', | |
| '682.873', | |
| '-1.335', | |
| '0.47600000000000003', | |
| '0.585', | |
| '0.011000000000000001', | |
| '2015-09-07'], | |
| ['39.969', | |
| '23.064', | |
| '30.215', | |
| '0.5589999999999999', | |
| '31.96', | |
| '11.520999999999999', | |
| '17.096', | |
| '1.196', | |
| '676.0', | |
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| '-0.7559999999999999', | |
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| '0.894', | |
| '0.011000000000000001', | |
| '2015-09-08'], | |
| ['61.243', | |
| '24.56', | |
| '31.307', | |
| '1.172', | |
| '34.419000000000004', | |
| '12.267999999999999', | |
| '17.347', | |
| '1.2770000000000001', | |
| '1267.0', | |
| '1187.231', | |
| '692.58', | |
| '0.115', | |
| '0.305', | |
| '0.772', | |
| '-0.077', | |
| '2015-09-09'], | |
| ['12.589', | |
| '26.165', | |
| '31.103', | |
| '-0.436', | |
| '10.225', | |
| '13.315', | |
| '17.006', | |
| '-0.182', | |
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| '671.357', | |
| '0.29', | |
| '0.309', | |
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| '0.177', | |
| '2015-09-10'], | |
| ['28.160999999999998', | |
| '26.822', | |
| '30.996', | |
| '0.043', | |
| '16.059', | |
| '13.675', | |
| '16.969', | |
| '0.14', | |
| '1081.0', | |
| '1112.09', | |
| '631.27', | |
| '-0.049', | |
| '0.34', | |
| '0.748', | |
| '0.036000000000000004', | |
| '2015-09-11'], | |
| ['35.205999999999996', | |
| '28.570999999999998', | |
| '30.269000000000002', | |
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| '14.546', | |
| '14.167', | |
| '16.551', | |
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| '2015-09-12'], | |
| ['6.207999999999999', | |
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| '2015-09-13'], | |
| ['25.311999999999998', | |
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| '2015-09-14'], | |
| ['39.348', | |
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| '27.08', | |
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| '2015-09-15'], | |
| ['56.003', | |
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| '24.263', | |
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| ['63.756', | |
| '29.201', | |
| '24.298000000000002', | |
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| '2015-09-17'], | |
| ['26.642', | |
| '27.241999999999997', | |
| '22.5', | |
| '-0.027000000000000003', | |
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| ['3.9389999999999996', | |
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| '1.056', | |
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| '287.435', | |
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| '1.5530000000000002', | |
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| '0.128', | |
| '2017-12-01'], | |
| ['-3.975', | |
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| '2017-12-02'], | |
| ['0.9740000000000001', | |
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| '2017-12-03'], | |
| ['3.326', | |
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| '2017-12-04'], | |
| ['-1.609', | |
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| '2017-12-05'], | |
| ['-3.943', | |
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| '1.49', | |
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| '2017-12-06'], | |
| ['2.059', | |
| '2.008', | |
| '3.617', | |
| '0.013999999999999999', | |
| '0.9890000000000001', | |
| '1.122', | |
| '1.895', | |
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| '314.0', | |
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| '0.135', | |
| '0.42700000000000005', | |
| '0.696', | |
| '-0.099', | |
| '2017-12-07'], | |
| ['2.4219999999999997', | |
| '2.011', | |
| '3.625', | |
| '0.113', | |
| '0.997', | |
| '1.101', | |
| '1.906', | |
| '-0.055', | |
| '304.0', | |
| '296.627', | |
| '154.86', | |
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| '0.418', | |
| '0.767', | |
| '-0.046', | |
| '2017-12-08'], | |
| ['5.979', | |
| '2.335', | |
| '3.741', | |
| '0.9740000000000001', | |
| '2.917', | |
| '1.268', | |
| '1.952', | |
| '0.845', | |
| '209.0', | |
| '302.009', | |
| '149.017', | |
| '-0.624', | |
| '0.541', | |
| '0.604', | |
| '0.002', | |
| '2017-12-09'], | |
| ['2.35', | |
| '2.352', | |
| '3.678', | |
| '-0.001', | |
| '1.7280000000000002', | |
| '1.28', | |
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| '0.231', | |
| '97.0', | |
| '298.814', | |
| '153.31799999999998', | |
| '-1.3159999999999998', | |
| '0.5670000000000001', | |
| '0.5820000000000001', | |
| '0.053', | |
| '2017-12-10'], | |
| ['2.1919999999999997', | |
| '2.246', | |
| '3.627', | |
| '-0.015', | |
| '1.865', | |
| '1.205', | |
| '1.885', | |
| '0.35', | |
| '182.0', | |
| '290.85900000000004', | |
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| '-0.7040000000000001', | |
| '0.484', | |
| '0.5820000000000001', | |
| '0.162', | |
| '2017-12-11'], | |
| ['4.961', | |
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| '3.076', | |
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| '3.2319999999999998', | |
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| '299.0', | |
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| '-0.044000000000000004', | |
| '2017-12-12'], | |
| ['6.6739999999999995', | |
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| '3.2110000000000003', | |
| '1.412', | |
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| '1.614', | |
| '308.0', | |
| '287.311', | |
| '152.967', | |
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| '0.773', | |
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| '2017-12-13'], | |
| ['-0.045', | |
| '2.094', | |
| '3.272', | |
| '-0.654', | |
| '-1.146', | |
| '1.038', | |
| '1.695', | |
| '-1.288', | |
| '352.0', | |
| '299.20599999999996', | |
| '147.673', | |
| '0.358', | |
| '0.449', | |
| '0.79', | |
| '-0.243', | |
| '2017-12-14'], | |
| ['-6.086', | |
| '1.696', | |
| '3.7539999999999996', | |
| '-2.073', | |
| '-2.595', | |
| '0.872', | |
| '1.8430000000000002', | |
| '-1.881', | |
| '364.0', | |
| '309.123', | |
| '145.05100000000002', | |
| '0.37799999999999995', | |
| '0.431', | |
| '1.4780000000000002', | |
| '0.138', | |
| '2017-12-15'], | |
| ['7.796', | |
| '2.043', | |
| '4.124', | |
| '1.395', | |
| '3.7310000000000003', | |
| '1.004', | |
| '2.066', | |
| '1.32', | |
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| '318.268', | |
| '134.359', | |
| '-0.248', | |
| '0.512', | |
| '0.637', | |
| '0.11599999999999999', | |
| '2017-12-16'], | |
| ['0.919', | |
| '2.001', | |
| '4.151', | |
| '-0.261', | |
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| '1.011', | |
| '2.082', | |
| '-0.177', | |
| '90.0', | |
| '316.957', | |
| '139.686', | |
| '-1.625', | |
| '0.489', | |
| '0.499', | |
| '-0.032', | |
| '2017-12-17'], | |
| ['9.174', | |
| '2.3409999999999997', | |
| '4.445', | |
| '1.537', | |
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| '2.458', | |
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| '209.0', | |
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| '140.778', | |
| '-0.737', | |
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| '0.645', | |
| '0.073', | |
| '2017-12-18'], | |
| ['6.063', | |
| '2.12', | |
| '4.122', | |
| '0.9570000000000001', | |
| '3.589', | |
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| '352.0', | |
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| '135.97799999999998', | |
| '0.358', | |
| '0.418', | |
| '0.853', | |
| '0.16399999999999998', | |
| '2017-12-19'], | |
| ['-5.206', | |
| '2.037', | |
| '4.546', | |
| '-1.5930000000000002', | |
| '-3.025', | |
| '1.034', | |
| '2.414', | |
| '-1.681', | |
| '331.0', | |
| '297.685', | |
| '132.006', | |
| '0.252', | |
| '0.405', | |
| '0.715', | |
| '-0.385', | |
| '2017-12-20'], | |
| ['2.07', | |
| '1.9709999999999999', | |
| '4.198', | |
| '0.024', | |
| '1.911', | |
| '1.113', | |
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| '320.0', | |
| '287.175', | |
| '120.939', | |
| '0.271', | |
| '0.391', | |
| '0.767', | |
| '0.275', | |
| '2017-12-21'], | |
| ['3.548', | |
| '2.101', | |
| '4.1610000000000005', | |
| '0.348', | |
| '1.893', | |
| '1.137', | |
| '2.186', | |
| '0.34600000000000003', | |
| '328.0', | |
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| '103.61', | |
| '0.489', | |
| '0.375', | |
| '1.435', | |
| '0.048', | |
| '2017-12-22'], | |
| ['1.49', | |
| '2.174', | |
| '4.209', | |
| '-0.163', | |
| '0.617', | |
| '1.156', | |
| '2.1959999999999997', | |
| '-0.245', | |
| '197.0', | |
| '281.57599999999996', | |
| '99.376', | |
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| '0.564', | |
| '0.528', | |
| '-0.043', | |
| '2017-12-23'], | |
| ['0.162', | |
| '2.182', | |
| '4.215', | |
| '-0.479', | |
| '0.27', | |
| '1.128', | |
| '2.204', | |
| '-0.389', | |
| '73.0', | |
| '274.32599999999996', | |
| '108.31', | |
| '-1.859', | |
| '0.562', | |
| '0.39899999999999997', | |
| '-0.001', | |
| '2017-12-24'], | |
| ['-0.289', | |
| '2.099', | |
| '4.244', | |
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| '1.087', | |
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| '2017-12-25'], | |
| ['0.919', | |
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| '1.252', | |
| '2.064', | |
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| '114.0', | |
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| '0.602', | |
| '-0.064', | |
| '2017-12-26'], | |
| ['0.9890000000000001', | |
| '2.31', | |
| '4.038', | |
| '-0.327', | |
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| '1.251', | |
| '2.057', | |
| '-0.319', | |
| '230.0', | |
| '235.456', | |
| '108.99', | |
| '-0.05', | |
| '0.535', | |
| '0.638', | |
| '-0.38', | |
| '2017-12-27'], | |
| ['0.541', | |
| '2.162', | |
| '4.031000000000001', | |
| '-0.402', | |
| '0.501', | |
| '1.185', | |
| '2.052', | |
| '-0.33299999999999996', | |
| '254.0', | |
| '233.53900000000002', | |
| '108.052', | |
| '0.18899999999999997', | |
| '0.409', | |
| '1.195', | |
| '0.015', | |
| '2017-12-28'], | |
| ['4.53', | |
| '2.195', | |
| '4.0089999999999995', | |
| '0.5820000000000001', | |
| '1.899', | |
| '1.196', | |
| '2.033', | |
| '0.34600000000000003', | |
| '245.0', | |
| '233.50099999999998', | |
| '107.637', | |
| '0.107', | |
| '0.457', | |
| '1.097', | |
| '0.16899999999999998', | |
| '2017-12-29'], | |
| ['-1.588', | |
| '2.024', | |
| '4.131', | |
| '-0.8740000000000001', | |
| '-1.2919999999999998', | |
| '1.115', | |
| '2.157', | |
| '-1.115', | |
| '192.0', | |
| '238.072', | |
| '103.631', | |
| '-0.445', | |
| '0.594', | |
| '0.5660000000000001', | |
| '-0.08800000000000001', | |
| '2017-12-30'], | |
| ['1.611', | |
| '1.9369999999999998', | |
| '4.162', | |
| '-0.078', | |
| '1.122', | |
| '1.073', | |
| '2.141', | |
| '0.023', | |
| '87.0', | |
| '234.917', | |
| '107.486', | |
| '-1.376', | |
| '0.494', | |
| '0.47600000000000003', | |
| '0.023', | |
| '2017-12-31']] | |
| In[30]: list(df.get('SPY').items()) | |
| Out[30]: | |
| [('2015-09-01', | |
| ['22.111', | |
| '23.923000000000002', | |
| '28.768', | |
| '-0.063', | |
| '8.854', | |
| '11.339', | |
| '15.645999999999999', | |
| '-0.159', | |
| '1443.0', | |
| '1149.103', | |
| '685.132', | |
| '0.429', | |
| '0.32799999999999996', | |
| '1.321', | |
| '-0.191', | |
| '2015-09-01']), | |
| ('2015-09-02', | |
| ['17.711', | |
| '23.201999999999998', | |
| '28.526', | |
| '-0.192', | |
| '14.434000000000001', | |
| '11.27', | |
| '15.460999999999999', | |
| '0.205', | |
| '1523.0', | |
| '1153.905', | |
| '688.424', | |
| '0.536', | |
| '0.377', | |
| '1.265', | |
| '0.01', | |
| '2015-09-02']), | |
| ('2015-09-03', | |
| ['62.872', | |
| '24.468000000000004', | |
| '29.948', | |
| '1.2819999999999998', | |
| '34.739000000000004', | |
| '11.967', | |
| '16.36', | |
| '1.392', | |
| '1139.0', | |
| '1172.57', | |
| '688.806', | |
| '-0.049', | |
| '0.345', | |
| '0.792', | |
| '-0.016', | |
| '2015-09-03']), | |
| ('2015-09-04', | |
| ['14.692', | |
| '23.451', | |
| '29.819000000000003', | |
| '-0.294', | |
| '2.123', | |
| '11.077', | |
| '16.339000000000002', | |
| '-0.5479999999999999', | |
| '1250.0', | |
| '1204.869', | |
| '674.872', | |
| '0.067', | |
| '0.34299999999999997', | |
| '0.735', | |
| '0.075', | |
| '2015-09-04']), | |
| ('2015-09-05', | |
| ['6.462000000000001', | |
| '23.384', | |
| '29.929000000000002', | |
| '-0.565', | |
| '1.9980000000000002', | |
| '10.91', | |
| '16.393', | |
| '-0.544', | |
| '679.0', | |
| '1227.164', | |
| '648.399', | |
| '-0.845', | |
| '0.424', | |
| '0.505', | |
| '-0.028999999999999998', | |
| '2015-09-05']), | |
| ('2015-09-06', | |
| ['2.135', | |
| '22.984', | |
| '30.166', | |
| '-0.691', | |
| '0.325', | |
| '10.74', | |
| '16.509', | |
| '-0.631', | |
| '195.0', | |
| '1226.318', | |
| '657.0110000000001', | |
| '-1.57', | |
| '0.569', | |
| '0.5760000000000001', | |
| '0.006999999999999999', | |
| '2015-09-06']), | |
| ('2015-09-07', | |
| ['20.254', | |
| '22.094', | |
| '29.956', | |
| '-0.061', | |
| '13.129000000000001', | |
| '10.543', | |
| '16.407', | |
| '0.158', | |
| '290.0', | |
| '1201.817', | |
| '682.873', | |
| '-1.335', | |
| '0.47600000000000003', | |
| '0.585', | |
| '0.011000000000000001', | |
| '2015-09-07']), | |
| ('2015-09-08', | |
| ['39.969', | |
| '23.064', | |
| '30.215', | |
| '0.5589999999999999', | |
| '31.96', | |
| '11.520999999999999', | |
| '17.096', | |
| '1.196', | |
| '676.0', | |
| '1195.6', | |
| '686.8710000000001', | |
| '-0.7559999999999999', | |
| '0.433', | |
| '0.894', | |
| '0.011000000000000001', | |
| '2015-09-08']), | |
| ('2015-09-09', | |
| ['61.243', | |
| '24.56', | |
| '31.307', | |
| '1.172', | |
| '34.419000000000004', | |
| '12.267999999999999', | |
| '17.347', | |
| '1.2770000000000001', | |
| '1267.0', | |
| '1187.231', | |
| '692.58', | |
| '0.115', | |
| '0.305', | |
| '0.772', | |
| '-0.077', | |
| '2015-09-09']), | |
| ('2015-09-10', | |
| ['12.589', | |
| '26.165', | |
| '31.103', | |
| '-0.436', | |
| '10.225', | |
| '13.315', | |
| '17.006', | |
| '-0.182', | |
| '1351.0', | |
| '1156.527', | |
| '671.357', | |
| '0.29', | |
| '0.309', | |
| '1.2429999999999999', | |
| '0.177', | |
| '2015-09-10']), | |
| ('2015-09-11', | |
| ['28.160999999999998', | |
| '26.822', | |
| '30.996', | |
| '0.043', | |
| '16.059', | |
| '13.675', | |
| '16.969', | |
| '0.14', | |
| '1081.0', | |
| '1112.09', | |
| '631.27', | |
| '-0.049', | |
| '0.34', | |
| '0.748', | |
| '0.036000000000000004', | |
| '2015-09-11']), | |
| ('2015-09-12', | |
| ['35.205999999999996', | |
| '28.570999999999998', | |
| '30.269000000000002', | |
| '0.21899999999999997', | |
| '14.546', | |
| '14.167', | |
| '16.551', | |
| '0.023', | |
| '655.0', | |
| '1126.597', | |
| '615.249', | |
| '-0.767', | |
| '0.36', | |
| '0.49700000000000005', | |
| '-0.036000000000000004', | |
| '2015-09-12']), | |
| ('2015-09-13', | |
| ['6.207999999999999', | |
| '30.484', | |
| '27.673000000000002', | |
| '-0.877', | |
| '4.052', | |
| '15.617', | |
| '14.26', | |
| '-0.8109999999999999', | |
| '159.0', | |
| '1079.505', | |
| '641.6569999999999', | |
| '-1.435', | |
| '0.6920000000000001', | |
| '0.588', | |
| '0.026000000000000002', | |
| '2015-09-13']), | |
| ('2015-09-14', | |
| ['25.311999999999998', | |
| '29.915', | |
| '27.750999999999998', | |
| '-0.166', | |
| '15.959000000000001', | |
| '15.277000000000001', | |
| '14.315', | |
| '0.048', | |
| '559.0', | |
| '991.278', | |
| '574.841', | |
| '-0.752', | |
| '0.42200000000000004', | |
| '0.838', | |
| '0.002', | |
| '2015-09-14']), | |
| ('2015-09-15', | |
| ['39.348', | |
| '30.897', | |
| '27.08', | |
| '0.312', | |
| '25.614', | |
| '15.872', | |
| '14.155999999999999', | |
| '0.688', | |
| '940.0', | |
| '934.961', | |
| '536.732', | |
| '0.009000000000000001', | |
| '0.36', | |
| '0.665', | |
| '0.127', | |
| '2015-09-15']), | |
| ('2015-09-16', | |
| ['56.003', | |
| '29.138', | |
| '24.263', | |
| '1.107', | |
| '31.662', | |
| '14.842', | |
| '12.526', | |
| '1.3430000000000002', | |
| '1090.0', | |
| '891.961', | |
| '489.095', | |
| '0.405', | |
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| ('2015-11-04', | |
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| ('2015-11-06', | |
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| ('2015-11-07', | |
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| ('2015-11-09', | |
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| ('2015-11-10', | |
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| ('2015-11-11', | |
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| ('2015-11-13', | |
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| ('2015-11-15', | |
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| ('2015-11-16', | |
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| ('2015-11-17', | |
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| ('2015-11-19', | |
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| ('2015-11-20', | |
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| ('2015-11-21', | |
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| ('2015-11-22', | |
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| ('2015-11-23', | |
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| ('2015-11-24', | |
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| ('2015-11-25', | |
| ['35.755', | |
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| ('2015-11-26', | |
| ['25.849', | |
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| ('2015-11-27', | |
| ['5.101', | |
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| ('2015-11-28', | |
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| ('2015-11-29', | |
| ['17.854', | |
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| ('2015-11-30', | |
| ['27.678', | |
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| ('2015-12-01', | |
| ['36.619', | |
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| ('2015-12-02', | |
| ['47.93899999999999', | |
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| ('2015-12-03', | |
| ['24.561', | |
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| ('2015-12-04', | |
| ['11.66', | |
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| '15.08', | |
| '8.949', | |
| '-0.299', | |
| '1293.0', | |
| '620.724', | |
| '341.54699999999997', | |
| '1.9 |
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