
	SMT.L:
SMT.L: YAHOO FINANCE RAW
                                 open         low  ...      adjclose    volume
1968-12-31 07:00:00+00:00    0.048520    0.048520  ...  3.536882e-08         0
1969-01-01 07:00:00+00:00    0.048520    0.048520  ...  3.536882e-08         0
1969-01-02 07:00:00+00:00    0.048520    0.048520  ...  3.536882e-08         0
1969-01-03 07:00:00+00:00    0.048520    0.048520  ...  3.536882e-08         0
1969-01-06 07:00:00+00:00    0.048520    0.048520  ...  3.536882e-08         0
...                               ...         ...  ...           ...       ...
2024-03-28 08:00:00+00:00  886.599976  881.000000  ...  8.940000e+02  14701666
2024-04-02 07:00:00+00:00  895.799988  866.000000  ...  8.660000e+02   3155097
2024-04-03 07:00:00+00:00  866.599976  850.000000  ...  8.740000e+02   3897419
2024-04-04 07:00:00+00:00  870.000000  860.599976  ...  8.840000e+02   4624038
2024-04-05 07:00:00+00:00  864.400024  857.200012  ...  8.576000e+02   2519777

[14267 rows x 6 columns]
SMT.L: CVXPORTFOLIO CLEANED
                                 open         low  ...    return   valuevolume
1980-01-31 08:00:00+00:00    4.440000    4.440000  ...  0.000000  0.000000e+00
1980-02-01 08:00:00+00:00    4.440000    4.440000  ...  0.000000  0.000000e+00
1980-02-04 08:00:00+00:00    4.440000    4.440000  ...  0.000000  0.000000e+00
1980-02-05 08:00:00+00:00    4.440000    4.440000  ...  0.000000  0.000000e+00
1980-02-06 08:00:00+00:00    4.440000    4.440000  ...  0.000000  0.000000e+00
...                               ...         ...  ...       ...           ...
2024-03-28 08:00:00+00:00  886.599976  881.000000  ...  0.010377  1.303450e+10
2024-04-02 07:00:00+00:00  895.799988  866.000000  ... -0.032597  2.826336e+09
2024-04-03 07:00:00+00:00  866.599976  850.000000  ...  0.003923  3.377503e+09
2024-04-04 07:00:00+00:00  870.000000  860.599976  ... -0.006437  4.022913e+09
2024-04-05 07:00:00+00:00  864.400024         NaN  ...       NaN           NaN

[11375 rows x 6 columns]

Cvxportfolio dropped 20% of rows
Max Cvxportfolio logreturn: 0.23484603393311956
Min Cvxportfolio logreturn: -0.32681042362385965
How many zero volumes: 0.5425054945054945

	NVR:
NVR: YAHOO FINANCE RAW
                                  open          low  ...     adjclose   volume
1985-07-22 13:30:00+00:00    30.625000    30.250000  ...    23.394072  1036000
1985-07-23 13:30:00+00:00    30.625000    30.000000  ...    23.201525    41800
1985-07-24 13:30:00+00:00    30.000000    29.250000  ...    22.720165    16900
1985-07-25 13:30:00+00:00    29.250000    29.250000  ...    23.105253    42600
1985-07-26 13:30:00+00:00    29.750000    29.625000  ...    23.008982    27300
...                                ...          ...  ...          ...      ...
2024-04-01 13:30:00+00:00  8097.979980  7978.279785  ...  8026.270020    14400
2024-04-02 13:30:00+00:00  7925.339844  7810.009766  ...  7852.899902    17900
2024-04-03 13:30:00+00:00  7840.000000  7823.450195  ...  7914.299805    18400
2024-04-04 13:30:00+00:00  8000.000000  7780.870117  ...  7790.000000    15300
2024-04-05 13:30:00+00:00  7801.379883  7801.379883  ...  7907.890137    12600

[9755 rows x 6 columns]
NVR: CVXPORTFOLIO CLEANED
                                  open          low  ...    return   valuevolume
1993-11-01 14:30:00+00:00    10.000000    10.000000  ...  0.012500  1.120000e+05
1993-11-02 14:30:00+00:00    10.125000    10.000000  ...  0.000000  4.242375e+05
1993-11-03 14:30:00+00:00    10.125000    10.125000  ...  0.000000  1.518750e+04
1993-11-04 14:30:00+00:00    10.125000    10.000000  ... -0.024691  7.188750e+04
1993-11-05 14:30:00+00:00     9.875000     9.875000  ...  0.000000  2.804500e+05
...                                ...          ...  ...       ...           ...
2024-04-01 13:30:00+00:00  8097.979980  7978.279785  ... -0.021319  1.166109e+08
2024-04-02 13:30:00+00:00  7925.339844  7810.009766  ... -0.010768  1.418636e+08
2024-04-03 13:30:00+00:00  7840.000000  7823.450195  ...  0.020408  1.442560e+08
2024-04-04 13:30:00+00:00  8000.000000  7780.870117  ... -0.024828  1.224000e+08
2024-04-05 13:30:00+00:00  7801.379883          NaN  ...       NaN           NaN

[7661 rows x 6 columns]

Cvxportfolio dropped 21% of rows
Max Cvxportfolio logreturn: 0.18744967555078326
Min Cvxportfolio logreturn: -0.18146307446035254
How many zero volumes: 0.0005221250489492234

	HUBB:
HUBB: YAHOO FINANCE RAW
                                 open         low  ...    adjclose    volume
1972-06-05 13:30:00+00:00    3.746001    3.746001  ...    0.201951       0.0
1972-06-06 13:30:00+00:00         NaN         NaN  ...         NaN       NaN
1972-06-07 13:30:00+00:00         NaN         NaN  ...         NaN       NaN
1972-06-08 13:30:00+00:00         NaN         NaN  ...         NaN       NaN
1972-06-09 13:30:00+00:00         NaN         NaN  ...         NaN       NaN
...                               ...         ...  ...         ...       ...
2024-04-01 13:30:00+00:00  415.619995  413.924988  ...  416.799988  263665.0
2024-04-02 13:30:00+00:00  415.089996  409.779999  ...  415.540009  348782.0
2024-04-03 13:30:00+00:00  415.209991  411.329987  ...  424.399994  428768.0
2024-04-04 13:30:00+00:00  427.410004  411.239990  ...  412.559998  369897.0
2024-04-05 13:30:00+00:00  416.440002  416.295013  ...  417.079987  449636.0

[13071 rows x 6 columns]
HUBB: CVXPORTFOLIO CLEANED
                                 open         low  ...        return   valuevolume
1994-11-30 14:30:00+00:00   26.190475   26.072001  ... -2.270621e-03  6.270000e+05
1994-12-01 14:30:00+00:00   26.131001   25.535999  ... -1.813415e-02  1.327977e+06
1994-12-02 14:30:00+00:00   25.657143   25.594999  ...  7.052988e-03  3.356724e+06
1994-12-05 14:30:00+00:00   25.838095   25.715000  ... -6.416082e-08  8.139000e+05
1994-12-06 14:30:00+00:00   25.838095   25.594999  ... -7.003362e-03  3.532326e+06
...                               ...         ...  ...           ...           ...
2024-04-01 13:30:00+00:00  415.619995  413.924988  ... -1.275200e-03  1.095844e+08
2024-04-02 13:30:00+00:00  415.089996  409.779999  ...  2.890822e-04  1.447759e+08
2024-04-03 13:30:00+00:00  415.209991  411.329987  ...  2.938275e-02  1.780288e+08
2024-04-04 13:30:00+00:00  427.410004  411.239990  ... -2.566622e-02  1.580977e+08
2024-04-05 13:30:00+00:00  416.440002         NaN  ...           NaN           NaN

[7388 rows x 6 columns]

Cvxportfolio dropped 43% of rows
Max Cvxportfolio logreturn: 0.1468187851208631
Min Cvxportfolio logreturn: -0.13926177333953668
How many zero volumes: 0.0025717379534380075

	NWG.L:
NWG.L: YAHOO FINANCE RAW
                                 open         low  ...    adjclose    volume
1988-07-01 07:00:00+00:00  453.543701  453.543701  ...  184.401917         0
1988-07-04 07:00:00+00:00  449.846405  449.846405  ...  182.898712         0
1988-07-05 07:00:00+00:00  456.008606  456.008606  ...  185.404160         0
1988-07-06 07:00:00+00:00  449.846405  449.846405  ...  182.898712         0
1988-07-07 07:00:00+00:00  443.684113  443.684113  ...  180.393204         0
...                               ...         ...  ...         ...       ...
2024-03-28 08:00:00+00:00  265.000000  263.700012  ...  265.500000  25164728
2024-04-02 07:00:00+00:00  265.100006  263.700012  ...  267.100006  31032477
2024-04-03 07:00:00+00:00  266.700012  266.399994  ...  272.700012  34901617
2024-04-04 07:00:00+00:00  274.399994  273.500000  ...  280.500000  49149789
2024-04-05 07:00:00+00:00  277.500000  277.500000  ...  278.399994  20411707

[9179 rows x 6 columns]
NWG.L: CVXPORTFOLIO CLEANED
                                 open         low  ...    return   valuevolume
1988-07-01 07:00:00+00:00  453.543701  453.543701  ... -0.008152  0.000000e+00
1988-07-04 07:00:00+00:00  449.846405  449.846405  ...  0.013698  0.000000e+00
1988-07-05 07:00:00+00:00  456.008606  456.008606  ... -0.013513  0.000000e+00
1988-07-06 07:00:00+00:00  449.846405  449.846405  ... -0.013699  0.000000e+00
1988-07-07 07:00:00+00:00  443.684113  443.684113  ...  0.000000  0.000000e+00
...                               ...         ...  ...       ...           ...
2024-03-28 08:00:00+00:00  265.000000  263.700012  ...  0.000377  6.668653e+09
2024-04-02 07:00:00+00:00  265.100006  263.700012  ...  0.006035  8.226710e+09
2024-04-03 07:00:00+00:00  266.700012  266.399994  ...  0.028871  9.308262e+09
2024-04-04 07:00:00+00:00  274.399994  273.500000  ...  0.011297  1.348670e+10
2024-04-05 07:00:00+00:00  277.500000         NaN  ...       NaN           NaN

[9179 rows x 6 columns]

Cvxportfolio dropped 0% of rows
Max Cvxportfolio logreturn: 0.3883847969606009
Min Cvxportfolio logreturn: -0.9817912489871412
How many zero volumes: 0.20590478265606274

	BA.L:
BA.L: YAHOO FINANCE RAW
                                  open          low  ...     adjclose   volume
1988-07-01 07:00:00+00:00   100.918602   100.918602  ...    34.023872        0
1988-07-04 07:00:00+00:00   100.918602   100.918602  ...    34.023872        0
1988-07-05 07:00:00+00:00   102.384804   102.384804  ...    34.518188        0
1988-07-06 07:00:00+00:00   100.674301   100.674301  ...    33.941509        0
1988-07-07 07:00:00+00:00    98.963799    98.963799  ...    33.364830        0
...                                ...          ...  ...          ...      ...
2024-03-28 08:00:00+00:00  1355.000000  1344.000000  ...  1349.500000  6976596
2024-04-02 07:00:00+00:00  1354.500000  1326.500000  ...  1331.000000  7158300
2024-04-03 07:00:00+00:00  1328.500000  1302.000000  ...  1320.500000  9447110
2024-04-04 07:00:00+00:00  1317.500000  1310.250000  ...  1313.000000  5379241
2024-04-05 07:00:00+00:00  1307.000000  1303.500000  ...  1326.000000  8904552

[9179 rows x 6 columns]
BA.L: CVXPORTFOLIO CLEANED
                                  open          low  ...    return   valuevolume
1988-07-01 07:00:00+00:00   100.918602   100.918602  ...  0.000000  0.000000e+00
1988-07-04 07:00:00+00:00   100.918602   100.918602  ...  0.014529  0.000000e+00
1988-07-05 07:00:00+00:00   102.384804   102.384804  ... -0.016707  0.000000e+00
1988-07-06 07:00:00+00:00   100.674301   100.674301  ... -0.016990  0.000000e+00
1988-07-07 07:00:00+00:00    98.963799    98.963799  ...  0.101234  0.000000e+00
...                                ...          ...  ...       ...           ...
2024-03-28 08:00:00+00:00  1355.000000  1344.000000  ... -0.000369  9.453288e+09
2024-04-02 07:00:00+00:00  1354.500000  1326.500000  ... -0.019195  9.695917e+09
2024-04-03 07:00:00+00:00  1328.500000  1302.000000  ... -0.008280  1.255049e+10
2024-04-04 07:00:00+00:00  1317.500000  1310.250000  ... -0.007970  7.087150e+09
2024-04-05 07:00:00+00:00  1307.000000          NaN  ...       NaN           NaN

[9179 rows x 6 columns]

Cvxportfolio dropped 0% of rows
Max Cvxportfolio logreturn: 0.2876819961285629
Min Cvxportfolio logreturn: -0.5659161019764781
How many zero volumes: 0.0725569234121364

Cvxportfolio dropped rows %:
NWG.L     0.000000
BA.L      0.000000
SMT.L    20.270554
NVR      21.465915
HUBB     43.477928
dtype: float64

Cvxportfolio min logreturns:
NWG.L   -0.981791
BA.L    -0.565916
SMT.L   -0.326810
NVR     -0.181463
HUBB    -0.139262
dtype: float64

Cvxportfolio max logreturns:
HUBB     0.146819
NVR      0.187450
SMT.L    0.234846
BA.L     0.287682
NWG.L    0.388385
dtype: float64
