In [ ]:
!pip install pandas
!pip install pandasql
In [2]:
import pandas as pd
import numpy as np
In [3]:
pd.set_option('display.max_columns', None)

Tworzenie DataFrame¶

In [4]:
data = np.load('3C_454_3_7d_lightcurve.npy', allow_pickle=True).flat[0]
data.keys()
Out[4]:
dict_keys(['name', 'tmin', 'tmax', 'tmin_mjd', 'tmax_mjd', 'loglike_const', 'flux_const', 'fit_success', 'fit_success_fixed', 'fit_status', 'fit_quality', 'num_free_params', 'param_names', 'param_names_fixed', 'param_values', 'param_values_fixed', 'param_errors', 'param_errors_fixed', 'ts', 'ts_fixed', 'loglike', 'loglike_fixed', 'loglike_scan', 'loglike_scan_fixed', 'dloglike_scan', 'dloglike_scan_fixed', 'eflux_scan', 'eflux_scan_fixed', 'flux_scan', 'flux_scan_fixed', 'norm_scan', 'norm_scan_fixed', 'npred', 'npred_fixed', 'npred_wt', 'npred_wt_fixed', 'pivot_energy', 'pivot_energy_fixed', 'flux', 'flux_fixed', 'flux100', 'flux100_fixed', 'flux1000', 'flux1000_fixed', 'flux10000', 'flux10000_fixed', 'flux_err', 'flux_err_fixed', 'flux100_err', 'flux100_err_fixed', 'flux1000_err', 'flux1000_err_fixed', 'flux10000_err', 'flux10000_err_fixed', 'flux_ul95', 'flux_ul95_fixed', 'flux100_ul95', 'flux100_ul95_fixed', 'flux1000_ul95', 'flux1000_ul95_fixed', 'flux10000_ul95', 'flux10000_ul95_fixed', 'eflux', 'eflux_fixed', 'eflux100', 'eflux100_fixed', 'eflux1000', 'eflux1000_fixed', 'eflux10000', 'eflux10000_fixed', 'eflux_err', 'eflux_err_fixed', 'eflux100_err', 'eflux100_err_fixed', 'eflux1000_err', 'eflux1000_err_fixed', 'eflux10000_err', 'eflux10000_err_fixed', 'eflux_ul95', 'eflux_ul95_fixed', 'eflux100_ul95', 'eflux100_ul95_fixed', 'eflux1000_ul95', 'eflux1000_ul95_fixed', 'eflux10000_ul95', 'eflux10000_ul95_fixed', 'dnde', 'dnde_fixed', 'dnde100', 'dnde100_fixed', 'dnde1000', 'dnde1000_fixed', 'dnde10000', 'dnde10000_fixed', 'dnde_err', 'dnde_err_fixed', 'dnde100_err', 'dnde100_err_fixed', 'dnde1000_err', 'dnde1000_err_fixed', 'dnde10000_err', 'dnde10000_err_fixed', 'dnde_index', 'dnde_index_fixed', 'dnde100_index', 'dnde100_index_fixed', 'dnde1000_index', 'dnde1000_index_fixed', 'dnde10000_index', 'dnde10000_index_fixed', 'config', 'ts_var', 'file'])
In [5]:
df = pd.DataFrame()
df['tmin'] = data['tmin_mjd']
df['tmax'] = data['tmax_mjd']
df['flux'] = data['flux']
df
Out[5]:
tmin tmax flux
0 54682.656032 54689.656032 3.740390e-06
1 54689.656032 54696.656032 2.636642e-06
2 54696.656032 54703.656032 2.948788e-06
3 54703.656032 54710.656032 3.406826e-06
4 54710.656032 54717.656032 2.342749e-06
... ... ... ...
749 59925.656032 59932.656032 9.250958e-07
750 59932.656032 59939.656032 7.631351e-07
751 59939.656032 59946.656032 7.090004e-07
752 59946.656032 59953.656032 1.143504e-06
753 59953.656032 59960.424562 6.462950e-07

754 rows × 3 columns

Wczytywanie danych¶

In [6]:
df = pd.read_csv('3C_454_3_7d_lightcurve.csv')
df.head(10)
Out[6]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 0.000004 0.000004 0.000004 0.000004 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 0.000004 0.000004 0.000004 0.000004 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 0.000003 0.000003 0.000003 0.000003 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 0.000003 0.000003 0.000003 0.000003 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 0.000003 0.000003 0.000003 0.000003 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 0.000003 0.000003 0.000003 0.000003 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 0.000003 0.000003 0.000003 0.000003 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 0.000004 0.000003 0.000004 0.000003 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 0.000002 0.000002 0.000002 0.000002 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 0.000003 0.000002 0.000003 0.000002 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
5 242581417.0 243186217.0 54717.656032 54724.656032 -7256.678045 0.000001 True True 0 3 3 5812.058063 5812.021972 -6743.049864 -6743.068307 1318.872469 1318.594284 1318.872469 1318.594284 100.000000 2608.520101 0.000004 0.000004 0.000004 0.000004 2.022771e-07 2.046902e-07 2.289394e-09 2.349048e-09 3.840121e-07 1.311803e-07 3.840121e-07 1.311803e-07 4.821174e-08 6.002708e-09 9.177076e-10 6.888989e-11 0.000005 0.000005 0.000005 0.000005 2.122182e-07 2.147518e-07 2.401908e-09 2.464517e-09 0.001442 0.001448 0.001442 0.001448 0.000438 0.000445 0.000035 0.000036 0.000219 0.000042 0.000219 0.000042 0.000119 0.000013 0.000014 1.053330e-06 0.001513 0.001519 0.001513 0.001519 0.000460 0.000467 0.000037 0.000038 5.393212e-08 2.881341e-11 5.393212e-08 5.353283e-08 3.123622e-10 3.148544e-10 5.758250e-13 5.894130e-13 2.967059e-09 8.454794e-13 2.967059e-09 1.570828e-09 6.052649e-11 9.238853e-12 2.144683e-13 1.729530e-14 2.391345 2.384667 2.133205 2.126526 2.391345 2.384667 3.242897 3.236219
6 243186217.0 243791017.0 54724.656032 54731.656032 -7773.668856 0.000001 True True 0 3 3 5100.040496 5100.039564 -7425.293814 -7425.294357 1315.801449 1315.796164 1315.801449 1315.796164 311.747272 112551.219269 0.000004 0.000004 0.000004 0.000004 1.649715e-07 1.646764e-07 1.897158e-09 1.889846e-09 1.175308e-07 1.078167e-07 1.175308e-07 1.078167e-07 1.140077e-08 4.933604e-09 2.640652e-10 5.662035e-11 0.000004 0.000004 0.000004 0.000004 1.732472e-07 1.729450e-07 1.992328e-09 1.984737e-09 0.001166 0.001165 0.001166 0.001165 0.000359 0.000358 0.000029 0.000029 0.000043 0.000035 0.000043 0.000035 0.000030 0.000011 0.000004 8.657281e-07 0.001224 0.001224 0.001224 0.001224 0.000377 0.000376 0.000030 0.000030 3.664399e-09 9.800935e-18 4.302100e-08 4.306799e-08 2.536106e-10 2.533052e-10 4.758558e-13 4.741919e-13 1.103716e-10 2.938046e-19 2.166046e-09 1.291058e-09 1.297834e-11 7.593381e-12 6.033188e-14 1.421494e-14 2.383669 2.384667 2.125529 2.126526 2.383669 2.384667 3.235221 3.236219
7 243791017.0 244395817.0 54731.656032 54738.656032 -7090.947204 0.000001 True True 0 3 3 3612.709766 3608.634060 -6990.972059 -6993.007878 1098.573455 1093.643330 1098.573455 1093.643330 299.106258 27418.200657 0.000002 0.000002 0.000002 0.000002 9.256109e-08 1.066375e-07 8.966690e-10 1.223784e-09 8.826046e-08 7.822440e-08 8.826047e-08 7.822441e-08 7.389793e-09 3.579487e-09 1.446323e-10 4.107986e-11 0.000003 0.000002 0.000003 0.000002 9.774141e-08 1.126297e-07 9.468523e-10 1.292551e-09 0.000721 0.000754 0.000721 0.000754 0.000194 0.000232 0.000014 0.000019 0.000029 0.000025 0.000029 0.000025 0.000019 0.000008 0.000002 6.281133e-07 0.000762 0.000797 0.000762 0.000797 0.000205 0.000245 0.000014 0.000020 2.609617e-09 7.975836e-15 3.059512e-08 2.788901e-08 1.492023e-10 1.640298e-10 2.315899e-13 3.070666e-13 8.799792e-11 2.678830e-16 1.714181e-09 9.367034e-10 8.914893e-12 5.509239e-12 3.412678e-14 1.031339e-14 2.466033 2.384667 2.207892 2.126526 2.466033 2.384667 3.317585 3.236219
8 244395817.0 245000617.0 54738.656032 54745.656032 -8026.478711 0.000001 True True 0 3 3 4079.289885 4079.283718 -7889.931143 -7889.934188 1237.418165 1237.201171 1237.418165 1237.201171 325.842722 299999.133272 0.000003 0.000003 0.000003 0.000003 1.139334e-07 1.144906e-07 1.299796e-09 1.313907e-09 8.780629e-08 7.931697e-08 8.780630e-08 7.931698e-08 8.057987e-09 3.629481e-09 1.866910e-10 4.165363e-11 0.000003 0.000003 0.000003 0.000003 1.199753e-07 1.205615e-07 1.368724e-09 1.383578e-09 0.000809 0.000810 0.000809 0.000810 0.000247 0.000249 0.000020 0.000020 0.000031 0.000026 0.000031 0.000026 0.000021 0.000008 0.000003 6.368861e-07 0.000852 0.000853 0.000852 0.000853 0.000260 0.000262 0.000021 0.000021 2.309417e-09 3.960229e-21 3.004366e-08 2.994284e-08 1.755457e-10 1.761094e-10 3.264738e-13 3.296799e-13 7.324480e-11 1.256184e-22 1.623877e-09 9.497864e-10 9.172863e-12 5.586187e-12 4.268207e-14 1.045744e-14 2.387519 2.384667 2.129378 2.126526 2.387519 2.384667 3.239071 3.236219
9 245000617.0 245605417.0 54745.656032 54752.656032 -6777.323333 0.000001 True True 0 3 3 2612.728725 2611.460393 -6759.183774 -6759.819138 896.486849 893.180330 896.486849 893.180330 254.231930 661.445213 0.000002 0.000002 0.000002 0.000002 7.644694e-08 8.003717e-08 1.179914e-09 9.185159e-10 7.655357e-08 6.661301e-08 7.655359e-08 6.661301e-08 6.823487e-09 3.048158e-09 6.387355e-10 3.498209e-11 0.000002 0.000002 0.000002 0.000002 8.130808e-08 8.514540e-08 1.254943e-09 9.771385e-10 0.000567 0.000566 0.000567 0.000566 0.000174 0.000174 0.000019 0.000014 0.000032 0.000022 0.000032 0.000022 0.000028 0.000007 0.000013 5.348780e-07 0.000603 0.000602 0.000603 0.000602 0.000185 0.000185 0.000021 0.000015 2.797090e-09 3.248823e-10 2.260473e-08 2.093221e-08 1.158010e-10 1.231132e-10 2.631140e-13 2.304700e-13 1.137752e-10 1.238026e-11 1.730573e-09 7.976620e-10 7.937749e-12 4.691464e-12 9.603871e-14 8.782504e-15 2.399964 2.384667 2.216641 2.126526 2.399964 2.384667 3.004709 3.236219
In [7]:
df.dtypes[0:10]
Out[7]:
tmin                 float64
tmax                 float64
tmin_mjd             float64
tmax_mjd             float64
loglike_const        float64
flux_const           float64
fit_success             bool
fit_success_fixed       bool
fit_status             int64
fit_quality            int64
dtype: object
In [8]:
df2 = pd.read_csv('3C_454_3_7d_lightcurve.dat', delimiter='\s+')
df2.tail(3)
Out[8]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584598915542 1.3802169466294291e-06 True True 102 2.0 3.0 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672023487 1.3802169466294291e-06 True True 0 3.0 3.0 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810390768 1.3802169466294291e-06 True True 102 2.0 3.0 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219
In [9]:
df2.dtypes[0:10]
Out[9]:
tmin                 float64
tmax                 float64
tmin_mjd             float64
tmax_mjd             float64
loglike_const         object
flux_const            object
fit_success           object
fit_success_fixed     object
fit_status             int64
fit_quality          float64
dtype: object

Tworzenie kopii DataFrame¶

In [10]:
df_copy = df.copy()
df_copy
Out[10]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 93 columns

Podstawowe infomacje o wczytanych danych¶

In [11]:
df.columns
Out[11]:
Index(['tmin', 'tmax', 'tmin_mjd', 'tmax_mjd', 'loglike_const', 'flux_const',
       'fit_success', 'fit_success_fixed', 'fit_status', 'fit_quality',
       'num_free_params', 'ts', 'ts_fixed', 'loglike', 'loglike_fixed',
       'npred', 'npred_fixed', 'npred_wt', 'npred_wt_fixed', 'pivot_energy',
       'pivot_energy_fixed', 'flux', 'flux_fixed', 'flux100', 'flux100_fixed',
       'flux1000', 'flux1000_fixed', 'flux10000', 'flux10000_fixed',
       'flux_err', 'flux_err_fixed', 'flux100_err', 'flux100_err_fixed',
       'flux1000_err', 'flux1000_err_fixed', 'flux10000_err',
       'flux10000_err_fixed', 'flux_ul95', 'flux_ul95_fixed', 'flux100_ul95',
       'flux100_ul95_fixed', 'flux1000_ul95', 'flux1000_ul95_fixed',
       'flux10000_ul95', 'flux10000_ul95_fixed', 'eflux', 'eflux_fixed',
       'eflux100', 'eflux100_fixed', 'eflux1000', 'eflux1000_fixed',
       'eflux10000', 'eflux10000_fixed', 'eflux_err', 'eflux_err_fixed',
       'eflux100_err', 'eflux100_err_fixed', 'eflux1000_err',
       'eflux1000_err_fixed', 'eflux10000_err', 'eflux10000_err_fixed',
       'eflux_ul95', 'eflux_ul95_fixed', 'eflux100_ul95',
       'eflux100_ul95_fixed', 'eflux1000_ul95', 'eflux1000_ul95_fixed',
       'eflux10000_ul95', 'eflux10000_ul95_fixed', 'dnde', 'dnde_fixed',
       'dnde100', 'dnde100_fixed', 'dnde1000', 'dnde1000_fixed', 'dnde10000',
       'dnde10000_fixed', 'dnde_err', 'dnde_err_fixed', 'dnde100_err',
       'dnde100_err_fixed', 'dnde1000_err', 'dnde1000_err_fixed',
       'dnde10000_err', 'dnde10000_err_fixed', 'dnde_index',
       'dnde_index_fixed', 'dnde100_index', 'dnde100_index_fixed',
       'dnde1000_index', 'dnde1000_index_fixed', 'dnde10000_index',
       'dnde10000_index_fixed'],
      dtype='object')
In [12]:
df.index
Out[12]:
RangeIndex(start=0, stop=754, step=1)
In [13]:
df.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 754 entries, 0 to 753
Data columns (total 93 columns):
 #   Column                 Non-Null Count  Dtype  
---  ------                 --------------  -----  
 0   tmin                   754 non-null    float64
 1   tmax                   754 non-null    float64
 2   tmin_mjd               754 non-null    float64
 3   tmax_mjd               754 non-null    float64
 4   loglike_const          750 non-null    float64
 5   flux_const             750 non-null    float64
 6   fit_success            754 non-null    bool   
 7   fit_success_fixed      754 non-null    bool   
 8   fit_status             754 non-null    int64  
 9   fit_quality            754 non-null    int64  
 10  num_free_params        754 non-null    int64  
 11  ts                     750 non-null    float64
 12  ts_fixed               750 non-null    float64
 13  loglike                750 non-null    float64
 14  loglike_fixed          750 non-null    float64
 15  npred                  750 non-null    float64
 16  npred_fixed            750 non-null    float64
 17  npred_wt               750 non-null    float64
 18  npred_wt_fixed         750 non-null    float64
 19  pivot_energy           750 non-null    float64
 20  pivot_energy_fixed     750 non-null    float64
 21  flux                   750 non-null    float64
 22  flux_fixed             750 non-null    float64
 23  flux100                750 non-null    float64
 24  flux100_fixed          750 non-null    float64
 25  flux1000               750 non-null    float64
 26  flux1000_fixed         750 non-null    float64
 27  flux10000              750 non-null    float64
 28  flux10000_fixed        750 non-null    float64
 29  flux_err               750 non-null    float64
 30  flux_err_fixed         750 non-null    float64
 31  flux100_err            750 non-null    float64
 32  flux100_err_fixed      750 non-null    float64
 33  flux1000_err           750 non-null    float64
 34  flux1000_err_fixed     750 non-null    float64
 35  flux10000_err          750 non-null    float64
 36  flux10000_err_fixed    750 non-null    float64
 37  flux_ul95              750 non-null    float64
 38  flux_ul95_fixed        750 non-null    float64
 39  flux100_ul95           750 non-null    float64
 40  flux100_ul95_fixed     750 non-null    float64
 41  flux1000_ul95          750 non-null    float64
 42  flux1000_ul95_fixed    750 non-null    float64
 43  flux10000_ul95         750 non-null    float64
 44  flux10000_ul95_fixed   750 non-null    float64
 45  eflux                  750 non-null    float64
 46  eflux_fixed            750 non-null    float64
 47  eflux100               750 non-null    float64
 48  eflux100_fixed         750 non-null    float64
 49  eflux1000              750 non-null    float64
 50  eflux1000_fixed        750 non-null    float64
 51  eflux10000             750 non-null    float64
 52  eflux10000_fixed       750 non-null    float64
 53  eflux_err              750 non-null    float64
 54  eflux_err_fixed        750 non-null    float64
 55  eflux100_err           750 non-null    float64
 56  eflux100_err_fixed     750 non-null    float64
 57  eflux1000_err          750 non-null    float64
 58  eflux1000_err_fixed    750 non-null    float64
 59  eflux10000_err         750 non-null    float64
 60  eflux10000_err_fixed   750 non-null    float64
 61  eflux_ul95             750 non-null    float64
 62  eflux_ul95_fixed       750 non-null    float64
 63  eflux100_ul95          750 non-null    float64
 64  eflux100_ul95_fixed    750 non-null    float64
 65  eflux1000_ul95         750 non-null    float64
 66  eflux1000_ul95_fixed   750 non-null    float64
 67  eflux10000_ul95        750 non-null    float64
 68  eflux10000_ul95_fixed  750 non-null    float64
 69  dnde                   750 non-null    float64
 70  dnde_fixed             750 non-null    float64
 71  dnde100                750 non-null    float64
 72  dnde100_fixed          750 non-null    float64
 73  dnde1000               750 non-null    float64
 74  dnde1000_fixed         750 non-null    float64
 75  dnde10000              750 non-null    float64
 76  dnde10000_fixed        750 non-null    float64
 77  dnde_err               750 non-null    float64
 78  dnde_err_fixed         750 non-null    float64
 79  dnde100_err            750 non-null    float64
 80  dnde100_err_fixed      750 non-null    float64
 81  dnde1000_err           750 non-null    float64
 82  dnde1000_err_fixed     750 non-null    float64
 83  dnde10000_err          750 non-null    float64
 84  dnde10000_err_fixed    750 non-null    float64
 85  dnde_index             750 non-null    float64
 86  dnde_index_fixed       750 non-null    float64
 87  dnde100_index          750 non-null    float64
 88  dnde100_index_fixed    750 non-null    float64
 89  dnde1000_index         750 non-null    float64
 90  dnde1000_index_fixed   750 non-null    float64
 91  dnde10000_index        750 non-null    float64
 92  dnde10000_index_fixed  750 non-null    float64
dtypes: bool(2), float64(88), int64(3)
memory usage: 537.6 KB
In [14]:
df.size # liczba kolumn * liczba wierszy
Out[14]:
70122
In [15]:
df.shape # (liczba wierszy, liczba kolumn)
Out[15]:
(754, 93)
In [16]:
df.describe()
Out[16]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
count 7.540000e+02 7.540000e+02 754.000000 754.000000 750.000000 7.500000e+02 754.000000 754.000000 754.000000 750.000000 750.000000 750.000000 750.000000 750.000000 750.000000 750.000000 750.000000 750.000000 750.000000 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 750.000000 750.000000 750.000000 750.000000 750.000000 750.000000 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 7.500000e+02 750.000000 7.500000e+02 750.000000 7.500000e+02 750.000000 7.500000e+02 750.000000 7.500000e+02
mean 4.672646e+08 4.678694e+08 57318.156032 57325.155725 -4589.275084 1.380217e-06 11.633952 2.870027 2.734748 1738.648902 1733.725306 -4295.282953 -4297.739587 451.993544 450.564604 451.993544 450.564604 14816.526523 105078.078405 1.362856e-06 1.363737e-06 1.362870e-06 1.363750e-06 6.534301e-08 6.239518e-08 9.503281e-10 7.160544e-10 1.521771e-07 6.738891e-08 1.521771e-07 6.738891e-08 1.544884e-08 3.083663e-09 3.932446e-10 3.538956e-11 1.484985e-06 1.484499e-06 1.485000e-06 1.484513e-06 7.080810e-08 6.792043e-08 1.025577e-09 7.794628e-10 4.535723e-04 4.414341e-04 4.535773e-04 4.414343e-04 1.482726e-04 1.355697e-04 1.542426e-05 1.094457e-05 7.154204e-05 2.182875e-05 7.155868e-05 2.182875e-05 4.077232e-05 6.703529e-06 7.258682e-06 5.411082e-07 0.000493 0.000481 0.000493 0.000481 0.000161 0.000148 1.665969e-05 1.191374e-05 3.839186e-09 5.088510e-09 1.634200e-08 1.631828e-08 9.743283e-11 9.597626e-11 2.192997e-13 1.796693e-13 5.928545e-10 2.701096e-10 1.707555e-09 8.069530e-10 1.914877e-11 4.746110e-12 7.935338e-14 8.884801e-15 2.434362 2.384667e+00 2.187466 2.126526e+00 2.434362 2.384667e+00 3.248821 3.236219e+00
std 1.317287e+08 1.317286e+08 1524.637389 1524.636857 3500.371906 1.907096e-21 32.445500 0.380924 0.690429 6321.895546 6311.783060 2399.495259 2403.947563 934.708486 935.834661 934.708486 935.834661 62281.544939 134865.621515 2.551477e-06 2.627834e-06 2.551498e-06 2.627859e-06 1.443126e-07 1.202316e-07 2.582713e-09 1.379791e-09 2.192458e-07 4.486882e-08 2.192458e-07 4.486882e-08 2.772706e-08 2.053161e-09 6.906572e-10 2.356304e-11 2.664724e-06 2.744992e-06 2.664747e-06 2.745018e-06 1.513100e-07 1.255919e-07 2.706558e-09 1.441307e-09 9.139353e-04 8.506155e-04 9.139345e-04 8.506158e-04 3.393488e-04 2.612342e-04 4.297797e-05 2.108949e-05 1.287701e-04 1.453400e-05 1.287692e-04 1.453400e-05 6.989377e-05 4.463337e-06 1.387704e-05 3.602801e-07 0.000956 0.000889 0.000956 0.000889 0.000356 0.000273 4.506956e-05 2.202973e-05 9.427352e-09 1.510377e-08 2.881745e-08 3.144429e-08 2.055734e-10 1.849402e-10 5.662894e-13 3.462113e-13 1.468365e-09 4.751420e-10 1.381194e-09 5.372847e-10 3.478279e-11 3.160050e-12 1.357519e-13 5.915670e-15 0.154387 5.604564e-12 0.152714 5.763475e-12 0.154387 5.604564e-12 0.227055 5.919628e-12
min 2.395574e+08 2.401622e+08 54682.656032 54689.656032 -56687.483902 1.380217e-06 0.000000 0.000000 0.000000 -0.002574 -0.002567 -24000.196392 -24085.003282 0.005309 0.003592 0.005309 0.003592 100.000000 100.000000 1.844550e-11 1.844550e-11 1.844568e-11 1.844568e-11 8.439388e-13 8.439387e-13 9.685140e-15 9.685139e-15 3.169537e-13 2.798716e-14 3.169537e-13 2.798716e-14 1.450355e-14 1.280670e-15 1.664495e-16 1.469757e-17 1.760069e-08 1.760069e-08 1.760086e-08 1.760086e-08 8.052863e-10 8.052863e-10 2.726145e-12 9.241559e-12 5.970707e-09 5.970707e-09 5.970709e-09 5.970709e-09 1.833675e-09 1.833675e-09 1.480330e-10 1.480330e-10 1.026683e-10 9.065657e-12 1.026683e-10 9.065657e-12 3.152905e-11 2.784030e-12 2.545022e-12 2.247266e-13 0.000006 0.000006 0.000006 0.000006 0.000002 0.000002 3.727784e-08 1.412531e-07 2.919218e-26 2.919184e-26 2.207162e-13 2.207162e-13 1.298147e-15 1.298146e-15 2.430153e-18 2.430153e-18 2.353073e-27 3.240362e-28 3.795384e-15 3.351341e-16 2.232262e-17 1.971098e-18 4.178834e-20 3.689930e-21 1.936568 2.384667e+00 1.713873 2.126526e+00 1.936568 2.384667e+00 2.098780 3.236219e+00
25% 3.534110e+08 3.540158e+08 56000.406032 56007.406032 -5109.604390 1.380217e-06 0.000000 3.000000 3.000000 71.285297 68.928525 -5073.370145 -5075.795157 72.046173 70.263583 72.046173 70.263583 239.150233 100.000000 2.440725e-07 2.212612e-07 2.440749e-07 2.212634e-07 7.875468e-09 1.012339e-08 7.677865e-11 1.161772e-10 4.976398e-08 3.856302e-08 4.976399e-08 3.856302e-08 3.094982e-09 1.764613e-09 5.747453e-11 2.025153e-11 3.274855e-07 2.922936e-07 3.274898e-07 2.922964e-07 1.061884e-08 1.337334e-08 9.896876e-11 1.534740e-10 7.002966e-05 7.162106e-05 7.002983e-05 7.162108e-05 1.664666e-05 2.199568e-05 1.139940e-06 1.775716e-06 1.373451e-05 1.249141e-05 1.373451e-05 1.249141e-05 7.773310e-06 3.836066e-06 8.902050e-07 3.096469e-07 0.000091 0.000095 0.000091 0.000095 0.000023 0.000029 1.492574e-06 2.345781e-06 2.641168e-10 3.159164e-21 3.230240e-09 2.647581e-09 1.277984e-11 1.557180e-11 1.998937e-14 2.915068e-14 3.889936e-11 1.587965e-22 9.456180e-10 4.617755e-10 3.811621e-12 2.715941e-12 1.373889e-14 5.084290e-15 2.359290 2.384667e+00 2.113097 2.126526e+00 2.359290 2.384667e+00 3.193104 3.236219e+00
50% 4.672646e+08 4.678694e+08 57318.156032 57325.156032 -3724.663958 1.380217e-06 0.000000 3.000000 3.000000 332.976763 328.230505 -3624.009734 -3637.369344 203.264019 197.949389 203.264019 197.949389 315.175922 5477.217663 6.292271e-07 5.892975e-07 6.292345e-07 5.893032e-07 2.453107e-08 2.696219e-08 2.533252e-10 3.094212e-10 7.599624e-08 5.547152e-08 7.599625e-08 5.547152e-08 6.025068e-09 2.538333e-09 1.425377e-10 2.913109e-11 7.408283e-07 6.959005e-07 7.408375e-07 6.959072e-07 2.893882e-08 3.183961e-08 3.096554e-10 3.653950e-10 1.846250e-04 1.907524e-04 1.846251e-04 1.907525e-04 5.340854e-05 5.858233e-05 4.037391e-06 4.729365e-06 2.656423e-05 1.796845e-05 2.656424e-05 1.796845e-05 1.688217e-05 5.518044e-06 2.263569e-06 4.454159e-07 0.000221 0.000225 0.000221 0.000225 0.000062 0.000069 4.740655e-06 5.584899e-06 8.952106e-10 2.212261e-13 8.318727e-09 7.051450e-09 3.840325e-11 4.147324e-11 6.385984e-14 7.763863e-14 7.311680e-11 4.454825e-14 1.372910e-09 6.642475e-10 7.257781e-12 3.906784e-12 3.321677e-14 7.313569e-15 2.409053 2.384667e+00 2.163162 2.126526e+00 2.409053 2.384667e+00 3.254235 3.236219e+00
75% 5.811182e+08 5.817230e+08 58635.906032 58642.906032 -3029.928342 1.380217e-06 0.000000 3.000000 3.000000 1250.128254 1247.858467 -2854.288100 -2854.564245 475.459771 475.548182 475.459771 475.548182 364.650584 299999.133272 1.595920e-06 1.572690e-06 1.595940e-06 1.572705e-06 7.034458e-08 7.195544e-08 8.955578e-10 8.257690e-10 1.244514e-07 8.714916e-08 1.244514e-07 8.714917e-08 1.173817e-08 3.987876e-09 3.632472e-10 4.576674e-11 1.764024e-06 1.698004e-06 1.764041e-06 1.698020e-06 7.889646e-08 7.768894e-08 9.828307e-10 8.915674e-10 5.051435e-04 5.090711e-04 5.051438e-04 5.090713e-04 1.582244e-04 1.563418e-04 1.390885e-05 1.262151e-05 4.957926e-05 2.822953e-05 4.963634e-05 2.822953e-05 3.493890e-05 8.669185e-06 5.812189e-06 6.997758e-07 0.000550 0.000550 0.000550 0.000550 0.000173 0.000169 1.523969e-05 1.362721e-05 2.880293e-09 2.918922e-09 1.962237e-08 1.881858e-08 1.060501e-10 1.106818e-10 2.116654e-13 2.071984e-13 1.841262e-10 4.360714e-10 2.104717e-09 1.043574e-09 1.327991e-11 6.137798e-12 7.259599e-14 1.149007e-14 2.510101 2.384667e+00 2.263142 2.126526e+00 2.510101 2.384667e+00 3.355953 3.236219e+00
max 6.949718e+08 6.955566e+08 59953.656032 59960.424562 -44.103674 1.380217e-06 102.000000 3.000000 3.000000 124399.986233 124223.284789 -42.267767 -42.267767 15027.577806 15032.694813 15027.577806 15032.694813 299999.133272 299999.133272 4.218889e-05 4.393610e-05 4.218922e-05 4.393653e-05 2.524046e-06 2.010213e-06 3.772243e-08 2.306944e-08 1.738402e-06 5.453092e-07 1.738402e-06 5.453093e-07 2.517368e-07 2.495292e-08 5.225996e-09 2.863714e-10 4.547370e-05 4.730800e-05 4.547406e-05 4.730846e-05 2.720568e-06 2.164488e-06 4.065948e-08 2.483992e-08 1.560996e-02 1.422188e-02 1.560996e-02 1.422188e-02 5.816496e-03 4.367708e-03 5.874538e-04 3.526060e-04 1.123972e-03 1.766377e-04 1.123972e-03 1.766377e-04 6.372421e-04 5.424478e-05 1.188030e-04 4.378633e-06 0.016825 0.015313 0.016825 0.015313 0.006269 0.004703 6.331928e-04 3.796670e-04 1.259343e-07 2.016174e-07 4.549741e-07 5.257332e-07 3.592964e-09 3.092110e-09 9.031083e-12 5.788484e-12 1.863121e-08 4.180754e-09 1.863121e-08 6.529843e-09 3.065393e-10 3.840539e-11 1.200399e-12 7.189558e-14 3.391874 2.384667e+00 3.133734 2.126526e+00 3.391874 2.384667e+00 4.243426 3.236219e+00
In [17]:
df.corr(method='pearson') # lub kendall lub spearman | współczynniki korelacji
Out[17]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
tmin 1.000000 1.000000 1.000000 1.000000 0.276985 NaN -0.043534 -0.043534 0.037608 -0.056327 0.080937 -0.222375 -0.222539 0.323143 0.322794 -0.292229 -0.292109 -0.292229 -0.292109 -0.073869 0.035863 -0.297265 -0.289756 -0.297266 -0.289756 -0.248190 -0.289756 -0.175085 -0.289756 -0.067991 -0.238378 -0.067991 -0.238378 -0.087541 -0.238378 -0.074638 -0.238378 -0.292810 -0.285474 -0.292811 -0.285474 -0.243907 -0.285474 -0.171426 -0.285474 -0.273085 -0.289756 -0.273082 -0.289756 -0.233149 -0.289756 -0.163024 -0.289756 -0.069865 -0.238378 -0.069796 -0.238378 -0.087374 -0.238378 -0.048200 -0.238378 -0.268630 -0.285474 -0.268627 -0.285474 -0.228927 -0.285474 -0.159025 -0.285474 -0.190478 -0.155854 -0.312852 -0.289756 -0.264174 -0.289756 -0.194419 -0.289756 0.017098 -0.080985 -0.109450 -0.238378 -0.081510 -0.238378 -0.090510 -0.238378 0.091678 0.026856 0.114987 -0.004791 0.091678 0.026856 0.012850 0.005804
tmax 1.000000 1.000000 1.000000 1.000000 0.276985 NaN -0.043534 -0.043534 0.037608 -0.056327 0.080937 -0.222375 -0.222539 0.323143 0.322794 -0.292229 -0.292109 -0.292229 -0.292109 -0.073869 0.035863 -0.297266 -0.289756 -0.297266 -0.289756 -0.248190 -0.289756 -0.175085 -0.289756 -0.067991 -0.238378 -0.067991 -0.238378 -0.087541 -0.238378 -0.074638 -0.238378 -0.292810 -0.285474 -0.292811 -0.285474 -0.243907 -0.285474 -0.171426 -0.285474 -0.273085 -0.289756 -0.273082 -0.289756 -0.233149 -0.289756 -0.163024 -0.289756 -0.069865 -0.238378 -0.069796 -0.238378 -0.087375 -0.238378 -0.048200 -0.238378 -0.268630 -0.285474 -0.268627 -0.285474 -0.228927 -0.285474 -0.159025 -0.285474 -0.190479 -0.155854 -0.312852 -0.289756 -0.264174 -0.289756 -0.194419 -0.289756 0.017097 -0.080985 -0.109451 -0.238378 -0.081510 -0.238378 -0.090510 -0.238378 0.091678 0.026855 0.114987 -0.004791 0.091678 0.026855 0.012850 0.005803
tmin_mjd 1.000000 1.000000 1.000000 1.000000 0.276985 NaN -0.043534 -0.043534 0.037608 -0.056327 0.080937 -0.222375 -0.222539 0.323143 0.322794 -0.292229 -0.292109 -0.292229 -0.292109 -0.073869 0.035863 -0.297265 -0.289756 -0.297266 -0.289756 -0.248190 -0.289756 -0.175085 -0.289756 -0.067991 -0.238378 -0.067991 -0.238378 -0.087541 -0.238378 -0.074638 -0.238378 -0.292810 -0.285474 -0.292811 -0.285474 -0.243907 -0.285474 -0.171426 -0.285474 -0.273085 -0.289756 -0.273082 -0.289756 -0.233149 -0.289756 -0.163024 -0.289756 -0.069865 -0.238378 -0.069796 -0.238378 -0.087374 -0.238378 -0.048200 -0.238378 -0.268630 -0.285474 -0.268627 -0.285474 -0.228927 -0.285474 -0.159025 -0.285474 -0.190478 -0.155854 -0.312852 -0.289756 -0.264174 -0.289756 -0.194419 -0.289756 0.017098 -0.080985 -0.109450 -0.238378 -0.081510 -0.238378 -0.090510 -0.238378 0.091678 0.026856 0.114987 -0.004791 0.091678 0.026856 0.012850 0.005804
tmax_mjd 1.000000 1.000000 1.000000 1.000000 0.276985 NaN -0.043534 -0.043534 0.037608 -0.056327 0.080937 -0.222375 -0.222539 0.323143 0.322794 -0.292229 -0.292109 -0.292229 -0.292109 -0.073869 0.035863 -0.297266 -0.289756 -0.297266 -0.289756 -0.248190 -0.289756 -0.175085 -0.289756 -0.067991 -0.238378 -0.067991 -0.238378 -0.087541 -0.238378 -0.074638 -0.238378 -0.292810 -0.285474 -0.292811 -0.285474 -0.243907 -0.285474 -0.171426 -0.285474 -0.273085 -0.289756 -0.273082 -0.289756 -0.233149 -0.289756 -0.163024 -0.289756 -0.069865 -0.238378 -0.069796 -0.238378 -0.087375 -0.238378 -0.048200 -0.238378 -0.268630 -0.285474 -0.268627 -0.285474 -0.228927 -0.285474 -0.159025 -0.285474 -0.190479 -0.155854 -0.312852 -0.289756 -0.264174 -0.289756 -0.194419 -0.289756 0.017097 -0.080985 -0.109451 -0.238378 -0.081510 -0.238378 -0.090510 -0.238378 0.091678 0.026855 0.114987 -0.004791 0.091678 0.026855 0.012850 0.005803
loglike_const 0.276985 0.276985 0.276985 0.276985 1.000000 NaN NaN NaN 0.005406 -0.005406 -0.207336 -0.938277 -0.938239 0.946158 0.946398 -0.977653 -0.977476 -0.977653 -0.977476 0.133502 0.011096 -0.945961 -0.945262 -0.945961 -0.945262 -0.920968 -0.945262 -0.768599 -0.945262 -0.157579 -0.560722 -0.157579 -0.560722 -0.174911 -0.560722 -0.248280 -0.560722 -0.941554 -0.940764 -0.941554 -0.940764 -0.915888 -0.940764 -0.765347 -0.940764 -0.938318 -0.945262 -0.938318 -0.945262 -0.898435 -0.945262 -0.727705 -0.945262 -0.148001 -0.560722 -0.147969 -0.560722 -0.199616 -0.560722 -0.213784 -0.560722 -0.933536 -0.940764 -0.933536 -0.940764 -0.893649 -0.940764 -0.723844 -0.940764 -0.392216 -0.346109 -0.941590 -0.945262 -0.935719 -0.945262 -0.826084 -0.945262 -0.021913 -0.107461 -0.339431 -0.560722 -0.154048 -0.560722 -0.242387 -0.560722 0.166769 0.022719 0.169966 0.006319 0.166769 0.022719 0.110357 -0.036738
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
dnde100_index_fixed -0.004791 -0.004791 -0.004791 -0.004791 0.006319 NaN NaN NaN -0.022088 0.022088 0.053868 -0.004326 -0.004516 0.002692 0.002445 -0.000625 -0.000682 -0.000625 -0.000682 -0.072871 0.049557 -0.000533 0.000369 -0.000533 0.000369 0.005824 0.000369 0.017635 0.000369 0.011699 0.020731 0.011699 0.020731 0.005251 0.020731 0.010266 0.020731 -0.000713 0.000201 -0.000713 0.000201 0.005480 0.000201 0.017002 0.000201 0.003120 0.000369 0.003118 0.000369 0.008626 0.000369 0.017141 0.000369 0.006254 0.020731 0.006211 0.020731 0.005362 0.020731 0.001581 0.020731 0.002833 0.000201 0.002831 0.000201 0.008202 0.000201 0.016292 0.000201 -0.005890 -0.000867 -0.001959 0.000369 0.002978 0.000369 0.015425 0.000369 0.029326 -0.036293 0.031962 0.020731 0.004601 0.020731 0.010476 0.020731 0.009331 0.033148 0.004844 1.000000 0.009332 0.033146 0.016528 0.032883
dnde1000_index 0.091678 0.091678 0.091678 0.091678 0.166769 NaN NaN NaN 0.069911 -0.069911 0.124656 -0.164191 -0.163411 0.178701 0.179738 -0.186301 -0.190749 -0.186301 -0.190749 -0.074389 0.042212 -0.192050 -0.214367 -0.192049 -0.214367 -0.279514 -0.214367 -0.369479 -0.214367 0.034303 -0.226399 0.034303 -0.226399 -0.125119 -0.226399 -0.383561 -0.226399 -0.189576 -0.213218 -0.189575 -0.213218 -0.281895 -0.213218 -0.375015 -0.213218 -0.243660 -0.214367 -0.243665 -0.214367 -0.306184 -0.214367 -0.381153 -0.214367 -0.087613 -0.226399 -0.087716 -0.226399 -0.200624 -0.226399 -0.410057 -0.226399 -0.243931 -0.213218 -0.243937 -0.213218 -0.309437 -0.213218 -0.387048 -0.213218 -0.037128 -0.157756 -0.154177 -0.214367 -0.252724 -0.214367 -0.348699 -0.214367 0.225710 -0.128252 0.185963 -0.226399 -0.075891 -0.226399 -0.300262 -0.226399 1.000000 -0.017520 0.961142 0.009332 1.000000 -0.017521 0.790479 0.029106
dnde1000_index_fixed 0.026856 0.026855 0.026856 0.026855 0.022719 NaN NaN NaN 0.016397 -0.016397 -0.014870 -0.010762 -0.010766 0.027041 0.027008 -0.015243 -0.015175 -0.015243 -0.015175 0.010537 -0.011125 -0.017076 -0.016912 -0.017076 -0.016912 -0.015990 -0.016912 -0.020591 -0.016912 0.000363 0.035529 0.000363 0.035529 0.004136 0.035529 -0.010020 0.035529 -0.014215 -0.014120 -0.014215 -0.014120 -0.013599 -0.014120 -0.019228 -0.014120 -0.017031 -0.016912 -0.017031 -0.016912 -0.017045 -0.016912 -0.021426 -0.016912 0.002015 0.035529 0.001998 0.035529 0.002016 0.035529 -0.015306 0.035529 -0.014417 -0.014120 -0.014418 -0.014120 -0.014873 -0.014120 -0.020247 -0.014120 -0.025994 0.013566 -0.017824 -0.016912 -0.015716 -0.016912 -0.018655 -0.016912 -0.009318 0.020626 -0.002445 0.035529 0.002202 0.035529 -0.000339 0.035529 -0.017521 1.000000 -0.012867 0.033146 -0.017521 1.000000 -0.022665 0.016575
dnde10000_index 0.012850 0.012850 0.012850 0.012850 0.110357 NaN NaN NaN 0.106363 -0.106363 0.022879 -0.103665 -0.102868 0.123039 0.124074 -0.118445 -0.121815 -0.118445 -0.121815 -0.012479 0.038052 -0.122591 -0.140374 -0.122591 -0.140374 -0.200028 -0.140374 -0.334551 -0.140374 0.077334 -0.154620 0.077334 -0.154620 -0.037509 -0.154620 -0.418226 -0.154620 -0.120748 -0.139456 -0.120747 -0.139456 -0.201888 -0.139456 -0.341998 -0.139456 -0.171037 -0.140374 -0.171060 -0.140374 -0.235759 -0.140374 -0.370509 -0.140374 -0.030017 -0.154620 -0.030584 -0.154620 -0.147199 -0.154620 -0.575173 -0.154620 -0.171549 -0.139456 -0.171576 -0.139456 -0.239129 -0.139456 -0.380793 -0.139456 0.015351 -0.100607 -0.094559 -0.140374 -0.171577 -0.140374 -0.291054 -0.140374 0.209964 -0.092643 0.130794 -0.154620 0.001146 -0.154620 -0.244647 -0.154620 0.790479 -0.022665 0.590682 0.016528 0.790479 -0.022665 1.000000 0.000763
dnde10000_index_fixed 0.005804 0.005803 0.005804 0.005803 -0.036738 NaN NaN NaN -0.033788 0.033788 -0.008296 0.038300 0.038422 -0.030785 -0.030648 0.038955 0.038740 0.038955 0.038740 0.022094 -0.000919 0.046253 0.044736 0.046253 0.044736 0.036267 0.044736 0.018361 0.044736 -0.016031 0.020574 -0.016031 0.020574 -0.022105 0.020574 -0.023927 0.020574 0.044399 0.042856 0.044399 0.042856 0.034382 0.042856 0.017130 0.042856 0.041022 0.044736 0.041022 0.044736 0.032448 0.044736 0.016417 0.044736 -0.023038 0.020574 -0.023016 0.020574 -0.022299 0.020574 -0.013303 0.020574 0.039147 0.042856 0.039148 0.042856 0.030689 0.042856 0.015373 0.042856 0.019889 0.072292 0.049087 0.044736 0.040041 0.044736 0.022930 0.044736 -0.011299 0.000963 0.023127 0.020574 -0.021431 0.020574 -0.026525 0.020574 0.029106 0.016575 0.038001 0.032883 0.029106 0.016575 0.000763 1.000000

93 rows × 93 columns

Sortowanie¶

In [18]:
df.sort_values(by='loglike_const')
Out[18]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
119 311528617.0 312133417.0 55515.656032 55522.656032 -56687.483902 0.000001 True True 0 3 3 124399.986233 124223.284789 -24000.196392 -24085.003282 15027.577806 15032.694813 15027.577806 15032.694813 322.406024 61106.704533 4.218889e-05 4.393610e-05 4.218922e-05 4.393653e-05 2.524046e-06 2.010213e-06 3.772243e-08 2.306944e-08 3.739963e-07 3.619036e-07 3.739963e-07 3.619037e-07 4.701797e-08 1.656042e-08 1.399341e-09 1.900552e-10 0.000045 0.000047 0.000045 0.000047 2.720568e-06 2.164488e-06 4.065948e-08 2.483992e-08 0.015610 0.014222 0.015610 0.014222 0.005816 0.004368 0.000587 0.000353 0.000176 0.000117 0.000176 0.000117 0.000133 0.000036 0.000023 0.000003 0.016825 0.015313 0.016825 0.015313 0.006269 0.004703 0.000633 0.000380 4.173396e-08 3.860676e-15 4.549741e-07 5.257332e-07 3.592964e-09 3.092110e-09 9.031083e-12 5.788484e-12 3.477148e-10 3.182371e-17 6.313918e-09 4.333640e-09 4.881556e-11 2.548838e-11 3.038807e-13 4.771471e-14 2.256690 2.384667 1.998549 2.126526 2.256690 2.384667 3.108242 3.236219
120 312133417.0 312738217.0 55522.656032 55529.656032 -31372.320144 0.000001 True True 0 3 3 54705.501804 54694.643891 -18811.210489 -18816.478808 7892.942661 7895.127201 7892.942661 7895.127201 306.943058 299999.133272 2.263826e-05 2.296421e-05 2.263846e-05 2.296443e-05 1.139056e-06 1.050684e-06 1.435284e-08 1.205777e-08 2.781197e-07 2.632171e-07 2.781198e-07 2.632171e-07 3.056696e-08 1.204461e-08 7.697738e-10 1.382295e-10 0.000023 0.000024 0.000023 0.000024 1.181085e-06 1.089056e-06 1.488244e-08 1.249813e-08 0.007666 0.007433 0.007666 0.007433 0.002525 0.002283 0.000221 0.000184 0.000115 0.000085 0.000115 0.000085 0.000082 0.000026 0.000012 0.000002 0.007948 0.007705 0.007948 0.007705 0.002618 0.002366 0.000229 0.000191 2.421422e-08 3.634316e-20 2.614064e-07 2.747865e-07 1.705813e-09 1.616162e-09 3.542967e-12 3.025484e-12 2.785355e-10 4.168706e-22 4.996687e-09 3.151911e-09 3.373051e-11 1.853803e-11 1.729486e-13 3.470351e-14 2.339541 2.384667 2.081400 2.126526 2.339541 2.384667 3.191094 3.236219
123 313947817.0 314552617.0 55543.656032 55550.656032 -27021.346386 0.000001 True True 0 3 3 43005.777098 42947.215954 -18052.210814 -18081.274973 6720.382194 6726.603531 6720.382194 6726.603531 336.602320 100.000000 1.616615e-05 1.684939e-05 1.616628e-05 1.684955e-05 9.339899e-07 7.709119e-07 1.348599e-08 8.847075e-09 2.226436e-07 2.103626e-07 2.226437e-07 2.103626e-07 2.585275e-08 9.626024e-09 7.531286e-10 1.104728e-10 0.000017 0.000017 0.000017 0.000017 9.586130e-07 7.905834e-07 1.384152e-08 9.072827e-09 0.005871 0.005454 0.005871 0.005454 0.002135 0.001675 0.000209 0.000135 0.000097 0.000068 0.000097 0.000068 0.000073 0.000021 0.000012 0.000002 0.006026 0.005593 0.006026 0.005593 0.002191 0.001718 0.000215 0.000139 1.452135e-08 2.016174e-07 1.768264e-07 2.016174e-07 1.343486e-09 1.185817e-09 3.248936e-12 2.219870e-12 1.842038e-10 2.519001e-09 3.813235e-09 2.519001e-09 2.707817e-11 1.481555e-11 1.643423e-13 2.773497e-14 2.273469 2.384667 2.015330 2.126526 2.273469 2.384667 3.125020 3.236219
87 292175017.0 292779817.0 55291.656032 55298.656032 -25561.113164 0.000001 True True 0 3 3 41057.785881 41054.676263 -18131.506390 -18133.076074 6883.171453 6880.941591 6883.171453 6880.941591 281.793240 182368.506412 1.221484e-05 1.212104e-05 1.221497e-05 1.212116e-05 5.281140e-07 5.545751e-07 5.732885e-09 6.364369e-09 1.617615e-07 1.505252e-07 1.617615e-07 1.505252e-07 1.631887e-08 6.887913e-09 3.519070e-10 7.904891e-11 0.000012 0.000012 0.000012 0.000012 5.390831e-07 5.661462e-07 5.851959e-09 6.497159e-09 0.003854 0.003924 0.003854 0.003924 0.001134 0.001205 0.000087 0.000097 0.000063 0.000049 0.000063 0.000049 0.000042 0.000015 0.000006 0.000001 0.003934 0.004005 0.003934 0.004005 0.001158 0.001230 0.000089 0.000099 1.543826e-08 1.190539e-18 1.492062e-07 1.450386e-07 8.251176e-10 8.530474e-10 1.452330e-12 1.596920e-12 1.942970e-10 1.479548e-20 3.018722e-09 1.802474e-09 1.905582e-11 1.060129e-11 8.141667e-14 1.984579e-14 2.411427 2.384667 2.153287 2.126526 2.411427 2.384667 3.262980 3.236219
121 312738217.0 313343017.0 55529.656032 55536.656032 -23918.346510 0.000001 True True 0 3 3 32902.982219 32899.121895 -16859.506980 -16861.435674 5769.323491 5766.813618 5769.323491 5766.813618 298.892456 299999.133272 1.584182e-05 1.566752e-05 1.584198e-05 1.566767e-05 6.768551e-07 7.168377e-07 7.262475e-09 8.226513e-09 2.330083e-07 2.129448e-07 2.330083e-07 2.129449e-07 2.204945e-08 9.744186e-09 4.756876e-10 1.118288e-10 0.000016 0.000016 0.000016 0.000016 6.915611e-07 7.324061e-07 7.420266e-09 8.405177e-09 0.004972 0.005071 0.004972 0.005071 0.001450 0.001558 0.000111 0.000126 0.000084 0.000069 0.000084 0.000069 0.000057 0.000021 0.000007 0.000002 0.005080 0.005182 0.005080 0.005182 0.001482 0.001591 0.000113 0.000128 1.751856e-08 2.479542e-20 1.943375e-07 1.874753e-07 1.060937e-09 1.102640e-09 1.843501e-12 2.064161e-12 2.391277e-10 3.372518e-22 4.410725e-09 2.549922e-09 2.570184e-11 1.499742e-11 1.101696e-13 2.807543e-14 2.417023 2.384667 2.158883 2.126526 2.417023 2.384667 3.268575 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
505 544981417.0 545586217.0 58217.656032 58224.656032 -44.103674 0.000001 True True 0 3 1 1.123502 1.123502 -42.267767 -42.267767 0.869099 0.869101 0.869099 0.869101 100.000000 100.000000 2.545443e-07 2.545449e-07 2.545468e-07 2.545474e-07 1.164619e-08 1.164622e-08 1.336531e-10 1.336534e-10 3.491357e-07 3.491361e-07 3.491357e-07 3.491361e-07 1.597617e-08 1.597619e-08 1.833500e-10 1.833502e-10 0.000001 0.000001 0.000001 0.000001 5.298733e-08 5.298733e-08 6.080888e-10 6.080888e-10 0.000082 0.000082 0.000082 0.000082 0.000025 0.000025 0.000002 0.000002 0.000113 0.000113 0.000113 0.000113 0.000035 0.000035 0.000003 0.000003 0.000375 0.000375 0.000375 0.000375 0.000115 0.000115 0.000009 0.000009 3.045841e-09 3.045849e-09 3.045841e-09 3.045849e-09 1.791417e-11 1.791422e-11 3.353565e-14 3.353573e-14 4.180749e-09 4.180754e-09 4.180749e-09 4.180754e-09 2.458916e-11 2.458918e-11 4.603134e-14 4.603139e-14 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
502 543167017.0 543771817.0 58196.656032 58203.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
503 543771817.0 544376617.0 58203.656032 58210.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
506 545586217.0 546191017.0 58224.656032 58231.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
514 550424617.0 551029417.0 58280.656032 58287.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

754 rows × 93 columns

In [19]:
df.sort_values(by='loglike_const', ascending=False)
Out[19]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
505 544981417.0 545586217.0 58217.656032 58224.656032 -44.103674 0.000001 True True 0 3 1 1.123502 1.123502 -42.267767 -42.267767 0.869099 0.869101 0.869099 0.869101 100.000000 100.000000 2.545443e-07 2.545449e-07 2.545468e-07 2.545474e-07 1.164619e-08 1.164622e-08 1.336531e-10 1.336534e-10 3.491357e-07 3.491361e-07 3.491357e-07 3.491361e-07 1.597617e-08 1.597619e-08 1.833500e-10 1.833502e-10 1.158114e-06 1.158114e-06 1.158126e-06 1.158126e-06 5.298733e-08 5.298733e-08 6.080888e-10 6.080888e-10 0.000082 0.000082 0.000082 0.000082 0.000025 0.000025 2.042827e-06 2.042832e-06 0.000113 0.000113 0.000113 0.000113 0.000035 0.000035 2.803432e-06 2.803435e-06 0.000375 0.000375 0.000375 0.000375 0.000115 0.000115 0.000009 0.000009 3.045841e-09 3.045849e-09 3.045841e-09 3.045849e-09 1.791417e-11 1.791422e-11 3.353565e-14 3.353573e-14 4.180749e-09 4.180754e-09 4.180749e-09 4.180754e-09 2.458916e-11 2.458918e-11 4.603134e-14 4.603139e-14 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
507 546191017.0 546795817.0 58231.656032 58238.656032 -45.858994 0.000001 True True 0 3 1 0.279287 0.279262 -44.822129 -44.822129 0.613211 0.620018 0.613211 0.620018 401.027244 299999.133272 2.436245e-07 2.463290e-07 2.436269e-07 2.463314e-07 1.114658e-08 1.127032e-08 1.279194e-10 1.293395e-10 5.443918e-07 5.453092e-07 5.443919e-07 5.453093e-07 2.491094e-08 2.495292e-08 2.858896e-10 2.863714e-10 1.602472e-06 1.602472e-06 1.602487e-06 1.602487e-06 7.331807e-08 7.331807e-08 8.414067e-10 8.414067e-10 0.000079 0.000080 0.000079 0.000080 0.000024 0.000024 1.955191e-06 1.976896e-06 0.000176 0.000177 0.000176 0.000177 0.000054 0.000054 4.371267e-06 4.378633e-06 0.000519 0.000519 0.000519 0.000519 0.000159 0.000159 0.000013 0.000013 1.414305e-10 3.898403e-22 2.915176e-09 2.947538e-09 1.714566e-11 1.733600e-11 3.209699e-14 3.245330e-14 3.162639e-10 8.636346e-22 6.518857e-09 6.529843e-09 3.834078e-11 3.840539e-11 7.177462e-14 7.189558e-14 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
634 623000617.0 623605417.0 59120.656032 59127.656032 -296.116192 0.000001 True True 0 3 1 0.788100 0.788100 -276.946049 -276.946049 1.737450 1.737581 1.737450 1.737581 299999.133272 299999.133272 6.534437e-08 6.534928e-08 6.534501e-08 6.534991e-08 2.989708e-09 2.989932e-09 3.431024e-11 3.431281e-11 9.158556e-08 9.158711e-08 9.158557e-08 9.158712e-08 4.190882e-09 4.190954e-09 4.809653e-11 4.809735e-11 2.702791e-07 2.702791e-07 2.702817e-07 2.702817e-07 1.236611e-08 1.236611e-08 1.419149e-10 1.419149e-10 0.000021 0.000021 0.000021 0.000021 0.000006 0.000006 5.244166e-07 5.244559e-07 0.000030 0.000030 0.000030 0.000030 0.000009 0.000009 7.353984e-07 7.354109e-07 0.000087 0.000087 0.000087 0.000087 0.000027 0.000027 0.000002 0.000002 1.034140e-22 1.034218e-22 7.819015e-10 7.819601e-10 4.598768e-12 4.599113e-12 8.608976e-15 8.609622e-15 1.450488e-22 1.450513e-22 1.096697e-09 1.096716e-09 6.450247e-12 6.450357e-12 1.207498e-14 1.207518e-14 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
687 655055017.0 655659817.0 59491.656032 59498.656032 -661.680011 0.000001 True True 0 3 3 31.873778 30.565801 -648.980959 -649.635399 20.734909 22.447632 20.734909 22.447632 674.714132 299999.133272 3.690545e-07 4.852367e-07 3.690563e-07 4.852414e-07 3.443566e-08 2.220109e-08 8.000281e-10 2.547822e-10 1.488105e-07 1.398329e-07 1.488105e-07 1.398330e-07 1.523008e-08 6.398645e-09 7.783201e-10 7.343384e-11 5.699931e-07 7.394604e-07 5.699959e-07 7.394676e-07 5.318480e-08 3.383261e-08 1.235618e-09 3.882670e-10 0.000179 0.000157 0.000179 0.000157 0.000089 0.000048 1.290053e-05 3.894232e-06 0.000059 0.000045 0.000059 0.000045 0.000052 0.000014 1.317832e-05 1.122807e-06 0.000277 0.000239 0.000277 0.000239 0.000137 0.000074 0.000020 0.000006 9.339336e-11 7.679356e-22 3.257826e-09 5.806273e-09 4.245190e-11 3.414971e-11 1.760708e-13 6.392886e-14 2.780138e-11 2.214607e-22 2.097943e-09 1.674439e-09 1.359035e-11 9.848245e-12 1.513937e-13 1.843609e-14 2.039187 2.384667 1.781046 2.126526 2.039187 2.384667 2.890739 3.236219
581 590946217.0 591551017.0 58749.656032 58756.656032 -864.532395 0.000001 True True 0 3 3 44.428202 42.311205 -834.089651 -835.148794 21.069662 23.414187 21.069662 23.414187 636.636744 299999.133272 2.534067e-07 3.310594e-07 2.534078e-07 3.310626e-07 2.702713e-08 1.514699e-08 7.179498e-10 1.738287e-10 9.306857e-08 9.157401e-08 9.306858e-08 9.157402e-08 1.186603e-08 4.190354e-09 6.651474e-10 4.809046e-11 3.898156e-07 4.981796e-07 3.898173e-07 4.981844e-07 4.157584e-08 2.279326e-08 1.104422e-09 2.615781e-10 0.000135 0.000107 0.000135 0.000107 0.000073 0.000033 1.171207e-05 2.656893e-06 0.000047 0.000030 0.000047 0.000030 0.000042 0.000009 1.139765e-05 7.353057e-07 0.000208 0.000161 0.000208 0.000161 0.000112 0.000050 0.000018 0.000004 7.598932e-11 5.239345e-22 2.088128e-09 3.961409e-09 3.176144e-11 2.329910e-11 1.537675e-13 4.361634e-14 2.225400e-11 1.450305e-22 1.236185e-09 1.096559e-09 1.011891e-11 6.449434e-12 1.260207e-13 1.207345e-14 1.972013 2.384667 1.713873 2.126526 1.972013 2.384667 2.823564 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
119 311528617.0 312133417.0 55515.656032 55522.656032 -56687.483902 0.000001 True True 0 3 3 124399.986233 124223.284789 -24000.196392 -24085.003282 15027.577806 15032.694813 15027.577806 15032.694813 322.406024 61106.704533 4.218889e-05 4.393610e-05 4.218922e-05 4.393653e-05 2.524046e-06 2.010213e-06 3.772243e-08 2.306944e-08 3.739963e-07 3.619036e-07 3.739963e-07 3.619037e-07 4.701797e-08 1.656042e-08 1.399341e-09 1.900552e-10 4.547370e-05 4.730800e-05 4.547406e-05 4.730846e-05 2.720568e-06 2.164488e-06 4.065948e-08 2.483992e-08 0.015610 0.014222 0.015610 0.014222 0.005816 0.004368 5.874538e-04 3.526060e-04 0.000176 0.000117 0.000176 0.000117 0.000133 0.000036 2.262407e-05 2.905953e-06 0.016825 0.015313 0.016825 0.015313 0.006269 0.004703 0.000633 0.000380 4.173396e-08 3.860676e-15 4.549741e-07 5.257332e-07 3.592964e-09 3.092110e-09 9.031083e-12 5.788484e-12 3.477148e-10 3.182371e-17 6.313918e-09 4.333640e-09 4.881556e-11 2.548838e-11 3.038807e-13 4.771471e-14 2.256690 2.384667 1.998549 2.126526 2.256690 2.384667 3.108242 3.236219
502 543167017.0 543771817.0 58196.656032 58203.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
503 543771817.0 544376617.0 58203.656032 58210.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
506 545586217.0 546191017.0 58224.656032 58231.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
514 550424617.0 551029417.0 58280.656032 58287.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

754 rows × 93 columns

Selekcja kolumny¶

In [20]:
df['tmin_mjd']
Out[20]:
0      54682.656032
1      54689.656032
2      54696.656032
3      54703.656032
4      54710.656032
           ...     
749    59925.656032
750    59932.656032
751    59939.656032
752    59946.656032
753    59953.656032
Name: tmin_mjd, Length: 754, dtype: float64
In [21]:
df.tmin_mjd
Out[21]:
0      54682.656032
1      54689.656032
2      54696.656032
3      54703.656032
4      54710.656032
           ...     
749    59925.656032
750    59932.656032
751    59939.656032
752    59946.656032
753    59953.656032
Name: tmin_mjd, Length: 754, dtype: float64
In [22]:
type(df['flux']) # dwa typy danych w pandas: pd.Series i pd.DataFrame
Out[22]:
pandas.core.series.Series
In [23]:
df['tmin_mjd'].to_frame()
Out[23]:
tmin_mjd
0 54682.656032
1 54689.656032
2 54696.656032
3 54703.656032
4 54710.656032
... ...
749 59925.656032
750 59932.656032
751 59939.656032
752 59946.656032
753 59953.656032

754 rows × 1 columns

In [24]:
df['tmin_mjd'].to_numpy()
Out[24]:
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       58098.65603222, 58105.65603222, 58112.65603222, 58119.65603222,
       58126.65603222, 58133.65603222, 58140.65603222, 58147.65603222,
       58154.65603222, 58161.65603222, 58168.65603222, 58175.65603222,
       58182.65603222, 58189.65603222, 58196.65603222, 58203.65603222,
       58210.65603222, 58217.65603222, 58224.65603222, 58231.65603222,
       58238.65603222, 58245.65603222, 58252.65603222, 58259.65603222,
       58266.65603222, 58273.65603222, 58280.65603222, 58287.65603222,
       58294.65603222, 58301.65603222, 58308.65603222, 58315.65603222,
       58322.65603222, 58329.65603222, 58336.65603222, 58343.65603222,
       58350.65603222, 58357.65603222, 58364.65603222, 58371.65603222,
       58378.65603222, 58385.65603222, 58392.65603222, 58399.65603222,
       58406.65603222, 58413.65603222, 58420.65603222, 58427.65603222,
       58434.65603222, 58441.65603222, 58448.65603222, 58455.65603222,
       58462.65603222, 58469.65603222, 58476.65603222, 58483.65603222,
       58490.65603222, 58497.65603222, 58504.65603222, 58511.65603222,
       58518.65603222, 58525.65603222, 58532.65603222, 58539.65603222,
       58546.65603222, 58553.65603222, 58560.65603222, 58567.65603222,
       58574.65603222, 58581.65603222, 58588.65603222, 58595.65603222,
       58602.65603222, 58609.65603222, 58616.65603222, 58623.65603222,
       58630.65603222, 58637.65603222, 58644.65603222, 58651.65603222,
       58658.65603222, 58665.65603222, 58672.65603222, 58679.65603222,
       58686.65603222, 58693.65603222, 58700.65603222, 58707.65603222,
       58714.65603222, 58721.65603222, 58728.65603222, 58735.65603222,
       58742.65603222, 58749.65603222, 58756.65603222, 58763.65603222,
       58770.65603222, 58777.65603222, 58784.65603222, 58791.65603222,
       58798.65603222, 58805.65603222, 58812.65603222, 58819.65603222,
       58826.65603222, 58833.65603222, 58840.65603222, 58847.65603222,
       58854.65603222, 58861.65603222, 58868.65603222, 58875.65603222,
       58882.65603222, 58889.65603222, 58896.65603222, 58903.65603222,
       58910.65603222, 58917.65603222, 58924.65603222, 58931.65603222,
       58938.65603222, 58945.65603222, 58952.65603222, 58959.65603222,
       58966.65603222, 58973.65603222, 58980.65603222, 58987.65603222,
       58994.65603222, 59001.65603222, 59008.65603222, 59015.65603222,
       59022.65603222, 59029.65603222, 59036.65603222, 59043.65603222,
       59050.65603222, 59057.65603222, 59064.65603222, 59071.65603222,
       59078.65603222, 59085.65603222, 59092.65603222, 59099.65603222,
       59106.65603222, 59113.65603222, 59120.65603222, 59127.65603222,
       59134.65603222, 59141.65603222, 59148.65603222, 59155.65603222,
       59162.65603222, 59169.65603222, 59176.65603222, 59183.65603222,
       59190.65603222, 59197.65603222, 59204.65603222, 59211.65603222,
       59218.65603222, 59225.65603222, 59232.65603222, 59239.65603222,
       59246.65603222, 59253.65603222, 59260.65603222, 59267.65603222,
       59274.65603222, 59281.65603222, 59288.65603222, 59295.65603222,
       59302.65603222, 59309.65603222, 59316.65603222, 59323.65603222,
       59330.65603222, 59337.65603222, 59344.65603222, 59351.65603222,
       59358.65603222, 59365.65603222, 59372.65603222, 59379.65603222,
       59386.65603222, 59393.65603222, 59400.65603222, 59407.65603222,
       59414.65603222, 59421.65603222, 59428.65603222, 59435.65603222,
       59442.65603222, 59449.65603222, 59456.65603222, 59463.65603222,
       59470.65603222, 59477.65603222, 59484.65603222, 59491.65603222,
       59498.65603222, 59505.65603222, 59512.65603222, 59519.65603222,
       59526.65603222, 59533.65603222, 59540.65603222, 59547.65603222,
       59554.65603222, 59561.65603222, 59568.65603222, 59575.65603222,
       59582.65603222, 59589.65603222, 59596.65603222, 59603.65603222,
       59610.65603222, 59617.65603222, 59624.65603222, 59631.65603222,
       59638.65603222, 59645.65603222, 59652.65603222, 59659.65603222,
       59666.65603222, 59673.65603222, 59680.65603222, 59687.65603222,
       59694.65603222, 59701.65603222, 59708.65603222, 59715.65603222,
       59722.65603222, 59729.65603222, 59736.65603222, 59743.65603222,
       59750.65603222, 59757.65603222, 59764.65603222, 59771.65603222,
       59778.65603222, 59785.65603222, 59792.65603222, 59799.65603222,
       59806.65603222, 59813.65603222, 59820.65603222, 59827.65603222,
       59834.65603222, 59841.65603222, 59848.65603222, 59855.65603222,
       59862.65603222, 59869.65603222, 59876.65603222, 59883.65603222,
       59890.65603222, 59897.65603222, 59904.65603222, 59911.65603222,
       59918.65603222, 59925.65603222, 59932.65603222, 59939.65603222,
       59946.65603222, 59953.65603222])

Selekcja wiersza¶

In [25]:
df.loc[5] # selekcja na podstawie nazwy wiersza -> df.loc[-5] da error
Out[25]:
tmin                      242581417.0
tmax                      243186217.0
tmin_mjd                 54717.656032
tmax_mjd                 54724.656032
loglike_const            -7256.678045
                             ...     
dnde100_index_fixed          2.126526
dnde1000_index               2.391345
dnde1000_index_fixed         2.384667
dnde10000_index              3.242897
dnde10000_index_fixed        3.236219
Name: 5, Length: 93, dtype: object
In [26]:
df.iloc[-5] # selekcja na podstawie numeru wiersza
Out[26]:
tmin                      692552617.0
tmax                      693157417.0
tmin_mjd                 59925.656032
tmax_mjd                 59932.656032
loglike_const            -4017.132424
                             ...     
dnde100_index_fixed          2.126526
dnde1000_index               2.283956
dnde1000_index_fixed         2.384667
dnde10000_index              3.135508
dnde10000_index_fixed        3.236219
Name: 749, Length: 93, dtype: object

Zakres wierszy + kolumn¶

In [27]:
df.loc[5:20, 'tmin':'ts'] # tak nie zadziała iloc
Out[27]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts
5 242581417.0 243186217.0 54717.656032 54724.656032 -7256.678045 0.000001 True True 0 3 3 5812.058063
6 243186217.0 243791017.0 54724.656032 54731.656032 -7773.668856 0.000001 True True 0 3 3 5100.040496
7 243791017.0 244395817.0 54731.656032 54738.656032 -7090.947204 0.000001 True True 0 3 3 3612.709766
8 244395817.0 245000617.0 54738.656032 54745.656032 -8026.478711 0.000001 True True 0 3 3 4079.289885
9 245000617.0 245605417.0 54745.656032 54752.656032 -6777.323333 0.000001 True True 0 3 3 2612.728725
10 245605417.0 246210217.0 54752.656032 54759.656032 -5744.261774 0.000001 True True 102 2 3 1432.151442
11 246210217.0 246815017.0 54759.656032 54766.656032 -4929.097111 0.000001 True True 0 3 3 1443.459786
12 246815017.0 247419817.0 54766.656032 54773.656032 -4158.745621 0.000001 True True 0 3 3 1031.063004
13 247419817.0 248024617.0 54773.656032 54780.656032 -4149.281904 0.000001 True True 0 3 3 899.789874
14 248024617.0 248629417.0 54780.656032 54787.656032 -5693.826741 0.000001 True True 0 3 3 1494.124065
15 248629417.0 249234217.0 54787.656032 54794.656032 -6552.407984 0.000001 True True 0 3 3 2034.726694
16 249234217.0 249839017.0 54794.656032 54801.656032 -6497.225469 0.000001 True True 0 3 3 1712.598131
17 249839017.0 250443817.0 54801.656032 54808.656032 -6084.349238 0.000001 True True 0 3 3 1250.464772
18 250443817.0 251048617.0 54808.656032 54815.656032 -4658.006036 0.000001 True True 0 3 3 693.823764
19 251048617.0 251653417.0 54815.656032 54822.656032 -3998.805166 0.000001 True True 0 3 3 654.019885
20 251653417.0 252258217.0 54822.656032 54829.656032 -3326.140852 0.000001 True True 0 3 3 431.864416
In [28]:
df.iloc[5:20, 0:13] # tak nie zadziała loc
Out[28]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed
5 242581417.0 243186217.0 54717.656032 54724.656032 -7256.678045 0.000001 True True 0 3 3 5812.058063 5812.021972
6 243186217.0 243791017.0 54724.656032 54731.656032 -7773.668856 0.000001 True True 0 3 3 5100.040496 5100.039564
7 243791017.0 244395817.0 54731.656032 54738.656032 -7090.947204 0.000001 True True 0 3 3 3612.709766 3608.634060
8 244395817.0 245000617.0 54738.656032 54745.656032 -8026.478711 0.000001 True True 0 3 3 4079.289885 4079.283718
9 245000617.0 245605417.0 54745.656032 54752.656032 -6777.323333 0.000001 True True 0 3 3 2612.728725 2611.460393
10 245605417.0 246210217.0 54752.656032 54759.656032 -5744.261774 0.000001 True True 102 2 3 1432.151442 1425.446140
11 246210217.0 246815017.0 54759.656032 54766.656032 -4929.097111 0.000001 True True 0 3 3 1443.459786 1435.394925
12 246815017.0 247419817.0 54766.656032 54773.656032 -4158.745621 0.000001 True True 0 3 3 1031.063004 1030.207546
13 247419817.0 248024617.0 54773.656032 54780.656032 -4149.281904 0.000001 True True 0 3 3 899.789874 899.659248
14 248024617.0 248629417.0 54780.656032 54787.656032 -5693.826741 0.000001 True True 0 3 3 1494.124065 1486.964591
15 248629417.0 249234217.0 54787.656032 54794.656032 -6552.407984 0.000001 True True 0 3 3 2034.726694 2015.690536
16 249234217.0 249839017.0 54794.656032 54801.656032 -6497.225469 0.000001 True True 0 3 3 1712.598131 1704.767509
17 249839017.0 250443817.0 54801.656032 54808.656032 -6084.349238 0.000001 True True 0 3 3 1250.464772 1244.319729
18 250443817.0 251048617.0 54808.656032 54815.656032 -4658.006036 0.000001 True True 0 3 3 693.823764 690.492092
19 251048617.0 251653417.0 54815.656032 54822.656032 -3998.805166 0.000001 True True 0 3 3 654.019885 652.618186

Transpozycja¶

In [29]:
df.T
Out[29]:
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753
tmin 239557417.0 240162217.0 240767017.0 241371817.0 241976617.0 242581417.0 243186217.0 243791017.0 244395817.0 245000617.0 245605417.0 246210217.0 246815017.0 247419817.0 248024617.0 248629417.0 249234217.0 249839017.0 250443817.0 251048617.0 251653417.0 252258217.0 252863017.0 253467817.0 254072617.0 254677417.0 255282217.0 255887017.0 256491817.0 257096617.0 257701417.0 258306217.0 258911017.0 259515817.0 260120617.0 260725417.0 261330217.0 261935017.0 262539817.0 263144617.0 263749417.0 264354217.0 264959017.0 265563817.0 266168617.0 266773417.0 267378217.0 267983017.0 268587817.0 269192617.0 269797417.0 270402217.0 271007017.0 271611817.0 272216617.0 272821417.0 273426217.0 274031017.0 274635817.0 275240617.0 275845417.0 276450217.0 277055017.0 277659817.0 278264617.0 278869417.0 279474217.0 280079017.0 280683817.0 281288617.0 281893417.0 282498217.0 283103017.0 283707817.0 284312617.0 284917417.0 285522217.0 286127017.0 286731817.0 287336617.0 287941417.0 288546217.0 289151017.0 289755817.0 290360617.0 290965417.0 291570217.0 292175017.0 292779817.0 293384617.0 293989417.0 294594217.0 295199017.0 295803817.0 296408617.0 297013417.0 297618217.0 298223017.0 298827817.0 299432617.0 300037417.0 300642217.0 301247017.0 301851817.0 302456617.0 303061417.0 303666217.0 304271017.0 304875817.0 305480617.0 306085417.0 306690217.0 307295017.0 307899817.0 308504617.0 309109417.0 309714217.0 310319017.0 310923817.0 311528617.0 312133417.0 312738217.0 313343017.0 313947817.0 314552617.0 315157417.0 315762217.0 316367017.0 316971817.0 317576617.0 318181417.0 318786217.0 319391017.0 319995817.0 320600617.0 321205417.0 321810217.0 322415017.0 323019817.0 323624617.0 324229417.0 324834217.0 325439017.0 326043817.0 326648617.0 327253417.0 327858217.0 328463017.0 329067817.0 329672617.0 330277417.0 330882217.0 331487017.0 332091817.0 332696617.0 333301417.0 333906217.0 334511017.0 335115817.0 335720617.0 336325417.0 336930217.0 337535017.0 338139817.0 338744617.0 339349417.0 339954217.0 340559017.0 341163817.0 341768617.0 342373417.0 342978217.0 343583017.0 344187817.0 344792617.0 345397417.0 346002217.0 346607017.0 347211817.0 347816617.0 348421417.0 349026217.0 349631017.0 350235817.0 350840617.0 351445417.0 352050217.0 352655017.0 353259817.0 353864617.0 354469417.0 355074217.0 355679017.0 356283817.0 356888617.0 357493417.0 358098217.0 358703017.0 359307817.0 359912617.0 360517417.0 361122217.0 361727017.0 362331817.0 362936617.0 363541417.0 364146217.0 364751017.0 365355817.0 365960617.0 366565417.0 367170217.0 367775017.0 368379817.0 368984617.0 369589417.0 370194217.0 370799017.0 371403817.0 372008617.0 372613417.0 373218217.0 373823017.0 374427817.0 375032617.0 375637417.0 376242217.0 376847017.0 377451817.0 378056617.0 378661417.0 379266217.0 379871017.0 380475817.0 381080617.0 381685417.0 382290217.0 382895017.0 383499817.0 384104617.0 384709417.0 385314217.0 385919017.0 386523817.0 387128617.0 387733417.0 388338217.0 388943017.0 389547817.0 390152617.0 390757417.0 391362217.0 391967017.0 392571817.0 393176617.0 393781417.0 394386217.0 394991017.0 395595817.0 396200617.0 396805417.0 397410217.0 398015017.0 398619817.0 399224617.0 399829417.0 400434217.0 401039017.0 401643817.0 402248617.0 402853417.0 403458217.0 404063017.0 404667817.0 405272617.0 405877417.0 406482217.0 407087017.0 407691817.0 408296617.0 408901417.0 409506217.0 410111017.0 410715817.0 411320617.0 411925417.0 412530217.0 413135017.0 413739817.0 414344617.0 414949417.0 415554217.0 416159017.0 416763817.0 417368617.0 417973417.0 418578217.0 419183017.0 419787817.0 420392617.0 420997417.0 421602217.0 422207017.0 422811817.0 423416617.0 424021417.0 424626217.0 425231017.0 425835817.0 426440617.0 427045417.0 427650217.0 428255017.0 428859817.0 429464617.0 430069417.0 430674217.0 431279017.0 431883817.0 432488617.0 433093417.0 433698217.0 434303017.0 434907817.0 435512617.0 436117417.0 436722217.0 437327017.0 437931817.0 438536617.0 439141417.0 439746217.0 440351017.0 440955817.0 441560617.0 442165417.0 442770217.0 443375017.0 443979817.0 444584617.0 445189417.0 445794217.0 446399017.0 447003817.0 447608617.0 448213417.0 448818217.0 449423017.0 450027817.0 450632617.0 451237417.0 451842217.0 452447017.0 453051817.0 453656617.0 454261417.0 454866217.0 455471017.0 456075817.0 456680617.0 457285417.0 457890217.0 458495017.0 459099817.0 459704617.0 460309417.0 460914217.0 461519017.0 462123817.0 462728617.0 463333417.0 463938217.0 464543017.0 465147817.0 465752617.0 466357417.0 466962217.0 467567017.0 468171817.0 468776617.0 469381417.0 469986217.0 470591017.0 471195817.0 471800617.0 472405417.0 473010217.0 473615017.0 474219817.0 474824617.0 475429417.0 476034217.0 476639017.0 477243817.0 477848617.0 478453417.0 479058217.0 479663017.0 480267817.0 480872617.0 481477417.0 482082217.0 482687017.0 483291817.0 483896617.0 484501417.0 485106217.0 485711017.0 486315817.0 486920617.0 487525417.0 488130217.0 488735017.0 489339817.0 489944617.0 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tmax 240162217.0 240767017.0 241371817.0 241976617.0 242581417.0 243186217.0 243791017.0 244395817.0 245000617.0 245605417.0 246210217.0 246815017.0 247419817.0 248024617.0 248629417.0 249234217.0 249839017.0 250443817.0 251048617.0 251653417.0 252258217.0 252863017.0 253467817.0 254072617.0 254677417.0 255282217.0 255887017.0 256491817.0 257096617.0 257701417.0 258306217.0 258911017.0 259515817.0 260120617.0 260725417.0 261330217.0 261935017.0 262539817.0 263144617.0 263749417.0 264354217.0 264959017.0 265563817.0 266168617.0 266773417.0 267378217.0 267983017.0 268587817.0 269192617.0 269797417.0 270402217.0 271007017.0 271611817.0 272216617.0 272821417.0 273426217.0 274031017.0 274635817.0 275240617.0 275845417.0 276450217.0 277055017.0 277659817.0 278264617.0 278869417.0 279474217.0 280079017.0 280683817.0 281288617.0 281893417.0 282498217.0 283103017.0 283707817.0 284312617.0 284917417.0 285522217.0 286127017.0 286731817.0 287336617.0 287941417.0 288546217.0 289151017.0 289755817.0 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691947817.0 692552617.0 693157417.0 693762217.0 694367017.0 694971817.0 695556618.0
tmin_mjd 54682.656032 54689.656032 54696.656032 54703.656032 54710.656032 54717.656032 54724.656032 54731.656032 54738.656032 54745.656032 54752.656032 54759.656032 54766.656032 54773.656032 54780.656032 54787.656032 54794.656032 54801.656032 54808.656032 54815.656032 54822.656032 54829.656032 54836.656032 54843.656032 54850.656032 54857.656032 54864.656032 54871.656032 54878.656032 54885.656032 54892.656032 54899.656032 54906.656032 54913.656032 54920.656032 54927.656032 54934.656032 54941.656032 54948.656032 54955.656032 54962.656032 54969.656032 54976.656032 54983.656032 54990.656032 54997.656032 55004.656032 55011.656032 55018.656032 55025.656032 55032.656032 55039.656032 55046.656032 55053.656032 55060.656032 55067.656032 55074.656032 55081.656032 55088.656032 55095.656032 55102.656032 55109.656032 55116.656032 55123.656032 55130.656032 55137.656032 55144.656032 55151.656032 55158.656032 55165.656032 55172.656032 55179.656032 55186.656032 55193.656032 55200.656032 55207.656032 55214.656032 55221.656032 55228.656032 55235.656032 55242.656032 55249.656032 55256.656032 55263.656032 55270.656032 55277.656032 55284.656032 55291.656032 55298.656032 55305.656032 55312.656032 55319.656032 55326.656032 55333.656032 55340.656032 55347.656032 55354.656032 55361.656032 55368.656032 55375.656032 55382.656032 55389.656032 55396.656032 55403.656032 55410.656032 55417.656032 55424.656032 55431.656032 55438.656032 55445.656032 55452.656032 55459.656032 55466.656032 55473.656032 55480.656032 55487.656032 55494.656032 55501.656032 55508.656032 55515.656032 55522.656032 55529.656032 55536.656032 55543.656032 55550.656032 55557.656032 55564.656032 55571.656032 55578.656032 55585.656032 55592.656032 55599.656032 55606.656032 55613.656032 55620.656032 55627.656032 55634.656032 55641.656032 55648.656032 55655.656032 55662.656032 55669.656032 55676.656032 55683.656032 55690.656032 55697.656032 55704.656032 55711.656032 55718.656032 55725.656032 55732.656032 55739.656032 55746.656032 55753.656032 55760.656032 55767.656032 55774.656032 55781.656032 55788.656032 55795.656032 55802.656032 55809.656032 55816.656032 55823.656032 55830.656032 55837.656032 55844.656032 55851.656032 55858.656032 55865.656032 55872.656032 55879.656032 55886.656032 55893.656032 55900.656032 55907.656032 55914.656032 55921.656032 55928.656032 55935.656032 55942.656032 55949.656032 55956.656032 55963.656032 55970.656032 55977.656032 55984.656032 55991.656032 55998.656032 56005.656032 56012.656032 56019.656032 56026.656032 56033.656032 56040.656032 56047.656032 56054.656032 56061.656032 56068.656032 56075.656032 56082.656032 56089.656032 56096.656032 56103.656032 56110.656032 56117.656032 56124.656032 56131.656032 56138.656032 56145.656032 56152.656032 56159.656032 56166.656032 56173.656032 56180.656032 56187.656032 56194.656032 56201.656032 56208.656032 56215.656032 56222.656032 56229.656032 56236.656032 56243.656032 56250.656032 56257.656032 56264.656032 56271.656032 56278.656032 56285.656032 56292.656032 56299.656032 56306.656032 56313.656032 56320.656032 56327.656032 56334.656032 56341.656032 56348.656032 56355.656032 56362.656032 56369.656032 56376.656032 56383.656032 56390.656032 56397.656032 56404.656032 56411.656032 56418.656032 56425.656032 56432.656032 56439.656032 56446.656032 56453.656032 56460.656032 56467.656032 56474.656032 56481.656032 56488.656032 56495.656032 56502.656032 56509.656032 56516.656032 56523.656032 56530.656032 56537.656032 56544.656032 56551.656032 56558.656032 56565.656032 56572.656032 56579.656032 56586.656032 56593.656032 56600.656032 56607.656032 56614.656032 56621.656032 56628.656032 56635.656032 56642.656032 56649.656032 56656.656032 56663.656032 56670.656032 56677.656032 56684.656032 56691.656032 56698.656032 56705.656032 56712.656032 56719.656032 56726.656032 56733.656032 56740.656032 56747.656032 56754.656032 56761.656032 56768.656032 56775.656032 56782.656032 56789.656032 56796.656032 56803.656032 56810.656032 56817.656032 56824.656032 56831.656032 56838.656032 56845.656032 56852.656032 56859.656032 56866.656032 56873.656032 56880.656032 56887.656032 56894.656032 56901.656032 56908.656032 56915.656032 56922.656032 56929.656032 56936.656032 56943.656032 56950.656032 56957.656032 56964.656032 56971.656032 56978.656032 56985.656032 56992.656032 56999.656032 57006.656032 57013.656032 57020.656032 57027.656032 57034.656032 57041.656032 57048.656032 57055.656032 57062.656032 57069.656032 57076.656032 57083.656032 57090.656032 57097.656032 57104.656032 57111.656032 57118.656032 57125.656032 57132.656032 57139.656032 57146.656032 57153.656032 57160.656032 57167.656032 57174.656032 57181.656032 57188.656032 57195.656032 57202.656032 57209.656032 57216.656032 57223.656032 57230.656032 57237.656032 57244.656032 57251.656032 57258.656032 57265.656032 57272.656032 57279.656032 57286.656032 57293.656032 57300.656032 57307.656032 57314.656032 57321.656032 57328.656032 57335.656032 57342.656032 57349.656032 57356.656032 57363.656032 57370.656032 57377.656032 57384.656032 57391.656032 57398.656032 57405.656032 57412.656032 57419.656032 57426.656032 57433.656032 57440.656032 57447.656032 57454.656032 57461.656032 57468.656032 57475.656032 57482.656032 57489.656032 57496.656032 57503.656032 57510.656032 57517.656032 57524.656032 57531.656032 57538.656032 57545.656032 57552.656032 57559.656032 57566.656032 57573.656032 57580.656032 57587.656032 57594.656032 57601.656032 57608.656032 57615.656032 57622.656032 57629.656032 57636.656032 57643.656032 57650.656032 57657.656032 57664.656032 57671.656032 57678.656032 57685.656032 57692.656032 57699.656032 57706.656032 57713.656032 57720.656032 57727.656032 57734.656032 57741.656032 57748.656032 57755.656032 57762.656032 57769.656032 57776.656032 57783.656032 57790.656032 57797.656032 57804.656032 57811.656032 57818.656032 57825.656032 57832.656032 57839.656032 57846.656032 57853.656032 57860.656032 57867.656032 57874.656032 57881.656032 57888.656032 57895.656032 57902.656032 57909.656032 57916.656032 57923.656032 57930.656032 57937.656032 57944.656032 57951.656032 57958.656032 57965.656032 57972.656032 57979.656032 57986.656032 57993.656032 58000.656032 58007.656032 58014.656032 58021.656032 58028.656032 58035.656032 58042.656032 58049.656032 58056.656032 58063.656032 58070.656032 58077.656032 58084.656032 58091.656032 58098.656032 58105.656032 58112.656032 58119.656032 58126.656032 58133.656032 58140.656032 58147.656032 58154.656032 58161.656032 58168.656032 58175.656032 58182.656032 58189.656032 58196.656032 58203.656032 58210.656032 58217.656032 58224.656032 58231.656032 58238.656032 58245.656032 58252.656032 58259.656032 58266.656032 58273.656032 58280.656032 58287.656032 58294.656032 58301.656032 58308.656032 58315.656032 58322.656032 58329.656032 58336.656032 58343.656032 58350.656032 58357.656032 58364.656032 58371.656032 58378.656032 58385.656032 58392.656032 58399.656032 58406.656032 58413.656032 58420.656032 58427.656032 58434.656032 58441.656032 58448.656032 58455.656032 58462.656032 58469.656032 58476.656032 58483.656032 58490.656032 58497.656032 58504.656032 58511.656032 58518.656032 58525.656032 58532.656032 58539.656032 58546.656032 58553.656032 58560.656032 58567.656032 58574.656032 58581.656032 58588.656032 58595.656032 58602.656032 58609.656032 58616.656032 58623.656032 58630.656032 58637.656032 58644.656032 58651.656032 58658.656032 58665.656032 58672.656032 58679.656032 58686.656032 58693.656032 58700.656032 58707.656032 58714.656032 58721.656032 58728.656032 58735.656032 58742.656032 58749.656032 58756.656032 58763.656032 58770.656032 58777.656032 58784.656032 58791.656032 58798.656032 58805.656032 58812.656032 58819.656032 58826.656032 58833.656032 58840.656032 58847.656032 58854.656032 58861.656032 58868.656032 58875.656032 58882.656032 58889.656032 58896.656032 58903.656032 58910.656032 58917.656032 58924.656032 58931.656032 58938.656032 58945.656032 58952.656032 58959.656032 58966.656032 58973.656032 58980.656032 58987.656032 58994.656032 59001.656032 59008.656032 59015.656032 59022.656032 59029.656032 59036.656032 59043.656032 59050.656032 59057.656032 59064.656032 59071.656032 59078.656032 59085.656032 59092.656032 59099.656032 59106.656032 59113.656032 59120.656032 59127.656032 59134.656032 59141.656032 59148.656032 59155.656032 59162.656032 59169.656032 59176.656032 59183.656032 59190.656032 59197.656032 59204.656032 59211.656032 59218.656032 59225.656032 59232.656032 59239.656032 59246.656032 59253.656032 59260.656032 59267.656032 59274.656032 59281.656032 59288.656032 59295.656032 59302.656032 59309.656032 59316.656032 59323.656032 59330.656032 59337.656032 59344.656032 59351.656032 59358.656032 59365.656032 59372.656032 59379.656032 59386.656032 59393.656032 59400.656032 59407.656032 59414.656032 59421.656032 59428.656032 59435.656032 59442.656032 59449.656032 59456.656032 59463.656032 59470.656032 59477.656032 59484.656032 59491.656032 59498.656032 59505.656032 59512.656032 59519.656032 59526.656032 59533.656032 59540.656032 59547.656032 59554.656032 59561.656032 59568.656032 59575.656032 59582.656032 59589.656032 59596.656032 59603.656032 59610.656032 59617.656032 59624.656032 59631.656032 59638.656032 59645.656032 59652.656032 59659.656032 59666.656032 59673.656032 59680.656032 59687.656032 59694.656032 59701.656032 59708.656032 59715.656032 59722.656032 59729.656032 59736.656032 59743.656032 59750.656032 59757.656032 59764.656032 59771.656032 59778.656032 59785.656032 59792.656032 59799.656032 59806.656032 59813.656032 59820.656032 59827.656032 59834.656032 59841.656032 59848.656032 59855.656032 59862.656032 59869.656032 59876.656032 59883.656032 59890.656032 59897.656032 59904.656032 59911.656032 59918.656032 59925.656032 59932.656032 59939.656032 59946.656032 59953.656032
tmax_mjd 54689.656032 54696.656032 54703.656032 54710.656032 54717.656032 54724.656032 54731.656032 54738.656032 54745.656032 54752.656032 54759.656032 54766.656032 54773.656032 54780.656032 54787.656032 54794.656032 54801.656032 54808.656032 54815.656032 54822.656032 54829.656032 54836.656032 54843.656032 54850.656032 54857.656032 54864.656032 54871.656032 54878.656032 54885.656032 54892.656032 54899.656032 54906.656032 54913.656032 54920.656032 54927.656032 54934.656032 54941.656032 54948.656032 54955.656032 54962.656032 54969.656032 54976.656032 54983.656032 54990.656032 54997.656032 55004.656032 55011.656032 55018.656032 55025.656032 55032.656032 55039.656032 55046.656032 55053.656032 55060.656032 55067.656032 55074.656032 55081.656032 55088.656032 55095.656032 55102.656032 55109.656032 55116.656032 55123.656032 55130.656032 55137.656032 55144.656032 55151.656032 55158.656032 55165.656032 55172.656032 55179.656032 55186.656032 55193.656032 55200.656032 55207.656032 55214.656032 55221.656032 55228.656032 55235.656032 55242.656032 55249.656032 55256.656032 55263.656032 55270.656032 55277.656032 55284.656032 55291.656032 55298.656032 55305.656032 55312.656032 55319.656032 55326.656032 55333.656032 55340.656032 55347.656032 55354.656032 55361.656032 55368.656032 55375.656032 55382.656032 55389.656032 55396.656032 55403.656032 55410.656032 55417.656032 55424.656032 55431.656032 55438.656032 55445.656032 55452.656032 55459.656032 55466.656032 55473.656032 55480.656032 55487.656032 55494.656032 55501.656032 55508.656032 55515.656032 55522.656032 55529.656032 55536.656032 55543.656032 55550.656032 55557.656032 55564.656032 55571.656032 55578.656032 55585.656032 55592.656032 55599.656032 55606.656032 55613.656032 55620.656032 55627.656032 55634.656032 55641.656032 55648.656032 55655.656032 55662.656032 55669.656032 55676.656032 55683.656032 55690.656032 55697.656032 55704.656032 55711.656032 55718.656032 55725.656032 55732.656032 55739.656032 55746.656032 55753.656032 55760.656032 55767.656032 55774.656032 55781.656032 55788.656032 55795.656032 55802.656032 55809.656032 55816.656032 55823.656032 55830.656032 55837.656032 55844.656032 55851.656032 55858.656032 55865.656032 55872.656032 55879.656032 55886.656032 55893.656032 55900.656032 55907.656032 55914.656032 55921.656032 55928.656032 55935.656032 55942.656032 55949.656032 55956.656032 55963.656032 55970.656032 55977.656032 55984.656032 55991.656032 55998.656032 56005.656032 56012.656032 56019.656032 56026.656032 56033.656032 56040.656032 56047.656032 56054.656032 56061.656032 56068.656032 56075.656032 56082.656032 56089.656032 56096.656032 56103.656032 56110.656032 56117.656032 56124.656032 56131.656032 56138.656032 56145.656032 56152.656032 56159.656032 56166.656032 56173.656032 56180.656032 56187.656032 56194.656032 56201.656032 56208.656032 56215.656032 56222.656032 56229.656032 56236.656032 56243.656032 56250.656032 56257.656032 56264.656032 56271.656032 56278.656032 56285.656032 56292.656032 56299.656032 56306.656032 56313.656032 56320.656032 56327.656032 56334.656032 56341.656032 56348.656032 56355.656032 56362.656032 56369.656032 56376.656032 56383.656032 56390.656032 56397.656032 56404.656032 56411.656032 56418.656032 56425.656032 56432.656032 56439.656032 56446.656032 56453.656032 56460.656032 56467.656032 56474.656032 56481.656032 56488.656032 56495.656032 56502.656032 56509.656032 56516.656032 56523.656032 56530.656032 56537.656032 56544.656032 56551.656032 56558.656032 56565.656032 56572.656032 56579.656032 56586.656032 56593.656032 56600.656032 56607.656032 56614.656032 56621.656032 56628.656032 56635.656032 56642.656032 56649.656032 56656.656032 56663.656032 56670.656032 56677.656032 56684.656032 56691.656032 56698.656032 56705.656032 56712.656032 56719.656032 56726.656032 56733.656032 56740.656032 56747.656032 56754.656032 56761.656032 56768.656032 56775.656032 56782.656032 56789.656032 56796.656032 56803.656032 56810.656032 56817.656032 56824.656032 56831.656032 56838.656032 56845.656032 56852.656032 56859.656032 56866.656032 56873.656032 56880.656032 56887.656032 56894.656032 56901.656032 56908.656032 56915.656032 56922.656032 56929.656032 56936.656032 56943.656032 56950.656032 56957.656032 56964.656032 56971.656032 56978.656032 56985.656032 56992.656032 56999.656032 57006.656032 57013.656032 57020.656032 57027.656032 57034.656032 57041.656032 57048.656032 57055.656032 57062.656032 57069.656032 57076.656032 57083.656032 57090.656032 57097.656032 57104.656032 57111.656032 57118.656032 57125.656032 57132.656032 57139.656032 57146.656032 57153.656032 57160.656032 57167.656032 57174.656032 57181.656032 57188.656032 57195.656032 57202.656032 57209.656032 57216.656032 57223.656032 57230.656032 57237.656032 57244.656032 57251.656032 57258.656032 57265.656032 57272.656032 57279.656032 57286.656032 57293.656032 57300.656032 57307.656032 57314.656032 57321.656032 57328.656032 57335.656032 57342.656032 57349.656032 57356.656032 57363.656032 57370.656032 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2.585241 2.604842 2.394002 2.438449 2.37143 2.423886 2.529046 2.364947 2.536514 2.3453 2.465728 2.543406 2.382053 2.458139 2.459649 2.660544 2.652522 2.462138 2.381154 2.37343 2.543141 2.439215 2.685335 2.418684 2.390554 2.395321 2.806106 2.58603 2.303452 2.649102 2.431082 2.233189 2.680001 2.520362 2.665099 2.481747 2.447057 2.53901 2.517664 2.635989 2.444799 2.592132 2.718866 2.470429 2.544007 2.555001 2.555421 2.404271 2.594114 2.398322 2.472762 2.304477 2.529606 2.666575 2.5853 2.65419 2.442384 NaN NaN 2.384667 2.384667 NaN 2.384667 2.507715 2.26348 2.843058 2.547069 2.324436 2.516729 NaN 2.569471 2.455118 2.264124 2.760054 2.229233 2.294274 2.418787 2.467066 2.325565 2.24891 2.495239 2.638459 2.532839 2.497056 2.625521 2.41314 1.994539 2.410055 2.655973 2.488257 2.60826 2.510979 2.389439 2.355534 2.75207 2.244561 2.317769 2.696495 2.453309 2.553056 2.798069 2.73 2.590947 2.705695 2.241936 2.401424 2.368249 2.337182 2.396793 2.205827 2.194394 2.273785 2.438601 2.55569 2.565782 2.174347 2.317239 2.510328 2.644377 2.499709 2.504461 2.464517 2.39778 2.538472 2.411129 2.442982 2.313711 2.460722 2.585146 2.712205 2.412474 2.684853 2.305242 2.283005 2.562822 2.735258 1.972013 3.391874 2.177674 2.75295 2.296754 2.470722 2.391924 2.321024 2.288993 2.244578 2.439948 2.765211 2.368704 2.419708 2.380027 2.496479 2.808621 2.619176 2.389757 2.076291 2.240823 2.454275 2.392508 2.43255 2.29199 2.668372 2.384667 2.713309 2.384667 2.384667 2.384667 2.384667 2.384667 2.115167 2.384667 2.371309 2.384667 2.250953 2.343237 2.384667 2.384667 2.384667 2.309347 2.384667 2.285507 2.384667 2.033283 2.258514 2.483854 2.033751 2.384667 2.636309 2.384667 2.384667 2.384667 2.177757 2.384667 2.384667 2.384667 2.384667 2.773438 2.288333 2.290992 2.201134 2.384667 2.423024 2.427176 2.559803 2.418299 2.504218 2.384667 2.747325 2.575168 2.519313 2.675003 2.456717 2.501461 2.625514 2.385699 2.688989 2.455588 2.692762 2.39532 2.589015 2.920155 2.252144 2.504855 2.404251 2.610741 2.599129 2.103594 2.384667 2.380633 2.681192 2.66255 2.873917 2.891305 2.446245 2.39848 2.181019 2.290891 2.910163 2.503583 2.674527 2.60938 2.384667 2.039187 2.588588 2.770675 2.460486 2.541042 2.480135 2.364865 2.315737 2.482297 2.394693 2.603126 2.062832 2.454888 2.311213 2.339285 2.696047 2.756322 2.255275 2.393746 2.205305 2.267943 2.602021 2.715018 2.643726 2.424804 2.603588 2.54749 2.389363 2.636511 2.680035 2.902988 2.406932 2.786001 2.699431 2.5595 2.264956 2.522427 2.40079 2.776963 2.579618 2.370469 2.474876 2.664598 2.874641 2.414914 2.4783 2.416975 2.55847 2.346 2.234614 2.283656 2.359494 2.343927 2.162555 2.189768 2.255953 2.266029 2.518642 2.399287 2.447536 2.42919 2.618279 2.283956 2.573761 2.554639 2.455856 2.624125
dnde1000_index_fixed 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 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2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 NaN NaN 2.384667 2.384667 NaN 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 NaN 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667 2.384667
dnde10000_index 3.190837 3.219218 3.243883 3.300066 3.309316 3.242897 3.235221 3.317585 3.239071 3.004709 3.387765 2.622497 3.174312 3.261999 3.390884 3.457441 3.383476 3.384871 3.379193 2.940481 3.214403 3.282503 3.20525 3.332651 2.70861 3.505314 3.36389 3.467 3.191693 3.518267 3.286421 3.236219 3.236219 3.461932 3.285178 3.573817 3.233668 3.281933 3.212677 3.257504 3.252672 3.245375 3.298586 3.149214 3.151803 3.155197 3.243562 3.319174 3.436675 3.453232 3.605384 3.343116 3.260749 3.324796 3.321653 3.251136 3.273568 3.336286 3.28138 3.285387 3.283149 3.375691 3.301872 3.29546 3.432999 3.464765 3.273828 3.207915 3.170658 3.179916 3.249353 3.153939 3.231038 3.184367 3.262285 3.209069 3.328497 3.28899 3.359728 3.260446 3.232763 3.349126 3.394165 3.441971 3.300571 3.237916 3.272697 3.26298 3.248922 3.278049 3.26059 3.284826 2.868981 3.240224 3.343695 3.318882 3.23968 3.210773 3.285845 3.32353 3.335457 3.339722 3.351608 3.393279 3.288936 3.317818 3.289067 3.308287 3.231992 3.352614 3.288258 3.367713 3.291918 3.338788 3.343325 3.362187 3.305379 2.930485 3.196993 3.108242 3.191094 3.268575 3.183663 3.12502 3.21697 3.27011 2.918708 3.174973 3.177094 3.276512 3.351415 3.235048 3.302261 3.31415 3.413647 3.308326 3.193909 3.208845 3.416789 3.360973 3.746766 3.591451 3.424285 3.138035 2.399687 2.372737 3.43136 3.409506 3.672409 3.29577 3.574574 3.660227 3.336131 3.306728 3.105699 3.236219 3.495312 3.089419 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.178977 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.445215 3.580998 3.236219 3.435404 3.352559 3.195137 3.061494 3.236219 2.897983 3.745702 3.441292 3.312979 3.334496 3.186857 3.143402 3.238063 3.047653 3.09557 3.050284 2.386017 3.219067 2.991552 3.312032 3.24871 3.371163 3.129574 3.081482 2.297644 3.08397 3.401041 3.465394 3.334123 3.203229 3.20766 3.437136 3.635988 3.232478 3.519422 3.439039 3.409399 3.271876 3.245202 3.396826 3.336252 3.365494 3.18039 3.236739 3.408976 2.673665 3.303004 3.200589 2.636132 2.278153 3.126483 3.4008 3.318314 3.421722 3.169169 3.305351 3.179226 3.463715 3.323695 3.097857 3.493596 3.091655 3.286956 3.427323 3.356533 3.350905 3.3241 3.314618 3.157428 3.291951 2.947414 3.240458 3.446739 3.278371 3.311255 3.173471 3.258677 3.291658 3.459383 2.81676 3.174659 3.348604 3.336844 3.153567 3.17047 3.120611 2.797137 2.646942 2.606674 3.066874 3.138014 3.040373 3.07809 2.617588 2.882862 3.19479 3.148371 3.145097 3.247996 3.222766 3.072103 3.341684 3.309069 3.386649 3.237851 3.449351 3.248479 3.227062 3.223441 3.208784 3.0861 3.255798 3.165734 3.219292 2.847996 3.249758 3.39579 3.308531 3.591944 3.37977 2.647052 3.173488 3.251506 3.054047 3.156699 3.23078 3.192205 3.443251 3.154834 3.329466 3.251332 3.642759 3.349433 3.072651 2.561126 3.280505 3.155645 2.964066 3.256466 3.147625 3.194736 3.192949 3.311949 3.315694 3.300203 3.191845 3.30881 3.13979 2.998611 3.277608 3.252668 3.169295 2.701703 3.329249 3.289772 3.243959 3.218033 3.294551 2.958963 3.262921 3.144888 2.788696 3.119974 3.309894 3.426832 3.36565 3.257498 3.251766 3.20301 3.207852 3.193566 3.179481 3.366505 3.285232 3.276724 3.218725 3.215453 3.059301 3.167852 3.394676 3.321372 3.508208 3.303642 3.547181 3.484118 3.464494 3.385246 3.324715 3.098049 3.373142 3.326224 2.904749 2.92945 3.147784 3.162073 3.322306 3.225917 3.164661 3.333279 3.267359 3.277268 3.189685 3.26016 3.258457 3.321765 3.483469 3.305427 3.310016 2.492761 3.161254 3.06359 3.146791 3.208477 3.298066 3.367947 3.269882 3.275716 3.268766 3.170968 3.292594 3.240599 3.277953 2.756849 3.358423 3.355668 3.174086 3.292834 3.456394 3.245554 3.290001 3.22298 3.275438 3.380598 3.216495 3.388066 3.196853 3.31728 3.394958 3.233605 3.309691 3.311201 3.512096 3.504074 3.313689 3.232706 3.224982 3.394693 3.290767 3.536887 3.270236 2.874337 2.315494 3.657659 3.437582 2.662635 3.500654 3.282634 2.626075 3.531553 3.371915 3.516651 3.333299 3.298609 3.390563 3.369216 3.487541 3.296351 3.443682 3.570418 3.321966 3.395558 3.406553 3.406973 3.255823 3.445666 3.249875 2.705507 3.156021 3.381154 3.518127 3.436852 3.505741 3.293932 NaN NaN 3.236219 3.236219 NaN 3.236219 3.359267 3.115024 3.694609 3.39862 3.175985 3.368281 NaN 3.421024 3.306653 2.776548 3.611606 3.080785 3.145826 3.270339 3.318618 3.177117 2.820464 3.346791 3.490011 3.384374 3.348608 3.128675 3.264666 2.846091 3.261607 3.507515 3.339809 3.459813 3.362532 2.32996 3.207085 3.60362 3.096114 3.169321 3.548047 3.304861 2.951957 3.649561 3.581552 3.442499 3.557248 3.093488 2.682069 3.219801 3.188734 3.248346 3.057379 2.555012 3.125334 3.290153 2.644721 3.417334 3.0259 3.168791 3.36188 3.495929 3.351261 3.356014 3.316069 3.249331 3.390024 3.262681 3.294534 2.467568 3.312274 3.436697 3.563757 3.263995 3.536403 3.156793 3.134557 3.414374 3.586807 2.823564 4.243426 3.029225 3.604502 2.09878 3.322273 3.243475 3.172577 3.140544 3.096129 3.2915 3.616764 3.220256 3.27126 3.231579 3.348031 3.660172 3.470719 3.12691 2.927842 3.092293 3.305827 3.244058 3.284103 3.143542 3.51992 3.236219 3.564861 3.236219 3.236219 3.236219 3.236219 3.236219 2.966719 3.236219 3.222861 3.236219 3.102505 3.194788 3.236219 3.236219 3.236219 3.160899 3.236219 3.137059 3.236219 2.884835 3.110067 3.335406 2.885304 3.236219 3.487862 3.236219 3.236219 3.236219 3.029308 3.236219 3.236219 3.236219 3.236219 3.624991 3.139885 3.142544 3.052686 3.236219 3.274575 3.278728 3.411355 3.269851 3.35577 3.236219 3.598876 3.42672 3.370865 3.526555 3.308269 3.353013 2.411637 3.237251 3.540541 3.307125 3.544313 3.246872 3.440567 3.771708 3.103695 2.991811 3.2558 3.462252 3.450681 2.95514 3.236219 3.232186 3.532742 3.514093 3.725466 3.742856 3.297797 3.250032 3.032571 2.464342 3.759283 3.355135 3.52608 3.460932 3.236219 2.890739 3.44014 3.622227 3.312038 2.751965 3.331688 3.216417 3.167289 3.333849 3.246246 3.454678 2.398292 3.30644 2.607522 3.190837 3.547599 3.607875 3.106827 3.245299 2.550708 3.119495 3.453573 3.56657 3.495278 3.276357 3.45514 3.399041 3.240914 3.488054 3.531587 3.75454 3.258484 3.637553 3.550983 3.411052 2.767233 3.373979 3.252342 3.628515 3.431169 3.222021 3.326429 3.51615 3.726194 3.266466 3.32985 3.268527 3.41001 3.197542 3.086165 3.135208 3.211047 3.195479 2.558051 2.681768 2.608011 3.117581 3.370194 2.696995 3.299089 3.280742 3.469831 3.135508 3.425308 3.406185 3.307407 3.475676
dnde10000_index_fixed 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 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3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 NaN NaN 3.236219 3.236219 NaN 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 NaN 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 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3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219 3.236219

93 rows × 754 columns

Selekcje parametryczne¶

In [30]:
df['ts'] < 25
Out[30]:
0      False
1      False
2      False
3      False
4      False
       ...  
749    False
750    False
751    False
752    False
753    False
Name: ts, Length: 754, dtype: bool
In [31]:
df.loc[df['ts'] < 25]
Out[31]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
31 258306217.0 258911017.0 54899.656032 54906.656032 -1527.158212 0.000001 True True 0 3 1 5.291634 5.291634 -1420.841454 -1420.841459 12.562106 12.561440 12.562106 12.561440 299999.133272 299999.133272 7.993037e-08 7.992613e-08 7.993114e-08 7.992691e-08 3.657063e-09 3.656869e-09 4.196888e-11 4.196665e-11 4.307697e-08 4.307653e-08 4.307698e-08 4.307653e-08 1.971168e-09 1.971148e-09 2.262205e-11 2.262181e-11 1.596750e-07 1.596750e-07 1.596766e-07 1.596766e-07 7.305629e-09 7.305628e-09 8.384024e-11 8.384024e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.414754e-07 6.414414e-07 0.000014 0.000014 0.000014 0.000014 0.000004 0.000004 3.458923e-07 3.458887e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.281460e-06 1.281460e-06 1.264978e-22 1.264911e-22 9.564354e-10 9.563847e-10 5.625293e-12 5.624995e-12 1.053065e-14 1.053009e-14 6.822324e-23 6.822253e-23 5.158281e-10 5.158228e-10 3.033853e-12 3.033822e-12 5.679426e-15 5.679368e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
32 258911017.0 259515817.0 54906.656032 54913.656032 -4182.682401 0.000001 True True 0 3 1 19.513693 19.513693 -3857.648906 -3857.648901 38.866520 38.864162 38.866520 38.864162 15698.866608 100.000000 7.971541e-08 7.971057e-08 7.971618e-08 7.971134e-08 3.647227e-09 3.647006e-09 4.185601e-11 4.185347e-11 2.429961e-08 2.429924e-08 2.429961e-08 2.429924e-08 1.111931e-09 1.111914e-09 1.276104e-11 1.276084e-11 1.230365e-07 1.230366e-07 1.230377e-07 1.230378e-07 5.629304e-09 5.629306e-09 6.460255e-11 6.460257e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.397503e-07 6.397114e-07 0.000008 0.000008 0.000008 0.000008 0.000002 0.000002 1.951169e-07 1.951140e-07 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.874210e-07 9.874212e-07 2.275734e-15 9.538053e-10 9.538632e-10 9.538053e-10 5.610165e-12 5.609824e-12 1.050233e-14 1.050169e-14 6.942158e-16 2.909729e-10 2.909773e-10 2.909729e-10 1.711388e-12 1.711362e-12 3.203749e-15 3.203701e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
34 260120617.0 260725417.0 54920.656032 54927.656032 -3146.499877 0.000001 True True 0 3 1 24.207248 24.181645 -2912.509119 -2912.522138 37.714203 36.983080 37.714203 36.983080 100.000000 299999.133272 1.049021e-07 1.012731e-07 1.049032e-07 1.012741e-07 4.326923e-09 4.633561e-09 4.484885e-11 5.317528e-11 3.049730e-08 2.974637e-08 3.049730e-08 2.974638e-08 1.258125e-09 1.361170e-09 1.304117e-11 1.562143e-11 1.593705e-07 1.544754e-07 1.593722e-07 1.544769e-07 6.573597e-09 7.067731e-09 6.813579e-11 8.111011e-11 0.000032 0.000033 0.000032 0.000033 0.000009 0.000010 6.808298e-07 8.127603e-07 0.000009 0.000010 0.000009 0.000010 0.000003 0.000003 1.980450e-07 2.388525e-07 0.000049 0.000050 0.000049 0.000050 0.000014 0.000015 1.034338e-06 1.239732e-06 1.303144e-09 1.602749e-22 1.303144e-09 1.211820e-09 6.847343e-12 7.127343e-12 1.145177e-14 1.334251e-14 3.791509e-10 4.711088e-23 3.791509e-10 3.562000e-10 1.992240e-12 2.094997e-12 3.331904e-15 3.921871e-15 2.433626 2.384667 2.175486 2.126526 2.433626 2.384667 3.285178 3.236219
155 333301417.0 333906217.0 55767.656032 55774.656032 -2708.861329 0.000001 True True 0 3 1 19.035816 19.035815 -2520.973458 -2520.973441 32.937875 32.930354 32.937875 32.930354 299999.133272 100.000000 1.090201e-07 1.089952e-07 1.090212e-07 1.089963e-07 4.988009e-09 4.986870e-09 5.724297e-11 5.722990e-11 3.404901e-08 3.404700e-08 3.404901e-08 3.404700e-08 1.558056e-09 1.557964e-09 1.788098e-11 1.787992e-11 1.700145e-07 1.700146e-07 1.700161e-07 1.700162e-07 7.778690e-09 7.778695e-09 8.926915e-11 8.926921e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.749332e-07 8.747334e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.734011e-07 2.733849e-07 0.000055 0.000055 0.000055 0.000055 0.000017 0.000017 1.364439e-06 1.364440e-06 1.725352e-22 1.304221e-09 1.304519e-09 1.304221e-09 7.672555e-12 7.670803e-12 1.436316e-14 1.435988e-14 5.392519e-23 4.076981e-10 4.077222e-10 4.076981e-10 2.398026e-12 2.397884e-12 4.489147e-15 4.488881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
158 335115817.0 335720617.0 55788.656032 55795.656032 -2564.108111 0.000001 True True 0 3 1 12.187050 12.187050 -2329.397698 -2329.397701 17.910350 17.909988 17.910350 17.909988 100.000000 100.000000 5.735174e-08 5.735058e-08 5.735230e-08 5.735113e-08 2.624020e-09 2.623967e-09 3.011356e-11 3.011295e-11 2.524786e-08 2.524771e-08 2.524786e-08 2.524771e-08 1.155322e-09 1.155315e-09 1.325902e-11 1.325894e-11 1.042750e-07 1.042750e-07 1.042760e-07 1.042761e-07 4.770906e-09 4.770907e-09 5.475147e-11 5.475148e-11 0.000019 0.000019 0.000019 0.000019 0.000006 0.000006 4.602723e-07 4.602629e-07 0.000008 0.000008 0.000008 0.000008 0.000003 0.000003 2.027310e-07 2.027298e-07 0.000034 0.000034 0.000034 0.000034 0.000010 0.000010 8.368517e-07 8.368519e-07 6.862627e-10 6.862489e-10 6.862627e-10 6.862489e-10 4.036267e-12 4.036186e-12 7.555964e-15 7.555811e-15 3.023322e-10 3.023304e-10 3.023322e-10 3.023304e-10 1.778173e-12 1.778162e-12 3.328771e-15 3.328750e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
640 626629417.0 627234217.0 59162.656032 59169.656032 -2893.665314 0.000001 True True 0 3 1 15.732797 15.732797 -2672.516379 -2672.516375 32.007566 32.005924 32.007566 32.005924 299999.133272 299999.133272 9.342837e-08 9.342358e-08 9.342928e-08 9.342449e-08 4.274638e-09 4.274419e-09 4.905624e-11 4.905373e-11 3.064513e-08 3.064476e-08 3.064513e-08 3.064476e-08 1.402297e-09 1.402280e-09 1.609341e-11 1.609322e-11 1.483027e-07 1.483027e-07 1.483041e-07 1.483042e-07 6.785309e-09 6.785310e-09 7.786899e-11 7.786901e-11 0.000030 0.000030 0.000030 0.000030 0.000009 0.000009 7.498027e-07 7.497642e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.460691e-07 2.460662e-07 0.000048 0.000048 0.000048 0.000048 0.000015 0.000015 1.190193e-06 1.190193e-06 1.478597e-22 1.478522e-22 1.117951e-09 1.117893e-09 6.575248e-12 6.574911e-12 1.230898e-14 1.230835e-14 4.853428e-23 4.853370e-23 3.669622e-10 3.669578e-10 2.158295e-12 2.158269e-12 4.040367e-15 4.040318e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
645 629653417.0 630258217.0 59197.656032 59204.656032 -2612.736102 0.000001 True True 0 3 1 20.197270 20.197270 -2434.928808 -2434.928809 36.427899 36.428143 36.427899 36.428143 958.596675 428.113113 1.232279e-07 1.232287e-07 1.232291e-07 1.232299e-07 5.638059e-09 5.638097e-09 6.470302e-11 6.470345e-11 3.606447e-08 3.606453e-08 3.606448e-08 3.606454e-08 1.650282e-09 1.650284e-09 1.893941e-11 1.893944e-11 1.874087e-07 1.874087e-07 1.874105e-07 1.874105e-07 8.574529e-09 8.574529e-09 9.840229e-11 9.840229e-11 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.889566e-07 9.889633e-07 0.000012 0.000012 0.000012 0.000012 0.000004 0.000004 2.895845e-07 2.895850e-07 0.000061 0.000061 0.000061 0.000061 0.000019 0.000019 1.504035e-06 1.504035e-06 9.590927e-12 6.175905e-11 1.474528e-09 1.474537e-09 8.672462e-12 8.672520e-12 1.623500e-14 1.623511e-14 2.808970e-12 1.808777e-11 4.318565e-10 4.318572e-10 2.539972e-12 2.539976e-12 4.754873e-15 4.754881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
651 633282217.0 633887017.0 59239.656032 59246.656032 -2639.425765 0.000001 True True 0 3 1 18.109673 18.109673 -2449.261640 -2449.261641 36.622835 36.622995 36.622835 36.622995 299999.133272 100.000000 1.164420e-07 1.164425e-07 1.164431e-07 1.164436e-07 5.327583e-09 5.327606e-09 6.113996e-11 6.114023e-11 3.513453e-08 3.513456e-08 3.513453e-08 3.513457e-08 1.607728e-09 1.607730e-09 1.845104e-11 1.845106e-11 1.788235e-07 1.788235e-07 1.788252e-07 1.788252e-07 8.181729e-09 8.181729e-09 9.389447e-11 9.389447e-11 0.000038 0.000038 0.000038 0.000038 0.000012 0.000012 9.344969e-07 9.345010e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.821174e-07 2.821176e-07 0.000058 0.000058 0.000058 0.000058 0.000018 0.000018 1.435135e-06 1.435135e-06 1.842811e-22 1.393334e-09 1.393328e-09 1.393334e-09 8.194888e-12 8.194923e-12 1.534098e-14 1.534104e-14 5.564438e-23 4.207212e-10 4.207208e-10 4.207212e-10 2.474477e-12 2.474480e-12 4.632266e-15 4.632270e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
672 645983017.0 646587817.0 59386.656032 59393.656032 -2996.029786 0.000001 True True 0 3 1 20.752120 20.752120 -2761.936566 -2761.936564 39.192846 39.191238 39.192846 39.191238 299999.133272 100.000000 1.070872e-07 1.070828e-07 1.070882e-07 1.070838e-07 4.899571e-09 4.899370e-09 5.622804e-11 5.622573e-11 3.050750e-08 3.050720e-08 3.050751e-08 3.050721e-08 1.395999e-09 1.395985e-09 1.602114e-11 1.602098e-11 1.611974e-07 1.611975e-07 1.611990e-07 1.611990e-07 7.375284e-09 7.375284e-09 8.463962e-11 8.463962e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.594204e-07 8.593851e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.449640e-07 2.449617e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.293679e-06 1.293679e-06 1.694762e-22 1.281337e-09 1.281390e-09 1.281337e-09 7.536519e-12 7.536209e-12 1.410850e-14 1.410792e-14 4.831632e-23 3.653106e-10 3.653142e-10 3.653106e-10 2.148602e-12 2.148581e-12 4.022221e-15 4.022182e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
686 654450217.0 655055017.0 59484.656032 59491.656032 -1951.554041 0.000001 True True 0 3 1 16.404094 16.404094 -1844.353827 -1844.353827 22.219465 22.219758 22.219465 22.219758 100.000000 299999.133272 1.239833e-07 1.239849e-07 1.239845e-07 1.239861e-07 5.672620e-09 5.672695e-09 6.509965e-11 6.510051e-11 4.501183e-08 4.501203e-08 4.501183e-08 4.501203e-08 2.059706e-09 2.059715e-09 2.363815e-11 2.363825e-11 2.060827e-07 2.060828e-07 2.060847e-07 2.060847e-07 9.428926e-09 9.428926e-09 1.082074e-10 1.082074e-10 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.950190e-07 9.950321e-07 0.000015 0.000015 0.000015 0.000015 0.000004 0.000004 3.614285e-07 3.614300e-07 0.000067 0.000067 0.000067 0.000067 0.000020 0.000020 1.653902e-06 1.653902e-06 1.483566e-09 1.962185e-22 1.483566e-09 1.483586e-09 8.725624e-12 8.725739e-12 1.633452e-14 1.633474e-14 5.389972e-10 7.128788e-23 5.389972e-10 5.389995e-10 3.170122e-12 3.170136e-12 5.934525e-15 5.934551e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219

94 rows × 93 columns

In [32]:
df.loc[(df['ts'] < 25) & (df['flux'] > 1e-7)]
Out[32]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
34 260120617.0 260725417.0 54920.656032 54927.656032 -3146.499877 0.000001 True True 0 3 1 24.207248 24.181645 -2912.509119 -2912.522138 37.714203 36.983080 37.714203 36.983080 100.000000 299999.133272 1.049021e-07 1.012731e-07 1.049032e-07 1.012741e-07 4.326923e-09 4.633561e-09 4.484885e-11 5.317528e-11 3.049730e-08 2.974637e-08 3.049730e-08 2.974638e-08 1.258125e-09 1.361170e-09 1.304117e-11 1.562143e-11 1.593705e-07 1.544754e-07 1.593722e-07 1.544769e-07 6.573597e-09 7.067731e-09 6.813579e-11 8.111011e-11 0.000032 0.000033 0.000032 0.000033 0.000009 0.000010 6.808298e-07 8.127603e-07 0.000009 0.000010 0.000009 0.000010 0.000003 0.000003 1.980450e-07 2.388525e-07 0.000049 0.000050 0.000049 0.000050 0.000014 0.000015 1.034338e-06 0.000001 1.303144e-09 1.602749e-22 1.303144e-09 1.211820e-09 6.847343e-12 7.127343e-12 1.145177e-14 1.334251e-14 3.791509e-10 4.711088e-23 3.791509e-10 3.562000e-10 1.992240e-12 2.094997e-12 3.331904e-15 3.921871e-15 2.433626 2.384667 2.175486 2.126526 2.433626 2.384667 3.285178 3.236219
155 333301417.0 333906217.0 55767.656032 55774.656032 -2708.861329 0.000001 True True 0 3 1 19.035816 19.035815 -2520.973458 -2520.973441 32.937875 32.930354 32.937875 32.930354 299999.133272 100.000000 1.090201e-07 1.089952e-07 1.090212e-07 1.089963e-07 4.988009e-09 4.986870e-09 5.724297e-11 5.722990e-11 3.404901e-08 3.404700e-08 3.404901e-08 3.404700e-08 1.558056e-09 1.557964e-09 1.788098e-11 1.787992e-11 1.700145e-07 1.700146e-07 1.700161e-07 1.700162e-07 7.778690e-09 7.778695e-09 8.926915e-11 8.926921e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.749332e-07 8.747334e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.734011e-07 2.733849e-07 0.000055 0.000055 0.000055 0.000055 0.000017 0.000017 1.364439e-06 0.000001 1.725352e-22 1.304221e-09 1.304519e-09 1.304221e-09 7.672555e-12 7.670803e-12 1.436316e-14 1.435988e-14 5.392519e-23 4.076981e-10 4.077222e-10 4.076981e-10 2.398026e-12 2.397884e-12 4.489147e-15 4.488881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
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645 629653417.0 630258217.0 59197.656032 59204.656032 -2612.736102 0.000001 True True 0 3 1 20.197270 20.197270 -2434.928808 -2434.928809 36.427899 36.428143 36.427899 36.428143 958.596675 428.113113 1.232279e-07 1.232287e-07 1.232291e-07 1.232299e-07 5.638059e-09 5.638097e-09 6.470302e-11 6.470345e-11 3.606447e-08 3.606453e-08 3.606448e-08 3.606454e-08 1.650282e-09 1.650284e-09 1.893941e-11 1.893944e-11 1.874087e-07 1.874087e-07 1.874105e-07 1.874105e-07 8.574529e-09 8.574529e-09 9.840229e-11 9.840229e-11 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.889566e-07 9.889633e-07 0.000012 0.000012 0.000012 0.000012 0.000004 0.000004 2.895845e-07 2.895850e-07 0.000061 0.000061 0.000061 0.000061 0.000019 0.000019 1.504035e-06 0.000002 9.590927e-12 6.175905e-11 1.474528e-09 1.474537e-09 8.672462e-12 8.672520e-12 1.623500e-14 1.623511e-14 2.808970e-12 1.808777e-11 4.318565e-10 4.318572e-10 2.539972e-12 2.539976e-12 4.754873e-15 4.754881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
651 633282217.0 633887017.0 59239.656032 59246.656032 -2639.425765 0.000001 True True 0 3 1 18.109673 18.109673 -2449.261640 -2449.261641 36.622835 36.622995 36.622835 36.622995 299999.133272 100.000000 1.164420e-07 1.164425e-07 1.164431e-07 1.164436e-07 5.327583e-09 5.327606e-09 6.113996e-11 6.114023e-11 3.513453e-08 3.513456e-08 3.513453e-08 3.513457e-08 1.607728e-09 1.607730e-09 1.845104e-11 1.845106e-11 1.788235e-07 1.788235e-07 1.788252e-07 1.788252e-07 8.181729e-09 8.181729e-09 9.389447e-11 9.389447e-11 0.000038 0.000038 0.000038 0.000038 0.000012 0.000012 9.344969e-07 9.345010e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.821174e-07 2.821176e-07 0.000058 0.000058 0.000058 0.000058 0.000018 0.000018 1.435135e-06 0.000001 1.842811e-22 1.393334e-09 1.393328e-09 1.393334e-09 8.194888e-12 8.194923e-12 1.534098e-14 1.534104e-14 5.564438e-23 4.207212e-10 4.207208e-10 4.207212e-10 2.474477e-12 2.474480e-12 4.632266e-15 4.632270e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
672 645983017.0 646587817.0 59386.656032 59393.656032 -2996.029786 0.000001 True True 0 3 1 20.752120 20.752120 -2761.936566 -2761.936564 39.192846 39.191238 39.192846 39.191238 299999.133272 100.000000 1.070872e-07 1.070828e-07 1.070882e-07 1.070838e-07 4.899571e-09 4.899370e-09 5.622804e-11 5.622573e-11 3.050750e-08 3.050720e-08 3.050751e-08 3.050721e-08 1.395999e-09 1.395985e-09 1.602114e-11 1.602098e-11 1.611974e-07 1.611975e-07 1.611990e-07 1.611990e-07 7.375284e-09 7.375284e-09 8.463962e-11 8.463962e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.594204e-07 8.593851e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.449640e-07 2.449617e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.293679e-06 0.000001 1.694762e-22 1.281337e-09 1.281390e-09 1.281337e-09 7.536519e-12 7.536209e-12 1.410850e-14 1.410792e-14 4.831632e-23 3.653106e-10 3.653142e-10 3.653106e-10 2.148602e-12 2.148581e-12 4.022221e-15 4.022182e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
686 654450217.0 655055017.0 59484.656032 59491.656032 -1951.554041 0.000001 True True 0 3 1 16.404094 16.404094 -1844.353827 -1844.353827 22.219465 22.219758 22.219465 22.219758 100.000000 299999.133272 1.239833e-07 1.239849e-07 1.239845e-07 1.239861e-07 5.672620e-09 5.672695e-09 6.509965e-11 6.510051e-11 4.501183e-08 4.501203e-08 4.501183e-08 4.501203e-08 2.059706e-09 2.059715e-09 2.363815e-11 2.363825e-11 2.060827e-07 2.060828e-07 2.060847e-07 2.060847e-07 9.428926e-09 9.428926e-09 1.082074e-10 1.082074e-10 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.950190e-07 9.950321e-07 0.000015 0.000015 0.000015 0.000015 0.000004 0.000004 3.614285e-07 3.614300e-07 0.000067 0.000067 0.000067 0.000067 0.000020 0.000020 1.653902e-06 0.000002 1.483566e-09 1.962185e-22 1.483566e-09 1.483586e-09 8.725624e-12 8.725739e-12 1.633452e-14 1.633474e-14 5.389972e-10 7.128788e-23 5.389972e-10 5.389995e-10 3.170122e-12 3.170136e-12 5.934525e-15 5.934551e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
In [33]:
df.loc[(df['fit_quality'] == 0) | (df['flux'] > 1e-5)]
Out[33]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
69 281288617.0 281893417.0 55165.656032 55172.656032 -22395.239840 0.000001 True True 0 3 3 31498.058062 31486.778384 -16164.636053 -16170.260973 5222.300623 5225.585363 5222.300623 5225.585363 328.463155 51711.127567 0.000014 0.000014 0.000014 0.000014 7.155161e-07 6.493752e-07 9.226648e-09 7.452305e-09 2.179657e-07 2.018193e-07 2.179658e-07 2.018193e-07 2.290827e-08 9.235092e-09 5.968862e-10 1.059862e-10 0.000014 0.000015 0.000014 0.000015 7.317736e-07 6.640676e-07 9.436290e-09 7.620917e-09 0.004758 0.004594 0.004758 0.004594 0.001594 0.001411 0.000142 0.000114 0.000086 0.000065 0.000086 0.000065 0.000062 0.000020 0.000010 0.000002 0.004866 0.004698 0.004866 0.004698 0.001630 0.001443 0.000145 0.000116 1.287825e-08 2.876433e-15 1.589618e-07 1.698318e-07 1.064354e-09 9.988688e-10 2.268296e-12 1.869900e-12 1.849435e-10 4.093153e-17 3.892113e-09 2.416699e-09 2.497731e-11 1.421386e-11 1.333086e-13 2.660860e-14 2.328363 2.384667 2.070222 2.126526 2.328363 2.384667 3.179916 3.236219
87 292175017.0 292779817.0 55291.656032 55298.656032 -25561.113164 0.000001 True True 0 3 3 41057.785881 41054.676263 -18131.506390 -18133.076074 6883.171453 6880.941591 6883.171453 6880.941591 281.793240 182368.506412 0.000012 0.000012 0.000012 0.000012 5.281140e-07 5.545751e-07 5.732885e-09 6.364369e-09 1.617615e-07 1.505252e-07 1.617615e-07 1.505252e-07 1.631887e-08 6.887913e-09 3.519070e-10 7.904891e-11 0.000012 0.000012 0.000012 0.000012 5.390831e-07 5.661462e-07 5.851959e-09 6.497159e-09 0.003854 0.003924 0.003854 0.003924 0.001134 0.001205 0.000087 0.000097 0.000063 0.000049 0.000063 0.000049 0.000042 0.000015 0.000006 0.000001 0.003934 0.004005 0.003934 0.004005 0.001158 0.001230 0.000089 0.000099 1.543826e-08 1.190539e-18 1.492062e-07 1.450386e-07 8.251176e-10 8.530474e-10 1.452330e-12 1.596920e-12 1.942970e-10 1.479548e-20 3.018722e-09 1.802474e-09 1.905582e-11 1.060129e-11 8.141667e-14 1.984579e-14 2.411427 2.384667 2.153287 2.126526 2.411427 2.384667 3.262980 3.236219
88 292779817.0 293384617.0 55298.656032 55305.656032 -14726.220337 0.000001 True True 102 2 3 18241.715493 18241.384064 -11652.460677 -11652.625044 3222.283959 3221.904715 3222.283959 3221.904715 100.000000 100.000000 0.000010 0.000010 0.000010 0.000010 4.641843e-07 4.749635e-07 5.188343e-09 5.450737e-09 1.738402e-06 1.893225e-07 1.738402e-06 1.893226e-07 2.152406e-07 8.663249e-09 3.943699e-09 9.942350e-11 0.000011 0.000011 0.000011 0.000011 4.779625e-07 4.890293e-07 5.342347e-09 5.612157e-09 0.003332 0.003360 0.003332 0.003360 0.001003 0.001032 0.000079 0.000083 0.001003 0.000061 0.001003 0.000061 0.000527 0.000019 0.000062 0.000002 0.003431 0.003460 0.003431 0.003460 0.001033 0.001063 0.000082 0.000086 1.259343e-07 1.242177e-07 1.259343e-07 1.242177e-07 7.193336e-10 7.305888e-10 1.307788e-12 1.367675e-12 8.205046e-09 2.267056e-09 8.205046e-09 2.267056e-09 2.742636e-10 1.333373e-11 9.270154e-13 2.496098e-14 2.397370 2.384667 2.139229 2.126526 2.397370 2.384667 3.248922 3.236219
117 310319017.0 310923817.0 55501.656032 55508.656032 -17876.567579 0.000001 True True 0 3 3 24174.020245 24115.710882 -13706.194524 -13735.346847 4127.992260 4135.599379 4127.992260 4135.599379 273.618360 299999.133272 0.000011 0.000011 0.000011 0.000011 6.480063e-07 5.048670e-07 1.247252e-08 5.793913e-09 1.886584e-07 1.772263e-07 1.886584e-07 1.772264e-07 2.283154e-08 8.109736e-09 2.489963e-09 9.307113e-11 0.000011 0.000011 0.000011 0.000011 6.646037e-07 5.178378e-07 1.279198e-08 5.942767e-09 0.004000 0.003572 0.004000 0.003572 0.001572 0.001097 0.000204 0.000089 0.000108 0.000057 0.000108 0.000057 0.000100 0.000018 0.000049 0.000001 0.004102 0.003664 0.004102 0.003664 0.001612 0.001125 0.000209 0.000091 1.451747e-08 1.746335e-20 1.144445e-07 1.320384e-07 8.932766e-10 7.765864e-10 2.732640e-12 1.453783e-12 2.512468e-10 2.806826e-22 3.822977e-09 2.122209e-09 2.468642e-11 1.248181e-11 3.651635e-13 2.336617e-14 2.233740 2.384667 2.022528 2.126526 2.233740 2.384667 2.930485 3.236219
119 311528617.0 312133417.0 55515.656032 55522.656032 -56687.483902 0.000001 True True 0 3 3 124399.986233 124223.284789 -24000.196392 -24085.003282 15027.577806 15032.694813 15027.577806 15032.694813 322.406024 61106.704533 0.000042 0.000044 0.000042 0.000044 2.524046e-06 2.010213e-06 3.772243e-08 2.306944e-08 3.739963e-07 3.619036e-07 3.739963e-07 3.619037e-07 4.701797e-08 1.656042e-08 1.399341e-09 1.900552e-10 0.000045 0.000047 0.000045 0.000047 2.720568e-06 2.164488e-06 4.065948e-08 2.483992e-08 0.015610 0.014222 0.015610 0.014222 0.005816 0.004368 0.000587 0.000353 0.000176 0.000117 0.000176 0.000117 0.000133 0.000036 0.000023 0.000003 0.016825 0.015313 0.016825 0.015313 0.006269 0.004703 0.000633 0.000380 4.173396e-08 3.860676e-15 4.549741e-07 5.257332e-07 3.592964e-09 3.092110e-09 9.031083e-12 5.788484e-12 3.477148e-10 3.182371e-17 6.313918e-09 4.333640e-09 4.881556e-11 2.548838e-11 3.038807e-13 4.771471e-14 2.256690 2.384667 1.998549 2.126526 2.256690 2.384667 3.108242 3.236219
120 312133417.0 312738217.0 55522.656032 55529.656032 -31372.320144 0.000001 True True 0 3 3 54705.501804 54694.643891 -18811.210489 -18816.478808 7892.942661 7895.127201 7892.942661 7895.127201 306.943058 299999.133272 0.000023 0.000023 0.000023 0.000023 1.139056e-06 1.050684e-06 1.435284e-08 1.205777e-08 2.781197e-07 2.632171e-07 2.781198e-07 2.632171e-07 3.056696e-08 1.204461e-08 7.697738e-10 1.382295e-10 0.000023 0.000024 0.000023 0.000024 1.181085e-06 1.089056e-06 1.488244e-08 1.249813e-08 0.007666 0.007433 0.007666 0.007433 0.002525 0.002283 0.000221 0.000184 0.000115 0.000085 0.000115 0.000085 0.000082 0.000026 0.000012 0.000002 0.007948 0.007705 0.007948 0.007705 0.002618 0.002366 0.000229 0.000191 2.421422e-08 3.634316e-20 2.614064e-07 2.747865e-07 1.705813e-09 1.616162e-09 3.542967e-12 3.025484e-12 2.785355e-10 4.168706e-22 4.996687e-09 3.151911e-09 3.373051e-11 1.853803e-11 1.729486e-13 3.470351e-14 2.339541 2.384667 2.081400 2.126526 2.339541 2.384667 3.191094 3.236219
121 312738217.0 313343017.0 55529.656032 55536.656032 -23918.346510 0.000001 True True 0 3 3 32902.982219 32899.121895 -16859.506980 -16861.435674 5769.323491 5766.813618 5769.323491 5766.813618 298.892456 299999.133272 0.000016 0.000016 0.000016 0.000016 6.768551e-07 7.168377e-07 7.262475e-09 8.226513e-09 2.330083e-07 2.129448e-07 2.330083e-07 2.129449e-07 2.204945e-08 9.744186e-09 4.756876e-10 1.118288e-10 0.000016 0.000016 0.000016 0.000016 6.915611e-07 7.324061e-07 7.420266e-09 8.405177e-09 0.004972 0.005071 0.004972 0.005071 0.001450 0.001558 0.000111 0.000126 0.000084 0.000069 0.000084 0.000069 0.000057 0.000021 0.000007 0.000002 0.005080 0.005182 0.005080 0.005182 0.001482 0.001591 0.000113 0.000128 1.751856e-08 2.479542e-20 1.943375e-07 1.874753e-07 1.060937e-09 1.102640e-09 1.843501e-12 2.064161e-12 2.391277e-10 3.372518e-22 4.410725e-09 2.549922e-09 2.570184e-11 1.499742e-11 1.101696e-13 2.807543e-14 2.417023 2.384667 2.158883 2.126526 2.417023 2.384667 3.268575 3.236219
122 313343017.0 313947817.0 55536.656032 55543.656032 -20210.857883 0.000001 True True 0 3 3 27335.631178 27326.870179 -15205.515777 -15209.901756 4706.998773 4710.185890 4706.998773 4710.185890 323.066896 4706.163979 0.000012 0.000012 0.000012 0.000012 6.048762e-07 5.521013e-07 7.739793e-09 6.335979e-09 1.954659e-07 1.815716e-07 1.954660e-07 1.815717e-07 2.067243e-08 8.308574e-09 5.326769e-10 9.535308e-11 0.000012 0.000012 0.000012 0.000012 6.194106e-07 5.653798e-07 7.925772e-09 6.488364e-09 0.004038 0.003906 0.004038 0.003906 0.001345 0.001200 0.000119 0.000097 0.000078 0.000059 0.000078 0.000059 0.000056 0.000018 0.000009 0.000001 0.004135 0.004000 0.004135 0.004000 0.001378 0.001228 0.000122 0.000099 1.135792e-08 1.555178e-11 1.358524e-07 1.443916e-07 9.018070e-10 8.492422e-10 1.905374e-12 1.589796e-12 1.727058e-10 2.341779e-13 3.493120e-09 2.174242e-09 2.263616e-11 1.278784e-11 1.192057e-13 2.393907e-14 2.332110 2.384667 2.073969 2.126526 2.332110 2.384667 3.183663 3.236219
123 313947817.0 314552617.0 55543.656032 55550.656032 -27021.346386 0.000001 True True 0 3 3 43005.777098 42947.215954 -18052.210814 -18081.274973 6720.382194 6726.603531 6720.382194 6726.603531 336.602320 100.000000 0.000016 0.000017 0.000016 0.000017 9.339899e-07 7.709119e-07 1.348599e-08 8.847075e-09 2.226436e-07 2.103626e-07 2.226437e-07 2.103626e-07 2.585275e-08 9.626024e-09 7.531286e-10 1.104728e-10 0.000017 0.000017 0.000017 0.000017 9.586130e-07 7.905834e-07 1.384152e-08 9.072827e-09 0.005871 0.005454 0.005871 0.005454 0.002135 0.001675 0.000209 0.000135 0.000097 0.000068 0.000097 0.000068 0.000073 0.000021 0.000012 0.000002 0.006026 0.005593 0.006026 0.005593 0.002191 0.001718 0.000215 0.000139 1.452135e-08 2.016174e-07 1.768264e-07 2.016174e-07 1.343486e-09 1.185817e-09 3.248936e-12 2.219870e-12 1.842038e-10 2.519001e-09 3.813235e-09 2.519001e-09 2.707817e-11 1.481555e-11 1.643423e-13 2.773497e-14 2.273469 2.384667 2.015330 2.126526 2.273469 2.384667 3.125020 3.236219
124 314552617.0 315157417.0 55550.656032 55557.656032 -23056.485425 0.000001 True True 0 3 3 31959.777306 31958.426431 -16613.326712 -16614.001432 5495.688205 5497.059178 5495.688205 5497.059178 316.364676 100.000000 0.000014 0.000014 0.000014 0.000014 6.718907e-07 6.497582e-07 8.024742e-09 7.456701e-09 2.151357e-07 1.974703e-07 2.151357e-07 1.974703e-07 2.157583e-08 9.036083e-09 5.201351e-10 1.037023e-10 0.000014 0.000015 0.000014 0.000015 6.867644e-07 6.641378e-07 8.202387e-09 7.621722e-09 0.004652 0.004597 0.004652 0.004597 0.001472 0.001412 0.000123 0.000114 0.000081 0.000064 0.000081 0.000064 0.000057 0.000020 0.000008 0.000002 0.004755 0.004699 0.004755 0.004699 0.001505 0.001443 0.000126 0.000116 1.399405e-08 1.699320e-07 1.662053e-07 1.699320e-07 1.021841e-09 9.994580e-10 1.999597e-12 1.871003e-12 1.963599e-10 2.364621e-09 3.936051e-09 2.364621e-09 2.419205e-11 1.390756e-11 1.179323e-13 2.603521e-14 2.365418 2.384667 2.107277 2.126526 2.365418 2.384667 3.216970 3.236219
126 315762217.0 316367017.0 55564.656032 55571.656032 -16183.745022 0.000001 True True 0 3 3 21405.190098 21395.166947 -12176.835265 -12181.845241 3617.476556 3619.831967 3617.476556 3619.831967 247.333304 34376.893534 0.000013 0.000013 0.000013 0.000013 6.577421e-07 5.849923e-07 1.220537e-08 6.713439e-09 2.344415e-07 2.191055e-07 2.344416e-07 2.191055e-07 2.696078e-08 1.002609e-08 2.903366e-09 1.150641e-10 0.000013 0.000013 0.000013 0.000013 6.757448e-07 6.010269e-07 1.253943e-08 6.897454e-09 0.004412 0.004139 0.004412 0.004139 0.001570 0.001271 0.000203 0.000103 0.000129 0.000071 0.000129 0.000071 0.000119 0.000022 0.000059 0.000002 0.004533 0.004252 0.004533 0.004252 0.001613 0.001306 0.000208 0.000105 2.127137e-08 1.691791e-14 1.484238e-07 1.529936e-07 9.416418e-10 8.998350e-10 2.629006e-12 1.684507e-12 3.896260e-10 2.901258e-16 4.994236e-09 2.623693e-09 2.956543e-11 1.543130e-11 4.168977e-13 2.888767e-14 2.308147 2.384667 2.123061 2.126526 2.308147 2.384667 2.918708 3.236219
502 543167017.0 543771817.0 58196.656032 58203.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
503 543771817.0 544376617.0 58203.656032 58210.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
506 545586217.0 546191017.0 58224.656032 58231.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
514 550424617.0 551029417.0 58280.656032 58287.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
In [34]:
df.loc[df['ts'] < 25, ['flux', 'loglike']]
Out[34]:
flux loglike
31 7.993037e-08 -1420.841454
32 7.971541e-08 -3857.648906
34 1.049021e-07 -2912.509119
155 1.090201e-07 -2520.973458
158 5.735174e-08 -2329.397698
... ... ...
640 9.342837e-08 -2672.516379
645 1.232279e-07 -2434.928808
651 1.164420e-07 -2449.261640
672 1.070872e-07 -2761.936566
686 1.239833e-07 -1844.353827

94 rows × 2 columns

In [35]:
df.query('ts < 25')
Out[35]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
31 258306217.0 258911017.0 54899.656032 54906.656032 -1527.158212 0.000001 True True 0 3 1 5.291634 5.291634 -1420.841454 -1420.841459 12.562106 12.561440 12.562106 12.561440 299999.133272 299999.133272 7.993037e-08 7.992613e-08 7.993114e-08 7.992691e-08 3.657063e-09 3.656869e-09 4.196888e-11 4.196665e-11 4.307697e-08 4.307653e-08 4.307698e-08 4.307653e-08 1.971168e-09 1.971148e-09 2.262205e-11 2.262181e-11 1.596750e-07 1.596750e-07 1.596766e-07 1.596766e-07 7.305629e-09 7.305628e-09 8.384024e-11 8.384024e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.414754e-07 6.414414e-07 0.000014 0.000014 0.000014 0.000014 0.000004 0.000004 3.458923e-07 3.458887e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.281460e-06 1.281460e-06 1.264978e-22 1.264911e-22 9.564354e-10 9.563847e-10 5.625293e-12 5.624995e-12 1.053065e-14 1.053009e-14 6.822324e-23 6.822253e-23 5.158281e-10 5.158228e-10 3.033853e-12 3.033822e-12 5.679426e-15 5.679368e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
32 258911017.0 259515817.0 54906.656032 54913.656032 -4182.682401 0.000001 True True 0 3 1 19.513693 19.513693 -3857.648906 -3857.648901 38.866520 38.864162 38.866520 38.864162 15698.866608 100.000000 7.971541e-08 7.971057e-08 7.971618e-08 7.971134e-08 3.647227e-09 3.647006e-09 4.185601e-11 4.185347e-11 2.429961e-08 2.429924e-08 2.429961e-08 2.429924e-08 1.111931e-09 1.111914e-09 1.276104e-11 1.276084e-11 1.230365e-07 1.230366e-07 1.230377e-07 1.230378e-07 5.629304e-09 5.629306e-09 6.460255e-11 6.460257e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.397503e-07 6.397114e-07 0.000008 0.000008 0.000008 0.000008 0.000002 0.000002 1.951169e-07 1.951140e-07 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.874210e-07 9.874212e-07 2.275734e-15 9.538053e-10 9.538632e-10 9.538053e-10 5.610165e-12 5.609824e-12 1.050233e-14 1.050169e-14 6.942158e-16 2.909729e-10 2.909773e-10 2.909729e-10 1.711388e-12 1.711362e-12 3.203749e-15 3.203701e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
34 260120617.0 260725417.0 54920.656032 54927.656032 -3146.499877 0.000001 True True 0 3 1 24.207248 24.181645 -2912.509119 -2912.522138 37.714203 36.983080 37.714203 36.983080 100.000000 299999.133272 1.049021e-07 1.012731e-07 1.049032e-07 1.012741e-07 4.326923e-09 4.633561e-09 4.484885e-11 5.317528e-11 3.049730e-08 2.974637e-08 3.049730e-08 2.974638e-08 1.258125e-09 1.361170e-09 1.304117e-11 1.562143e-11 1.593705e-07 1.544754e-07 1.593722e-07 1.544769e-07 6.573597e-09 7.067731e-09 6.813579e-11 8.111011e-11 0.000032 0.000033 0.000032 0.000033 0.000009 0.000010 6.808298e-07 8.127603e-07 0.000009 0.000010 0.000009 0.000010 0.000003 0.000003 1.980450e-07 2.388525e-07 0.000049 0.000050 0.000049 0.000050 0.000014 0.000015 1.034338e-06 1.239732e-06 1.303144e-09 1.602749e-22 1.303144e-09 1.211820e-09 6.847343e-12 7.127343e-12 1.145177e-14 1.334251e-14 3.791509e-10 4.711088e-23 3.791509e-10 3.562000e-10 1.992240e-12 2.094997e-12 3.331904e-15 3.921871e-15 2.433626 2.384667 2.175486 2.126526 2.433626 2.384667 3.285178 3.236219
155 333301417.0 333906217.0 55767.656032 55774.656032 -2708.861329 0.000001 True True 0 3 1 19.035816 19.035815 -2520.973458 -2520.973441 32.937875 32.930354 32.937875 32.930354 299999.133272 100.000000 1.090201e-07 1.089952e-07 1.090212e-07 1.089963e-07 4.988009e-09 4.986870e-09 5.724297e-11 5.722990e-11 3.404901e-08 3.404700e-08 3.404901e-08 3.404700e-08 1.558056e-09 1.557964e-09 1.788098e-11 1.787992e-11 1.700145e-07 1.700146e-07 1.700161e-07 1.700162e-07 7.778690e-09 7.778695e-09 8.926915e-11 8.926921e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.749332e-07 8.747334e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.734011e-07 2.733849e-07 0.000055 0.000055 0.000055 0.000055 0.000017 0.000017 1.364439e-06 1.364440e-06 1.725352e-22 1.304221e-09 1.304519e-09 1.304221e-09 7.672555e-12 7.670803e-12 1.436316e-14 1.435988e-14 5.392519e-23 4.076981e-10 4.077222e-10 4.076981e-10 2.398026e-12 2.397884e-12 4.489147e-15 4.488881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
158 335115817.0 335720617.0 55788.656032 55795.656032 -2564.108111 0.000001 True True 0 3 1 12.187050 12.187050 -2329.397698 -2329.397701 17.910350 17.909988 17.910350 17.909988 100.000000 100.000000 5.735174e-08 5.735058e-08 5.735230e-08 5.735113e-08 2.624020e-09 2.623967e-09 3.011356e-11 3.011295e-11 2.524786e-08 2.524771e-08 2.524786e-08 2.524771e-08 1.155322e-09 1.155315e-09 1.325902e-11 1.325894e-11 1.042750e-07 1.042750e-07 1.042760e-07 1.042761e-07 4.770906e-09 4.770907e-09 5.475147e-11 5.475148e-11 0.000019 0.000019 0.000019 0.000019 0.000006 0.000006 4.602723e-07 4.602629e-07 0.000008 0.000008 0.000008 0.000008 0.000003 0.000003 2.027310e-07 2.027298e-07 0.000034 0.000034 0.000034 0.000034 0.000010 0.000010 8.368517e-07 8.368519e-07 6.862627e-10 6.862489e-10 6.862627e-10 6.862489e-10 4.036267e-12 4.036186e-12 7.555964e-15 7.555811e-15 3.023322e-10 3.023304e-10 3.023322e-10 3.023304e-10 1.778173e-12 1.778162e-12 3.328771e-15 3.328750e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
640 626629417.0 627234217.0 59162.656032 59169.656032 -2893.665314 0.000001 True True 0 3 1 15.732797 15.732797 -2672.516379 -2672.516375 32.007566 32.005924 32.007566 32.005924 299999.133272 299999.133272 9.342837e-08 9.342358e-08 9.342928e-08 9.342449e-08 4.274638e-09 4.274419e-09 4.905624e-11 4.905373e-11 3.064513e-08 3.064476e-08 3.064513e-08 3.064476e-08 1.402297e-09 1.402280e-09 1.609341e-11 1.609322e-11 1.483027e-07 1.483027e-07 1.483041e-07 1.483042e-07 6.785309e-09 6.785310e-09 7.786899e-11 7.786901e-11 0.000030 0.000030 0.000030 0.000030 0.000009 0.000009 7.498027e-07 7.497642e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.460691e-07 2.460662e-07 0.000048 0.000048 0.000048 0.000048 0.000015 0.000015 1.190193e-06 1.190193e-06 1.478597e-22 1.478522e-22 1.117951e-09 1.117893e-09 6.575248e-12 6.574911e-12 1.230898e-14 1.230835e-14 4.853428e-23 4.853370e-23 3.669622e-10 3.669578e-10 2.158295e-12 2.158269e-12 4.040367e-15 4.040318e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
645 629653417.0 630258217.0 59197.656032 59204.656032 -2612.736102 0.000001 True True 0 3 1 20.197270 20.197270 -2434.928808 -2434.928809 36.427899 36.428143 36.427899 36.428143 958.596675 428.113113 1.232279e-07 1.232287e-07 1.232291e-07 1.232299e-07 5.638059e-09 5.638097e-09 6.470302e-11 6.470345e-11 3.606447e-08 3.606453e-08 3.606448e-08 3.606454e-08 1.650282e-09 1.650284e-09 1.893941e-11 1.893944e-11 1.874087e-07 1.874087e-07 1.874105e-07 1.874105e-07 8.574529e-09 8.574529e-09 9.840229e-11 9.840229e-11 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.889566e-07 9.889633e-07 0.000012 0.000012 0.000012 0.000012 0.000004 0.000004 2.895845e-07 2.895850e-07 0.000061 0.000061 0.000061 0.000061 0.000019 0.000019 1.504035e-06 1.504035e-06 9.590927e-12 6.175905e-11 1.474528e-09 1.474537e-09 8.672462e-12 8.672520e-12 1.623500e-14 1.623511e-14 2.808970e-12 1.808777e-11 4.318565e-10 4.318572e-10 2.539972e-12 2.539976e-12 4.754873e-15 4.754881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
651 633282217.0 633887017.0 59239.656032 59246.656032 -2639.425765 0.000001 True True 0 3 1 18.109673 18.109673 -2449.261640 -2449.261641 36.622835 36.622995 36.622835 36.622995 299999.133272 100.000000 1.164420e-07 1.164425e-07 1.164431e-07 1.164436e-07 5.327583e-09 5.327606e-09 6.113996e-11 6.114023e-11 3.513453e-08 3.513456e-08 3.513453e-08 3.513457e-08 1.607728e-09 1.607730e-09 1.845104e-11 1.845106e-11 1.788235e-07 1.788235e-07 1.788252e-07 1.788252e-07 8.181729e-09 8.181729e-09 9.389447e-11 9.389447e-11 0.000038 0.000038 0.000038 0.000038 0.000012 0.000012 9.344969e-07 9.345010e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.821174e-07 2.821176e-07 0.000058 0.000058 0.000058 0.000058 0.000018 0.000018 1.435135e-06 1.435135e-06 1.842811e-22 1.393334e-09 1.393328e-09 1.393334e-09 8.194888e-12 8.194923e-12 1.534098e-14 1.534104e-14 5.564438e-23 4.207212e-10 4.207208e-10 4.207212e-10 2.474477e-12 2.474480e-12 4.632266e-15 4.632270e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
672 645983017.0 646587817.0 59386.656032 59393.656032 -2996.029786 0.000001 True True 0 3 1 20.752120 20.752120 -2761.936566 -2761.936564 39.192846 39.191238 39.192846 39.191238 299999.133272 100.000000 1.070872e-07 1.070828e-07 1.070882e-07 1.070838e-07 4.899571e-09 4.899370e-09 5.622804e-11 5.622573e-11 3.050750e-08 3.050720e-08 3.050751e-08 3.050721e-08 1.395999e-09 1.395985e-09 1.602114e-11 1.602098e-11 1.611974e-07 1.611975e-07 1.611990e-07 1.611990e-07 7.375284e-09 7.375284e-09 8.463962e-11 8.463962e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.594204e-07 8.593851e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.449640e-07 2.449617e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.293679e-06 1.293679e-06 1.694762e-22 1.281337e-09 1.281390e-09 1.281337e-09 7.536519e-12 7.536209e-12 1.410850e-14 1.410792e-14 4.831632e-23 3.653106e-10 3.653142e-10 3.653106e-10 2.148602e-12 2.148581e-12 4.022221e-15 4.022182e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
686 654450217.0 655055017.0 59484.656032 59491.656032 -1951.554041 0.000001 True True 0 3 1 16.404094 16.404094 -1844.353827 -1844.353827 22.219465 22.219758 22.219465 22.219758 100.000000 299999.133272 1.239833e-07 1.239849e-07 1.239845e-07 1.239861e-07 5.672620e-09 5.672695e-09 6.509965e-11 6.510051e-11 4.501183e-08 4.501203e-08 4.501183e-08 4.501203e-08 2.059706e-09 2.059715e-09 2.363815e-11 2.363825e-11 2.060827e-07 2.060828e-07 2.060847e-07 2.060847e-07 9.428926e-09 9.428926e-09 1.082074e-10 1.082074e-10 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.950190e-07 9.950321e-07 0.000015 0.000015 0.000015 0.000015 0.000004 0.000004 3.614285e-07 3.614300e-07 0.000067 0.000067 0.000067 0.000067 0.000020 0.000020 1.653902e-06 1.653902e-06 1.483566e-09 1.962185e-22 1.483566e-09 1.483586e-09 8.725624e-12 8.725739e-12 1.633452e-14 1.633474e-14 5.389972e-10 7.128788e-23 5.389972e-10 5.389995e-10 3.170122e-12 3.170136e-12 5.934525e-15 5.934551e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219

94 rows × 93 columns

In [36]:
ts_th = 25
df.query('ts < @ts_th') # @ przed zmienną!
Out[36]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
31 258306217.0 258911017.0 54899.656032 54906.656032 -1527.158212 0.000001 True True 0 3 1 5.291634 5.291634 -1420.841454 -1420.841459 12.562106 12.561440 12.562106 12.561440 299999.133272 299999.133272 7.993037e-08 7.992613e-08 7.993114e-08 7.992691e-08 3.657063e-09 3.656869e-09 4.196888e-11 4.196665e-11 4.307697e-08 4.307653e-08 4.307698e-08 4.307653e-08 1.971168e-09 1.971148e-09 2.262205e-11 2.262181e-11 1.596750e-07 1.596750e-07 1.596766e-07 1.596766e-07 7.305629e-09 7.305628e-09 8.384024e-11 8.384024e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.414754e-07 6.414414e-07 0.000014 0.000014 0.000014 0.000014 0.000004 0.000004 3.458923e-07 3.458887e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.281460e-06 1.281460e-06 1.264978e-22 1.264911e-22 9.564354e-10 9.563847e-10 5.625293e-12 5.624995e-12 1.053065e-14 1.053009e-14 6.822324e-23 6.822253e-23 5.158281e-10 5.158228e-10 3.033853e-12 3.033822e-12 5.679426e-15 5.679368e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
32 258911017.0 259515817.0 54906.656032 54913.656032 -4182.682401 0.000001 True True 0 3 1 19.513693 19.513693 -3857.648906 -3857.648901 38.866520 38.864162 38.866520 38.864162 15698.866608 100.000000 7.971541e-08 7.971057e-08 7.971618e-08 7.971134e-08 3.647227e-09 3.647006e-09 4.185601e-11 4.185347e-11 2.429961e-08 2.429924e-08 2.429961e-08 2.429924e-08 1.111931e-09 1.111914e-09 1.276104e-11 1.276084e-11 1.230365e-07 1.230366e-07 1.230377e-07 1.230378e-07 5.629304e-09 5.629306e-09 6.460255e-11 6.460257e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.397503e-07 6.397114e-07 0.000008 0.000008 0.000008 0.000008 0.000002 0.000002 1.951169e-07 1.951140e-07 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.874210e-07 9.874212e-07 2.275734e-15 9.538053e-10 9.538632e-10 9.538053e-10 5.610165e-12 5.609824e-12 1.050233e-14 1.050169e-14 6.942158e-16 2.909729e-10 2.909773e-10 2.909729e-10 1.711388e-12 1.711362e-12 3.203749e-15 3.203701e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
34 260120617.0 260725417.0 54920.656032 54927.656032 -3146.499877 0.000001 True True 0 3 1 24.207248 24.181645 -2912.509119 -2912.522138 37.714203 36.983080 37.714203 36.983080 100.000000 299999.133272 1.049021e-07 1.012731e-07 1.049032e-07 1.012741e-07 4.326923e-09 4.633561e-09 4.484885e-11 5.317528e-11 3.049730e-08 2.974637e-08 3.049730e-08 2.974638e-08 1.258125e-09 1.361170e-09 1.304117e-11 1.562143e-11 1.593705e-07 1.544754e-07 1.593722e-07 1.544769e-07 6.573597e-09 7.067731e-09 6.813579e-11 8.111011e-11 0.000032 0.000033 0.000032 0.000033 0.000009 0.000010 6.808298e-07 8.127603e-07 0.000009 0.000010 0.000009 0.000010 0.000003 0.000003 1.980450e-07 2.388525e-07 0.000049 0.000050 0.000049 0.000050 0.000014 0.000015 1.034338e-06 1.239732e-06 1.303144e-09 1.602749e-22 1.303144e-09 1.211820e-09 6.847343e-12 7.127343e-12 1.145177e-14 1.334251e-14 3.791509e-10 4.711088e-23 3.791509e-10 3.562000e-10 1.992240e-12 2.094997e-12 3.331904e-15 3.921871e-15 2.433626 2.384667 2.175486 2.126526 2.433626 2.384667 3.285178 3.236219
155 333301417.0 333906217.0 55767.656032 55774.656032 -2708.861329 0.000001 True True 0 3 1 19.035816 19.035815 -2520.973458 -2520.973441 32.937875 32.930354 32.937875 32.930354 299999.133272 100.000000 1.090201e-07 1.089952e-07 1.090212e-07 1.089963e-07 4.988009e-09 4.986870e-09 5.724297e-11 5.722990e-11 3.404901e-08 3.404700e-08 3.404901e-08 3.404700e-08 1.558056e-09 1.557964e-09 1.788098e-11 1.787992e-11 1.700145e-07 1.700146e-07 1.700161e-07 1.700162e-07 7.778690e-09 7.778695e-09 8.926915e-11 8.926921e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.749332e-07 8.747334e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.734011e-07 2.733849e-07 0.000055 0.000055 0.000055 0.000055 0.000017 0.000017 1.364439e-06 1.364440e-06 1.725352e-22 1.304221e-09 1.304519e-09 1.304221e-09 7.672555e-12 7.670803e-12 1.436316e-14 1.435988e-14 5.392519e-23 4.076981e-10 4.077222e-10 4.076981e-10 2.398026e-12 2.397884e-12 4.489147e-15 4.488881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
158 335115817.0 335720617.0 55788.656032 55795.656032 -2564.108111 0.000001 True True 0 3 1 12.187050 12.187050 -2329.397698 -2329.397701 17.910350 17.909988 17.910350 17.909988 100.000000 100.000000 5.735174e-08 5.735058e-08 5.735230e-08 5.735113e-08 2.624020e-09 2.623967e-09 3.011356e-11 3.011295e-11 2.524786e-08 2.524771e-08 2.524786e-08 2.524771e-08 1.155322e-09 1.155315e-09 1.325902e-11 1.325894e-11 1.042750e-07 1.042750e-07 1.042760e-07 1.042761e-07 4.770906e-09 4.770907e-09 5.475147e-11 5.475148e-11 0.000019 0.000019 0.000019 0.000019 0.000006 0.000006 4.602723e-07 4.602629e-07 0.000008 0.000008 0.000008 0.000008 0.000003 0.000003 2.027310e-07 2.027298e-07 0.000034 0.000034 0.000034 0.000034 0.000010 0.000010 8.368517e-07 8.368519e-07 6.862627e-10 6.862489e-10 6.862627e-10 6.862489e-10 4.036267e-12 4.036186e-12 7.555964e-15 7.555811e-15 3.023322e-10 3.023304e-10 3.023322e-10 3.023304e-10 1.778173e-12 1.778162e-12 3.328771e-15 3.328750e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
640 626629417.0 627234217.0 59162.656032 59169.656032 -2893.665314 0.000001 True True 0 3 1 15.732797 15.732797 -2672.516379 -2672.516375 32.007566 32.005924 32.007566 32.005924 299999.133272 299999.133272 9.342837e-08 9.342358e-08 9.342928e-08 9.342449e-08 4.274638e-09 4.274419e-09 4.905624e-11 4.905373e-11 3.064513e-08 3.064476e-08 3.064513e-08 3.064476e-08 1.402297e-09 1.402280e-09 1.609341e-11 1.609322e-11 1.483027e-07 1.483027e-07 1.483041e-07 1.483042e-07 6.785309e-09 6.785310e-09 7.786899e-11 7.786901e-11 0.000030 0.000030 0.000030 0.000030 0.000009 0.000009 7.498027e-07 7.497642e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.460691e-07 2.460662e-07 0.000048 0.000048 0.000048 0.000048 0.000015 0.000015 1.190193e-06 1.190193e-06 1.478597e-22 1.478522e-22 1.117951e-09 1.117893e-09 6.575248e-12 6.574911e-12 1.230898e-14 1.230835e-14 4.853428e-23 4.853370e-23 3.669622e-10 3.669578e-10 2.158295e-12 2.158269e-12 4.040367e-15 4.040318e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
645 629653417.0 630258217.0 59197.656032 59204.656032 -2612.736102 0.000001 True True 0 3 1 20.197270 20.197270 -2434.928808 -2434.928809 36.427899 36.428143 36.427899 36.428143 958.596675 428.113113 1.232279e-07 1.232287e-07 1.232291e-07 1.232299e-07 5.638059e-09 5.638097e-09 6.470302e-11 6.470345e-11 3.606447e-08 3.606453e-08 3.606448e-08 3.606454e-08 1.650282e-09 1.650284e-09 1.893941e-11 1.893944e-11 1.874087e-07 1.874087e-07 1.874105e-07 1.874105e-07 8.574529e-09 8.574529e-09 9.840229e-11 9.840229e-11 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.889566e-07 9.889633e-07 0.000012 0.000012 0.000012 0.000012 0.000004 0.000004 2.895845e-07 2.895850e-07 0.000061 0.000061 0.000061 0.000061 0.000019 0.000019 1.504035e-06 1.504035e-06 9.590927e-12 6.175905e-11 1.474528e-09 1.474537e-09 8.672462e-12 8.672520e-12 1.623500e-14 1.623511e-14 2.808970e-12 1.808777e-11 4.318565e-10 4.318572e-10 2.539972e-12 2.539976e-12 4.754873e-15 4.754881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
651 633282217.0 633887017.0 59239.656032 59246.656032 -2639.425765 0.000001 True True 0 3 1 18.109673 18.109673 -2449.261640 -2449.261641 36.622835 36.622995 36.622835 36.622995 299999.133272 100.000000 1.164420e-07 1.164425e-07 1.164431e-07 1.164436e-07 5.327583e-09 5.327606e-09 6.113996e-11 6.114023e-11 3.513453e-08 3.513456e-08 3.513453e-08 3.513457e-08 1.607728e-09 1.607730e-09 1.845104e-11 1.845106e-11 1.788235e-07 1.788235e-07 1.788252e-07 1.788252e-07 8.181729e-09 8.181729e-09 9.389447e-11 9.389447e-11 0.000038 0.000038 0.000038 0.000038 0.000012 0.000012 9.344969e-07 9.345010e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.821174e-07 2.821176e-07 0.000058 0.000058 0.000058 0.000058 0.000018 0.000018 1.435135e-06 1.435135e-06 1.842811e-22 1.393334e-09 1.393328e-09 1.393334e-09 8.194888e-12 8.194923e-12 1.534098e-14 1.534104e-14 5.564438e-23 4.207212e-10 4.207208e-10 4.207212e-10 2.474477e-12 2.474480e-12 4.632266e-15 4.632270e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
672 645983017.0 646587817.0 59386.656032 59393.656032 -2996.029786 0.000001 True True 0 3 1 20.752120 20.752120 -2761.936566 -2761.936564 39.192846 39.191238 39.192846 39.191238 299999.133272 100.000000 1.070872e-07 1.070828e-07 1.070882e-07 1.070838e-07 4.899571e-09 4.899370e-09 5.622804e-11 5.622573e-11 3.050750e-08 3.050720e-08 3.050751e-08 3.050721e-08 1.395999e-09 1.395985e-09 1.602114e-11 1.602098e-11 1.611974e-07 1.611975e-07 1.611990e-07 1.611990e-07 7.375284e-09 7.375284e-09 8.463962e-11 8.463962e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.594204e-07 8.593851e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.449640e-07 2.449617e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.293679e-06 1.293679e-06 1.694762e-22 1.281337e-09 1.281390e-09 1.281337e-09 7.536519e-12 7.536209e-12 1.410850e-14 1.410792e-14 4.831632e-23 3.653106e-10 3.653142e-10 3.653106e-10 2.148602e-12 2.148581e-12 4.022221e-15 4.022182e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
686 654450217.0 655055017.0 59484.656032 59491.656032 -1951.554041 0.000001 True True 0 3 1 16.404094 16.404094 -1844.353827 -1844.353827 22.219465 22.219758 22.219465 22.219758 100.000000 299999.133272 1.239833e-07 1.239849e-07 1.239845e-07 1.239861e-07 5.672620e-09 5.672695e-09 6.509965e-11 6.510051e-11 4.501183e-08 4.501203e-08 4.501183e-08 4.501203e-08 2.059706e-09 2.059715e-09 2.363815e-11 2.363825e-11 2.060827e-07 2.060828e-07 2.060847e-07 2.060847e-07 9.428926e-09 9.428926e-09 1.082074e-10 1.082074e-10 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.950190e-07 9.950321e-07 0.000015 0.000015 0.000015 0.000015 0.000004 0.000004 3.614285e-07 3.614300e-07 0.000067 0.000067 0.000067 0.000067 0.000020 0.000020 1.653902e-06 1.653902e-06 1.483566e-09 1.962185e-22 1.483566e-09 1.483586e-09 8.725624e-12 8.725739e-12 1.633452e-14 1.633474e-14 5.389972e-10 7.128788e-23 5.389972e-10 5.389995e-10 3.170122e-12 3.170136e-12 5.934525e-15 5.934551e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219

94 rows × 93 columns

In [37]:
import pandasql as ps
query = 'SELECT * FROM df WHERE ts < 25'
ps.sqldf(query)
Out[37]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 258306217.0 258911017.0 54899.656032 54906.656032 -1527.158212 0.000001 1 1 0 3 1 5.291634 5.291634 -1420.841454 -1420.841459 12.562106 12.561440 12.562106 12.561440 299999.133272 299999.133272 7.993037e-08 7.992613e-08 7.993114e-08 7.992691e-08 3.657063e-09 3.656869e-09 4.196888e-11 4.196665e-11 4.307697e-08 4.307653e-08 4.307698e-08 4.307653e-08 1.971168e-09 1.971148e-09 2.262205e-11 2.262181e-11 1.596750e-07 1.596750e-07 1.596766e-07 1.596766e-07 7.305629e-09 7.305628e-09 8.384024e-11 8.384024e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.414754e-07 6.414414e-07 0.000014 0.000014 0.000014 0.000014 0.000004 0.000004 3.458923e-07 3.458887e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.281460e-06 1.281460e-06 1.264978e-22 1.264911e-22 9.564354e-10 9.563847e-10 5.625293e-12 5.624995e-12 1.053065e-14 1.053009e-14 6.822324e-23 6.822253e-23 5.158281e-10 5.158228e-10 3.033853e-12 3.033822e-12 5.679426e-15 5.679368e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
1 258911017.0 259515817.0 54906.656032 54913.656032 -4182.682401 0.000001 1 1 0 3 1 19.513693 19.513693 -3857.648906 -3857.648901 38.866520 38.864162 38.866520 38.864162 15698.866608 100.000000 7.971541e-08 7.971057e-08 7.971618e-08 7.971134e-08 3.647227e-09 3.647006e-09 4.185601e-11 4.185347e-11 2.429961e-08 2.429924e-08 2.429961e-08 2.429924e-08 1.111931e-09 1.111914e-09 1.276104e-11 1.276084e-11 1.230365e-07 1.230366e-07 1.230377e-07 1.230378e-07 5.629304e-09 5.629306e-09 6.460255e-11 6.460257e-11 0.000026 0.000026 0.000026 0.000026 0.000008 0.000008 6.397503e-07 6.397114e-07 0.000008 0.000008 0.000008 0.000008 0.000002 0.000002 1.951169e-07 1.951140e-07 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.874210e-07 9.874212e-07 2.275734e-15 9.538053e-10 9.538632e-10 9.538053e-10 5.610165e-12 5.609824e-12 1.050233e-14 1.050169e-14 6.942158e-16 2.909729e-10 2.909773e-10 2.909729e-10 1.711388e-12 1.711362e-12 3.203749e-15 3.203701e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
2 260120617.0 260725417.0 54920.656032 54927.656032 -3146.499877 0.000001 1 1 0 3 1 24.207248 24.181645 -2912.509119 -2912.522138 37.714203 36.983080 37.714203 36.983080 100.000000 299999.133272 1.049021e-07 1.012731e-07 1.049032e-07 1.012741e-07 4.326923e-09 4.633561e-09 4.484885e-11 5.317528e-11 3.049730e-08 2.974637e-08 3.049730e-08 2.974638e-08 1.258125e-09 1.361170e-09 1.304117e-11 1.562143e-11 1.593705e-07 1.544754e-07 1.593722e-07 1.544769e-07 6.573597e-09 7.067731e-09 6.813579e-11 8.111011e-11 0.000032 0.000033 0.000032 0.000033 0.000009 0.000010 6.808298e-07 8.127603e-07 0.000009 0.000010 0.000009 0.000010 0.000003 0.000003 1.980450e-07 2.388525e-07 0.000049 0.000050 0.000049 0.000050 0.000014 0.000015 1.034338e-06 1.239732e-06 1.303144e-09 1.602749e-22 1.303144e-09 1.211820e-09 6.847343e-12 7.127343e-12 1.145177e-14 1.334251e-14 3.791509e-10 4.711088e-23 3.791509e-10 3.562000e-10 1.992240e-12 2.094997e-12 3.331904e-15 3.921871e-15 2.433626 2.384667 2.175486 2.126526 2.433626 2.384667 3.285178 3.236219
3 333301417.0 333906217.0 55767.656032 55774.656032 -2708.861329 0.000001 1 1 0 3 1 19.035816 19.035815 -2520.973458 -2520.973441 32.937875 32.930354 32.937875 32.930354 299999.133272 100.000000 1.090201e-07 1.089952e-07 1.090212e-07 1.089963e-07 4.988009e-09 4.986870e-09 5.724297e-11 5.722990e-11 3.404901e-08 3.404700e-08 3.404901e-08 3.404700e-08 1.558056e-09 1.557964e-09 1.788098e-11 1.787992e-11 1.700145e-07 1.700146e-07 1.700161e-07 1.700162e-07 7.778690e-09 7.778695e-09 8.926915e-11 8.926921e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.749332e-07 8.747334e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.734011e-07 2.733849e-07 0.000055 0.000055 0.000055 0.000055 0.000017 0.000017 1.364439e-06 1.364440e-06 1.725352e-22 1.304221e-09 1.304519e-09 1.304221e-09 7.672555e-12 7.670803e-12 1.436316e-14 1.435988e-14 5.392519e-23 4.076981e-10 4.077222e-10 4.076981e-10 2.398026e-12 2.397884e-12 4.489147e-15 4.488881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
4 335115817.0 335720617.0 55788.656032 55795.656032 -2564.108111 0.000001 1 1 0 3 1 12.187050 12.187050 -2329.397698 -2329.397701 17.910350 17.909988 17.910350 17.909988 100.000000 100.000000 5.735174e-08 5.735058e-08 5.735230e-08 5.735113e-08 2.624020e-09 2.623967e-09 3.011356e-11 3.011295e-11 2.524786e-08 2.524771e-08 2.524786e-08 2.524771e-08 1.155322e-09 1.155315e-09 1.325902e-11 1.325894e-11 1.042750e-07 1.042750e-07 1.042760e-07 1.042761e-07 4.770906e-09 4.770907e-09 5.475147e-11 5.475148e-11 0.000019 0.000019 0.000019 0.000019 0.000006 0.000006 4.602723e-07 4.602629e-07 0.000008 0.000008 0.000008 0.000008 0.000003 0.000003 2.027310e-07 2.027298e-07 0.000034 0.000034 0.000034 0.000034 0.000010 0.000010 8.368517e-07 8.368519e-07 6.862627e-10 6.862489e-10 6.862627e-10 6.862489e-10 4.036267e-12 4.036186e-12 7.555964e-15 7.555811e-15 3.023322e-10 3.023304e-10 3.023322e-10 3.023304e-10 1.778173e-12 1.778162e-12 3.328771e-15 3.328750e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
89 626629417.0 627234217.0 59162.656032 59169.656032 -2893.665314 0.000001 1 1 0 3 1 15.732797 15.732797 -2672.516379 -2672.516375 32.007566 32.005924 32.007566 32.005924 299999.133272 299999.133272 9.342837e-08 9.342358e-08 9.342928e-08 9.342449e-08 4.274638e-09 4.274419e-09 4.905624e-11 4.905373e-11 3.064513e-08 3.064476e-08 3.064513e-08 3.064476e-08 1.402297e-09 1.402280e-09 1.609341e-11 1.609322e-11 1.483027e-07 1.483027e-07 1.483041e-07 1.483042e-07 6.785309e-09 6.785310e-09 7.786899e-11 7.786901e-11 0.000030 0.000030 0.000030 0.000030 0.000009 0.000009 7.498027e-07 7.497642e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.460691e-07 2.460662e-07 0.000048 0.000048 0.000048 0.000048 0.000015 0.000015 1.190193e-06 1.190193e-06 1.478597e-22 1.478522e-22 1.117951e-09 1.117893e-09 6.575248e-12 6.574911e-12 1.230898e-14 1.230835e-14 4.853428e-23 4.853370e-23 3.669622e-10 3.669578e-10 2.158295e-12 2.158269e-12 4.040367e-15 4.040318e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
90 629653417.0 630258217.0 59197.656032 59204.656032 -2612.736102 0.000001 1 1 0 3 1 20.197270 20.197270 -2434.928808 -2434.928809 36.427899 36.428143 36.427899 36.428143 958.596675 428.113113 1.232279e-07 1.232287e-07 1.232291e-07 1.232299e-07 5.638059e-09 5.638097e-09 6.470302e-11 6.470345e-11 3.606447e-08 3.606453e-08 3.606448e-08 3.606454e-08 1.650282e-09 1.650284e-09 1.893941e-11 1.893944e-11 1.874087e-07 1.874087e-07 1.874105e-07 1.874105e-07 8.574529e-09 8.574529e-09 9.840229e-11 9.840229e-11 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.889566e-07 9.889633e-07 0.000012 0.000012 0.000012 0.000012 0.000004 0.000004 2.895845e-07 2.895850e-07 0.000061 0.000061 0.000061 0.000061 0.000019 0.000019 1.504035e-06 1.504035e-06 9.590927e-12 6.175905e-11 1.474528e-09 1.474537e-09 8.672462e-12 8.672520e-12 1.623500e-14 1.623511e-14 2.808970e-12 1.808777e-11 4.318565e-10 4.318572e-10 2.539972e-12 2.539976e-12 4.754873e-15 4.754881e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
91 633282217.0 633887017.0 59239.656032 59246.656032 -2639.425765 0.000001 1 1 0 3 1 18.109673 18.109673 -2449.261640 -2449.261641 36.622835 36.622995 36.622835 36.622995 299999.133272 100.000000 1.164420e-07 1.164425e-07 1.164431e-07 1.164436e-07 5.327583e-09 5.327606e-09 6.113996e-11 6.114023e-11 3.513453e-08 3.513456e-08 3.513453e-08 3.513457e-08 1.607728e-09 1.607730e-09 1.845104e-11 1.845106e-11 1.788235e-07 1.788235e-07 1.788252e-07 1.788252e-07 8.181729e-09 8.181729e-09 9.389447e-11 9.389447e-11 0.000038 0.000038 0.000038 0.000038 0.000012 0.000012 9.344969e-07 9.345010e-07 0.000011 0.000011 0.000011 0.000011 0.000003 0.000003 2.821174e-07 2.821176e-07 0.000058 0.000058 0.000058 0.000058 0.000018 0.000018 1.435135e-06 1.435135e-06 1.842811e-22 1.393334e-09 1.393328e-09 1.393334e-09 8.194888e-12 8.194923e-12 1.534098e-14 1.534104e-14 5.564438e-23 4.207212e-10 4.207208e-10 4.207212e-10 2.474477e-12 2.474480e-12 4.632266e-15 4.632270e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
92 645983017.0 646587817.0 59386.656032 59393.656032 -2996.029786 0.000001 1 1 0 3 1 20.752120 20.752120 -2761.936566 -2761.936564 39.192846 39.191238 39.192846 39.191238 299999.133272 100.000000 1.070872e-07 1.070828e-07 1.070882e-07 1.070838e-07 4.899571e-09 4.899370e-09 5.622804e-11 5.622573e-11 3.050750e-08 3.050720e-08 3.050751e-08 3.050721e-08 1.395999e-09 1.395985e-09 1.602114e-11 1.602098e-11 1.611974e-07 1.611975e-07 1.611990e-07 1.611990e-07 7.375284e-09 7.375284e-09 8.463962e-11 8.463962e-11 0.000035 0.000035 0.000035 0.000035 0.000011 0.000011 8.594204e-07 8.593851e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.449640e-07 2.449617e-07 0.000052 0.000052 0.000052 0.000052 0.000016 0.000016 1.293679e-06 1.293679e-06 1.694762e-22 1.281337e-09 1.281390e-09 1.281337e-09 7.536519e-12 7.536209e-12 1.410850e-14 1.410792e-14 4.831632e-23 3.653106e-10 3.653142e-10 3.653106e-10 2.148602e-12 2.148581e-12 4.022221e-15 4.022182e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
93 654450217.0 655055017.0 59484.656032 59491.656032 -1951.554041 0.000001 1 1 0 3 1 16.404094 16.404094 -1844.353827 -1844.353827 22.219465 22.219758 22.219465 22.219758 100.000000 299999.133272 1.239833e-07 1.239849e-07 1.239845e-07 1.239861e-07 5.672620e-09 5.672695e-09 6.509965e-11 6.510051e-11 4.501183e-08 4.501203e-08 4.501183e-08 4.501203e-08 2.059706e-09 2.059715e-09 2.363815e-11 2.363825e-11 2.060827e-07 2.060828e-07 2.060847e-07 2.060847e-07 9.428926e-09 9.428926e-09 1.082074e-10 1.082074e-10 0.000040 0.000040 0.000040 0.000040 0.000012 0.000012 9.950190e-07 9.950321e-07 0.000015 0.000015 0.000015 0.000015 0.000004 0.000004 3.614285e-07 3.614300e-07 0.000067 0.000067 0.000067 0.000067 0.000020 0.000020 1.653902e-06 1.653902e-06 1.483566e-09 1.962185e-22 1.483566e-09 1.483586e-09 8.725624e-12 8.725739e-12 1.633452e-14 1.633474e-14 5.389972e-10 7.128788e-23 5.389972e-10 5.389995e-10 3.170122e-12 3.170136e-12 5.934525e-15 5.934551e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219

94 rows × 93 columns

In [38]:
df.query('flux > 3*flux_err') # to samo, co df.loc[df['flux'] > 3*df['flux_err']]
Out[38]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 4.374893e-06 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 3.252903e-06 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 3.193909e-06 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 3.015327e-06 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 2.826361e-06 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
747 691343017.0 691947817.0 59911.656032 59918.656032 -6281.361537 0.000001 True True 0 3 3 1864.221900 1863.502195 -6278.840174 -6279.201432 699.786621 697.147440 699.786621 697.147440 304.902040 100.000000 1.540012e-06 1.514432e-06 1.540028e-06 1.514446e-06 6.412226e-08 6.928996e-08 6.708034e-10 7.951796e-10 7.414244e-08 6.677699e-08 7.414245e-08 6.677699e-08 6.612475e-09 3.055662e-09 1.395409e-10 3.506821e-11 1.653681e-06 1.626558e-06 1.653698e-06 1.626574e-06 6.885514e-08 7.442007e-08 7.203155e-10 8.540534e-10 0.000478 0.000490 0.000478 0.000490 0.000137 0.000151 0.000010 0.000012 0.000026 0.000022 0.000026 0.000022 0.000017 0.000007 2.193104e-06 5.361947e-07 0.000513 0.000527 0.000513 0.000527 0.000147 0.000162 0.000011 0.000013 1.621498e-09 1.812147e-08 1.906691e-08 1.812147e-08 1.012154e-10 1.065818e-10 1.710146e-13 1.995230e-13 7.183101e-11 7.996255e-10 1.405155e-09 7.996255e-10 7.777627e-12 4.703013e-12 3.245803e-14 8.804124e-15 2.429190 2.384667 2.171050 2.126526 2.429190 2.384667 3.280742 3.236219
748 691947817.0 692552617.0 59918.656032 59925.656032 -3673.663259 0.000001 True True 0 3 3 484.909024 478.997084 -3624.763361 -3627.721935 251.030374 243.196541 251.030374 243.196541 275.530590 152898.514254 7.881645e-07 7.169162e-07 7.881754e-07 7.169232e-07 2.189105e-08 3.280114e-08 1.540068e-10 3.764297e-10 6.727439e-08 5.731657e-08 6.727440e-08 5.731657e-08 4.288757e-09 2.622761e-09 6.103737e-11 3.010003e-11 8.929856e-07 8.144895e-07 8.929980e-07 8.144974e-07 2.480242e-08 3.726542e-08 1.744888e-10 4.276623e-10 0.000209 0.000232 0.000209 0.000232 0.000043 0.000071 0.000002 0.000006 0.000018 0.000019 0.000018 0.000019 0.000010 0.000006 9.324355e-07 4.602310e-07 0.000237 0.000264 0.000237 0.000264 0.000049 0.000081 0.000003 0.000007 9.847099e-10 2.538059e-19 1.116248e-08 8.578518e-09 3.833877e-11 5.045472e-11 4.191180e-14 9.445212e-14 7.724167e-11 2.030624e-20 1.421593e-09 6.863411e-10 5.740453e-12 4.036728e-12 1.525601e-14 7.556827e-15 2.618279 2.384667 2.360138 2.126526 2.618279 2.384667 3.469831 3.236219
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 3.401387e-06 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 2.279332e-06 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 1.678182e-06 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219

574 rows × 93 columns

In [39]:
df.loc[df['flux'].isna()]
Out[39]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
502 543167017.0 543771817.0 58196.656032 58203.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
503 543771817.0 544376617.0 58203.656032 58210.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
506 545586217.0 546191017.0 58224.656032 58231.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
514 550424617.0 551029417.0 58280.656032 58287.656032 NaN NaN False False 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
In [40]:
df.loc[~df['flux'].isna()]
Out[40]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
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3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

750 rows × 93 columns

Podstawowe operacje¶

In [41]:
df_copy['tmin'] -= 239557417 # nie potrzeba pętli, operacje są wykonywane na całych kolumnach!
df_copy
Out[41]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 0.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 604800.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 1209600.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 1814400.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 2419200.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
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749 452995200.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 453600000.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 454204800.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 454809600.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 455414400.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 93 columns

In [42]:
df_copy['tmax'] -= df_copy['tmax'].iloc[0]
df_copy
Out[42]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 0.0 0.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 604800.0 604800.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 1209600.0 1209600.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 1814400.0 1814400.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 2419200.0 2419200.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 452995200.0 452995200.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 453600000.0 453600000.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 454204800.0 454204800.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 454809600.0 454809600.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 455414400.0 455394401.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 93 columns

In [43]:
df_copy.transform(lambda x: x/1e6)
Out[43]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 0.0000 0.000000 0.054683 0.054690 -0.009717 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.007278 0.007275 -0.009186 -0.009187 0.001796 0.001799 0.001796 0.001799 0.000328 0.000100 3.740390e-12 3.805864e-12 3.740424e-12 3.805901e-12 1.883013e-13 1.741301e-13 2.373980e-15 1.998337e-15 1.050094e-13 9.690974e-14 1.050094e-13 9.690975e-14 1.076680e-14 4.434513e-15 2.743056e-16 5.089255e-17 3.899988e-12 3.967945e-12 3.900023e-12 3.967983e-12 1.963359e-13 1.815458e-13 2.475275e-15 2.083441e-15 1.266879e-09 1.231937e-09 1.266880e-09 1.231938e-09 4.174738e-10 3.783426e-10 3.652140e-11 3.054369e-11 4.047303e-11 3.139120e-11 4.047303e-11 3.139120e-11 2.902034e-11 9.640122e-12 4.374893e-12 7.781497e-13 1.320935e-09 1.284402e-09 1.320936e-09 1.284403e-09 4.352869e-10 3.944552e-10 3.807972e-11 3.184445e-11 3.474413e-15 4.554042e-14 4.318180e-14 4.554042e-14 2.819505e-16 2.678469e-16 5.859567e-19 5.014141e-19 8.915590e-17 1.160452e-15 1.886197e-15 1.160452e-15 1.183954e-17 6.825222e-18 6.154020e-20 1.277694e-20 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
1 0.6048 0.604800 0.054690 0.054697 -0.008297 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.004623 0.004623 -0.008119 -0.008119 0.001340 0.001341 0.001340 0.001341 0.000325 0.009261 2.636642e-12 2.654340e-12 2.636667e-12 2.654366e-12 1.250401e-13 1.214443e-13 1.486477e-15 1.393709e-15 8.817005e-14 8.027171e-14 8.817007e-14 8.027172e-14 8.507045e-15 3.673170e-15 2.048892e-16 4.215502e-17 2.770096e-12 2.788609e-12 2.770122e-12 2.788636e-12 1.313690e-13 1.275875e-13 1.561715e-15 1.464209e-15 8.678527e-10 8.591955e-10 8.678530e-10 8.591958e-10 2.737202e-10 2.638692e-10 2.277502e-11 2.130222e-11 3.223585e-11 2.600177e-11 3.223585e-11 2.600177e-11 2.255893e-11 7.985049e-12 3.252903e-12 6.445524e-13 9.117791e-10 9.026576e-10 9.117794e-10 9.026579e-10 2.875746e-10 2.772169e-10 2.392777e-11 2.237978e-11 2.460359e-15 4.475322e-19 3.113308e-14 3.176146e-14 1.904198e-16 1.868056e-16 3.707003e-19 3.497034e-19 7.487707e-17 1.354398e-20 1.611250e-15 9.612191e-16 9.549277e-18 5.653428e-18 4.648100e-20 1.058332e-20 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
2 1.2096 1.209600 0.054697 0.054704 -0.008814 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.004950 0.004950 -0.008571 -0.008572 0.001428 0.001428 0.001428 0.001428 0.000320 0.000100 2.948788e-12 2.939881e-12 2.948817e-12 2.939909e-12 1.327487e-13 1.345087e-13 1.499390e-15 1.543637e-15 9.498190e-14 8.608645e-14 9.498192e-14 8.608645e-14 8.819272e-15 3.939247e-15 2.019829e-16 4.520865e-17 3.093066e-12 3.083854e-12 3.093096e-12 3.083884e-12 1.392438e-13 1.410959e-13 1.572752e-15 1.619233e-15 9.474357e-10 9.516233e-10 9.474361e-10 9.516237e-10 2.874702e-10 2.922549e-10 2.289276e-11 2.359380e-11 3.357211e-11 2.788529e-11 3.357212e-11 2.788529e-11 2.305802e-11 8.563471e-12 3.193909e-12 6.912426e-13 9.937917e-10 9.982268e-10 9.937921e-10 9.982272e-10 3.015355e-10 3.065673e-10 2.401286e-11 2.474925e-11 2.823753e-15 3.517819e-14 3.549516e-14 3.517819e-14 2.051128e-16 2.069012e-16 3.772578e-19 3.873227e-19 8.271491e-17 1.030848e-15 1.767240e-15 1.030848e-15 1.007298e-17 6.062952e-18 4.627557e-20 1.134995e-20 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
3 1.8144 1.814400 0.054704 0.054711 -0.008170 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.005118 0.005115 -0.007851 -0.007853 0.001399 0.001395 0.001399 0.001395 0.000298 0.299999 3.406826e-12 3.328366e-12 3.406863e-12 3.328399e-12 1.361472e-13 1.522831e-13 1.368040e-15 1.747619e-15 1.084776e-13 9.730745e-14 1.084777e-13 9.730746e-14 9.502272e-15 4.452712e-15 1.924551e-16 5.110141e-17 3.573198e-12 3.491197e-12 3.573236e-12 3.491230e-12 1.427959e-13 1.597331e-13 1.434848e-15 1.833115e-15 1.038498e-09 1.077374e-09 1.038499e-09 1.077374e-09 2.878840e-10 3.308744e-10 2.072522e-11 2.671156e-11 3.688798e-11 3.152002e-11 3.688798e-11 3.152003e-11 2.402369e-11 9.679684e-12 3.015327e-12 7.813431e-13 1.089213e-09 1.130081e-09 1.089214e-09 1.130082e-09 3.019427e-10 3.470614e-10 2.173733e-11 2.801835e-11 3.741264e-15 5.267472e-27 4.279574e-14 3.982676e-14 2.172920e-16 2.342418e-16 3.511619e-19 4.385049e-19 1.099373e-16 1.541109e-28 2.086491e-15 1.165215e-15 1.132841e-17 6.853232e-18 4.511448e-20 1.282937e-20 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
4 2.4192 2.419200 0.054711 0.054718 -0.005361 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.002402 0.002400 -0.005300 -0.005301 0.000737 0.000734 0.000737 0.000734 0.000295 0.001717 2.342749e-12 2.281237e-12 2.342775e-12 2.281259e-12 9.179882e-14 1.043737e-13 9.047771e-16 1.197804e-15 1.050181e-13 9.399758e-14 1.050182e-13 9.399759e-14 9.098330e-15 4.301254e-15 1.806493e-16 4.936321e-17 2.504408e-12 2.439262e-12 2.504436e-12 2.439286e-12 9.813331e-14 1.116038e-13 9.672103e-16 1.280779e-15 7.081965e-10 7.384240e-10 7.081970e-10 7.384243e-10 1.933684e-10 2.267788e-10 1.368972e-11 1.830790e-11 3.548389e-11 3.044788e-11 3.548390e-11 3.044788e-11 2.288082e-11 9.350433e-12 2.826361e-12 7.547660e-13 7.570649e-10 7.895760e-10 7.570654e-10 7.895763e-10 2.067116e-10 2.424882e-10 1.463436e-11 1.957613e-11 2.629447e-15 4.289855e-17 2.963208e-14 2.729696e-14 1.472833e-16 1.605476e-16 2.330056e-19 3.005479e-19 1.090335e-16 1.768907e-18 2.029038e-15 1.125580e-15 1.092319e-17 6.620122e-18 4.249857e-20 1.239299e-20 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 452.9952 452.995200 0.059926 0.059933 -0.004017 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.000712 0.000711 -0.004000 -0.004001 0.000308 0.000312 0.000308 0.000312 0.000376 0.084560 9.250958e-13 9.698669e-13 9.251034e-13 9.698763e-13 5.229114e-14 4.437442e-14 7.389321e-16 5.092460e-16 7.307640e-14 6.664528e-14 7.307641e-14 6.664528e-14 7.304070e-15 3.049635e-15 2.111269e-16 3.499904e-17 1.033933e-12 1.082935e-12 1.033941e-12 1.082946e-12 5.844316e-14 4.954765e-14 8.258671e-16 5.686146e-16 3.321575e-10 3.139406e-10 3.321575e-10 3.139407e-10 1.189399e-10 9.641491e-11 1.146046e-11 7.783597e-12 2.761673e-11 2.158787e-11 2.761674e-11 2.158787e-11 2.043051e-11 6.629556e-12 3.401387e-12 5.351371e-13 3.712356e-10 3.505402e-10 3.712357e-10 3.505403e-10 1.329331e-10 1.076551e-10 1.280878e-11 8.691018e-12 6.550296e-16 1.467471e-23 1.020786e-14 1.160529e-14 7.570673e-17 6.825673e-17 1.787126e-19 1.277778e-19 4.570389e-17 1.009120e-24 1.247953e-15 7.980484e-16 7.713785e-18 4.693737e-18 4.621476e-20 8.786759e-21 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
750 453.6000 453.600000 0.059933 0.059940 -0.003829 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.000366 0.000363 -0.003783 -0.003784 0.000226 0.000218 0.000226 0.000218 0.000128 0.001094 7.631351e-13 6.881693e-13 7.631450e-13 6.881760e-13 2.332979e-14 3.148588e-14 1.802882e-16 3.613356e-16 1.291073e-13 6.043205e-14 1.291073e-13 6.043205e-14 1.092487e-14 2.765323e-15 1.488084e-16 3.173614e-17 8.745753e-13 7.911608e-13 8.745866e-13 7.911685e-13 2.673662e-14 3.619807e-14 2.066156e-16 4.154132e-16 2.092216e-10 2.227567e-10 2.092218e-10 2.227567e-10 4.695202e-11 6.841122e-11 2.686413e-12 5.522853e-12 5.426510e-11 1.957527e-11 5.426510e-11 1.957527e-11 2.491387e-11 6.011494e-12 2.279332e-12 4.852472e-13 2.397741e-10 2.560945e-10 2.397744e-10 2.560945e-10 5.380840e-11 7.864966e-11 3.078708e-12 6.349404e-12 5.929030e-15 3.904725e-17 1.048610e-14 8.234536e-15 3.990324e-17 4.843158e-17 4.833102e-20 9.066478e-20 8.975143e-16 3.431456e-18 1.646204e-15 7.236477e-16 1.524653e-17 4.256147e-18 3.702654e-20 7.967584e-21 0.000003 0.000002 0.000002 0.000002 0.000003 0.000002 0.000003 0.000003
751 454.2048 454.204800 0.059940 0.059947 -0.004193 1.380217e-12 0.000001 0.000001 0.000102 0.000002 0.000003 0.000391 0.000388 -0.004132 -0.004133 0.000247 0.000240 0.000247 0.000240 0.000100 0.051602 7.090004e-13 6.495481e-13 7.090094e-13 6.495544e-13 2.258414e-14 2.971884e-14 1.816935e-16 3.410569e-16 5.073230e-13 5.469570e-14 5.073230e-13 5.469570e-14 4.801042e-14 2.502832e-15 6.498111e-16 2.872367e-17 8.085672e-13 7.425974e-13 8.085774e-13 7.426046e-13 2.575569e-14 3.397614e-14 2.072092e-16 3.899141e-16 1.973639e-10 2.102552e-10 1.973641e-10 2.102553e-10 4.578111e-11 6.457187e-11 2.714023e-12 5.212901e-12 2.450163e-10 1.771714e-11 2.450163e-10 1.771714e-11 1.092459e-10 5.440869e-12 9.966720e-12 4.391864e-13 2.250802e-10 2.403747e-10 2.250804e-10 2.403748e-10 5.221027e-11 7.382195e-11 3.095161e-12 5.959662e-12 9.614075e-15 1.329993e-22 9.614075e-15 7.772400e-15 3.823169e-17 4.571352e-17 4.839093e-20 8.557652e-20 2.811503e-15 1.120746e-23 2.811503e-15 6.549574e-16 6.743402e-17 3.852144e-18 1.612842e-19 7.211282e-21 0.000003 0.000002 0.000002 0.000002 0.000003 0.000002 0.000003 0.000003
752 454.8096 454.809600 0.059947 0.059954 -0.005757 1.380217e-12 0.000001 0.000001 0.000000 0.000003 0.000003 0.001258 0.001257 -0.005747 -0.005748 0.000532 0.000528 0.000532 0.000528 0.000312 0.013568 1.143504e-12 1.109501e-12 1.143517e-12 1.109511e-12 4.498968e-14 5.076310e-14 4.451926e-16 5.825632e-16 6.591289e-14 5.754942e-14 6.591290e-14 5.754943e-14 5.338932e-15 2.633416e-15 1.071950e-16 3.022231e-17 1.243030e-12 1.206429e-12 1.243044e-12 1.206440e-12 4.890540e-14 5.519786e-14 4.839404e-16 6.334570e-16 3.462670e-10 3.591393e-10 3.462672e-10 3.591394e-10 9.484247e-11 1.102960e-10 6.737728e-12 8.904217e-12 2.108012e-11 1.864152e-11 2.108012e-11 1.864152e-11 1.346224e-11 5.724744e-12 1.678182e-12 4.621007e-13 3.764047e-10 3.905144e-10 3.764049e-10 3.905145e-10 1.030972e-10 1.199316e-10 7.324154e-12 9.682107e-12 1.131609e-15 5.278365e-20 1.444308e-14 1.327613e-14 7.210403e-17 7.808379e-17 1.145726e-19 1.461742e-19 5.922395e-17 2.739863e-21 1.261611e-15 6.891295e-16 6.397292e-18 4.053128e-18 2.517580e-20 7.587528e-21 0.000002 0.000002 0.000002 0.000002 0.000002 0.000002 0.000003 0.000003
753 455.4144 455.394401 0.059954 0.059960 -0.005482 1.380217e-12 0.000001 0.000001 0.000102 0.000002 0.000003 0.000490 0.000483 -0.005374 -0.005377 0.000316 0.000304 0.000316 0.000304 0.000100 0.000246 6.462950e-13 5.797672e-13 6.463040e-13 5.797729e-13 1.772551e-14 2.652615e-14 1.231710e-16 3.044172e-16 4.917789e-13 4.341982e-14 4.917789e-13 4.341983e-14 2.560576e-14 1.986857e-15 2.657731e-16 2.280210e-17 7.260728e-13 6.533398e-13 7.260829e-13 6.533462e-13 1.991353e-14 2.989233e-14 1.383751e-16 3.430478e-16 1.704840e-10 1.876675e-10 1.704842e-10 1.876676e-10 3.501884e-11 5.763492e-11 1.823682e-12 4.652880e-12 1.695879e-10 1.406464e-11 1.695879e-10 1.406464e-11 5.479755e-11 4.319198e-12 4.019065e-12 3.486452e-13 1.915283e-10 2.114825e-10 1.915285e-10 2.114826e-10 3.934152e-11 6.494881e-11 2.048795e-12 5.243332e-12 9.189099e-15 9.982550e-16 9.189099e-15 6.937412e-15 3.113897e-17 4.080252e-17 3.358589e-20 7.638305e-20 5.143509e-15 7.481555e-17 5.143509e-15 5.199336e-16 3.969832e-17 3.057999e-18 6.852354e-20 5.724629e-21 0.000003 0.000002 0.000002 0.000002 0.000003 0.000002 0.000003 0.000003

754 rows × 93 columns

Zastosowanie pętli przy DataFrame - iterrows i itertuples¶

In [44]:
%%time
for index, row in df_copy.iterrows():
    if row['ts'] < 25:
        df_copy.loc[index, 'usability'] = 'Drop'
    else:
        df_copy.loc[index, 'usability'] = 'Keep'
df_copy
CPU times: user 53.2 ms, sys: 4.11 ms, total: 57.3 ms
Wall time: 56.2 ms
Out[44]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed usability
0 0.0 0.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219 Keep
1 604800.0 604800.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219 Keep
2 1209600.0 1209600.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219 Keep
3 1814400.0 1814400.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219 Keep
4 2419200.0 2419200.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219 Keep
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 452995200.0 452995200.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219 Keep
750 453600000.0 453600000.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219 Keep
751 454204800.0 454204800.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219 Keep
752 454809600.0 454809600.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219 Keep
753 455414400.0 455394401.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219 Keep

754 rows × 94 columns

In [45]:
%%time
for row in df_copy.itertuples():
    if row.ts < 25:
        df_copy.loc[row.Index, 'usability2'] = 'Drop'
    else:
        df_copy.loc[row.Index, 'usability2'] = 'Keep'
df_copy
CPU times: user 29.9 ms, sys: 0 ns, total: 29.9 ms
Wall time: 29.3 ms
Out[45]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed usability usability2
0 0.0 0.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219 Keep Keep
1 604800.0 604800.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219 Keep Keep
2 1209600.0 1209600.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219 Keep Keep
3 1814400.0 1814400.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219 Keep Keep
4 2419200.0 2419200.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219 Keep Keep
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 452995200.0 452995200.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219 Keep Keep
750 453600000.0 453600000.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219 Keep Keep
751 454204800.0 454204800.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219 Keep Keep
752 454809600.0 454809600.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219 Keep Keep
753 455414400.0 455394401.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219 Keep Keep

754 rows × 95 columns

Grupowanie danych¶

In [46]:
df.groupby('fit_quality')
Out[46]:
<pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f5e68181050>
In [47]:
df.groupby('fit_quality').first() # pierwszy element z każdej utworzonej grupy
Out[47]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
fit_quality
0 543167017.0 543771817.0 58196.656032 58203.656032 NaN NaN False False 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2 245605417.0 246210217.0 54752.656032 54759.656032 -5744.261774 0.000001 True True 102 3 1432.151442 1425.446140 -5737.526023 -5740.880899 603.031550 594.116308 603.031550 594.116308 100.000000 100.0 0.000001 0.000001 0.000001 0.000001 4.295950e-08 5.569802e-08 3.592616e-10 6.391970e-10 5.534393e-07 5.916562e-08 5.534393e-07 5.916563e-08 5.118101e-08 2.707372e-09 7.043223e-10 3.107107e-11 0.000001 0.000001 0.000001 0.000001 4.642772e-08 6.024837e-08 3.882657e-10 6.914173e-10 0.000366 0.000394 0.000366 0.000394 0.000088 0.000121 0.000005 0.000010 0.000263 0.000019 0.000263 0.000019 0.000117 0.000006 0.000011 4.750782e-07 0.000396 0.000426 0.000396 0.000426 0.000095 0.000131 0.000006 0.000011 1.735340e-08 1.456676e-08 1.735340e-08 1.456676e-08 7.199915e-11 8.567469e-11 9.508043e-14 1.603845e-13 3.316097e-09 7.084828e-10 3.316097e-09 7.084828e-10 7.161433e-11 4.166955e-12 1.743019e-13 7.800613e-15 2.536213 2.384667 2.278073 2.126526 2.536213 2.384667 3.387765 3.236219
3 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.0 0.000004 0.000004 0.000004 0.000004 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 0.000004 0.000004 0.000004 0.000004 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
In [48]:
df.groupby('fit_quality').mean()
Out[48]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
fit_quality
0 5.457374e+08 5.463422e+08 58226.406032 58233.406032 NaN NaN 0.0 0.0 0.0 0.000000 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
2 4.810625e+08 4.816671e+08 57477.853707 57484.851015 -4536.727754 0.000001 1.0 1.0 102.0 3.000000 1209.325563 1207.096827 -4396.276152 -4397.391058 395.058008 392.453686 395.058008 392.453686 100.697913 95867.979654 0.000001 0.000001 0.000001 0.000001 5.406156e-08 5.665650e-08 6.080540e-10 6.501965e-10 6.493871e-07 7.054473e-08 6.493870e-07 7.054473e-08 7.393824e-08 3.228071e-09 1.367979e-09 3.704685e-11 0.000001 0.000001 0.000001 0.000001 5.910632e-08 6.214404e-08 6.639931e-10 7.131722e-10 0.000396 0.000401 0.000396 0.000401 0.000117 0.000123 0.000009 0.000010 0.000355 0.000023 0.000355 0.000023 0.000181 0.000007 0.000022 5.664483e-07 0.000434 0.000440 0.000434 0.000440 0.000128 0.000135 0.000010 0.000011 1.560309e-08 6.126031e-09 1.561160e-08 1.481743e-08 8.411160e-11 8.714901e-11 1.525831e-13 1.631445e-13 3.691556e-09 3.008303e-10 3.701587e-09 8.447426e-10 9.499799e-11 4.968370e-12 3.190484e-13 9.300876e-15 2.464333 2.384667 2.206194 2.126526 2.464333 2.384667 3.315881 3.236219
3 4.650048e+08 4.656096e+08 57292.000912 57299.000912 -4596.080913 0.000001 1.0 1.0 0.0 2.716867 1807.205841 1801.933211 -4282.202509 -4284.832921 459.367725 458.091018 459.367725 458.091018 16722.492277 106270.952641 0.000001 0.000001 0.000001 0.000001 6.680417e-08 6.313845e-08 9.946588e-10 7.245842e-10 8.777940e-08 6.698017e-08 8.777943e-08 6.698018e-08 7.873407e-09 3.064959e-09 2.669989e-10 3.517491e-11 0.000001 0.000002 0.000001 0.000002 7.232369e-08 6.866858e-08 1.072408e-09 7.880486e-10 0.000461 0.000447 0.000461 0.000447 0.000152 0.000137 0.000016 0.000011 0.000035 0.000022 0.000035 0.000022 0.000023 0.000007 0.000005 5.378262e-07 0.000501 0.000486 0.000501 0.000486 0.000165 0.000149 0.000018 0.000012 2.315548e-09 4.954132e-09 1.643660e-08 1.651266e-08 9.915816e-11 9.711955e-11 2.279407e-13 1.818095e-13 1.915167e-10 2.661307e-10 1.449292e-09 8.020586e-10 9.324928e-12 4.717323e-12 4.830855e-14 8.830912e-15 2.430480 2.384667 2.185041 2.126526 2.430480 2.384667 3.240135 3.236219
In [49]:
df.groupby('fit_quality').sum()
Out[49]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
fit_quality
0 2.182950e+09 2.185369e+09 2.329056e+05 2.329336e+05 0.000000e+00 0.000000 0 0 0 0 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000e+00 0.000000 0.000000 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
2 4.137137e+10 4.142337e+10 4.943095e+06 4.943697e+06 -3.901586e+05 0.000119 86 86 8772 258 1.040020e+05 1.038103e+05 -3.780797e+05 -3.781756e+05 33974.988649 33751.016985 33974.988649 33751.016985 8.660021e+03 8.244646e+06 0.000109 0.000106 0.000109 0.000106 0.000005 0.000005 5.229264e-08 5.591690e-08 0.000056 0.000006 0.000056 0.000006 0.000006 2.776141e-07 1.176462e-07 3.186029e-09 0.000119 0.000117 0.000119 0.000117 0.000005 0.000005 5.710340e-08 6.133281e-08 0.034095 0.034472 0.034095 0.034472 0.010044 0.010587 0.000800 0.000855 0.030515 0.001965 0.030515 0.001965 0.015565 0.000604 0.001851 0.000049 0.037353 0.037811 0.037353 0.037811 0.010978 0.011612 0.000873 0.000937 0.000001 5.268386e-07 0.000001 0.000001 7.233598e-09 7.494815e-09 1.312214e-11 1.403043e-11 3.174738e-07 2.587141e-08 3.183365e-07 7.264786e-08 8.169827e-09 4.272798e-10 2.743816e-11 7.998754e-13 211.932665 205.081327 189.732697 182.881238 211.932665 205.081327 285.165805 278.314867
3 3.087632e+11 3.091648e+11 3.804189e+07 3.804654e+07 -3.051798e+06 0.000916 664 664 0 1804 1.199985e+06 1.196484e+06 -2.843382e+06 -2.845129e+06 305020.169323 304172.436276 305020.169323 304172.436276 1.110373e+07 7.056391e+07 0.000914 0.000916 0.000914 0.000916 0.000044 0.000042 6.604534e-07 4.811239e-07 0.000058 0.000044 0.000058 0.000044 0.000005 2.035133e-06 1.772873e-07 2.335614e-08 0.000995 0.000997 0.000995 0.000997 0.000048 0.000046 7.120792e-07 5.232643e-07 0.306084 0.296604 0.306088 0.296604 0.101160 0.091091 0.010769 0.007354 0.023142 0.014406 0.023154 0.014406 0.015014 0.004424 0.003593 0.000357 0.332335 0.322583 0.332340 0.322583 0.109417 0.099069 0.011622 0.007998 0.000002 3.289544e-06 0.000011 0.000011 6.584102e-08 6.448738e-08 1.513526e-10 1.207215e-10 1.271671e-07 1.767108e-07 9.623301e-07 5.325669e-07 6.191752e-09 3.132302e-09 3.207688e-11 5.863726e-12 1613.839013 1583.418621 1450.867132 1412.013283 1613.839013 1583.418621 2151.449817 2148.849673
In [50]:
df.groupby('fit_quality').count()
Out[50]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
fit_quality
0 4 4 4 4 0 0 4 4 4 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
2 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86 86
3 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664 664
In [51]:
df.groupby('fit_quality')['tmin'].count()
Out[51]:
fit_quality
0      4
2     86
3    664
Name: tmin, dtype: int64
In [52]:
df.groupby('fit_quality')['loglike'].mean()
Out[52]:
fit_quality
0            NaN
2   -4396.276152
3   -4282.202509
Name: loglike, dtype: float64
In [53]:
df.groupby('fit_quality')['loglike'].agg(['size', 'min', 'max', 'sum'])
Out[53]:
size min max sum
fit_quality
0 4 NaN NaN 0.000000e+00
2 86 -12737.661510 -1509.261554 -3.780797e+05
3 664 -24000.196392 -42.267767 -2.843382e+06
In [54]:
import matplotlib.pyplot as plt
df.groupby('fit_quality')['loglike'].size().plot(kind='pie')
plt.show()
In [55]:
df['fit_quality'].value_counts()
Out[55]:
fit_quality
3    664
2     86
0      4
Name: count, dtype: int64

Brakujące dane¶

In [56]:
df.dropna()
Out[56]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

750 rows × 93 columns

In [57]:
df.fillna(0)
Out[57]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
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4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 93 columns

Usuwanie danych¶

In [58]:
df.drop(2) # usunięcie wiersza
Out[58]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
5 242581417.0 243186217.0 54717.656032 54724.656032 -7256.678045 0.000001 True True 0 3 3 5812.058063 5812.021972 -6743.049864 -6743.068307 1318.872469 1318.594284 1318.872469 1318.594284 100.000000 2608.520101 4.483878e-06 4.473798e-06 4.483922e-06 4.473842e-06 2.022771e-07 2.046902e-07 2.289394e-09 2.349048e-09 3.840121e-07 1.311803e-07 3.840121e-07 1.311803e-07 4.821174e-08 6.002708e-09 9.177076e-10 6.888989e-11 4.704241e-06 4.693710e-06 4.704287e-06 4.693755e-06 2.122182e-07 2.147518e-07 2.401908e-09 2.464517e-09 0.001442 0.001448 0.001442 0.001448 0.000438 0.000445 0.000035 0.000036 0.000219 0.000042 0.000219 0.000042 0.000119 0.000013 0.000014 1.053330e-06 0.001513 0.001519 0.001513 0.001519 0.000460 0.000467 0.000037 0.000038 5.393212e-08 2.881341e-11 5.393212e-08 5.353283e-08 3.123622e-10 3.148544e-10 5.758250e-13 5.894130e-13 2.967059e-09 8.454794e-13 2.967059e-09 1.570828e-09 6.052649e-11 9.238853e-12 2.144683e-13 1.729530e-14 2.391345 2.384667 2.133205 2.126526 2.391345 2.384667 3.242897 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

753 rows × 93 columns

In [59]:
df.drop([1,5])
Out[59]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
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2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
6 243186217.0 243791017.0 54724.656032 54731.656032 -7773.668856 0.000001 True True 0 3 3 5100.040496 5100.039564 -7425.293814 -7425.294357 1315.801449 1315.796164 1315.801449 1315.796164 311.747272 112551.219269 3.598102e-06 3.599240e-06 3.598137e-06 3.599275e-06 1.649715e-07 1.646764e-07 1.897158e-09 1.889846e-09 1.175308e-07 1.078167e-07 1.175308e-07 1.078167e-07 1.140077e-08 4.933604e-09 2.640652e-10 5.662035e-11 3.778599e-06 3.779961e-06 3.778636e-06 3.779998e-06 1.732472e-07 1.729450e-07 1.992328e-09 1.984737e-09 0.001166 0.001165 0.001166 0.001165 0.000359 0.000358 0.000029 0.000029 0.000043 0.000035 0.000043 0.000035 0.000030 0.000011 0.000004 8.657281e-07 0.001224 0.001224 0.001224 0.001224 0.000377 0.000376 0.000030 0.000030 3.664399e-09 9.800935e-18 4.302100e-08 4.306799e-08 2.536106e-10 2.533052e-10 4.758558e-13 4.741919e-13 1.103716e-10 2.938046e-19 2.166046e-09 1.291058e-09 1.297834e-11 7.593381e-12 6.033188e-14 1.421494e-14 2.383669 2.384667 2.125529 2.126526 2.383669 2.384667 3.235221 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

752 rows × 93 columns

In [60]:
df.drop(columns=['tmin', 'tmax']) # usunięcie kolumn
Out[60]:
tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 91 columns

Zmiana nazwy kolumn i wierszy¶

In [61]:
df.rename(columns={'tmin': 'tmin_met', 'tmax': 'tmax_met'}, index={0: 'first', 753: 'last'})
Out[61]:
tmin_met tmax_met tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
first 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
last 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 93 columns

In [62]:
df.rename(columns=str.upper)
Out[62]:
TMIN TMAX TMIN_MJD TMAX_MJD LOGLIKE_CONST FLUX_CONST FIT_SUCCESS FIT_SUCCESS_FIXED FIT_STATUS FIT_QUALITY NUM_FREE_PARAMS TS TS_FIXED LOGLIKE LOGLIKE_FIXED NPRED NPRED_FIXED NPRED_WT NPRED_WT_FIXED PIVOT_ENERGY PIVOT_ENERGY_FIXED FLUX FLUX_FIXED FLUX100 FLUX100_FIXED FLUX1000 FLUX1000_FIXED FLUX10000 FLUX10000_FIXED FLUX_ERR FLUX_ERR_FIXED FLUX100_ERR FLUX100_ERR_FIXED FLUX1000_ERR FLUX1000_ERR_FIXED FLUX10000_ERR FLUX10000_ERR_FIXED FLUX_UL95 FLUX_UL95_FIXED FLUX100_UL95 FLUX100_UL95_FIXED FLUX1000_UL95 FLUX1000_UL95_FIXED FLUX10000_UL95 FLUX10000_UL95_FIXED EFLUX EFLUX_FIXED EFLUX100 EFLUX100_FIXED EFLUX1000 EFLUX1000_FIXED EFLUX10000 EFLUX10000_FIXED EFLUX_ERR EFLUX_ERR_FIXED EFLUX100_ERR EFLUX100_ERR_FIXED EFLUX1000_ERR EFLUX1000_ERR_FIXED EFLUX10000_ERR EFLUX10000_ERR_FIXED EFLUX_UL95 EFLUX_UL95_FIXED EFLUX100_UL95 EFLUX100_UL95_FIXED EFLUX1000_UL95 EFLUX1000_UL95_FIXED EFLUX10000_UL95 EFLUX10000_UL95_FIXED DNDE DNDE_FIXED DNDE100 DNDE100_FIXED DNDE1000 DNDE1000_FIXED DNDE10000 DNDE10000_FIXED DNDE_ERR DNDE_ERR_FIXED DNDE100_ERR DNDE100_ERR_FIXED DNDE1000_ERR DNDE1000_ERR_FIXED DNDE10000_ERR DNDE10000_ERR_FIXED DNDE_INDEX DNDE_INDEX_FIXED DNDE100_INDEX DNDE100_INDEX_FIXED DNDE1000_INDEX DNDE1000_INDEX_FIXED DNDE10000_INDEX DNDE10000_INDEX_FIXED
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 True True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219

754 rows × 93 columns

Dodawanie nowych kolumn¶

In [63]:
df['tmid'] = df['tmin'] + (df['tmax']-df['tmin'])/2.
df
Out[63]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed tmid
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219 239859817.0
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219 240464617.0
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219 241069417.0
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... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219 692855017.0
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752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219 694669417.0
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 True True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219 695264217.5

754 rows × 94 columns

In [64]:
df.loc[df['fit_status'] != 0, 'fit_success'] = False
df
Out[64]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed tmid
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219 239859817.0
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2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219 241069417.0
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219 241674217.0
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219 242279017.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219 692855017.0
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219 693459817.0
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 False True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219 694064617.0
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219 694669417.0
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 False True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219 695264217.5

754 rows × 94 columns

In [65]:
df['state'] = np.where(df['flux'] < 2.32e-6, 'quiescent', 'flaring')
df
Out[65]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed tmid state
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 0.000001 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 0.000037 0.000031 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 0.000004 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 0.000038 0.000032 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219 239859817.0 flaring
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 0.000001 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 0.000023 0.000021 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 0.000003 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 0.000024 0.000022 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219 240464617.0 flaring
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 0.000001 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 0.000023 0.000024 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 0.000003 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 0.000024 0.000025 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219 241069417.0 flaring
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 0.000001 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 0.000021 0.000027 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 0.000003 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 0.000022 0.000028 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219 241674217.0 flaring
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 0.000001 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 0.000014 0.000018 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 0.000003 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 0.000015 0.000020 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219 242279017.0 flaring
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
749 692552617.0 693157417.0 59925.656032 59932.656032 -4017.132424 0.000001 True True 0 3 3 712.244022 710.513198 -4000.324912 -4001.192498 307.727647 311.832175 307.727647 311.832175 375.675490 84560.461970 9.250958e-07 9.698669e-07 9.251034e-07 9.698763e-07 5.229114e-08 4.437442e-08 7.389321e-10 5.092460e-10 7.307640e-08 6.664528e-08 7.307641e-08 6.664528e-08 7.304070e-09 3.049635e-09 2.111269e-10 3.499904e-11 1.033933e-06 1.082935e-06 1.033941e-06 1.082946e-06 5.844316e-08 4.954765e-08 8.258671e-10 5.686146e-10 0.000332 0.000314 0.000332 0.000314 0.000119 0.000096 0.000011 0.000008 0.000028 0.000022 0.000028 0.000022 0.000020 0.000007 0.000003 5.351371e-07 0.000371 0.000351 0.000371 0.000351 0.000133 0.000108 0.000013 0.000009 6.550296e-10 1.467471e-17 1.020786e-08 1.160529e-08 7.570673e-11 6.825673e-11 1.787126e-13 1.277778e-13 4.570389e-11 1.009120e-18 1.247953e-09 7.980484e-10 7.713785e-12 4.693737e-12 4.621476e-14 8.786759e-15 2.283956 2.384667 2.025816 2.126526 2.283956 2.384667 3.135508 3.236219 692855017.0 quiescent
750 693157417.0 693762217.0 59932.656032 59939.656032 -3829.133595 0.000001 True True 0 3 3 366.015394 362.670102 -3782.602742 -3784.277604 225.936265 218.483204 225.936265 218.483204 127.819100 1094.160543 7.631351e-07 6.881693e-07 7.631450e-07 6.881760e-07 2.332979e-08 3.148588e-08 1.802882e-10 3.613356e-10 1.291073e-07 6.043205e-08 1.291073e-07 6.043205e-08 1.092487e-08 2.765323e-09 1.488084e-10 3.173614e-11 8.745753e-07 7.911608e-07 8.745866e-07 7.911685e-07 2.673662e-08 3.619807e-08 2.066156e-10 4.154132e-10 0.000209 0.000223 0.000209 0.000223 0.000047 0.000068 0.000003 0.000006 0.000054 0.000020 0.000054 0.000020 0.000025 0.000006 0.000002 4.852472e-07 0.000240 0.000256 0.000240 0.000256 0.000054 0.000079 0.000003 0.000006 5.929030e-09 3.904725e-11 1.048610e-08 8.234536e-09 3.990324e-11 4.843158e-11 4.833102e-14 9.066478e-14 8.975143e-10 3.431456e-12 1.646204e-09 7.236477e-10 1.524653e-11 4.256147e-12 3.702654e-14 7.967584e-15 2.573761 2.384667 2.315622 2.126526 2.573761 2.384667 3.425308 3.236219 693459817.0 quiescent
751 693762217.0 694367017.0 59939.656032 59946.656032 -4192.584599 0.000001 False True 102 2 3 391.158130 388.112761 -4131.789937 -4133.314419 246.666172 239.818250 246.666172 239.818250 100.000000 51602.374300 7.090004e-07 6.495481e-07 7.090094e-07 6.495544e-07 2.258414e-08 2.971884e-08 1.816935e-10 3.410569e-10 5.073230e-07 5.469570e-08 5.073230e-07 5.469570e-08 4.801042e-08 2.502832e-09 6.498111e-10 2.872367e-11 8.085672e-07 7.425974e-07 8.085774e-07 7.426046e-07 2.575569e-08 3.397614e-08 2.072092e-10 3.899141e-10 0.000197 0.000210 0.000197 0.000210 0.000046 0.000065 0.000003 0.000005 0.000245 0.000018 0.000245 0.000018 0.000109 0.000005 0.000010 4.391864e-07 0.000225 0.000240 0.000225 0.000240 0.000052 0.000074 0.000003 0.000006 9.614075e-09 1.329993e-16 9.614075e-09 7.772400e-09 3.823169e-11 4.571352e-11 4.839093e-14 8.557652e-14 2.811503e-09 1.120746e-17 2.811503e-09 6.549574e-10 6.743402e-11 3.852144e-12 1.612842e-13 7.211282e-15 2.554639 2.384667 2.296500 2.126526 2.554639 2.384667 3.406185 3.236219 694064617.0 quiescent
752 694367017.0 694971817.0 59946.656032 59953.656032 -5757.348672 0.000001 True True 0 3 3 1258.116799 1256.710514 -5746.972705 -5747.677476 532.210580 528.285281 532.210580 528.285281 311.947941 13568.111656 1.143504e-06 1.109501e-06 1.143517e-06 1.109511e-06 4.498968e-08 5.076310e-08 4.451926e-10 5.825632e-10 6.591289e-08 5.754942e-08 6.591290e-08 5.754943e-08 5.338932e-09 2.633416e-09 1.071950e-10 3.022231e-11 1.243030e-06 1.206429e-06 1.243044e-06 1.206440e-06 4.890540e-08 5.519786e-08 4.839404e-10 6.334570e-10 0.000346 0.000359 0.000346 0.000359 0.000095 0.000110 0.000007 0.000009 0.000021 0.000019 0.000021 0.000019 0.000013 0.000006 0.000002 4.621007e-07 0.000376 0.000391 0.000376 0.000391 0.000103 0.000120 0.000007 0.000010 1.131609e-09 5.278365e-14 1.444308e-08 1.327613e-08 7.210403e-11 7.808379e-11 1.145726e-13 1.461742e-13 5.922395e-11 2.739863e-15 1.261611e-09 6.891295e-10 6.397292e-12 4.053128e-12 2.517580e-14 7.587528e-15 2.455856 2.384667 2.197716 2.126526 2.455856 2.384667 3.307407 3.236219 694669417.0 quiescent
753 694971817.0 695556618.0 59953.656032 59960.424562 -5482.394810 0.000001 False True 102 2 3 490.332987 483.385562 -5373.789077 -5377.264340 316.320330 304.267543 316.320330 304.267543 100.000000 245.634282 6.462950e-07 5.797672e-07 6.463040e-07 5.797729e-07 1.772551e-08 2.652615e-08 1.231710e-10 3.044172e-10 4.917789e-07 4.341982e-08 4.917789e-07 4.341983e-08 2.560576e-08 1.986857e-09 2.657731e-10 2.280210e-11 7.260728e-07 6.533398e-07 7.260829e-07 6.533462e-07 1.991353e-08 2.989233e-08 1.383751e-10 3.430478e-10 0.000170 0.000188 0.000170 0.000188 0.000035 0.000058 0.000002 0.000005 0.000170 0.000014 0.000170 0.000014 0.000055 0.000004 0.000004 3.486452e-07 0.000192 0.000211 0.000192 0.000211 0.000039 0.000065 0.000002 0.000005 9.189099e-09 9.982550e-10 9.189099e-09 6.937412e-09 3.113897e-11 4.080252e-11 3.358589e-14 7.638305e-14 5.143509e-09 7.481555e-11 5.143509e-09 5.199336e-10 3.969832e-11 3.057999e-12 6.852354e-14 5.724629e-15 2.624125 2.384667 2.365984 2.126526 2.624125 2.384667 3.475676 3.236219 695264217.5 quiescent

754 rows × 95 columns

Łączenie danych¶

In [66]:
df2 = pd.read_csv('3C_454_3_7d_lightcurve2.csv')
df2
Out[66]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed
0 694971817.0 695576617.0 59953.656032 59960.656032 -5554.299704 4.919127e-07 True True 0 3 3 480.431054 476.134598 -5550.794565 -5552.944531 317.113113 306.153259 317.113113 306.153259 180.037228 100.000000 6.090919e-07 5.562236e-07 6.090998e-07 5.562289e-07 1.867675e-08 2.544895e-08 1.450473e-10 2.920552e-10 6.935467e-08 4.185344e-08 6.935467e-08 4.185345e-08 5.456097e-09 1.915180e-09 8.628359e-11 2.197951e-11 6.832924e-07 6.271266e-07 6.833012e-07 6.271326e-07 2.095198e-08 2.869299e-08 1.627172e-10 3.292841e-10 0.000167 0.000180 0.000167 0.000180 0.000038 0.000055 2.162345e-06 4.463932e-06 0.000026 0.000014 0.000026 0.000014 0.000013 0.000004 1.340817e-06 3.360678e-07 0.000188 0.000203 0.000188 0.000203 0.000042 0.000062 2.425766e-06 5.032959e-06 2.120587e-09 6.655692e-09 8.362595e-09 6.655692e-09 3.191528e-11 3.914558e-11 3.884048e-14 7.328122e-14 2.381318e-10 5.011769e-10 1.086870e-09 5.011769e-10 7.324500e-12 2.947681e-12 2.077504e-14 5.518112e-15 2.572248 2.384667 2.314527 2.126526 2.572248 2.384667 3.422417 3.236219
1 695576617.0 696181417.0 59960.656032 59967.656032 -4362.318645 4.919127e-07 True True 0 3 3 372.139202 372.053288 -4362.191827 -4362.235272 218.863522 217.518624 218.863522 217.518624 160.856378 299999.133272 5.183562e-07 5.107185e-07 5.183615e-07 5.107235e-07 2.229138e-08 2.336696e-08 2.407096e-10 2.681619e-10 7.604213e-08 4.515552e-08 7.604214e-08 4.515552e-08 8.283882e-09 2.066281e-09 1.585785e-10 2.371360e-11 5.962577e-07 5.877559e-07 5.962638e-07 5.877616e-07 2.564146e-08 2.689166e-08 2.768849e-10 3.086118e-10 0.000163 0.000165 0.000163 0.000165 0.000048 0.000051 3.664062e-06 4.098735e-06 0.000037 0.000015 0.000037 0.000015 0.000021 0.000004 2.487309e-06 3.625822e-07 0.000188 0.000190 0.000188 0.000190 0.000055 0.000058 4.214718e-06 4.716992e-06 2.260568e-09 8.082631e-22 6.344058e-09 6.111185e-09 3.487885e-11 3.594305e-11 6.103488e-14 6.728603e-14 3.184538e-10 7.151514e-23 9.918191e-10 5.407178e-10 1.034643e-11 3.180242e-12 3.714718e-14 5.953470e-15 2.413961 2.384667 2.155821 2.126526 2.413961 2.384667 3.265513 3.236219
2 696181417.0 696786217.0 59967.656032 59974.656032 -3297.574089 4.919127e-07 True True 102 2 3 209.782832 209.723511 -3296.481775 -3296.511784 134.272402 135.319406 134.272402 135.319406 100.000000 185639.420519 4.110555e-07 4.182664e-07 4.110592e-07 4.182705e-07 2.013723e-08 1.913699e-08 2.471594e-10 2.196183e-10 4.186005e-07 4.861138e-08 4.186005e-07 4.861138e-08 6.164949e-08 2.224418e-09 1.264652e-09 2.552846e-11 4.938768e-07 5.021082e-07 4.938813e-07 5.021131e-07 2.419457e-08 2.297301e-08 2.969582e-10 2.636409e-10 0.000137 0.000135 0.000137 0.000135 0.000044 0.000042 3.795210e-06 3.356767e-06 0.000274 0.000016 0.000274 0.000016 0.000156 0.000005 1.997963e-05 3.903315e-07 0.000165 0.000163 0.000165 0.000163 0.000053 0.000050 4.559886e-06 4.029634e-06 4.794885e-09 3.592660e-20 4.794885e-09 5.004916e-09 3.038687e-11 2.943651e-11 6.129355e-14 5.510567e-14 1.530038e-09 4.178468e-21 1.530038e-09 5.821003e-10 7.527318e-11 3.423634e-12 2.913136e-13 6.409103e-15 2.352248 2.384667 2.094108 2.126526 2.352248 2.384667 3.203800 3.236219
3 696786217.0 697391017.0 59974.656032 59981.656032 -3614.389028 4.919127e-07 True True 0 3 3 238.954925 235.631441 -3612.667404 -3614.329603 162.255760 155.274135 162.255760 155.274135 151.697640 100.000000 5.261184e-07 4.722890e-07 5.261256e-07 4.722936e-07 1.474124e-08 2.160869e-08 1.045999e-10 2.479838e-10 9.013577e-08 5.058606e-08 9.013578e-08 5.058606e-08 6.604114e-09 2.314778e-09 8.425923e-11 2.656548e-11 6.200111e-07 5.591076e-07 6.200197e-07 5.591130e-07 1.737201e-08 2.558091e-08 1.232671e-10 2.935695e-10 0.000140 0.000153 0.000140 0.000153 0.000029 0.000047 1.550638e-06 3.790321e-06 0.000034 0.000016 0.000034 0.000016 0.000015 0.000005 1.284167e-06 4.061875e-07 0.000165 0.000181 0.000165 0.000181 0.000034 0.000056 1.827370e-06 4.487078e-06 2.768744e-09 5.651343e-09 7.430982e-09 5.651343e-09 2.576190e-11 3.323848e-11 2.842722e-14 6.222303e-14 4.585417e-10 6.057462e-10 1.340383e-09 6.057462e-10 9.392914e-12 3.562708e-12 2.123182e-14 6.669452e-15 2.614223 2.384667 2.356085 2.126526 2.614223 2.384667 3.465768 3.236219
4 697391017.0 697995817.0 59981.656032 59988.656032 -4094.846839 4.919127e-07 True True 0 3 3 664.163385 663.963133 -4063.846181 -4063.947072 295.618509 297.238748 295.618509 297.238748 372.472826 48010.472117 9.298236e-07 9.473308e-07 9.298321e-07 9.473400e-07 4.589979e-08 4.334333e-08 5.676037e-10 4.974131e-10 7.733041e-08 6.736172e-08 7.733042e-08 6.736173e-08 6.724787e-09 3.082419e-09 1.719562e-10 3.537528e-11 1.042542e-06 1.061739e-06 1.042551e-06 1.061749e-06 5.146401e-08 4.857786e-08 6.364117e-10 5.574852e-10 0.000312 0.000307 0.000312 0.000307 0.000101 0.000094 8.720277e-06 7.602735e-06 0.000026 0.000022 0.000026 0.000022 0.000018 0.000007 2.741209e-06 5.408899e-07 0.000350 0.000344 0.000350 0.000344 0.000114 0.000106 9.777396e-06 8.520911e-06 6.491770e-10 2.746857e-16 1.081499e-08 1.133563e-08 6.911271e-11 6.667070e-11 1.405759e-13 1.248087e-13 4.677646e-11 1.954625e-17 1.384757e-09 8.066275e-10 7.415481e-12 4.744195e-12 3.861025e-14 8.881218e-15 2.348624 2.384667 2.090484 2.126526 2.348624 2.384667 3.200176 3.236219
5 697995817.0 698600617.0 59988.656032 59995.656032 -3976.113654 4.919127e-07 True True 0 3 3 589.091379 587.785176 -3954.433340 -3955.088453 276.598992 280.752567 276.598992 280.752567 413.161249 299999.133272 8.098345e-07 8.547027e-07 8.098412e-07 8.547110e-07 4.527124e-08 3.910530e-08 6.327781e-10 4.487770e-10 7.255925e-08 6.333770e-08 7.255926e-08 6.333770e-08 6.576872e-09 2.898283e-09 1.925675e-10 3.326205e-11 9.128087e-07 9.623277e-07 9.128162e-07 9.623371e-07 5.102769e-08 4.402948e-08 7.132388e-10 5.052875e-10 0.000289 0.000277 0.000289 0.000277 0.000103 0.000085 9.806316e-06 6.859355e-06 0.000025 0.000021 0.000025 0.000021 0.000018 0.000006 3.102463e-06 5.085785e-07 0.000326 0.000312 0.000326 0.000312 0.000116 0.000096 1.105323e-05 7.723092e-06 4.662639e-10 1.352653e-21 8.975584e-09 1.022725e-08 6.575814e-11 6.015177e-11 1.533406e-13 1.126052e-13 3.510055e-11 1.003112e-22 1.252940e-09 7.584416e-10 6.908963e-12 4.460788e-12 4.213262e-14 8.350675e-15 2.289269 2.384667 2.031129 2.126526 2.289269 2.384667 3.140821 3.236219
6 698600617.0 699205417.0 59995.656032 60002.656032 -3733.359008 4.919127e-07 True True 0 3 3 348.336525 347.480093 -3726.548384 -3726.977509 221.420990 218.213384 221.420990 218.213384 354.162813 299999.133272 7.336163e-07 6.946091e-07 7.336246e-07 6.946158e-07 2.735930e-08 3.178052e-08 2.568886e-10 3.647170e-10 7.646275e-08 6.145206e-08 7.646276e-08 6.145207e-08 5.192296e-09 2.811997e-09 1.022435e-10 3.227180e-11 8.431566e-07 7.993116e-07 8.431661e-07 7.993194e-07 3.144447e-08 3.657099e-08 2.952461e-10 4.196929e-10 0.000217 0.000225 0.000217 0.000225 0.000057 0.000069 3.874676e-06 5.574535e-06 0.000021 0.000020 0.000021 0.000020 0.000013 0.000006 1.596129e-06 4.934375e-07 0.000250 0.000259 0.000250 0.000259 0.000066 0.000079 4.453225e-06 6.414818e-06 5.353912e-10 1.099288e-21 9.438797e-09 8.311593e-09 4.447345e-11 4.888479e-11 6.669689e-14 9.151320e-14 4.708802e-11 9.732482e-23 1.505226e-09 7.358619e-10 6.237774e-12 4.327985e-12 2.417115e-14 8.102066e-15 2.480972 2.384667 2.222831 2.126526 2.480972 2.384667 3.332525 3.236219
7 699205417.0 699810217.0 60002.656032 60009.656032 -3115.004195 4.919127e-07 True True 0 3 3 98.527178 98.389608 -3106.868820 -3106.937236 91.702398 89.789366 91.702398 89.789366 420.112257 814.093497 2.984096e-07 2.846976e-07 2.984128e-07 2.847004e-07 1.189421e-08 1.302580e-08 1.192096e-10 1.494856e-10 5.983700e-08 4.547431e-08 5.983701e-08 4.547431e-08 3.563245e-09 2.080868e-09 7.654857e-11 2.388102e-11 3.803189e-07 3.636860e-07 3.803230e-07 3.636895e-07 1.515900e-08 1.663976e-08 1.519310e-10 1.909598e-10 0.000091 0.000092 0.000091 0.000092 0.000025 0.000028 1.805672e-06 2.284820e-06 0.000015 0.000015 0.000015 0.000015 0.000009 0.000005 1.202143e-06 3.651420e-07 0.000116 0.000118 0.000116 0.000118 0.000032 0.000036 2.301304e-06 2.918735e-06 1.493442e-10 3.259315e-11 3.751988e-09 3.406651e-09 1.899654e-11 2.003628e-11 3.061318e-14 3.750828e-14 2.383681e-11 5.209843e-12 1.123400e-09 5.445352e-10 4.202201e-12 3.202694e-12 1.782322e-14 5.995500e-15 2.449743 2.384667 2.191603 2.126526 2.449743 2.384667 3.301295 3.236219
8 699810217.0 700415017.0 60009.656032 60016.656032 -2890.706600 4.919127e-07 True True 0 3 1 3.782030 3.782030 -2845.399097 -2845.399096 15.831337 15.831394 15.831337 15.831394 100.000000 31295.657603 4.918315e-08 4.918333e-08 4.918363e-08 4.918381e-08 2.250282e-09 2.250290e-09 2.582450e-11 2.582459e-11 2.976179e-08 2.976180e-08 2.976179e-08 2.976180e-08 1.361876e-09 1.361876e-09 1.562953e-11 1.562953e-11 1.033284e-07 1.033284e-07 1.033294e-07 1.033294e-07 4.727594e-09 4.727594e-09 5.425442e-11 5.425442e-11 0.000016 0.000016 0.000016 0.000016 0.000005 0.000005 3.947158e-07 3.947173e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.389762e-07 2.389763e-07 0.000033 0.000033 0.000033 0.000033 0.000010 0.000010 8.292545e-07 8.292545e-07 5.885186e-10 9.723793e-17 5.885186e-10 5.885207e-10 3.461383e-12 3.461396e-12 6.479771e-15 6.479794e-15 3.563846e-10 5.888342e-17 3.563846e-10 3.563847e-10 2.096083e-12 2.096083e-12 3.923904e-15 3.923905e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
9 700415017.0 701019817.0 60016.656032 60023.656032 -2155.744732 4.919127e-07 True True 0 3 1 3.350578 3.350577 -2119.523042 -2119.525910 10.005183 9.995984 10.005183 9.995984 299999.133272 100.000000 4.443292e-08 4.439206e-08 4.443335e-08 4.439249e-08 2.032944e-09 2.031075e-09 2.333030e-11 2.330885e-11 3.042255e-08 3.041714e-08 3.042255e-08 3.041714e-08 1.392112e-09 1.391864e-09 1.597653e-11 1.597368e-11 1.021322e-07 1.023155e-07 1.021332e-07 1.023165e-07 4.672867e-09 4.681253e-09 5.362636e-11 5.372260e-11 0.000014 0.000014 0.000014 0.000014 0.000004 0.000004 3.565932e-07 3.562653e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.442819e-07 2.442384e-07 0.000033 0.000033 0.000033 0.000033 0.000010 0.000010 8.196549e-07 8.211259e-07 7.031953e-23 5.311891e-10 5.316779e-10 5.311891e-10 3.127074e-12 3.124199e-12 5.853938e-15 5.848556e-15 4.818178e-23 3.642321e-10 3.642969e-10 3.642321e-10 2.142619e-12 2.142238e-12 4.011021e-15 4.010307e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219
10 701019817.0 701624617.0 60023.656032 60030.656032 -2523.228444 4.919127e-07 True True 0 3 3 25.919395 25.919396 -2504.400100 -2504.400099 36.286933 36.289664 36.286933 36.289664 404.487131 85719.734322 1.530159e-07 1.530241e-07 1.530174e-07 1.530256e-07 6.999950e-09 7.001328e-09 8.032100e-11 8.034806e-11 5.022814e-08 4.237439e-08 5.022815e-08 4.237440e-08 3.536580e-09 1.939019e-09 8.403905e-11 2.225308e-11 2.284387e-07 2.284298e-07 2.284409e-07 2.284321e-07 1.045029e-08 1.045137e-08 1.199119e-10 1.199412e-10 0.000050 0.000050 0.000050 0.000050 0.000015 0.000015 1.227659e-06 1.228084e-06 0.000015 0.000014 0.000015 0.000014 0.000009 0.000004 1.332250e-06 3.402508e-07 0.000074 0.000074 0.000074 0.000074 0.000023 0.000023 1.832783e-06 1.833247e-06 8.712903e-11 2.141784e-18 1.831063e-09 1.831065e-09 1.076775e-11 1.076944e-11 2.015428e-14 2.016059e-14 2.422213e-11 5.935200e-19 8.847501e-10 5.074150e-10 4.069619e-12 2.984371e-12 1.912662e-14 5.586796e-15 2.384734 2.384667 2.126594 2.126526 2.384734 2.384667 3.236287 3.236219
In [67]:
pd.concat([df, df2]) # dopisanie wierszy
Out[67]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed tmid state
0 239557417.0 240162217.0 54682.656032 54689.656032 -9716.955743 1.380217e-06 True True 0 3 3 7277.656883 7275.355247 -9185.788049 -9186.937830 1796.106876 1799.289015 1796.106876 1799.289015 327.541093 100.000000 3.740390e-06 3.805864e-06 3.740424e-06 3.805901e-06 1.883013e-07 1.741301e-07 2.373980e-09 1.998337e-09 1.050094e-07 9.690974e-08 1.050094e-07 9.690975e-08 1.076680e-08 4.434513e-09 2.743056e-10 5.089255e-11 3.899988e-06 3.967945e-06 3.900023e-06 3.967983e-06 1.963359e-07 1.815458e-07 2.475275e-09 2.083441e-09 0.001267 0.001232 0.001267 0.001232 0.000417 0.000378 3.652140e-05 3.054369e-05 0.000040 0.000031 0.000040 0.000031 0.000029 0.000010 4.374893e-06 7.781497e-07 0.001321 0.001284 0.001321 0.001284 0.000435 0.000394 3.807972e-05 3.184445e-05 3.474413e-09 4.554042e-08 4.318180e-08 4.554042e-08 2.819505e-10 2.678469e-10 5.859567e-13 5.014141e-13 8.915590e-11 1.160452e-09 1.886197e-09 1.160452e-09 1.183954e-11 6.825222e-12 6.154020e-14 1.277694e-14 2.339284 2.384667 2.081143 2.126526 2.339284 2.384667 3.190837 3.236219 239859817.0 flaring
1 240162217.0 240767017.0 54689.656032 54696.656032 -8296.540149 1.380217e-06 True True 0 3 3 4623.133859 4622.904002 -8119.334496 -8119.449302 1340.129328 1341.424664 1340.129328 1341.424664 325.216233 9260.852393 2.636642e-06 2.654340e-06 2.636667e-06 2.654366e-06 1.250401e-07 1.214443e-07 1.486477e-09 1.393709e-09 8.817005e-08 8.027171e-08 8.817007e-08 8.027172e-08 8.507045e-09 3.673170e-09 2.048892e-10 4.215502e-11 2.770096e-06 2.788609e-06 2.770122e-06 2.788636e-06 1.313690e-07 1.275875e-07 1.561715e-09 1.464209e-09 0.000868 0.000859 0.000868 0.000859 0.000274 0.000264 2.277502e-05 2.130222e-05 0.000032 0.000026 0.000032 0.000026 0.000023 0.000008 3.252903e-06 6.445524e-07 0.000912 0.000903 0.000912 0.000903 0.000288 0.000277 2.392777e-05 2.237978e-05 2.460359e-09 4.475322e-13 3.113308e-08 3.176146e-08 1.904198e-10 1.868056e-10 3.707003e-13 3.497034e-13 7.487707e-11 1.354398e-14 1.611250e-09 9.612191e-10 9.549277e-12 5.653428e-12 4.648100e-14 1.058332e-14 2.367666 2.384667 2.109526 2.126526 2.367666 2.384667 3.219218 3.236219 240464617.0 flaring
2 240767017.0 241371817.0 54696.656032 54703.656032 -8814.115679 1.380217e-06 True True 0 3 3 4949.614781 4949.564325 -8571.492324 -8571.517720 1428.470698 1427.819554 1428.470698 1427.819554 320.043220 100.000000 2.948788e-06 2.939881e-06 2.948817e-06 2.939909e-06 1.327487e-07 1.345087e-07 1.499390e-09 1.543637e-09 9.498190e-08 8.608645e-08 9.498192e-08 8.608645e-08 8.819272e-09 3.939247e-09 2.019829e-10 4.520865e-11 3.093066e-06 3.083854e-06 3.093096e-06 3.083884e-06 1.392438e-07 1.410959e-07 1.572752e-09 1.619233e-09 0.000947 0.000952 0.000947 0.000952 0.000287 0.000292 2.289276e-05 2.359380e-05 0.000034 0.000028 0.000034 0.000028 0.000023 0.000009 3.193909e-06 6.912426e-07 0.000994 0.000998 0.000994 0.000998 0.000302 0.000307 2.401286e-05 2.474925e-05 2.823753e-09 3.517819e-08 3.549516e-08 3.517819e-08 2.051128e-10 2.069012e-10 3.772578e-13 3.873227e-13 8.271491e-11 1.030848e-09 1.767240e-09 1.030848e-09 1.007298e-11 6.062952e-12 4.627557e-14 1.134995e-14 2.392332 2.384667 2.134192 2.126526 2.392332 2.384667 3.243883 3.236219 241069417.0 flaring
3 241371817.0 241976617.0 54703.656032 54710.656032 -8170.419464 1.380217e-06 True True 0 3 3 5118.431836 5115.137104 -7851.461459 -7853.110001 1399.224048 1395.443487 1399.224048 1395.443487 298.393970 299999.133272 3.406826e-06 3.328366e-06 3.406863e-06 3.328399e-06 1.361472e-07 1.522831e-07 1.368040e-09 1.747619e-09 1.084776e-07 9.730745e-08 1.084777e-07 9.730746e-08 9.502272e-09 4.452712e-09 1.924551e-10 5.110141e-11 3.573198e-06 3.491197e-06 3.573236e-06 3.491230e-06 1.427959e-07 1.597331e-07 1.434848e-09 1.833115e-09 0.001038 0.001077 0.001038 0.001077 0.000288 0.000331 2.072522e-05 2.671156e-05 0.000037 0.000032 0.000037 0.000032 0.000024 0.000010 3.015327e-06 7.813431e-07 0.001089 0.001130 0.001089 0.001130 0.000302 0.000347 2.173733e-05 2.801835e-05 3.741264e-09 5.267472e-21 4.279574e-08 3.982676e-08 2.172920e-10 2.342418e-10 3.511619e-13 4.385049e-13 1.099373e-10 1.541109e-22 2.086491e-09 1.165215e-09 1.132841e-11 6.853232e-12 4.511448e-14 1.282937e-14 2.448513 2.384667 2.190372 2.126526 2.448513 2.384667 3.300066 3.236219 241674217.0 flaring
4 241976617.0 242581417.0 54710.656032 54717.656032 -5361.422460 1.380217e-06 True True 0 3 3 2402.425726 2400.265251 -5300.062052 -5301.141286 737.240771 734.059743 737.240771 734.059743 295.140714 1716.850219 2.342749e-06 2.281237e-06 2.342775e-06 2.281259e-06 9.179882e-08 1.043737e-07 9.047771e-10 1.197804e-09 1.050181e-07 9.399758e-08 1.050182e-07 9.399759e-08 9.098330e-09 4.301254e-09 1.806493e-10 4.936321e-11 2.504408e-06 2.439262e-06 2.504436e-06 2.439286e-06 9.813331e-08 1.116038e-07 9.672103e-10 1.280779e-09 0.000708 0.000738 0.000708 0.000738 0.000193 0.000227 1.368972e-05 1.830790e-05 0.000035 0.000030 0.000035 0.000030 0.000023 0.000009 2.826361e-06 7.547660e-07 0.000757 0.000790 0.000757 0.000790 0.000207 0.000242 1.463436e-05 1.957613e-05 2.629447e-09 4.289855e-11 2.963208e-08 2.729696e-08 1.472833e-10 1.605476e-10 2.330056e-13 3.005479e-13 1.090335e-10 1.768907e-12 2.029038e-09 1.125580e-09 1.092319e-11 6.620122e-12 4.249857e-14 1.239299e-14 2.457764 2.384667 2.199624 2.126526 2.457764 2.384667 3.309316 3.236219 242279017.0 flaring
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
6 698600617.0 699205417.0 59995.656032 60002.656032 -3733.359008 4.919127e-07 True True 0 3 3 348.336525 347.480093 -3726.548384 -3726.977509 221.420990 218.213384 221.420990 218.213384 354.162813 299999.133272 7.336163e-07 6.946091e-07 7.336246e-07 6.946158e-07 2.735930e-08 3.178052e-08 2.568886e-10 3.647170e-10 7.646275e-08 6.145206e-08 7.646276e-08 6.145207e-08 5.192296e-09 2.811997e-09 1.022435e-10 3.227180e-11 8.431566e-07 7.993116e-07 8.431661e-07 7.993194e-07 3.144447e-08 3.657099e-08 2.952461e-10 4.196929e-10 0.000217 0.000225 0.000217 0.000225 0.000057 0.000069 3.874676e-06 5.574535e-06 0.000021 0.000020 0.000021 0.000020 0.000013 0.000006 1.596129e-06 4.934375e-07 0.000250 0.000259 0.000250 0.000259 0.000066 0.000079 4.453225e-06 6.414818e-06 5.353912e-10 1.099288e-21 9.438797e-09 8.311593e-09 4.447345e-11 4.888479e-11 6.669689e-14 9.151320e-14 4.708802e-11 9.732482e-23 1.505226e-09 7.358619e-10 6.237774e-12 4.327985e-12 2.417115e-14 8.102066e-15 2.480972 2.384667 2.222831 2.126526 2.480972 2.384667 3.332525 3.236219 NaN NaN
7 699205417.0 699810217.0 60002.656032 60009.656032 -3115.004195 4.919127e-07 True True 0 3 3 98.527178 98.389608 -3106.868820 -3106.937236 91.702398 89.789366 91.702398 89.789366 420.112257 814.093497 2.984096e-07 2.846976e-07 2.984128e-07 2.847004e-07 1.189421e-08 1.302580e-08 1.192096e-10 1.494856e-10 5.983700e-08 4.547431e-08 5.983701e-08 4.547431e-08 3.563245e-09 2.080868e-09 7.654857e-11 2.388102e-11 3.803189e-07 3.636860e-07 3.803230e-07 3.636895e-07 1.515900e-08 1.663976e-08 1.519310e-10 1.909598e-10 0.000091 0.000092 0.000091 0.000092 0.000025 0.000028 1.805672e-06 2.284820e-06 0.000015 0.000015 0.000015 0.000015 0.000009 0.000005 1.202143e-06 3.651420e-07 0.000116 0.000118 0.000116 0.000118 0.000032 0.000036 2.301304e-06 2.918735e-06 1.493442e-10 3.259315e-11 3.751988e-09 3.406651e-09 1.899654e-11 2.003628e-11 3.061318e-14 3.750828e-14 2.383681e-11 5.209843e-12 1.123400e-09 5.445352e-10 4.202201e-12 3.202694e-12 1.782322e-14 5.995500e-15 2.449743 2.384667 2.191603 2.126526 2.449743 2.384667 3.301295 3.236219 NaN NaN
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765 rows × 95 columns

In [68]:
pd.concat([df, df2], ignore_index=True)
Out[68]:
tmin tmax tmin_mjd tmax_mjd loglike_const flux_const fit_success fit_success_fixed fit_status fit_quality num_free_params ts ts_fixed loglike loglike_fixed npred npred_fixed npred_wt npred_wt_fixed pivot_energy pivot_energy_fixed flux flux_fixed flux100 flux100_fixed flux1000 flux1000_fixed flux10000 flux10000_fixed flux_err flux_err_fixed flux100_err flux100_err_fixed flux1000_err flux1000_err_fixed flux10000_err flux10000_err_fixed flux_ul95 flux_ul95_fixed flux100_ul95 flux100_ul95_fixed flux1000_ul95 flux1000_ul95_fixed flux10000_ul95 flux10000_ul95_fixed eflux eflux_fixed eflux100 eflux100_fixed eflux1000 eflux1000_fixed eflux10000 eflux10000_fixed eflux_err eflux_err_fixed eflux100_err eflux100_err_fixed eflux1000_err eflux1000_err_fixed eflux10000_err eflux10000_err_fixed eflux_ul95 eflux_ul95_fixed eflux100_ul95 eflux100_ul95_fixed eflux1000_ul95 eflux1000_ul95_fixed eflux10000_ul95 eflux10000_ul95_fixed dnde dnde_fixed dnde100 dnde100_fixed dnde1000 dnde1000_fixed dnde10000 dnde10000_fixed dnde_err dnde_err_fixed dnde100_err dnde100_err_fixed dnde1000_err dnde1000_err_fixed dnde10000_err dnde10000_err_fixed dnde_index dnde_index_fixed dnde100_index dnde100_index_fixed dnde1000_index dnde1000_index_fixed dnde10000_index dnde10000_index_fixed tmid state
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761 699205417.0 699810217.0 60002.656032 60009.656032 -3115.004195 4.919127e-07 True True 0 3 3 98.527178 98.389608 -3106.868820 -3106.937236 91.702398 89.789366 91.702398 89.789366 420.112257 814.093497 2.984096e-07 2.846976e-07 2.984128e-07 2.847004e-07 1.189421e-08 1.302580e-08 1.192096e-10 1.494856e-10 5.983700e-08 4.547431e-08 5.983701e-08 4.547431e-08 3.563245e-09 2.080868e-09 7.654857e-11 2.388102e-11 3.803189e-07 3.636860e-07 3.803230e-07 3.636895e-07 1.515900e-08 1.663976e-08 1.519310e-10 1.909598e-10 0.000091 0.000092 0.000091 0.000092 0.000025 0.000028 1.805672e-06 2.284820e-06 0.000015 0.000015 0.000015 0.000015 0.000009 0.000005 1.202143e-06 3.651420e-07 0.000116 0.000118 0.000116 0.000118 0.000032 0.000036 2.301304e-06 2.918735e-06 1.493442e-10 3.259315e-11 3.751988e-09 3.406651e-09 1.899654e-11 2.003628e-11 3.061318e-14 3.750828e-14 2.383681e-11 5.209843e-12 1.123400e-09 5.445352e-10 4.202201e-12 3.202694e-12 1.782322e-14 5.995500e-15 2.449743 2.384667 2.191603 2.126526 2.449743 2.384667 3.301295 3.236219 NaN NaN
762 699810217.0 700415017.0 60009.656032 60016.656032 -2890.706600 4.919127e-07 True True 0 3 1 3.782030 3.782030 -2845.399097 -2845.399096 15.831337 15.831394 15.831337 15.831394 100.000000 31295.657603 4.918315e-08 4.918333e-08 4.918363e-08 4.918381e-08 2.250282e-09 2.250290e-09 2.582450e-11 2.582459e-11 2.976179e-08 2.976180e-08 2.976179e-08 2.976180e-08 1.361876e-09 1.361876e-09 1.562953e-11 1.562953e-11 1.033284e-07 1.033284e-07 1.033294e-07 1.033294e-07 4.727594e-09 4.727594e-09 5.425442e-11 5.425442e-11 0.000016 0.000016 0.000016 0.000016 0.000005 0.000005 3.947158e-07 3.947173e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.389762e-07 2.389763e-07 0.000033 0.000033 0.000033 0.000033 0.000010 0.000010 8.292545e-07 8.292545e-07 5.885186e-10 9.723793e-17 5.885186e-10 5.885207e-10 3.461383e-12 3.461396e-12 6.479771e-15 6.479794e-15 3.563846e-10 5.888342e-17 3.563846e-10 3.563847e-10 2.096083e-12 2.096083e-12 3.923904e-15 3.923905e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219 NaN NaN
763 700415017.0 701019817.0 60016.656032 60023.656032 -2155.744732 4.919127e-07 True True 0 3 1 3.350578 3.350577 -2119.523042 -2119.525910 10.005183 9.995984 10.005183 9.995984 299999.133272 100.000000 4.443292e-08 4.439206e-08 4.443335e-08 4.439249e-08 2.032944e-09 2.031075e-09 2.333030e-11 2.330885e-11 3.042255e-08 3.041714e-08 3.042255e-08 3.041714e-08 1.392112e-09 1.391864e-09 1.597653e-11 1.597368e-11 1.021322e-07 1.023155e-07 1.021332e-07 1.023165e-07 4.672867e-09 4.681253e-09 5.362636e-11 5.372260e-11 0.000014 0.000014 0.000014 0.000014 0.000004 0.000004 3.565932e-07 3.562653e-07 0.000010 0.000010 0.000010 0.000010 0.000003 0.000003 2.442819e-07 2.442384e-07 0.000033 0.000033 0.000033 0.000033 0.000010 0.000010 8.196549e-07 8.211259e-07 7.031953e-23 5.311891e-10 5.316779e-10 5.311891e-10 3.127074e-12 3.124199e-12 5.853938e-15 5.848556e-15 4.818178e-23 3.642321e-10 3.642969e-10 3.642321e-10 2.142619e-12 2.142238e-12 4.011021e-15 4.010307e-15 2.384667 2.384667 2.126526 2.126526 2.384667 2.384667 3.236219 3.236219 NaN NaN
764 701019817.0 701624617.0 60023.656032 60030.656032 -2523.228444 4.919127e-07 True True 0 3 3 25.919395 25.919396 -2504.400100 -2504.400099 36.286933 36.289664 36.286933 36.289664 404.487131 85719.734322 1.530159e-07 1.530241e-07 1.530174e-07 1.530256e-07 6.999950e-09 7.001328e-09 8.032100e-11 8.034806e-11 5.022814e-08 4.237439e-08 5.022815e-08 4.237440e-08 3.536580e-09 1.939019e-09 8.403905e-11 2.225308e-11 2.284387e-07 2.284298e-07 2.284409e-07 2.284321e-07 1.045029e-08 1.045137e-08 1.199119e-10 1.199412e-10 0.000050 0.000050 0.000050 0.000050 0.000015 0.000015 1.227659e-06 1.228084e-06 0.000015 0.000014 0.000015 0.000014 0.000009 0.000004 1.332250e-06 3.402508e-07 0.000074 0.000074 0.000074 0.000074 0.000023 0.000023 1.832783e-06 1.833247e-06 8.712903e-11 2.141784e-18 1.831063e-09 1.831065e-09 1.076775e-11 1.076944e-11 2.015428e-14 2.016059e-14 2.422213e-11 5.935200e-19 8.847501e-10 5.074150e-10 4.069619e-12 2.984371e-12 1.912662e-14 5.586796e-15 2.384734 2.384667 2.126594 2.126526 2.384734 2.384667 3.236287 3.236219 NaN NaN

765 rows × 95 columns

In [69]:
df1 = pd.read_csv('3C_454_3_lc_7days.csv')
display(df1)
df2 = pd.read_csv('3C_279_lc_7days.csv')
display(df2)
tmin_mjd tmax_mjd flux flux_err ts dnde dnde_err dnde_index
0 54682.656032 54689.656032 3.740390e-06 1.050094e-07 7277.656883 3.474413e-09 8.915590e-11 2.339284
1 54689.656032 54696.656032 2.636642e-06 8.817005e-08 4623.133859 2.460359e-09 7.487707e-11 2.367666
2 54696.656032 54703.656032 2.948788e-06 9.498190e-08 4949.614781 2.823753e-09 8.271491e-11 2.392332
3 54703.656032 54710.656032 3.406826e-06 1.084776e-07 5118.431836 3.741264e-09 1.099373e-10 2.448513
4 54710.656032 54717.656032 2.342749e-06 1.050181e-07 2402.425726 2.629447e-09 1.090335e-10 2.457764
... ... ... ... ... ... ... ... ...
759 59995.656032 60002.656032 7.336163e-07 7.646275e-08 348.336525 5.353912e-10 4.708802e-11 2.480972
760 60002.656032 60009.656032 2.984096e-07 5.983700e-08 98.527178 1.493442e-10 2.383681e-11 2.449743
761 60009.656032 60016.656032 4.918315e-08 2.976179e-08 3.782030 5.885186e-10 3.563846e-10 2.384667
762 60016.656032 60023.656032 4.443292e-08 3.042255e-08 3.350578 7.031953e-23 4.818178e-23 2.384667
763 60023.656032 60030.656032 1.530159e-07 5.022814e-08 25.919395 8.712903e-11 2.422213e-11 2.384734

764 rows × 8 columns

tmin_mjd tmax_mjd flux flux_err ts dnde dnde_err dnde_index
0 54682.656032 54689.656032 2.719057e-07 5.678977e-08 117.615378 3.906178e-10 6.914039e-11 2.586649
1 54689.656032 54696.656032 2.163397e-07 4.933643e-08 97.962570 1.845901e-10 3.423283e-11 2.226276
2 54696.656032 54703.656032 5.015138e-07 5.546786e-08 311.458623 8.809386e-10 9.079138e-11 2.461746
3 54703.656032 54710.656032 3.216436e-07 4.355568e-08 371.860988 2.174178e-10 2.483485e-11 1.985478
4 54710.656032 54717.656032 2.310647e-07 3.941222e-08 168.643554 1.883592e-10 2.843669e-11 2.097225
... ... ... ... ... ... ... ... ...
759 59995.656032 60002.656032 9.999728e-08 4.538510e-08 9.810487 1.009121e-18 4.583023e-19 2.367598
760 60002.656032 60009.656032 7.098011e-08 3.209782e-08 9.898653 8.208044e-10 3.714172e-10 2.367598
761 60009.656032 60016.656032 5.796641e-08 2.909975e-08 5.308883 5.849674e-19 2.938516e-19 2.367598
762 60016.656032 60023.656032 7.715474e-08 2.901958e-08 17.400575 8.922070e-10 3.357976e-10 2.367598
763 60023.656032 60030.656032 6.678892e-08 3.462308e-08 5.670609 5.017322e-14 2.602656e-14 2.367598

764 rows × 8 columns

In [70]:
df3 = pd.merge(df1, df2, on=['tmin_mjd', 'tmax_mjd'], suffixes=('_3C454', '_3C279')) # dopisanie kolumn
df3
Out[70]:
tmin_mjd tmax_mjd flux_3C454 flux_err_3C454 ts_3C454 dnde_3C454 dnde_err_3C454 dnde_index_3C454 flux_3C279 flux_err_3C279 ts_3C279 dnde_3C279 dnde_err_3C279 dnde_index_3C279
0 54682.656032 54689.656032 3.740390e-06 1.050094e-07 7277.656883 3.474413e-09 8.915590e-11 2.339284 2.719057e-07 5.678977e-08 117.615378 3.906178e-10 6.914039e-11 2.586649
1 54689.656032 54696.656032 2.636642e-06 8.817005e-08 4623.133859 2.460359e-09 7.487707e-11 2.367666 2.163397e-07 4.933643e-08 97.962570 1.845901e-10 3.423283e-11 2.226276
2 54696.656032 54703.656032 2.948788e-06 9.498190e-08 4949.614781 2.823753e-09 8.271491e-11 2.392332 5.015138e-07 5.546786e-08 311.458623 8.809386e-10 9.079138e-11 2.461746
3 54703.656032 54710.656032 3.406826e-06 1.084776e-07 5118.431836 3.741264e-09 1.099373e-10 2.448513 3.216436e-07 4.355568e-08 371.860988 2.174178e-10 2.483485e-11 1.985478
4 54710.656032 54717.656032 2.342749e-06 1.050181e-07 2402.425726 2.629447e-09 1.090335e-10 2.457764 2.310647e-07 3.941222e-08 168.643554 1.883592e-10 2.843669e-11 2.097225
... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
759 59995.656032 60002.656032 7.336163e-07 7.646275e-08 348.336525 5.353912e-10 4.708802e-11 2.480972 9.999728e-08 4.538510e-08 9.810487 1.009121e-18 4.583023e-19 2.367598
760 60002.656032 60009.656032 2.984096e-07 5.983700e-08 98.527178 1.493442e-10 2.383681e-11 2.449743 7.098011e-08 3.209782e-08 9.898653 8.208044e-10 3.714172e-10 2.367598
761 60009.656032 60016.656032 4.918315e-08 2.976179e-08 3.782030 5.885186e-10 3.563846e-10 2.384667 5.796641e-08 2.909975e-08 5.308883 5.849674e-19 2.938516e-19 2.367598
762 60016.656032 60023.656032 4.443292e-08 3.042255e-08 3.350578 7.031953e-23 4.818178e-23 2.384667 7.715474e-08 2.901958e-08 17.400575 8.922070e-10 3.357976e-10 2.367598
763 60023.656032 60030.656032 1.530159e-07 5.022814e-08 25.919395 8.712903e-11 2.422213e-11 2.384734 6.678892e-08 3.462308e-08 5.670609 5.017322e-14 2.602656e-14 2.367598

764 rows × 14 columns

Zapisywanie do pliku¶

In [71]:
df.to_csv('3C_454_3_7d_total.csv', index=False)
df.to_csv('3C_454_3_7d_total.dat', index=False, sep=' ')
In [ ]:
 
In [ ]:
 

Seaborn jako alternatywa dla matplotlib¶

https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf

https://seaborn.pydata.org/examples/index.html

In [72]:
import seaborn as sns
from scipy import stats
In [73]:
plt.figure(figsize=(15, 8))
sns.histplot(x=df['loglike'], bins=50, kde=True, stat='density', color='#1f77b4', alpha=0.5)
plt.xlabel('Duty cycle (%)')
Out[73]:
Text(0.5, 0, 'Duty cycle (%)')
In [74]:
flares = pd.read_csv('corr_data.csv')
flares = flares.drop(columns=['bins', 'T_fl_err'])

flares['T_fl'] = np.log10(flares['T_fl'])

g = sns.PairGrid(flares, diag_sharey=False, despine=False)
plt.subplots_adjust(hspace=0, wspace=0)

g.map_lower(sns.scatterplot, color='k', s=100)
g.map_diag(sns.kdeplot, color='k', lw=3, legend=False)

def corrfunc(x, y, **kws):
    r, _ = stats.pearsonr(x, y)
    rho, _ = stats.spearmanr(x, y)
    tau, _ = stats.kendalltau(x, y)
    ax = plt.gca()
    ax.annotate(f'$r={round(r,2)}$', xy=(.05, .75), xycoords=ax.transAxes, ha='left', va='center', fontsize=28)
    ax.annotate(f'$\\rho={round(rho,2)}$', xy=(.05, .5), xycoords=ax.transAxes, ha='left', va='center', fontsize=28)
    ax.annotate(f'$\\tau={round(tau,2)}$', xy=(.05, .25), xycoords=ax.transAxes, ha='left', va='center', fontsize=28)

g.map_upper(corrfunc)

lab = ['$\log(T_{fl}^{rest})$', '$z$', 'log$M$', 'log$L_{disc}$', 'log$L_\gamma$', '$f_{1.4\mathrm{GHz}}$', 'log$P_{jet}$', 'log$\\nu^{sy}_{pk}$', 'CD', '$b_{sy}$', 'log$L^{sy}_{pk}$']

for i in range(len(lab)):
    g.axes[10,i].xaxis.set_label_text(lab[i], size=36)
for j in range(len(lab)):
    g.axes[j,0].yaxis.set_label_text(lab[j], size=36)

g.set(xticklabels=[], yticklabels=[])
Out[74]:
<seaborn.axisgrid.PairGrid at 0x7f5e5f0da910>
In [ ]: