!pip install pandas
!pip install pandasql
import pandas as pd
import numpy as np
pd.set_option('display.max_columns', None)
data = np.load('3C_454_3_7d_lightcurve.npy', allow_pickle=True).flat[0]
data.keys()
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'])
df = pd.DataFrame()
df['tmin'] = data['tmin_mjd']
df['tmax'] = data['tmax_mjd']
df['flux'] = data['flux']
df
| 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
df = pd.read_csv('3C_454_3_7d_lightcurve.csv')
df.head(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 | 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 |
df.dtypes[0:10]
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
df2 = pd.read_csv('3C_454_3_7d_lightcurve.dat', delimiter='\s+')
df2.tail(3)
| 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 |
df2.dtypes[0:10]
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
df_copy = df.copy()
df_copy
| 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
df.columns
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')
df.index
RangeIndex(start=0, stop=754, step=1)
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
df.size # liczba kolumn * liczba wierszy
70122
df.shape # (liczba wierszy, liczba kolumn)
(754, 93)
df.describe()
| 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 |
df.corr(method='pearson') # lub kendall lub spearman | współczynniki korelacji
| 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
df.sort_values(by='loglike_const')
| 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
df.sort_values(by='loglike_const', ascending=False)
| 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
df['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
Name: tmin_mjd, Length: 754, dtype: float64
df.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
Name: tmin_mjd, Length: 754, dtype: float64
type(df['flux']) # dwa typy danych w pandas: pd.Series i pd.DataFrame
pandas.core.series.Series
df['tmin_mjd'].to_frame()
| 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
df['tmin_mjd'].to_numpy()
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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])
df.loc[5] # selekcja na podstawie nazwy wiersza -> df.loc[-5] da error
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
df.iloc[-5] # selekcja na podstawie numeru wiersza
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
df.loc[5:20, 'tmin':'ts'] # tak nie zadziała iloc
| 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 |
df.iloc[5:20, 0:13] # tak nie zadziała loc
| 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 |
df.T
| 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 | 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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 | 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 | 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| 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 | 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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 | 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 | 59960.424562 |
| loglike_const | -9716.955743 | -8296.540149 | -8814.115679 | -8170.419464 | -5361.42246 | -7256.678045 | -7773.668856 | -7090.947204 | -8026.478711 | -6777.323333 | -5744.261774 | -4929.097111 | -4158.745621 | -4149.281904 | -5693.826741 | -6552.407984 | -6497.225469 | -6084.349238 | -4658.006036 | -3998.805166 | -3326.140852 | -3492.16019 | -5066.510334 | -5123.365055 | -4730.690594 | -4480.193365 | -3188.778953 | -2872.026988 | -2774.367283 | -3384.239457 | -4174.393965 | -1527.158212 | -4182.682401 | -3580.630207 | -3146.499877 | -2641.092372 | -2911.091552 | -4351.548655 | -5081.672135 | -5005.634764 | -4872.669429 | -4217.572639 | -3803.342308 | -3295.846972 | -3303.207429 | -4500.596196 | -4587.477108 | -4551.13145 | -4084.467608 | -3740.542191 | -2796.473365 | -3619.67308 | -4252.205106 | -5252.49713 | -5921.978569 | -7843.713674 | -6046.594038 | -5851.069308 | -7412.340404 | -5714.854823 | -6173.36646 | -6867.722602 | -6138.007523 | -7488.512935 | -5690.685078 | -5098.080801 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| dnde100_index_fixed | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | NaN | NaN | 2.126526 | 2.126526 | NaN | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | NaN | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 | 2.126526 |
| dnde1000_index | 2.339284 | 2.367666 | 2.392332 | 2.448513 | 2.457764 | 2.391345 | 2.383669 | 2.466033 | 2.387519 | 2.399964 | 2.536213 | 2.454836 | 2.322787 | 2.410446 | 2.539331 | 2.605889 | 2.531924 | 2.533319 | 2.527641 | 2.434901 | 2.362851 | 2.430951 | 2.353698 | 2.481098 | 2.380422 | 2.653762 | 2.512337 | 2.615448 | 2.340141 | 2.666714 | 2.434869 | 2.384667 | 2.384667 | 2.61038 | 2.433626 | 2.722276 | 2.382116 | 2.430381 | 2.361124 | 2.405952 | 2.40112 | 2.393823 | 2.447034 | 2.297662 | 2.300251 | 2.303644 | 2.39201 | 2.467622 | 2.585123 | 2.60168 | 2.753831 | 2.491563 | 2.409196 | 2.473244 | 2.470101 | 2.399584 | 2.422016 | 2.484733 | 2.42983 | 2.433835 | 2.431597 | 2.524138 | 2.45032 | 2.443907 | 2.581447 | 2.613212 | 2.422276 | 2.356368 | 2.319105 | 2.328363 | 2.3978 | 2.302387 | 2.379488 | 2.332814 | 2.410733 | 2.357517 | 2.476945 | 2.437437 | 2.508177 | 2.409067 | 2.381211 | 2.497573 | 2.542613 | 2.590419 | 2.449018 | 2.386363 | 2.421145 | 2.411427 | 2.39737 | 2.426497 | 2.409039 | 2.433274 | 2.332304 | 2.388672 | 2.492143 | 2.467329 | 2.388128 | 2.359222 | 2.434293 | 2.471978 | 2.483905 | 2.48817 | 2.500056 | 2.541726 | 2.437384 | 2.466265 | 2.437515 | 2.456735 | 2.38044 | 2.501063 | 2.436706 | 2.516161 | 2.440365 | 2.487235 | 2.491772 | 2.510634 | 2.453827 | 2.23374 | 2.345441 | 2.25669 | 2.339541 | 2.417023 | 2.33211 | 2.273469 | 2.365418 | 2.418557 | 2.308147 | 2.323422 | 2.325553 | 2.424959 | 2.499862 | 2.383501 | 2.450709 | 2.462598 | 2.562095 | 2.456775 | 2.342356 | 2.357292 | 2.565237 | 2.509421 | 2.895214 | 2.739899 | 2.572732 | 2.286483 | 2.271003 | 2.335885 | 2.579809 | 2.557953 | 2.820857 | 2.444219 | 2.723022 | 2.808674 | 2.484579 | 2.455176 | 2.254147 | 2.384667 | 2.64376 | 2.237867 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.327426 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.593663 | 2.729446 | 2.384667 | 2.583851 | 2.501007 | 2.343586 | 2.209942 | 2.384667 | 2.046431 | 2.89415 | 2.58974 | 2.461427 | 2.482943 | 2.335305 | 2.291849 | 2.386512 | 2.196101 | 2.244018 | 2.198732 | 2.260489 | 2.367516 | 2.501014 | 2.460527 | 2.397158 | 2.519611 | 2.278021 | 2.22993 | 1.953769 | 2.232419 | 2.549489 | 2.613842 | 2.482571 | 2.351676 | 2.356108 | 2.585584 | 2.784437 | 2.380927 | 2.66787 | 2.587487 | 2.557847 | 2.420324 | 2.39365 | 2.54528 | 2.484714 | 2.513942 | 2.328837 | 2.385187 | 2.557432 | 2.409723 | 2.451452 | 2.349037 | 2.176404 | 1.936568 | 2.274932 | 2.549248 | 2.466763 | 2.57017 | 2.317617 | 2.453808 | 2.327674 | 2.612173 | 2.472143 | 2.246306 | 2.642043 | 2.240104 | 2.435404 | 2.575772 | 2.504981 | 2.499353 | 2.472548 | 2.463066 | 2.305876 | 2.440399 | 2.29627 | 2.388906 | 2.595187 | 2.426819 | 2.459703 | 2.321919 | 2.407125 | 2.440179 | 2.607831 | 2.300059 | 2.323108 | 2.497052 | 2.485292 | 2.302015 | 2.318918 | 2.269059 | 2.070868 | 1.975757 | 1.940693 | 2.215321 | 2.286476 | 2.18882 | 2.226538 | 2.019688 | 2.400779 | 2.343238 | 2.296819 | 2.293544 | 2.396443 | 2.371214 | 2.220551 | 2.490132 | 2.457517 | 2.535105 | 2.386299 | 2.5978 | 2.396928 | 2.37551 | 2.371889 | 2.357233 | 2.234547 | 2.404246 | 2.314181 | 2.36774 | 2.359814 | 2.398205 | 2.544238 | 2.456979 | 2.740392 | 2.528218 | 2.096234 | 2.321936 | 2.399954 | 2.202495 | 2.305146 | 2.379228 | 2.340655 | 2.591698 | 2.303306 | 2.477914 | 2.39978 | 2.791209 | 2.497882 | 2.221099 | 2.282462 | 2.428953 | 2.304092 | 2.112514 | 2.404914 | 2.392292 | 2.343184 | 2.341397 | 2.460397 | 2.464141 | 2.448652 | 2.340293 | 2.457291 | 2.288238 | 2.147059 | 2.426057 | 2.401115 | 2.317742 | 2.34493 | 2.477697 | 2.438219 | 2.392407 | 2.366481 | 2.442998 | 2.297271 | 2.411368 | 2.293336 | 2.251863 | 2.268421 | 2.458342 | 2.57528 | 2.514098 | 2.405946 | 2.400213 | 2.351458 | 2.3563 | 2.342013 | 2.327931 | 2.514953 | 2.433679 | 2.425172 | 2.367172 | 2.363901 | 2.207749 | 2.316299 | 2.543124 | 2.46982 | 2.656656 | 2.45209 | 2.695629 | 2.63268 | 2.612942 | 2.533694 | 2.473163 | 2.246497 | 2.52159 | 2.474671 | 2.053197 | 2.077897 | 2.296232 | 2.310521 | 2.470754 | 2.374366 | 2.313109 | 2.481727 | 2.415807 | 2.425715 | 2.338133 | 2.408608 | 2.406905 | 2.470214 | 2.631917 | 2.453875 | 2.458464 | 2.393673 | 2.309714 | 2.212038 | 2.295264 | 2.356957 | 2.446514 | 2.516395 | 2.418331 | 2.424164 | 2.417215 | 2.319416 | 2.441041 | 2.389047 | 2.4264 | 2.28031 | 2.506874 | 2.504115 | 2.322535 | 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 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 2.384667 | 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 | 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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 | 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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 | 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 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 3.236219 | 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
df['ts'] < 25
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
df.loc[df['ts'] < 25]
| 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
df.loc[(df['ts'] < 25) & (df['flux'] > 1e-7)]
| 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 |
| 215 | 369589417.0 | 370194217.0 | 56187.656032 | 56194.656032 | -4439.079312 | 0.000001 | True | True | 0 | 3 | 1 | 23.632610 | 23.632610 | -4264.875329 | -4264.875329 | 51.141628 | 51.142557 | 51.141628 | 51.142557 | 379.769428 | 8107.144584 | 1.477708e-07 | 1.477735e-07 | 1.477722e-07 | 1.477749e-07 | 6.760973e-09 | 6.761096e-09 | 7.758971e-11 | 7.759112e-11 | 3.942846e-08 | 3.942861e-08 | 3.942847e-08 | 3.942862e-08 | 1.804215e-09 | 1.804222e-09 | 2.070602e-11 | 2.070610e-11 | 2.170644e-07 | 2.170644e-07 | 2.170665e-07 | 2.170665e-07 | 9.931370e-09 | 9.931370e-09 | 1.139736e-10 | 1.139736e-10 | 0.000048 | 0.000048 | 0.000048 | 0.000048 | 0.000015 | 0.000015 | 1.185924e-06 | 1.185946e-06 | 0.000013 | 0.000013 | 0.000013 | 0.000013 | 0.000004 | 0.000004 | 3.165961e-07 | 3.165973e-07 | 0.000070 | 0.000070 | 0.000070 | 0.000070 | 0.000022 | 0.000022 | 1.742035e-06 | 0.000002 | 9.692487e-11 | 3.788092e-14 | 1.768204e-09 | 1.768237e-09 | 1.039973e-11 | 1.039992e-11 | 1.946848e-14 | 1.946883e-14 | 2.588049e-11 | 1.011466e-14 | 4.721388e-10 | 4.721406e-10 | 2.776893e-12 | 2.776904e-12 | 5.198394e-15 | 5.198413e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 223 | 374427817.0 | 375032617.0 | 56243.656032 | 56250.656032 | -3083.796881 | 0.000001 | True | True | 0 | 3 | 1 | 14.603037 | 14.603035 | -2902.168384 | -2902.168426 | 30.716547 | 30.731520 | 30.716547 | 30.731520 | 33047.450381 | 100.000000 | 1.009623e-07 | 1.010115e-07 | 1.009633e-07 | 1.010125e-07 | 4.619338e-09 | 4.621590e-09 | 5.301206e-11 | 5.303791e-11 | 3.524924e-08 | 3.525318e-08 | 3.524925e-08 | 3.525318e-08 | 1.612977e-09 | 1.613157e-09 | 1.851128e-11 | 1.851335e-11 | 1.642946e-07 | 1.642943e-07 | 1.642962e-07 | 1.642959e-07 | 7.516990e-09 | 7.516975e-09 | 8.626585e-11 | 8.626568e-11 | 0.000033 | 0.000033 | 0.000033 | 0.000033 | 0.000010 | 0.000010 | 8.102656e-07 | 8.106606e-07 | 0.000011 | 0.000011 | 0.000011 | 0.000011 | 0.000004 | 0.000004 | 2.830385e-07 | 2.830701e-07 | 0.000053 | 0.000053 | 0.000053 | 0.000053 | 0.000016 | 0.000016 | 1.318535e-06 | 0.000001 | 1.583333e-16 | 1.208689e-09 | 1.208100e-09 | 1.208689e-09 | 7.105466e-12 | 7.108929e-12 | 1.330156e-14 | 1.330804e-14 | 5.531958e-17 | 4.221416e-10 | 4.220944e-10 | 4.221416e-10 | 2.482556e-12 | 2.482834e-12 | 4.647390e-15 | 4.647909e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 504 | 544376617.0 | 544981417.0 | 58210.656032 | 58217.656032 | -930.980745 | 0.000001 | True | True | 0 | 3 | 1 | 16.812677 | 16.812677 | -901.136891 | -901.136891 | 15.641437 | 15.640370 | 15.641437 | 15.640370 | 299999.133272 | 299999.133272 | 2.427730e-07 | 2.427565e-07 | 2.427754e-07 | 2.427588e-07 | 1.110762e-08 | 1.110686e-08 | 1.274723e-10 | 1.274636e-10 | 9.093555e-08 | 9.093305e-08 | 9.093556e-08 | 9.093306e-08 | 4.161139e-09 | 4.161024e-09 | 4.775517e-11 | 4.775386e-11 | 4.116992e-07 | 4.116991e-07 | 4.117032e-07 | 4.117031e-07 | 1.883652e-08 | 1.883651e-08 | 2.161700e-10 | 2.161700e-10 | 0.000079 | 0.000079 | 0.000079 | 0.000079 | 0.000024 | 0.000024 | 1.948357e-06 | 1.948225e-06 | 0.000029 | 0.000029 | 0.000029 | 0.000029 | 0.000009 | 0.000009 | 7.301791e-07 | 7.301590e-07 | 0.000133 | 0.000133 | 0.000133 | 0.000133 | 0.000041 | 0.000041 | 3.304062e-06 | 0.000003 | 3.842126e-22 | 3.841864e-22 | 2.904987e-09 | 2.904789e-09 | 1.708574e-11 | 1.708457e-11 | 3.198481e-14 | 3.198263e-14 | 1.440194e-22 | 1.440154e-22 | 1.088914e-09 | 1.088884e-09 | 6.404468e-12 | 6.404292e-12 | 1.198928e-14 | 1.198895e-14 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 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 | 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 | 9.294365e-06 | 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 | 1.286052e-05 | 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 |
| 607 | 606671017.0 | 607275817.0 | 58931.656032 | 58938.656032 | -2401.155373 | 0.000001 | True | True | 0 | 3 | 1 | 21.278792 | 21.278792 | -2252.496797 | -2252.496797 | 37.049460 | 37.049676 | 37.049460 | 37.049676 | 299999.133272 | 100.000000 | 1.392351e-07 | 1.392359e-07 | 1.392365e-07 | 1.392373e-07 | 6.370440e-09 | 6.370477e-09 | 7.310791e-11 | 7.310833e-11 | 4.085236e-08 | 4.085242e-08 | 4.085236e-08 | 4.085242e-08 | 1.869371e-09 | 1.869374e-09 | 2.145378e-11 | 2.145381e-11 | 2.119018e-07 | 2.119018e-07 | 2.119038e-07 | 2.119038e-07 | 9.695165e-09 | 9.695165e-09 | 1.112628e-10 | 1.112628e-10 | 0.000045 | 0.000045 | 0.000045 | 0.000045 | 0.000014 | 0.000014 | 1.117422e-06 | 1.117428e-06 | 0.000013 | 0.000013 | 0.000013 | 0.000013 | 0.000004 | 0.000004 | 3.280294e-07 | 3.280299e-07 | 0.000069 | 0.000069 | 0.000069 | 0.000069 | 0.000021 | 0.000021 | 1.700603e-06 | 0.000002 | 2.203535e-22 | 1.666077e-09 | 1.666068e-09 | 1.666077e-09 | 9.799009e-12 | 9.799066e-12 | 1.834392e-14 | 1.834403e-14 | 6.470000e-23 | 4.891901e-10 | 4.891893e-10 | 4.891901e-10 | 2.877176e-12 | 2.877181e-12 | 5.386125e-15 | 5.386133e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 608 | 607275817.0 | 607880617.0 | 58938.656032 | 58945.656032 | -2891.984148 | 0.000001 | True | True | 0 | 3 | 1 | 23.381325 | 22.280475 | -2713.084405 | -2713.635807 | 47.121242 | 41.088643 | 47.121242 | 41.088643 | 30454.897549 | 169337.945244 | 1.676520e-07 | 1.292087e-07 | 1.676546e-07 | 1.292100e-07 | 3.790167e-09 | 5.911699e-09 | 2.180117e-11 | 6.784335e-11 | 4.428844e-08 | 3.662265e-08 | 4.428845e-08 | 3.662265e-08 | 1.001549e-09 | 1.675823e-09 | 5.761840e-12 | 1.923253e-11 | 2.456115e-07 | 1.942355e-07 | 2.456154e-07 | 1.942374e-07 | 5.552624e-09 | 8.886876e-09 | 3.193888e-11 | 1.019868e-10 | 0.000042 | 0.000042 | 0.000042 | 0.000042 | 0.000007 | 0.000013 | 3.192985e-07 | 1.036955e-06 | 0.000011 | 0.000012 | 0.000011 | 0.000012 | 0.000002 | 0.000004 | 8.442317e-08 | 2.940664e-07 | 0.000061 | 0.000063 | 0.000061 | 0.000063 | 0.000011 | 0.000019 | 4.677747e-07 | 0.000002 | 7.145406e-17 | 2.198827e-20 | 2.526035e-09 | 1.546093e-09 | 6.970865e-12 | 9.093375e-12 | 6.122869e-15 | 1.702296e-14 | 1.889830e-17 | 6.236846e-21 | 6.680903e-10 | 4.385404e-10 | 1.843667e-12 | 2.579284e-12 | 1.619387e-15 | 4.828465e-15 | 2.713309 | 2.384667 | 2.455168 | 2.126526 | 2.713309 | 2.384667 | 3.564861 | 3.236219 |
| 609 | 607880617.0 | 608485417.0 | 58945.656032 | 58952.656032 | -2832.024205 | 0.000001 | True | True | 0 | 3 | 1 | 22.663203 | 22.663203 | -2611.700113 | -2611.700114 | 40.501904 | 40.502003 | 40.501904 | 40.502003 | 836.567954 | 299999.133272 | 1.137065e-07 | 1.137068e-07 | 1.137076e-07 | 1.137079e-07 | 5.202426e-09 | 5.202438e-09 | 5.970364e-11 | 5.970379e-11 | 3.207189e-08 | 3.207191e-08 | 3.207189e-08 | 3.207191e-08 | 1.467584e-09 | 1.467585e-09 | 1.684268e-11 | 1.684269e-11 | 1.706219e-07 | 1.706219e-07 | 1.706235e-07 | 1.706235e-07 | 7.806481e-09 | 7.806481e-09 | 8.958808e-11 | 8.958808e-11 | 0.000037 | 0.000037 | 0.000037 | 0.000037 | 0.000011 | 0.000011 | 9.125434e-07 | 9.125456e-07 | 0.000010 | 0.000010 | 0.000010 | 0.000010 | 0.000003 | 0.000003 | 2.575255e-07 | 2.575257e-07 | 0.000055 | 0.000055 | 0.000055 | 0.000055 | 0.000017 | 0.000017 | 1.369314e-06 | 0.000001 | 1.221067e-11 | 1.799523e-22 | 1.360596e-09 | 1.360599e-09 | 8.002370e-12 | 8.002390e-12 | 1.498058e-14 | 1.498062e-14 | 3.446632e-12 | 5.079395e-23 | 3.840470e-10 | 3.840473e-10 | 2.258780e-12 | 2.258781e-12 | 4.228476e-15 | 4.228479e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 610 | 608485417.0 | 609090217.0 | 58952.656032 | 58959.656032 | -2789.530637 | 0.000001 | True | True | 0 | 3 | 1 | 24.458733 | 24.458733 | -2583.923005 | -2583.923005 | 39.643068 | 39.643579 | 39.643068 | 39.643579 | 100.000000 | 2309.282607 | 1.194914e-07 | 1.194930e-07 | 1.194926e-07 | 1.194941e-07 | 5.467105e-09 | 5.467175e-09 | 6.274113e-11 | 6.274194e-11 | 3.300109e-08 | 3.300120e-08 | 3.300109e-08 | 3.300121e-08 | 1.510104e-09 | 1.510109e-09 | 1.733066e-11 | 1.733072e-11 | 1.782861e-07 | 1.782861e-07 | 1.782879e-07 | 1.782879e-07 | 8.157145e-09 | 8.157145e-09 | 9.361234e-11 | 9.361234e-11 | 0.000039 | 0.000039 | 0.000039 | 0.000039 | 0.000012 | 0.000012 | 9.589700e-07 | 9.589824e-07 | 0.000011 | 0.000011 | 0.000011 | 0.000011 | 0.000003 | 0.000003 | 2.649867e-07 | 2.649876e-07 | 0.000058 | 0.000058 | 0.000058 | 0.000058 | 0.000018 | 0.000018 | 1.430823e-06 | 0.000001 | 1.429818e-09 | 1.056996e-12 | 1.429818e-09 | 1.429836e-09 | 8.409500e-12 | 8.409608e-12 | 1.574273e-14 | 1.574294e-14 | 3.951738e-10 | 2.921303e-13 | 3.951738e-10 | 3.951752e-10 | 2.324222e-12 | 2.324230e-12 | 4.350985e-15 | 4.351000e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 613 | 610299817.0 | 610904617.0 | 58973.656032 | 58980.656032 | -2955.679405 | 0.000001 | True | True | 0 | 3 | 1 | 21.682651 | 21.682651 | -2739.496126 | -2739.496127 | 37.936364 | 37.936505 | 37.936364 | 37.936505 | 100.000000 | 945.632629 | 1.095427e-07 | 1.095431e-07 | 1.095438e-07 | 1.095442e-07 | 5.011919e-09 | 5.011937e-09 | 5.751736e-11 | 5.751758e-11 | 3.195839e-08 | 3.195842e-08 | 3.195840e-08 | 3.195843e-08 | 1.462391e-09 | 1.462392e-09 | 1.678308e-11 | 1.678310e-11 | 1.664352e-07 | 1.664352e-07 | 1.664369e-07 | 1.664369e-07 | 7.614929e-09 | 7.614929e-09 | 8.738981e-11 | 8.738981e-11 | 0.000035 | 0.000035 | 0.000035 | 0.000035 | 0.000011 | 0.000011 | 8.791271e-07 | 8.791303e-07 | 0.000010 | 0.000010 | 0.000010 | 0.000010 | 0.000003 | 0.000003 | 2.566142e-07 | 2.566144e-07 | 0.000054 | 0.000054 | 0.000054 | 0.000054 | 0.000017 | 0.000017 | 1.335714e-06 | 0.000001 | 1.310772e-09 | 8.806092e-12 | 1.310772e-09 | 1.310777e-09 | 7.709333e-12 | 7.709361e-12 | 1.443201e-14 | 1.443206e-14 | 3.826880e-10 | 2.570985e-12 | 3.826880e-10 | 3.826883e-10 | 2.250787e-12 | 2.250789e-12 | 4.213512e-15 | 4.213516e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 631 | 621186217.0 | 621791017.0 | 59099.656032 | 59106.656032 | -1950.769986 | 0.000001 | True | True | 0 | 3 | 1 | 10.187740 | 10.187740 | -1837.514425 | -1837.514418 | 22.799851 | 22.801223 | 22.799851 | 22.801223 | 1422.743239 | 257391.066501 | 1.144944e-07 | 1.145013e-07 | 1.144956e-07 | 1.145024e-07 | 5.238476e-09 | 5.238791e-09 | 6.011736e-11 | 6.012098e-11 | 4.690061e-08 | 4.690119e-08 | 4.690062e-08 | 4.690120e-08 | 2.146135e-09 | 2.146161e-09 | 2.463005e-11 | 2.463035e-11 | 1.993614e-07 | 1.993613e-07 | 1.993633e-07 | 1.993633e-07 | 9.121404e-09 | 9.121400e-09 | 1.046783e-10 | 1.046782e-10 | 0.000037 | 0.000037 | 0.000037 | 0.000037 | 0.000011 | 0.000011 | 9.188669e-07 | 9.189222e-07 | 0.000015 | 0.000015 | 0.000015 | 0.000015 | 0.000005 | 0.000005 | 3.765947e-07 | 3.765994e-07 | 0.000065 | 0.000065 | 0.000065 | 0.000065 | 0.000020 | 0.000020 | 1.599961e-06 | 0.000002 | 3.432004e-12 | 7.043774e-22 | 1.370024e-09 | 1.370107e-09 | 8.057823e-12 | 8.058308e-12 | 1.508439e-14 | 1.508530e-14 | 1.406883e-12 | 2.887319e-22 | 5.616146e-10 | 5.616215e-10 | 3.303147e-12 | 3.303188e-12 | 6.183549e-15 | 6.183626e-15 | 2.384667 | 2.384667 | 2.126526 | 2.126526 | 2.384667 | 2.384667 | 3.236219 | 3.236219 |
| 637 | 624815017.0 | 625419817.0 | 59141.656032 | 59148.656032 | -2854.746472 | 0.000001 | True | True | 0 | 3 | 1 | 22.330650 | 22.330650 | -2652.272493 | -2652.272493 | 32.184427 | 32.182476 | 32.184427 | 32.182476 | 173337.154058 | 299999.133272 | 1.013241e-07 | 1.013180e-07 | 1.013251e-07 | 1.013190e-07 | 4.635893e-09 | 4.635612e-09 | 5.320204e-11 | 5.319882e-11 | 3.123076e-08 | 3.123014e-08 | 3.123076e-08 | 3.123014e-08 | 1.429095e-09 | 1.429066e-09 | 1.640096e-11 | 1.640063e-11 | 1.574605e-07 | 1.574605e-07 | 1.574620e-07 | 1.574620e-07 | 7.204307e-09 | 7.204307e-09 | 8.267747e-11 | 8.267747e-11 | 0.000033 | 0.000033 | 0.000033 | 0.000033 | 0.000010 | 0.000010 | 8.131693e-07 | 8.131201e-07 | 0.000010 | 0.000010 | 0.000010 | 0.000010 | 0.000003 | 0.000003 | 2.507715e-07 | 2.507665e-07 | 0.000051 | 0.000051 | 0.000051 | 0.000051 | 0.000016 | 0.000016 | 1.263688e-06 | 0.000001 | 1.452691e-20 | 1.603458e-22 | 1.212430e-09 | 1.212356e-09 | 7.130929e-12 | 7.130497e-12 | 1.334923e-14 | 1.334842e-14 | 4.480834e-21 | 4.946079e-23 | 3.739748e-10 | 3.739674e-10 | 2.199540e-12 | 2.199496e-12 | 4.117578e-15 | 4.117496e-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 | 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 |
df.loc[(df['fit_quality'] == 0) | (df['flux'] > 1e-5)]
| 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 |
df.loc[df['ts'] < 25, ['flux', 'loglike']]
| 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
df.query('ts < 25')
| 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
ts_th = 25
df.query('ts < @ts_th') # @ przed zmienną!
| 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
import pandasql as ps
query = 'SELECT * FROM df WHERE ts < 25'
ps.sqldf(query)
| 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
df.query('flux > 3*flux_err') # to samo, co df.loc[df['flux'] > 3*df['flux_err']]
| 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
df.loc[df['flux'].isna()]
| 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 |
df.loc[~df['flux'].isna()]
| 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
df_copy['tmin'] -= 239557417 # nie potrzeba pętli, operacje są wykonywane na całych kolumnach!
df_copy
| 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 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 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
df_copy['tmax'] -= df_copy['tmax'].iloc[0]
df_copy
| 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
df_copy.transform(lambda x: x/1e6)
| 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
%%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
| 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
%%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
| 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
df.groupby('fit_quality')
<pandas.core.groupby.generic.DataFrameGroupBy object at 0x7f5e68181050>
df.groupby('fit_quality').first() # pierwszy element z każdej utworzonej grupy
| 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 |
df.groupby('fit_quality').mean()
| 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 |
df.groupby('fit_quality').sum()
| 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 |
df.groupby('fit_quality').count()
| 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 |
df.groupby('fit_quality')['tmin'].count()
fit_quality 0 4 2 86 3 664 Name: tmin, dtype: int64
df.groupby('fit_quality')['loglike'].mean()
fit_quality 0 NaN 2 -4396.276152 3 -4282.202509 Name: loglike, dtype: float64
df.groupby('fit_quality')['loglike'].agg(['size', 'min', 'max', 'sum'])
| 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 |
import matplotlib.pyplot as plt
df.groupby('fit_quality')['loglike'].size().plot(kind='pie')
plt.show()
df['fit_quality'].value_counts()
fit_quality 3 664 2 86 0 4 Name: count, dtype: int64
df.dropna()
| 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
df.fillna(0)
| 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
df.drop(2) # usunięcie wiersza
| 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
df.drop([1,5])
| 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 |
| 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
df.drop(columns=['tmin', 'tmax']) # usunięcie kolumn
| 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
df.rename(columns={'tmin': 'tmin_met', 'tmax': 'tmax_met'}, index={0: 'first', 753: 'last'})
| 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
df.rename(columns=str.upper)
| 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
df['tmid'] = df['tmin'] + (df['tmax']-df['tmin'])/2.
df
| 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 |
| 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 | 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 | 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 | 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
df.loc[df['fit_status'] != 0, 'fit_success'] = False
df
| 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 |
| 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
df['state'] = np.where(df['flux'] < 2.32e-6, 'quiescent', 'flaring')
df
| 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
df2 = pd.read_csv('3C_454_3_7d_lightcurve2.csv')
df2
| 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 |
pd.concat([df, df2]) # dopisanie wierszy
| 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 |
| 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 | NaN | NaN |
| 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 | NaN | NaN |
| 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 | NaN | NaN |
765 rows × 95 columns
pd.concat([df, df2], ignore_index=True)
| 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 |
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| 760 | 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 |
| 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
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
df3 = pd.merge(df1, df2, on=['tmin_mjd', 'tmax_mjd'], suffixes=('_3C454', '_3C279')) # dopisanie kolumn
df3
| 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
df.to_csv('3C_454_3_7d_total.csv', index=False)
df.to_csv('3C_454_3_7d_total.dat', index=False, sep=' ')
import seaborn as sns
from scipy import stats
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 (%)')
Text(0.5, 0, 'Duty cycle (%)')
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=[])
<seaborn.axisgrid.PairGrid at 0x7f5e5f0da910>