A Python notebook for processing of parallaxes, comparison with variable star distances and inference of line of sight interstellar extinction to said variable stars.
This notebook was developed with Table of Contents 2, a Jupyter notebook extension that makes navigating between sections of the code significantly easier. It is strongly recommended that you install this extension. Some details about how to do this can be found here: https://ndres.me/post/best-jupyter-notebook-extensions/ (remember to restart Jupyter after installing nbextensions)
Throughout this notebook, the following unit conventions are always used:
Specify directories
# Directory where we can find data for plotting
data_dir = 'data/'
Import packages
import numpy as np
import pandas as pd
import sys
import time
import matplotlib.pyplot as plt
import emcee # MCMC package
import corner # For plots later - not essential to run but great for viewing
import astropy.coordinates as coord # For getting dust values
import astropy.units as u # # For getting dust values
from psutil import virtual_memory # For preventing RAM errors in emcee running
from mpl_toolkits.mplot3d import Axes3D # 3D plots
from astropy.stats import knuth_bin_width # Great bin width estimator
from scipy.optimize import minimize # Used in a few places for minimisation
from scipy.stats import norm # Fast normal distribution evaluator
from scipy.stats import iqr as interquartile_range
from scipy.signal import savgol_filter # Smoothing algorithm
from scipy.interpolate import interp1d as interpolate # Cubic splines
from astroquery.irsa_dust import IrsaDust # For getting dust values
Here, we input parameters for the artificial stellar distribution. To change the shape of the distribution you'll need to dive into the code - but important stuff lives here at the top.
# Set some parameters
number_of_cores = 8 # Number of CPU cores to use
N_binaries = 0 # If zero, binary stars will be excluded from the model.
scale_true = 1000 # Mean distance to stars
use_metallicities = False # Whether or not the model should use stellar FeHs
infer_for_Rv = False
# Set the type of parallax prior:
# finite_cloud, decreasing_space_density
prior_type = 'decreasing_space_density'
N_prior = 0 # Necessary for 'finite cloud' data
data_all = pd.read_csv(data_dir + 'badass_table_of_awesomeness.csv')
# Force Jupyter to display the whole table for us to gawk at
with pd.option_context('display.max_rows', None, 'display.max_columns', 200):
display(data_all)
solution_id_1 | designation | source_id_1 | random_index | ref_epoch | ra | ra_error | dec | dec_error | parallax | parallax_error | parallax_over_error | pmra | pmra_error | pmdec | pmdec_error | ra_dec_corr | ra_parallax_corr | ra_pmra_corr | ra_pmdec_corr | dec_parallax_corr | dec_pmra_corr | dec_pmdec_corr | parallax_pmra_corr | parallax_pmdec_corr | pmra_pmdec_corr | astrometric_n_obs_al | astrometric_n_obs_ac | astrometric_n_good_obs_al | astrometric_n_bad_obs_al | astrometric_gof_al | astrometric_chi2_al | astrometric_excess_noise | astrometric_excess_noise_sig | astrometric_params_solved | astrometric_primary_flag | astrometric_weight_al | astrometric_pseudo_colour | astrometric_pseudo_colour_error | mean_varpi_factor_al | astrometric_matched_observations | visibility_periods_used | astrometric_sigma5d_max | frame_rotator_object_type | matched_observations | duplicated_source | phot_g_n_obs | phot_g_mean_flux | phot_g_mean_flux_error | phot_g_mean_flux_over_error | phot_g_mean_mag | phot_bp_n_obs | phot_bp_mean_flux | phot_bp_mean_flux_error | phot_bp_mean_flux_over_error | phot_bp_mean_mag | phot_rp_n_obs | phot_rp_mean_flux | phot_rp_mean_flux_error | phot_rp_mean_flux_over_error | phot_rp_mean_mag | phot_bp_rp_excess_factor | phot_proc_mode | bp_rp | bp_g | g_rp | radial_velocity | radial_velocity_error | rv_nb_transits | rv_template_teff | rv_template_logg | rv_template_fe_h | phot_variable_flag | l | b | ecl_lon | ecl_lat | priam_flags | teff_val | teff_percentile_lower | teff_percentile_upper | a_g_val | a_g_percentile_lower | a_g_percentile_upper | e_bp_min_rp_val | e_bp_min_rp_percentile_lower | e_bp_min_rp_percentile_upper | flame_flags | radius_val | radius_percentile_lower | radius_percentile_upper | lum_val | lum_percentile_lower | lum_percentile_upper | datalink_url | epoch_photometry_url | recno | Name | VType | logPer | <Jmag> | <Hmag> | <Kmag> | [Fe/H]l | [Fe/H] | e_[Fe/H] | Nsp | Mod | e_Mod | Rgal | e_Rgal | Notes | Ref | _RA | _DE | Separation | main_id | ra_x | dec_x | coo_err_maj | coo_err_min | coo_err_angle | nbref | ra_sexa | dec_sexa | main_type | other_types | radvel | redshift | sp_type | morph_type | plx | pmra_x | pmdec_x | size_maj | size_min | size_angle | B_x | V | R_x | J | H | K | u | g | r_xa | i | z | angDist | solution_id_2 | source_id_2 | pf | pf_error | p1_o | p1_o_error | p2_o | p2_o_error | p3_o | p3_o_error | epoch_g | epoch_g_error | epoch_bp | epoch_bp_error | epoch_rp | epoch_rp_error | int_average_g | int_average_g_error | int_average_bp | int_average_bp_error | int_average_rp | int_average_rp_error | peak_to_peak_g | peak_to_peak_g_error | peak_to_peak_bp | peak_to_peak_bp_error | peak_to_peak_rp | peak_to_peak_rp_error | metallicity | metallicity_error | r21_g | r21_g_error | r31_g | r31_g_error | phi21_g | phi21_g_error | phi31_g | phi31_g_error | num_clean_epochs_g | num_clean_epochs_bp | num_clean_epochs_rp | g_absorption | g_absorption_error | type_best_classification | type2_best_sub_classification | mode_best_classification | multi_mode_best_classification | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1635721458409799680 | Gaia DR2 3031875585286182144 | 3031875585286182144 | 13684566 | 2015.5 | 110.509905 | 0.033571 | -14.318180 | 0.032630 | 0.275704 | 0.048918 | 5.636033 | -2.179608 | 0.065318 | 3.144803 | 0.062298 | -0.126156 | 0.187025 | 0.090076 | 0.218720 | -0.147387 | 0.286678 | 0.234164 | 0.224604 | -0.336551 | -0.097901 | 203 | 203 | 201 | 2 | 4.977538 | 311.08228 | 0.000000 | 0.000000e+00 | 31 | False | 278.996030 | 1.518955 | 0.009147 | -0.056529 | 23 | 13 | 0.041935 | 0 | 25 | False | 221 | 3.642909e+06 | 3.656886e+04 | 99.617780 | 9.284745 | 25 | 1.496887e+06 | 6.228066e+04 | 24.034540 | 9.913416 | 25 | 2.902172e+06 | 7.014619e+04 | 41.373196 | 8.605112 | 1.207568 | 0 | 1.308304 | 0.628671 | 0.679633 | 58.927140 | 10.408811 | 4 | 4750.0 | 4.5 | 0.00 | VARIABLE | 229.127634 | 0.116586 | 114.813568 | -36.007348 | 100001.0 | 4577.5000 | 4556.6665 | 4659.6050 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 77.219000 | 74.521690 | 77.926730 | 2358.612000 | 1779.78320 | 2937.441000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 3 | TW Cma | DCEP | 0.8448 | 7.567 | 7.178 | 7.008 | -0.51 | 0.04 | 0.09 | 1.0 | 12.02 | 0.05 | 9788 | 445 | a | LEM | 110.50992 | -14.31819 | 0.063587 | V* TW CMa | 110.509915 | -14.318194 | 0.000 | 0.000 | 90.0 | 83 | 07 22 02.37948 | -14 19 05.4975 | deltaCep | V* |cC*|* |IR | 66.500 | NaN | F5 | NaN | 0.2757 | -2.18 | 3.15 | NaN | NaN | NaN | 10.400 | 9.590 | NaN | 7.781 | 7.327 | 7.131 | NaN | NaN | NaN | NaN | NaN | 0.059307 | 369295549951641967 | 3031875585286182144 | 6.994835 | 0.000034 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.514677 | 0.000048 | 1706.443786 | 0.000048 | 1706.484970 | 0.000048 | 9.235820 | 0.000202 | 9.819659 | 0.000350 | 8.538479 | 0.000255 | 0.513908 | 0.000726 | 0.664835 | 0.001837 | 0.391897 | 0.001248 | NaN | NaN | 0.369087 | 0.001170 | 0.138882 | 0.002060 | 5.021929 | 0.006262 | 3.198345 | 0.010371 | 25 | 24 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
1 | 1635721458409799680 | Gaia DR2 3113441691460573312 | 3113441691460573312 | 951780446 | 2015.5 | 102.634733 | 0.033817 | 0.006999 | 0.033953 | 0.174622 | 0.038705 | 4.511661 | -0.442315 | 0.069973 | 0.570539 | 0.069934 | -0.109413 | -0.028440 | -0.105147 | 0.173735 | -0.207661 | 0.155967 | -0.193123 | 0.098129 | 0.084549 | -0.195096 | 142 | 142 | 141 | 1 | 3.184199 | 194.71649 | 0.000000 | 0.000000e+00 | 31 | True | 339.321200 | 1.430263 | 0.010397 | -0.102499 | 16 | 11 | 0.050135 | 0 | 16 | False | 142 | 3.066078e+05 | 2.984384e+03 | 102.737390 | 11.971908 | 16 | 1.031690e+05 | 3.990224e+03 | 25.855438 | 12.817515 | 14 | 3.061282e+05 | 8.223948e+03 | 37.223995 | 11.047162 | 1.334921 | 0 | 1.770353 | 0.845608 | 0.924746 | 79.010464 | 2.685823 | 7 | 4500.0 | 1.0 | -0.75 | VARIABLE | 212.823210 | -0.196831 | 103.729065 | -22.832129 | 100001.0 | 4066.0000 | 3922.5000 | 4332.8804 | 0.8230 | 0.4722 | 1.8474 | 0.4045 | 0.2400 | 0.9410 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 10 | TW Mon | CEP | 0.8511 | 9.709 | 9.137 | 8.904 | -0.15 | -0.13 | 0.07 | 1.0 | 13.76 | 0.05 | 13059 | 457 | b+ | LEM | 102.63475 | 0.00700 | 0.062754 | V* TW Mon | 102.634735 | 0.006996 | 0.000 | 0.000 | 90.0 | 34 | 06 50 32.33629 | +00 00 25.1859 | Cepheid | Ce*|* |V* |IR | 79.010 | NaN | NaN | NaN | 0.1746 | -0.44 | 0.57 | NaN | NaN | NaN | NaN | NaN | NaN | 9.622 | 9.080 | 8.845 | NaN | NaN | NaN | NaN | NaN | 0.011190 | 369295551293819386 | 3113441691460573312 | 7.097477 | 0.000063 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.701096 | 0.000090 | 1706.608996 | 0.000090 | 1700.284297 | 0.000090 | 11.973897 | 0.000289 | 12.827943 | 0.000675 | 11.028866 | 0.003362 | 0.433845 | 0.001496 | 0.493603 | 0.003706 | 0.248418 | 0.012681 | NaN | NaN | 0.405469 | 0.008274 | 0.126952 | 0.004852 | 5.311808 | 0.011364 | 3.068775 | 0.043818 | 16 | 15 | 12 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
2 | 1635721458409799680 | Gaia DR2 3127458403130026112 | 3127458403130026112 | 662643736 | 2015.5 | 101.789166 | 0.048785 | 3.967101 | 0.045231 | 0.124740 | 0.049030 | 2.544150 | -0.042696 | 0.094998 | 0.803041 | 0.085952 | -0.353997 | 0.127310 | -0.326267 | 0.295306 | -0.214594 | 0.256130 | -0.358896 | 0.138864 | 0.006980 | -0.271378 | 133 | 133 | 130 | 3 | 10.108301 | 361.26785 | 0.000000 | 9.877322e-01 | 31 | False | 208.572280 | 1.516746 | 0.014264 | -0.238289 | 15 | 11 | 0.065408 | 0 | 16 | True | 133 | 1.552074e+06 | 1.327238e+04 | 116.940130 | 10.211084 | 14 | 7.001198e+05 | 2.495591e+04 | 28.054272 | 10.738458 | 15 | 1.220303e+06 | 2.468729e+04 | 49.430428 | 9.545751 | 1.237327 | 0 | 1.192707 | 0.527373 | 0.665334 | 56.480580 | 5.786506 | 4 | 6000.0 | 3.5 | 0.00 | VARIABLE | 208.913477 | 0.857292 | 102.446024 | -18.964273 | 100001.0 | 4965.1970 | 4861.7500 | 5153.2400 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 14 | V508 Mon | DCEP | 0.6163 | 8.627 | 8.277 | 8.136 | -0.25 | -0.04 | 0.10 | 1.0 | 12.42 | 0.05 | 10714 | 452 | a | LEM | 101.78917 | 3.96710 | 0.014142 | V* V508 Mon | 101.789166 | 3.967097 | 0.000 | 0.000 | 90.0 | 56 | 06 47 09.39993 | +03 58 01.5510 | deltaCep | cC*|* |V* |IR | 59.200 | NaN | NaN | NaN | 0.1247 | -0.04 | 0.80 | NaN | NaN | NaN | 11.500 | 10.530 | NaN | 8.720 | 8.301 | 8.148 | NaN | NaN | NaN | NaN | NaN | 0.012465 | 369295551293819386 | 3127458403130026112 | 4.134226 | 0.000011 | NaN | NaN | NaN | NaN | NaN | NaN | 1709.209912 | 0.000015 | 1709.244337 | 0.000015 | 1709.335863 | 0.000015 | 10.207899 | 0.000272 | 10.716827 | 0.000585 | 9.532081 | 0.000272 | 0.413448 | 0.000920 | 0.480920 | 0.001544 | 0.297583 | 0.001028 | 0.036701 | 0.225208 | 0.389662 | 0.002769 | NaN | NaN | 4.691773 | 0.005363 | NaN | NaN | 15 | 14 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
3 | 1635721458409799680 | Gaia DR2 3133819112256378368 | 3133819112256378368 | 525451306 | 2015.5 | 100.023257 | 0.055667 | 7.605835 | 0.054372 | 0.415125 | 0.048604 | 8.540995 | -0.667840 | 0.098408 | 1.150246 | 0.088265 | -0.550498 | 0.121233 | -0.474824 | 0.593149 | -0.034634 | 0.557429 | -0.662452 | 0.313230 | -0.097404 | -0.417467 | 116 | 116 | 116 | 0 | 2.108103 | 144.66902 | 0.000000 | 0.000000e+00 | 31 | True | 289.150850 | 1.454431 | 0.012447 | -0.062229 | 13 | 10 | 0.078294 | 0 | 16 | False | 126 | 1.647558e+06 | 1.477290e+04 | 111.525730 | 10.146264 | 14 | 6.077122e+05 | 1.990642e+04 | 30.528450 | 10.892143 | 14 | 1.454528e+06 | 2.862643e+04 | 50.810660 | 9.355115 | 1.251695 | 0 | 1.537028 | 0.745879 | 0.791149 | 55.546423 | 9.282690 | 2 | 4750.0 | 4.5 | 0.00 | VARIABLE | 204.873650 | 0.957030 | 100.311911 | -15.475369 | 100001.0 | 4275.1533 | 4165.4136 | 4477.3633 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 42.233078 | 38.504498 | 44.487690 | 536.793100 | 449.65690 | 623.929300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 8 | BE Mon | DCEP | 0.4322 | 8.256 | 7.854 | 7.676 | -0.07 | 0.05 | 0.09 | 1.0 | 11.28 | 0.05 | 9609 | 452 | a | LEM | 100.02326 | 7.60583 | 0.021099 | V* BE Mon | 100.023260 | 7.605830 | 0.000 | 0.000 | 90.0 | 66 | 06 40 05.58233 | +07 36 20.9879 | deltaCep | cC*|* |V* |IR | 45.300 | NaN | G5 | NaN | 0.4151 | -0.67 | 1.15 | NaN | NaN | NaN | 11.600 | 10.500 | NaN | 8.174 | 7.842 | 7.659 | NaN | NaN | NaN | NaN | NaN | 0.020616 | 369295551293819386 | 3133819112256378368 | NaN | NaN | 2.704666 | 0.000017 | NaN | NaN | NaN | NaN | 1712.245165 | 0.000025 | 1747.362596 | 0.000025 | 1747.623029 | 0.000025 | 10.133045 | 0.000462 | 10.860105 | 0.000650 | 9.350548 | 0.002148 | 0.479948 | 0.001620 | 0.670629 | 0.007916 | 0.280869 | 0.017411 | NaN | NaN | 0.253140 | 0.001508 | NaN | NaN | 4.636269 | 0.009972 | NaN | NaN | 13 | 12 | 12 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
4 | 1635721458409799680 | Gaia DR2 3330259852538068608 | 3330259852538068608 | 1022754344 | 2015.5 | 91.856108 | 0.044570 | 11.151976 | 0.042808 | 0.258268 | 0.046237 | 5.585749 | 0.759802 | 0.086492 | 0.078453 | 0.073984 | -0.304502 | -0.109619 | -0.376005 | 0.429484 | -0.125715 | 0.389858 | -0.514798 | 0.304966 | 0.026777 | -0.319968 | 119 | 119 | 115 | 4 | 4.838814 | 197.52570 | 0.000000 | 0.000000e+00 | 31 | False | 484.417500 | 1.497451 | 0.012916 | -0.077061 | 14 | 10 | 0.062521 | 0 | 17 | False | 128 | 6.026348e+05 | 9.595965e+03 | 62.800858 | 11.238230 | 13 | 2.651036e+05 | 2.041280e+04 | 12.987128 | 11.792850 | 12 | 5.301419e+05 | 2.262595e+04 | 23.430704 | 10.450939 | 1.319614 | 0 | 1.341910 | 0.554620 | 0.787291 | 48.092421 | 5.370854 | 4 | 5250.0 | 4.5 | 0.00 | VARIABLE | 197.961536 | -4.500560 | 91.863687 | -12.275297 | 100001.0 | 4633.8700 | 3763.6667 | 4906.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 32.391502 | 28.897728 | 49.101692 | 435.845250 | 326.16034 | 545.530150 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 19 | CS Ori | DCEP | 0.5899 | 9.331 | 8.954 | 8.790 | -0.19 | -0.25 | 0.06 | 1.0 | 12.96 | 0.05 | 11701 | 458 | a | LEM | 91.85611 | 11.15198 | 0.014358 | V* CS Ori | 91.856105 | 11.151976 | 0.000 | 0.000 | 90.0 | 62 | 06 07 25.46520 | +11 09 07.1137 | deltaCep | cC*|* |V* |IR | 15.500 | NaN | F5 | NaN | 0.2583 | 0.76 | 0.08 | NaN | NaN | NaN | 11.960 | 11.290 | NaN | 9.574 | 9.081 | 8.938 | NaN | NaN | NaN | NaN | NaN | 0.011840 | 369295551293819386 | 3330259852538068608 | 2.671489 | 0.000012 | NaN | NaN | NaN | NaN | NaN | NaN | 1711.792684 | 0.000018 | 1711.612231 | 0.000018 | 1711.698727 | 0.000018 | 11.075409 | 0.000267 | 11.640805 | 0.000465 | 10.365324 | 0.000289 | 0.714591 | 0.001169 | 0.814482 | 0.001472 | 0.487843 | 0.001062 | 0.079531 | 0.219843 | 0.368568 | 0.002236 | NaN | NaN | 3.832707 | 0.007740 | NaN | NaN | 14 | 12 | 12 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
5 | 1635721458409799680 | Gaia DR2 3356119713188276096 | 3356119713188276096 | 1199461480 | 2015.5 | 98.477542 | 0.044484 | 14.471379 | 0.037641 | 0.193317 | 0.044549 | 4.339382 | -0.152676 | 0.080497 | -2.953093 | 0.069044 | -0.077346 | 0.329315 | -0.151098 | 0.349426 | -0.064305 | 0.303177 | -0.357060 | 0.271323 | 0.140147 | -0.082573 | 142 | 142 | 141 | 1 | 5.807553 | 255.01018 | 0.000000 | 0.000000e+00 | 31 | True | 250.143020 | 1.517728 | 0.010213 | 0.047392 | 16 | 10 | 0.052625 | 0 | 17 | False | 141 | 1.296795e+06 | 8.896630e+03 | 145.762440 | 10.406188 | 14 | 5.396622e+05 | 1.560776e+04 | 34.576523 | 11.021083 | 15 | 1.068623e+06 | 1.806881e+04 | 59.141838 | 9.689858 | 1.240200 | 0 | 1.331224 | 0.614895 | 0.716330 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 198.073250 | 2.757383 | 98.303431 | -8.723879 | 100001.0 | 4678.7020 | 4576.9050 | 4812.5024 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 6 | DX Gem | DCEPS | 0.4966 | 8.759 | 8.336 | 8.207 | -0.04 | -0.01 | 0.09 | 1.0 | 12.78 | 0.09 | 11407 | 473 | c* | LIII | 98.47755 | 14.47139 | 0.048371 | V* DX Gem | 98.477542 | 14.471392 | 0.000 | 0.000 | 90.0 | 81 | 06 33 54.61017 | +14 28 17.0110 | deltaCep | cC*|* |V* |IR | 16.000 | NaN | NaN | NaN | 0.1933 | -0.15 | -2.95 | NaN | NaN | NaN | 11.240 | 10.730 | NaN | 8.759 | 8.336 | 8.207 | NaN | NaN | NaN | NaN | NaN | 0.045834 | 369295551293819386 | 3356119713188276096 | NaN | NaN | 3.136320 | 0.000018 | NaN | NaN | NaN | NaN | 1710.117014 | 0.000025 | 1710.146155 | 0.000025 | 1710.176169 | 0.000025 | 10.385481 | 0.000156 | 10.978445 | 0.001351 | 9.673114 | 0.000931 | 0.262452 | 0.000431 | 0.346236 | 0.002575 | 0.202133 | 0.001078 | NaN | NaN | 0.082072 | 0.001821 | NaN | NaN | 4.515370 | 0.028280 | NaN | NaN | 16 | 14 | 14 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
6 | 1635721458409799680 | Gaia DR2 3378049163365268608 | 3378049163365268608 | 1650758151 | 2015.5 | 100.781296 | 0.045514 | 20.939106 | 0.048315 | 0.090677 | 0.060071 | 1.509490 | -0.485188 | 0.080452 | -1.274075 | 0.067162 | -0.398742 | 0.321357 | -0.268799 | 0.263833 | -0.626090 | -0.114470 | -0.527359 | 0.401834 | 0.265664 | -0.027726 | 151 | 151 | 149 | 2 | 5.947554 | 269.33890 | 0.000000 | 0.000000e+00 | 31 | True | 285.137020 | 1.579566 | 0.011050 | -0.158967 | 18 | 10 | 0.049973 | 0 | 18 | False | 156 | 2.528705e+06 | 3.664852e+04 | 68.998825 | 9.681120 | 18 | 1.205400e+06 | 6.023149e+04 | 20.012781 | 10.148561 | 18 | 1.765859e+06 | 5.245641e+04 | 33.663357 | 9.144530 | 1.175012 | 0 | 1.004030 | 0.467441 | 0.536590 | 57.281902 | 11.546666 | 2 | 5500.0 | 4.5 | 0.00 | VARIABLE | 193.269092 | 7.632289 | 100.068631 | -2.124137 | 100001.0 | 5289.3950 | 5138.6665 | 5461.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 4 | AD Gem | DCEP | 0.5784 | 8.448 | 8.151 | 8.027 | -0.19 | -0.14 | 0.06 | 1.0 | 12.24 | 0.05 | 10662 | 455 | a | LEM | 100.78130 | 20.93912 | 0.051373 | V* AD Gem | 100.781299 | 20.939112 | 0.000 | 0.000 | 90.0 | 82 | 06 43 07.51169 | +20 56 20.8018 | deltaCep | cC*|V* |* |IR | 45.000 | NaN | F5 | NaN | 0.0907 | -0.49 | -1.27 | NaN | NaN | NaN | 10.420 | 9.800 | NaN | 8.354 | 8.071 | 7.960 | NaN | NaN | NaN | NaN | NaN | 0.021132 | 369295551293819386 | 3378049163365268608 | 1.895002 | 0.000002 | NaN | NaN | NaN | NaN | NaN | NaN | 1711.917938 | 0.000003 | 1711.904891 | 0.000003 | 1711.836442 | 0.000003 | 9.698205 | 0.000943 | 10.102971 | 0.001909 | 9.216655 | 0.001185 | 0.752416 | 0.002277 | 0.864819 | 0.005621 | 0.831465 | 0.004136 | -0.630885 | 0.219767 | 0.585415 | 0.001354 | NaN | NaN | 1.513908 | 0.007866 | NaN | NaN | 16 | 15 | 16 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
7 | 1635721458409799680 | Gaia DR2 4056026175045038464 | 4056026175045038464 | 470182831 | 2015.5 | 267.156263 | 0.059436 | -30.475968 | 0.051377 | 0.697251 | 0.064157 | 10.867847 | 1.982707 | 0.107706 | -1.479345 | 0.083884 | 0.358470 | -0.240995 | -0.319904 | -0.347534 | -0.348437 | -0.193819 | -0.530985 | -0.247060 | 0.279546 | 0.185662 | 128 | 128 | 128 | 0 | 5.892739 | 239.46541 | 0.000000 | 0.000000e+00 | 31 | False | 152.361720 | 1.447408 | 0.014772 | 0.104718 | 15 | 11 | 0.066531 | 0 | 15 | False | 131 | 8.957639e+06 | 1.095727e+05 | 81.750626 | 8.307881 | 14 | 3.127370e+06 | 1.664024e+05 | 18.794024 | 9.113440 | 14 | 9.028376e+06 | 3.123240e+05 | 28.907085 | 7.372896 | 1.357026 | 0 | 1.740544 | 0.805558 | 0.934986 | -9.888684 | 6.734073 | 7 | 4250.0 | 4.5 | 0.00 | VARIABLE | 359.021154 | -1.356007 | 267.530681 | -7.061059 | 100001.0 | 4117.7803 | 3847.5898 | 4250.1500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 66.018456 | 61.970245 | 75.616080 | 1128.958900 | 993.57960 | 1264.338100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 33 | V500 Sco | DCEP | 0.9693 | 6.041 | 5.532 | 5.330 | 0.01 | -0.07 | 0.08 | 4.0 | 10.65 | 0.05 | 6590 | 453 | b | LII | 267.15626 | -30.47596 | 0.029315 | V* V500 Sco | 267.156253 | -30.475961 | 0.000 | 0.000 | 90.0 | 104 | 17 48 37.50079 | -30 28 33.4607 | deltaCep | V* |cC*|* |IR | -7.400 | NaN | K0 | NaN | 0.6973 | 1.98 | -1.48 | NaN | NaN | NaN | 10.070 | 8.810 | NaN | 6.188 | 5.628 | 5.400 | NaN | NaN | NaN | NaN | NaN | 0.038344 | 369295551293819386 | 4056026175045038464 | 175.641975 | 0.097717 | NaN | NaN | NaN | NaN | NaN | NaN | 1350.588074 | 0.138193 | 1320.001562 | 0.138193 | 1343.369822 | 0.138193 | 8.244860 | 0.000520 | 9.078942 | 0.002056 | 7.430071 | 0.001154 | 0.434642 | 0.000807 | 0.561396 | 0.001225 | 0.447458 | 0.001909 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15 | 13 | 14 | NaN | NaN | T2CEP | RV_TAU | NOT_APPLICABLE | NaN |
8 | 1635721458409799680 | Gaia DR2 4094784475310672128 | 4094784475310672128 | 956473763 | 2015.5 | 274.248821 | 0.056500 | -19.075831 | 0.060163 | 0.513103 | 0.077341 | 6.634322 | 1.144533 | 0.111874 | -0.244773 | 0.088711 | -0.075589 | -0.029952 | -0.359109 | -0.027558 | -0.600227 | 0.286718 | -0.588284 | -0.502533 | 0.403551 | -0.254740 | 125 | 125 | 123 | 2 | 3.516376 | 179.79796 | 0.000000 | 0.000000e+00 | 31 | False | 85.912290 | 1.416756 | 0.014053 | -0.062024 | 14 | 10 | 0.071387 | 0 | 17 | False | 130 | 1.638256e+07 | 2.991041e+05 | 54.772110 | 7.652411 | 15 | 5.145819e+06 | 2.989315e+05 | 17.214040 | 8.572752 | 15 | 1.598697e+07 | 7.963224e+05 | 20.076000 | 6.752505 | 1.289956 | 0 | 1.820247 | 0.920341 | 0.899906 | 7.669087 | 9.951633 | 9 | 4500.0 | 4.5 | 0.00 | VARIABLE | 12.109011 | -1.323249 | 274.026500 | 4.304083 | 100001.0 | 4100.0450 | 3990.7600 | 4229.0400 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 123.034620 | 115.643430 | 129.865370 | 3853.930200 | 3123.95500 | 4583.905300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 40 | WZ Sgr | DCEP | 1.3394 | 5.255 | 4.752 | 4.536 | 0.19 | 0.28 | 0.08 | 5.0 | 11.10 | 0.05 | 6326 | 453 | a | LII | 274.24882 | -19.07582 | 0.041201 | V* WZ Sgr | 274.248816 | -19.075830 | 0.000 | 0.000 | 90.0 | 215 | 18 16 59.71589 | -19 04 32.9891 | deltaCep | V* |cC*|* |IR | -18.100 | NaN | F7(III) | NaN | 0.5131 | 0.89 | 2.25 | NaN | NaN | NaN | 9.100 | 7.450 | NaN | 5.573 | 5.054 | 4.781 | NaN | NaN | NaN | NaN | NaN | 0.018141 | 369295551293819386 | 4094784475310672128 | 21.834096 | 0.001353 | NaN | NaN | NaN | NaN | NaN | NaN | 1659.045640 | 0.001913 | 1660.488787 | 0.001913 | 1659.631458 | 0.001913 | 7.483730 | 0.000867 | 8.426661 | 0.004637 | 6.625296 | 0.000678 | 0.802306 | 0.001510 | 0.710946 | 0.010776 | 0.645790 | 0.001784 | NaN | NaN | 0.251592 | 0.002520 | 0.059087 | 0.001543 | 4.735588 | 0.005631 | 2.236138 | 0.037355 | 15 | 14 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
9 | 1635721458409799680 | Gaia DR2 4096979650282842112 | 4096979650282842112 | 1302231798 | 2015.5 | 276.185419 | 0.049278 | -16.797174 | 0.045807 | 0.702227 | 0.058590 | 11.985346 | -0.057188 | 0.096007 | -0.383981 | 0.085507 | 0.119653 | -0.285405 | -0.163267 | 0.014999 | -0.443224 | 0.147717 | -0.296959 | -0.175709 | 0.214681 | 0.067221 | 124 | 124 | 122 | 2 | 2.963149 | 167.58440 | 0.000000 | 0.000000e+00 | 31 | False | 185.430920 | 1.451032 | 0.013044 | 0.022258 | 14 | 10 | 0.056567 | 0 | 18 | False | 139 | 7.381626e+06 | 1.036578e+05 | 71.211490 | 8.517985 | 16 | 2.815499e+06 | 1.860787e+05 | 15.130686 | 9.227500 | 16 | 6.831717e+06 | 2.461781e+05 | 27.751118 | 7.675595 | 1.306923 | 0 | 1.551905 | 0.709515 | 0.842390 | 4.032155 | 5.979935 | 6 | 4500.0 | 4.5 | 0.00 | VARIABLE | 14.987641 | -1.876778 | 275.959173 | 6.514246 | 100001.0 | 4328.0000 | 4244.7500 | 4728.2700 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 50.890106 | 42.638638 | 52.905840 | 818.672900 | 727.61700 | 909.728800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 41 | XX Sgr | CEP | 0.8078 | 6.436 | 5.967 | 5.747 | 0.10 | -0.01 | 0.06 | 5.0 | 10.55 | 0.07 | 6706 | 453 | c | LII | 276.18543 | -16.79718 | 0.042759 | V* XX Sgr | 276.185420 | -16.797172 | 0.000 | 0.000 | 90.0 | 92 | 18 24 44.50073 | -16 47 49.8196 | Cepheid | Ce*|Em*|V* |* |IR |SB* | 2.500 | NaN | F7/8II | NaN | 0.7022 | -0.06 | -0.38 | NaN | NaN | NaN | 9.590 | 8.410 | NaN | 6.462 | 5.943 | 5.718 | NaN | NaN | NaN | NaN | NaN | 0.006017 | 369295551293819386 | 4096979650282842112 | 12.729174 | 0.000179 | NaN | NaN | NaN | NaN | NaN | NaN | 1682.087632 | 0.000254 | 1682.226853 | 0.000254 | 1682.485679 | 0.000254 | 8.411258 | 0.000262 | 9.075621 | 0.000471 | 7.586238 | 0.000354 | 0.542770 | 0.000602 | 0.810764 | 0.001429 | 0.484708 | 0.001024 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16 | 15 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
10 | 1635721458409799680 | Gaia DR2 4253435825622331392 | 4253435825622331392 | 1589775356 | 2015.5 | 280.738640 | 0.043136 | -5.820912 | 0.042257 | 0.410166 | 0.045753 | 8.964783 | -0.418910 | 0.084638 | -2.190966 | 0.073711 | 0.117532 | 0.043280 | -0.312938 | -0.304299 | -0.117206 | -0.281126 | -0.407730 | -0.223628 | -0.088532 | 0.066299 | 141 | 141 | 138 | 3 | 0.995202 | 149.17964 | 0.000000 | 0.000000e+00 | 31 | False | 224.076840 | 1.451523 | 0.011479 | 0.008126 | 16 | 9 | 0.055854 | 0 | 18 | False | 141 | 3.672005e+06 | 4.828091e+04 | 76.055010 | 9.276108 | 15 | 1.198526e+06 | 6.599334e+04 | 18.161325 | 10.154769 | 17 | 3.469135e+06 | 1.140610e+05 | 30.414722 | 8.411367 | 1.271148 | 0 | 1.743402 | 0.878661 | 0.864740 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 26.786086 | -0.772340 | 281.189184 | 17.202230 | 100001.0 | 4057.7334 | 3965.5076 | 4296.6553 | 0.7520 | 0.3420 | 1.5369 | 0.3670 | 0.1663 | 0.8371 | 200111.0 | 75.384350 | 67.233730 | 78.931560 | 1388.005400 | 1169.41030 | 1606.600500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 37 | Z Sct | DCEP | 1.1106 | 6.949 | 6.477 | 6.263 | 0.33 | 0.12 | 0.09 | 5.0 | 12.08 | 0.05 | 5733 | 445 | a | LIII | 280.73864 | -5.82090 | 0.044910 | V* Z Sct | 280.738641 | -5.820903 | 0.000 | 0.000 | 90.0 | 100 | 18 42 57.27392 | -05 49 15.2509 | deltaCep | V* |cC*|* |IR | 27.900 | NaN | G0-M0 | NaN | 0.4102 | -0.42 | -2.19 | NaN | NaN | NaN | 10.890 | 9.600 | NaN | 7.166 | 6.678 | 6.460 | NaN | NaN | NaN | NaN | NaN | 0.034575 | 369295551293819386 | 4253435825622331392 | 12.910581 | 0.000142 | NaN | NaN | NaN | NaN | NaN | NaN | 1681.476257 | 0.000201 | 1693.679740 | 0.000201 | 1723.251980 | 0.000201 | 9.095620 | 0.000263 | 9.919589 | 0.000656 | 8.353584 | 0.001399 | 0.623319 | 0.000919 | 0.768230 | 0.001538 | 0.347170 | 0.001559 | NaN | NaN | 0.139545 | 0.001900 | NaN | NaN | 1.352414 | 0.007026 | NaN | NaN | 16 | 14 | 14 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
11 | 1635721458409799680 | Gaia DR2 5596601154188852352 | 5596601154188852352 | 1689782959 | 2015.5 | 121.589471 | 0.018498 | -30.096871 | 0.023163 | 0.150709 | 0.028482 | 5.291459 | -1.480622 | 0.040671 | 2.172698 | 0.048335 | 0.195252 | -0.001490 | -0.231479 | 0.030188 | 0.221873 | 0.064804 | -0.127849 | 0.118496 | -0.167620 | 0.212059 | 301 | 301 | 295 | 6 | 6.938499 | 490.30447 | 0.000000 | 0.000000e+00 | 31 | False | 271.806760 | 1.464472 | 0.006100 | 0.014973 | 34 | 17 | 0.036091 | 0 | 38 | False | 319 | 2.722812e+06 | 3.609241e+04 | 75.439995 | 9.600822 | 36 | 1.002976e+06 | 5.474009e+04 | 18.322512 | 10.348162 | 35 | 2.415743e+06 | 7.926660e+04 | 30.476181 | 8.804293 | 1.255584 | 0 | 1.543869 | 0.747340 | 0.796529 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 247.896884 | 1.065428 | 133.553072 | -48.871576 | 100001.0 | 4241.5625 | 4201.6035 | 4284.8700 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 22 | BN Pup | DCEP | 1.1359 | 7.563 | 7.090 | 6.910 | -0.03 | 0.03 | 0.05 | 1.0 | 12.83 | 0.05 | 9930 | 428 | b | LEM | 121.58948 | -30.09689 | 0.074630 | V* BN Pup | 121.589479 | -30.096880 | 0.000 | 0.000 | 90.0 | 94 | 08 06 21.47487 | -30 05 48.7682 | deltaCep | ** |cC*|V* |* |IR | 62.300 | NaN | G4 | NaN | 0.1507 | -1.48 | 2.17 | NaN | NaN | NaN | 10.990 | 9.750 | 8.97 | 7.751 | 7.338 | 7.141 | NaN | NaN | NaN | NaN | NaN | 0.040753 | 369295549951641967 | 5596601154188852352 | 13.670105 | 0.000219 | NaN | NaN | NaN | NaN | NaN | NaN | 1730.799517 | 0.000310 | 1730.660415 | 0.000310 | 1732.308825 | 0.000310 | 9.487538 | 0.000257 | 10.230196 | 0.000415 | 8.671878 | 0.000122 | 0.803998 | 0.000608 | 1.056819 | 0.001212 | 0.597438 | 0.000474 | NaN | NaN | 0.088994 | 0.001226 | 0.144488 | 0.000592 | 4.525629 | 0.011481 | 1.761836 | 0.006800 | 36 | 33 | 35 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
12 | 1635721458409799680 | Gaia DR2 5597327141100381568 | 5597327141100381568 | 1687022855 | 2015.5 | 119.746736 | 0.018461 | -29.307863 | 0.021676 | 0.148993 | 0.027572 | 5.403829 | -2.568540 | 0.041169 | 3.241689 | 0.042550 | 0.159440 | 0.157935 | -0.117219 | -0.081163 | 0.298215 | -0.031068 | -0.359129 | 0.108392 | -0.052133 | 0.072805 | 320 | 320 | 314 | 6 | 8.191267 | 559.64710 | 0.000000 | 0.000000e+00 | 31 | True | 303.939970 | 1.454345 | 0.005612 | -0.052552 | 36 | 16 | 0.032256 | 0 | 38 | False | 337 | 1.622168e+06 | 1.465182e+04 | 110.714455 | 10.163126 | 37 | 5.542243e+05 | 1.785218e+04 | 31.045195 | 10.992174 | 37 | 1.517323e+06 | 3.601858e+04 | 42.126120 | 9.309225 | 1.277023 | 0 | 1.682949 | 0.829048 | 0.853901 | 106.573097 | 8.638671 | 6 | 5750.0 | 1.5 | -0.25 | VARIABLE | 246.378308 | 0.128084 | 130.875374 | -48.613313 | 100001.0 | 4167.7500 | 3987.0000 | 4299.2500 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 26 | LS Pup | CEP | 1.1506 | 8.030 | 7.531 | 7.341 | -0.15 | -0.12 | 0.11 | 1.0 | 13.29 | 0.05 | 10610 | 423 | b | ROM | 119.74675 | -29.30788 | 0.074705 | V* LS Pup | 119.746749 | -29.307877 | 0.000 | 0.000 | 90.0 | 68 | 07 58 59.21977 | -29 18 28.3571 | Cepheid | Ce*|V* |* |IR | 77.400 | NaN | NaN | NaN | 0.1490 | -2.57 | 3.24 | NaN | NaN | NaN | 11.750 | 10.590 | 9.88 | 8.169 | 7.684 | 7.460 | NaN | NaN | NaN | NaN | NaN | 0.064107 | 369295549951641967 | 5597327141100381568 | 14.157350 | 0.000267 | NaN | NaN | NaN | NaN | NaN | NaN | 1725.903234 | 0.000378 | 1725.738177 | 0.000378 | 1726.095193 | 0.000378 | 9.985326 | 0.000239 | 10.740812 | 0.000359 | 9.170941 | 0.000234 | 0.676821 | 0.000597 | 0.888727 | 0.001196 | 0.533425 | 0.000752 | NaN | NaN | 0.281743 | 0.001010 | 0.103611 | 0.000758 | 4.794127 | 0.004197 | 1.716243 | 0.010049 | 34 | 34 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
13 | 1635721458409799680 | Gaia DR2 5597379741549105280 | 5597379741549105280 | 70679366 | 2015.5 | 119.592023 | 0.022383 | -29.130083 | 0.026690 | 0.289989 | 0.034254 | 8.465862 | -2.627301 | 0.049423 | 2.443422 | 0.052102 | 0.165281 | 0.079977 | 0.043708 | 0.039121 | 0.179028 | 0.089079 | -0.060538 | 0.201243 | -0.080055 | 0.079986 | 300 | 300 | 298 | 2 | 8.467171 | 548.46564 | 0.000000 | 0.000000e+00 | 31 | True | 118.257600 | 1.440519 | 0.007409 | -0.012915 | 34 | 17 | 0.035712 | 0 | 37 | False | 317 | 8.658317e+06 | 1.295275e+05 | 66.845420 | 8.344782 | 36 | 2.614054e+06 | 1.364979e+05 | 19.150880 | 9.308102 | 37 | 8.497201e+06 | 3.166232e+05 | 26.836954 | 7.438730 | 1.283304 | 0 | 1.869371 | 0.963320 | 0.906052 | 70.021902 | 6.516397 | 15 | 4250.0 | 4.5 | 0.00 | VARIABLE | 246.156145 | 0.106133 | 130.600754 | -48.483741 | 100001.0 | 4012.0000 | 3869.5000 | 4155.5800 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 169.998350 | 158.454010 | 182.749770 | 6745.712400 | 5519.37160 | 7972.053000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 20 | AQ Pup | DCEP | 1.4786 | 6.033 | 5.495 | 5.283 | -0.26 | 0.06 | 0.05 | 1.0 | 12.29 | 0.05 | 9472 | 436 | b | LEM | 119.59205 | -29.13009 | 0.087846 | V* AQ Pup | 119.592036 | -29.130093 | 0.000 | 0.000 | 90.0 | 163 | 07 58 22.08872 | -29 07 48.3353 | deltaCep | ** |V* |cC*|* |IR | 56.900 | NaN | F5-G2Ib | NaN | 0.2900 | -2.63 | 2.44 | NaN | NaN | NaN | 9.700 | 8.540 | NaN | 5.879 | 5.329 | 5.091 | NaN | NaN | NaN | NaN | NaN | 0.055612 | 369295549951641967 | 5597379741549105280 | 30.090207 | 0.001012 | NaN | NaN | NaN | NaN | NaN | NaN | 1686.974097 | 0.001432 | 1687.041940 | 0.001432 | 1687.686214 | 0.001432 | 8.124128 | 0.000211 | 8.997675 | 0.000389 | 7.264267 | 0.000223 | 0.888433 | 0.000736 | 1.135174 | 0.001469 | 0.730534 | 0.000761 | NaN | NaN | 0.356259 | 0.000693 | 0.201011 | 0.001189 | 4.804479 | 0.005070 | 2.278853 | 0.003950 | 32 | 30 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
14 | 1635721458409799680 | Gaia DR2 5600052040150252800 | 5600052040150252800 | 546853193 | 2015.5 | 114.646818 | 0.017000 | -28.499601 | 0.023600 | 0.138201 | 0.026470 | 5.221033 | -1.385562 | 0.039159 | 2.170105 | 0.049356 | 0.182135 | 0.018627 | -0.009959 | 0.038109 | 0.004471 | 0.050554 | -0.277457 | 0.110344 | -0.033385 | 0.168405 | 331 | 331 | 327 | 4 | 3.503799 | 418.55743 | 0.000000 | 0.000000e+00 | 31 | True | 231.684950 | 1.473711 | 0.005631 | 0.024898 | 38 | 17 | 0.037400 | 0 | 41 | True | 349 | 3.922664e+06 | 4.587812e+04 | 85.501854 | 9.204413 | 37 | 1.523113e+06 | 7.537622e+04 | 20.206812 | 9.894558 | 38 | 3.541826e+06 | 1.077330e+05 | 32.875980 | 8.388852 | 1.291199 | 0 | 1.505706 | 0.690145 | 0.815561 | 63.484840 | 7.070208 | 6 | 4250.0 | 4.5 | 0.00 | VARIABLE | 243.420654 | -3.313461 | 124.014595 | -49.069583 | 100001.0 | 4648.4750 | 4380.0000 | 5465.6800 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 28 | VZ Pup | DCEP | 1.3649 | 7.309 | 6.842 | 6.657 | -0.37 | -0.01 | 0.04 | 1.0 | 13.35 | 0.05 | 10867 | 425 | b | LEM | 114.64683 | -28.49961 | 0.048402 | V* VZ Pup | 114.646826 | -28.499610 | 0.010 | 0.008 | 90.0 | 118 | 07 38 35.23836 | -28 29 58.5972 | deltaCep | NaN | 63.000 | NaN | F7.5 | NaN | 1.3300 | -0.99 | 2.52 | NaN | NaN | NaN | 9.730 | 8.980 | NaN | 7.157 | 6.657 | 6.463 | NaN | NaN | NaN | NaN | NaN | 0.041643 | 369295549951641967 | 5600052040150252800 | 23.172844 | 0.000134 | NaN | NaN | NaN | NaN | NaN | NaN | 1707.716650 | 0.000189 | 1708.583451 | 0.000189 | 1707.641426 | 0.000189 | 9.217181 | 0.000202 | 9.947791 | 0.000302 | 8.418077 | 0.000283 | 0.932600 | 0.003201 | 1.162996 | 0.001787 | 0.816242 | 0.004376 | NaN | NaN | 0.377329 | 0.001972 | 0.209076 | 0.001022 | 4.710113 | 0.003781 | 3.179208 | 0.012132 | 36 | 31 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
15 | 1635721458409799680 | Gaia DR2 5600915775257809152 | 5600915775257809152 | 938449036 | 2015.5 | 119.425691 | 0.018990 | -27.601892 | 0.024040 | 0.060329 | 0.030136 | 2.001920 | -1.520458 | 0.042706 | 1.944400 | 0.052864 | 0.184970 | 0.005508 | -0.293422 | 0.000738 | 0.051498 | 0.012845 | -0.263327 | 0.150299 | -0.084614 | 0.218966 | 317 | 317 | 305 | 12 | 10.140772 | 622.17633 | 0.000000 | 0.000000e+00 | 31 | False | 395.155030 | 1.445091 | 0.005720 | 0.007443 | 37 | 17 | 0.038763 | 0 | 40 | False | 326 | 4.111465e+05 | 4.930917e+03 | 83.381355 | 11.653374 | 33 | 1.420659e+05 | 7.518651e+03 | 18.895136 | 12.470163 | 33 | 4.117728e+05 | 1.447765e+04 | 28.441956 | 10.725276 | 1.347059 | 0 | 1.744887 | 0.816790 | 0.928098 | 139.591988 | 7.101557 | 8 | 6000.0 | 3.5 | 0.00 | VARIABLE | 244.776543 | 0.779646 | 129.729318 | -47.064627 | 100001.0 | 4076.0000 | 3940.0000 | 4287.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 25 | HW Pup | DCEP | 1.1289 | 9.468 | 8.914 | 8.716 | -0.28 | -0.22 | 0.09 | 1.0 | 14.55 | 0.07 | 13554 | 436 | c | LEM | 119.42567 | -27.60192 | 0.121886 | V* HW Pup | 119.425699 | -27.601900 | 0.000 | 0.000 | 90.0 | 42 | 07 57 42.16768 | -27 36 06.8409 | deltaCep | cC*|* |V* |IR | 115.400 | NaN | NaN | NaN | 0.0603 | -1.52 | 1.94 | NaN | NaN | NaN | 13.350 | NaN | NaN | 9.279 | 8.806 | 8.619 | NaN | NaN | NaN | NaN | NaN | 0.038259 | 369295549951641967 | 5600915775257809152 | 13.459792 | 0.000263 | NaN | NaN | NaN | NaN | NaN | NaN | 1728.119217 | 0.000372 | 1728.366310 | 0.000372 | 1728.723263 | 0.000372 | 11.494010 | 0.000867 | 12.362893 | 0.000544 | 10.659074 | 0.000292 | 0.857041 | 0.001427 | 0.887123 | 0.001325 | 0.552560 | 0.000646 | NaN | NaN | 0.437294 | 0.004947 | 0.293099 | 0.005471 | 5.367787 | 0.018122 | 1.673147 | 0.009151 | 38 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
16 | 1635721458409799680 | Gaia DR2 5613165915335320192 | 5613165915335320192 | 1376091236 | 2015.5 | 111.169126 | 0.017165 | -26.188491 | 0.021992 | 0.213099 | 0.026879 | 7.928214 | -1.206290 | 0.040311 | 2.670997 | 0.045938 | -0.008561 | 0.028196 | -0.178407 | -0.006690 | 0.079051 | 0.022847 | -0.304645 | 0.240064 | -0.007178 | -0.120853 | 350 | 350 | 340 | 10 | 12.276540 | 762.68140 | 0.000000 | 0.000000e+00 | 31 | False | 384.988680 | 1.422795 | 0.005375 | -0.046247 | 40 | 17 | 0.034761 | 0 | 43 | False | 375 | 4.582653e+05 | 4.373492e+03 | 104.782455 | 11.535573 | 42 | 1.475528e+05 | 5.778638e+03 | 25.534185 | 12.429019 | 41 | 4.695095e+05 | 1.149638e+04 | 40.839756 | 10.582809 | 1.346518 | 0 | 1.846210 | 0.893446 | 0.952764 | 88.553163 | 4.840434 | 12 | 5750.0 | 1.5 | -0.50 | VARIABLE | 239.905723 | -4.923027 | 118.687778 | -47.541393 | 100001.0 | 3900.0000 | 3883.7500 | 4249.5270 | 0.8902 | 0.4774 | 1.7787 | 0.4340 | 0.2057 | 0.8561 | 200111.0 | 58.381653 | 49.172745 | 58.871223 | 710.404850 | 561.00070 | 859.809000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 2 | AO Cma | DCEP | 0.7646 | 9.154 | 8.595 | 8.366 | -0.04 | 0.01 | 0.06 | 1.0 | 12.95 | 0.05 | 10430 | 433 | b+ | LEM | 111.16917 | -26.18853 | 0.200995 | V* AO CMa | 111.169132 | -26.188502 | 0.000 | 0.000 | 90.0 | 20 | 07 24 40.59159 | -26 11 18.6079 | deltaCep | V* |cC*|IR | 88.550 | NaN | NaN | NaN | 0.2131 | -1.21 | 2.67 | NaN | NaN | NaN | NaN | NaN | NaN | 9.177 | 8.512 | 8.341 | NaN | NaN | NaN | NaN | NaN | 0.045427 | 369295549951641967 | 5613165915335320192 | 5.815848 | 0.000049 | NaN | NaN | NaN | NaN | NaN | NaN | 1745.830470 | 0.000069 | 1745.784440 | 0.000069 | 1745.841498 | 0.000069 | 11.447279 | 0.000252 | 12.327200 | 0.001129 | 10.535612 | 0.000175 | 0.579025 | 0.000660 | 0.767527 | 0.004565 | 0.483751 | 0.000652 | 0.048459 | 0.233803 | 0.393094 | 0.001411 | 0.115921 | 0.001436 | 4.793197 | 0.004604 | 3.039407 | 0.013283 | 42 | 41 | 41 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
17 | 1635721458409799680 | Gaia DR2 5613564621430610560 | 5613564621430610560 | 888772371 | 2015.5 | 111.828684 | 0.019143 | -25.785354 | 0.025030 | 0.062129 | 0.034674 | 1.791828 | -0.744672 | 0.044812 | 1.883888 | 0.049627 | 0.014850 | 0.001397 | -0.270208 | 0.036419 | 0.318383 | 0.110854 | -0.302316 | 0.231369 | -0.157749 | -0.072824 | 306 | 245 | 300 | 6 | 10.600927 | 633.57110 | 0.000000 | 1.729690e-15 | 31 | True | 218.219420 | 1.389020 | 0.006404 | -0.009649 | 35 | 15 | 0.037052 | 0 | 36 | True | 315 | 1.546952e+05 | 1.582966e+03 | 97.724880 | 12.714674 | 32 | 4.588488e+04 | 1.949294e+03 | 23.539234 | 13.697214 | 34 | 1.610870e+05 | 4.447291e+03 | 36.221367 | 11.744269 | 1.337933 | 0 | 1.952945 | 0.982540 | 0.970405 | 117.805841 | 4.997744 | 8 | 6000.0 | 3.5 | 0.00 | VARIABLE | 239.828250 | -4.210251 | 119.413601 | -47.020277 | 100001.0 | 3998.7524 | 3770.0000 | 4162.9650 | 1.0843 | 0.7599 | 1.6361 | 0.4893 | 0.3639 | 0.8537 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 24 | CK Pup | CEP | 0.8703 | 10.273 | 9.703 | 9.456 | -0.12 | -0.13 | 0.06 | 2.0 | 14.37 | 0.05 | 13357 | 423 | b+ | G13 | 111.82871 | -25.78536 | 0.087659 | V* CK Pup | 111.828687 | -25.785362 | 0.000 | 0.000 | 90.0 | 17 | 07 27 18.88494 | -25 47 07.3048 | Cepheid | Ce*|V* |IR | 117.810 | NaN | NaN | NaN | 0.0621 | -0.75 | 1.88 | NaN | NaN | NaN | NaN | NaN | NaN | 10.092 | 9.585 | 9.381 | NaN | NaN | NaN | NaN | NaN | 0.031399 | 369295549951641967 | 5613564621430610560 | 7.419344 | 0.000053 | NaN | NaN | NaN | NaN | NaN | NaN | 1747.566007 | 0.000075 | 1777.271729 | 0.000075 | 1747.587841 | 0.000075 | 12.696842 | 0.000136 | 13.616237 | 0.002068 | 11.733342 | 0.000287 | 0.673812 | 0.000751 | 0.935128 | 0.006620 | 0.565602 | 0.001568 | NaN | NaN | 0.307389 | 0.000830 | 0.275356 | 0.001036 | 5.157450 | 0.004909 | 3.589997 | 0.002724 | 35 | 31 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
18 | 1635721458409799680 | Gaia DR2 5618354751226656640 | 5618354751226656640 | 469592602 | 2015.5 | 112.510630 | 0.009978 | -23.673981 | 0.015163 | 0.077720 | 0.019586 | 3.968206 | -1.161681 | 0.026423 | 2.083325 | 0.029590 | 0.098158 | -0.125981 | -0.375563 | 0.053915 | 0.191438 | 0.108183 | -0.376753 | 0.296703 | -0.136310 | -0.144414 | 472 | 27 | 467 | 5 | 0.516487 | 477.19680 | 0.000000 | 0.000000e+00 | 31 | True | 110.149750 | 1.410858 | 0.003420 | -0.017344 | 54 | 16 | 0.036923 | 0 | 55 | False | 439 | 7.864390e+04 | 5.380113e+02 | 146.175170 | 13.449204 | 46 | 2.441920e+04 | 6.092243e+02 | 40.082450 | 14.382059 | 53 | 8.253698e+04 | 1.863098e+03 | 44.300930 | 12.470299 | 1.360006 | 0 | 1.911760 | 0.932856 | 0.978905 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 238.261986 | -2.661939 | 119.627978 | -44.824995 | 100001.0 | 3873.0000 | 3799.0000 | 4159.1750 | 1.1493 | 0.7573 | 2.2020 | 0.5847 | 0.3633 | 1.0751 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 21 | BC Pup | DCEP | 0.5495 | 11.015 | 10.475 | 10.247 | -0.23 | -0.31 | 0.07 | 1.0 | 14.12 | 0.05 | 12763 | 426 | b+ | LII | 112.51062 | -23.67400 | 0.076334 | V* BC Pup | 112.510636 | -23.673990 | 0.000 | 0.000 | 90.0 | 18 | 07 30 02.55263 | -23 40 26.3643 | deltaCep | V* |cC*|IR | NaN | NaN | NaN | NaN | 0.0777 | -1.16 | 2.08 | NaN | NaN | NaN | NaN | NaN | NaN | 10.962 | 10.353 | 10.176 | NaN | NaN | NaN | NaN | NaN | 0.036972 | 369295549951641967 | 5618354751226656640 | 3.544163 | 0.000005 | NaN | NaN | NaN | NaN | NaN | NaN | 1752.404057 | 0.000006 | 1752.355161 | 0.000006 | 1752.390566 | 0.000006 | 13.260380 | 0.000120 | 14.119955 | 0.000497 | 12.357792 | 0.000276 | 0.759723 | 0.000597 | 0.933188 | 0.002568 | 0.597429 | 0.001539 | -0.223887 | 0.219739 | 0.461183 | 0.000625 | 0.238926 | 0.000435 | 4.285747 | 0.002024 | 2.179873 | 0.003318 | 54 | 52 | 52 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
19 | 1635721458409799680 | Gaia DR2 5620400182140135168 | 5620400182140135168 | 1135421867 | 2015.5 | 112.954530 | 0.020333 | -20.149657 | 0.025378 | 0.169794 | 0.036931 | 4.597581 | -2.113402 | 0.041071 | 2.164458 | 0.049063 | -0.251875 | 0.142497 | -0.279801 | -0.009106 | -0.046084 | 0.010175 | -0.249246 | 0.290924 | -0.188094 | -0.187376 | 340 | 340 | 318 | 22 | 10.873013 | 670.36060 | 0.000000 | 0.000000e+00 | 31 | True | 380.870300 | 1.496897 | 0.006230 | -0.020092 | 40 | 14 | 0.034166 | 0 | 42 | False | 359 | 7.211298e+05 | 6.311240e+03 | 114.261185 | 11.043332 | 35 | 2.805097e+05 | 1.085565e+04 | 25.839975 | 11.731519 | 36 | 6.557045e+05 | 1.574339e+04 | 41.649517 | 10.220150 | 1.298260 | 0 | 1.511369 | 0.688187 | 0.823182 | 69.973036 | 8.158441 | 4 | 5000.0 | 4.5 | 0.00 | VARIABLE | 235.366770 | -0.608690 | 119.163329 | -41.292962 | 100001.0 | 4320.5000 | 4071.9568 | 4913.9067 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 27 | VW Pup | DCEP | 0.6320 | 9.008 | 8.514 | 8.360 | -0.19 | -0.14 | 0.06 | 1.0 | 12.58 | 0.07 | 10175 | 443 | c | LII | 112.95454 | -20.14967 | 0.055572 | V* VW Pup | 112.954540 | -20.149667 | 0.000 | 0.000 | 90.0 | 60 | 07 31 49.08962 | -20 08 58.8005 | deltaCep | V* |cC*|* |IR | 24.000 | NaN | F5 | NaN | 0.1698 | -2.11 | 2.16 | NaN | NaN | NaN | 12.120 | 11.150 | NaN | 8.933 | 8.509 | 8.365 | NaN | NaN | NaN | NaN | NaN | 0.046889 | 369295549951641967 | 5620400182140135168 | 4.285432 | 0.000011 | NaN | NaN | NaN | NaN | NaN | NaN | 1749.770078 | 0.000015 | 1749.715804 | 0.000015 | 1749.761753 | 0.000015 | 10.954652 | 0.000148 | 11.648421 | 0.000396 | 10.174897 | 0.000171 | 0.605646 | 0.000556 | 0.783423 | 0.000960 | 0.494924 | 0.000676 | -0.150133 | 0.224986 | 0.444183 | 0.000925 | 0.210405 | 0.001565 | 4.596198 | 0.004253 | 2.692074 | 0.005014 | 39 | 33 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
20 | 1635721458409799680 | Gaia DR2 5715183929918131968 | 5715183929918131968 | 879437856 | 2015.5 | 115.478699 | 0.019623 | -21.133058 | 0.023143 | 0.126722 | 0.034208 | 3.704464 | -2.384257 | 0.040542 | 2.975668 | 0.047263 | -0.131759 | 0.088541 | -0.099836 | -0.052501 | 0.091966 | -0.018987 | -0.136345 | 0.226841 | -0.130981 | -0.110847 | 306 | 306 | 301 | 5 | 7.099184 | 503.55740 | 0.000000 | 0.000000e+00 | 31 | False | 272.310000 | 1.534152 | 0.006366 | -0.068111 | 35 | 14 | 0.032609 | 0 | 36 | False | 316 | 1.387304e+06 | 1.565145e+04 | 88.637370 | 10.332937 | 32 | 5.726760e+05 | 2.498812e+04 | 22.917930 | 10.956615 | 32 | 1.137713e+06 | 3.439048e+04 | 33.082214 | 9.621838 | 1.232887 | 0 | 1.334778 | 0.623678 | 0.711100 | 82.533649 | 6.066583 | 7 | 4750.0 | 4.5 | 0.00 | VARIABLE | 237.378877 | 0.971864 | 122.528523 | -41.737989 | 100001.0 | 4660.2000 | 4557.8335 | 4755.5303 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 29 | WW Pup | DCEP | 0.7417 | 8.653 | 8.274 | 8.131 | -0.18 | 0.13 | 0.16 | 1.0 | 12.82 | 0.05 | 10382 | 436 | b+ | LII | 115.47871 | -21.13307 | 0.058366 | V* WW Pup | 115.478710 | -21.133070 | 0.000 | 0.000 | 90.0 | 63 | 07 41 54.89037 | -21 07 59.0533 | deltaCep | cC*|V* |* |IR | 87.000 | NaN | F5 | NaN | 0.1267 | -2.38 | 2.98 | NaN | NaN | NaN | 11.360 | 10.530 | NaN | 8.557 | 8.226 | 8.075 | NaN | NaN | NaN | NaN | NaN | 0.059102 | 369295549951641967 | 5715183929918131968 | 5.516153 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1748.844775 | 0.000027 | 1748.816485 | 0.000027 | 1748.960171 | 0.000027 | 10.269299 | 0.000138 | 10.823578 | 0.001666 | 9.606266 | 0.001135 | 0.772941 | 0.000429 | 0.971435 | 0.004895 | 0.561842 | 0.002512 | -0.144340 | 0.233765 | 0.450227 | 0.000707 | 0.123514 | 0.000689 | 4.650653 | 0.001381 | 2.948765 | 0.007988 | 34 | 28 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
21 | 1635721458409799680 | Gaia DR2 5884729035255064064 | 5884729035255064064 | 1145314701 | 2015.5 | 238.678374 | 0.027616 | -54.566442 | 0.020606 | 0.400225 | 0.035101 | 11.402030 | -1.273257 | 0.056302 | -2.083340 | 0.048215 | 0.004556 | -0.153635 | -0.300209 | -0.317742 | 0.000044 | -0.329172 | -0.140514 | 0.157906 | 0.074419 | -0.544447 | 553 | 553 | 545 | 8 | 13.027777 | 1090.18750 | 0.000000 | 0.000000e+00 | 31 | True | 243.601200 | 1.421808 | 0.004976 | 0.049551 | 64 | 15 | 0.043763 | 0 | 67 | False | 573 | 4.613992e+06 | 3.786372e+04 | 121.857840 | 9.028173 | 61 | 1.463887e+06 | 5.133706e+04 | 28.515207 | 9.937619 | 64 | 4.596272e+06 | 9.069115e+04 | 50.680492 | 8.105906 | 1.313431 | 0 | 1.831714 | 0.909446 | 0.922268 | -26.769944 | 2.997266 | 6 | 5750.0 | 2.0 | 0.25 | VARIABLE | 327.501492 | -0.683573 | 248.837020 | -33.404637 | 100001.0 | 4054.1600 | 3962.6926 | 4187.5350 | 0.4280 | 0.1182 | 1.5013 | 0.1927 | 0.0590 | 0.8397 | 200111.0 | 86.852850 | 81.408340 | 90.908615 | 1835.973300 | 1590.45460 | 2081.492000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 18 | SY Nor | DCEP | 1.1019 | 6.638 | 6.091 | 5.864 | 0.34 | 0.23 | 0.07 | 2.0 | 11.59 | 0.05 | 6286 | 446 | b+ | LIII | 238.67838 | -54.56643 | 0.044000 | V* SY Nor | 238.678383 | -54.566433 | 0.000 | 0.000 | 90.0 | 77 | 15 54 42.81198 | -54 33 59.1578 | deltaCep | ** |V* |** |cC*|* |IR | -26.800 | NaN | F9Ib+B4.5V | NaN | 0.4002 | -1.27 | -2.08 | NaN | NaN | NaN | 11.000 | 9.630 | NaN | 6.686 | 6.086 | 5.822 | NaN | NaN | NaN | NaN | NaN | 0.037845 | 369295549951641967 | 5884729035255064064 | 12.633459 | 0.000179 | NaN | NaN | NaN | NaN | NaN | NaN | 1676.154466 | 0.000253 | 1676.117651 | 0.000253 | 1675.143784 | 0.000253 | 8.965303 | 0.000602 | 9.866003 | 0.000896 | 8.031175 | 0.008760 | 0.752698 | 0.001217 | 0.975715 | 0.001717 | 0.655384 | 0.065284 | NaN | NaN | 0.174026 | 0.001090 | 0.144015 | 0.000852 | 4.054001 | 0.005394 | 0.985214 | 0.007245 | 61 | 56 | 58 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
22 | 1635721458409799680 | Gaia DR2 5932565900081831040 | 5932565900081831040 | 149584825 | 2015.5 | 242.835263 | 0.033470 | -54.354135 | 0.018536 | 0.474358 | 0.038007 | 12.480704 | -1.746481 | 0.062004 | -3.762794 | 0.051012 | 0.222684 | -0.227086 | -0.457573 | -0.254797 | -0.055188 | -0.209945 | -0.320668 | -0.025368 | 0.233823 | -0.374249 | 517 | 517 | 511 | 6 | 7.177959 | 769.53394 | 0.000000 | 0.000000e+00 | 31 | False | 207.216540 | 1.532549 | 0.006182 | -0.015917 | 58 | 16 | 0.044671 | 0 | 61 | False | 531 | 6.712248e+06 | 2.144030e+04 | 313.066900 | 8.621196 | 59 | 3.045717e+06 | 3.765540e+04 | 80.883940 | 9.142164 | 61 | 5.253955e+06 | 4.261005e+04 | 123.303200 | 7.960704 | 1.236497 | 0 | 1.181460 | 0.520968 | 0.660492 | -40.335048 | 2.087939 | 16 | 6000.0 | 3.5 | 0.00 | VARIABLE | 329.456250 | -2.119911 | 251.581370 | -32.638266 | 100001.0 | 4908.6500 | 4653.2563 | 5080.7800 | 0.9798 | 0.5860 | 2.2331 | 0.5250 | 0.2860 | 1.0315 | 200111.0 | 50.395420 | 47.038610 | 56.079124 | 1328.388400 | 1170.31930 | 1486.457500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 17 | QZ Nor | DCEPS | 0.5782 | 7.085 | 6.748 | 6.614 | 0.19 | 0.21 | 0.06 | 2.0 | 11.53 | 0.05 | 6283 | 447 | b | G13 | 242.83525 | -54.35410 | 0.127278 | V* QZ Nor | 242.835276 | -54.354118 | 0.000 | 0.000 | 90.0 | 106 | 16 11 20.46619 | -54 21 14.8260 | deltaCep | cC*|V* |IR |* | -40.340 | NaN | F6I | NaN | 0.4744 | -1.75 | -3.76 | NaN | NaN | NaN | 9.530 | 8.710 | 8.66 | 7.004 | 6.700 | 6.544 | NaN | NaN | NaN | NaN | NaN | 0.064299 | 369295549951641967 | 5932565900081831040 | NaN | NaN | 3.786777 | 0.000017 | NaN | NaN | NaN | NaN | 1698.054739 | 0.000025 | 1698.119182 | 0.000025 | 1698.041201 | 0.000025 | 8.576756 | 0.000072 | 9.099462 | 0.000253 | 7.934157 | 0.000149 | 0.239751 | 0.000237 | 0.302013 | 0.000550 | 0.186929 | 0.000271 | NaN | NaN | 0.051345 | 0.001093 | NaN | NaN | 3.605023 | 0.025218 | NaN | NaN | 60 | 57 | 53 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
23 | 1635721458409799680 | Gaia DR2 5937099633141128448 | 5937099633141128448 | 1149846031 | 2015.5 | 251.329617 | 0.039278 | -51.342638 | 0.028568 | 0.247686 | 0.046633 | 5.311415 | -2.606153 | 0.066772 | -6.661254 | 0.053118 | 0.477070 | -0.286525 | -0.412304 | -0.467223 | -0.212215 | -0.503354 | -0.211769 | 0.018530 | -0.008183 | 0.251985 | 261 | 261 | 252 | 9 | 5.163854 | 379.57864 | 0.000000 | 0.000000e+00 | 31 | False | 270.912100 | 1.420252 | 0.008345 | 0.111614 | 30 | 13 | 0.047274 | 0 | 34 | True | 279 | 2.332662e+06 | 3.409152e+04 | 68.423510 | 9.768736 | 32 | 6.968406e+05 | 4.398254e+04 | 15.843571 | 10.743555 | 33 | 2.420058e+06 | 1.032166e+05 | 23.446410 | 8.802356 | 1.336198 | 0 | 1.941199 | 0.974819 | 0.966380 | -60.710439 | 7.575931 | 2 | 4250.0 | 4.5 | 0.00 | VARIABLE | 335.179721 | -3.746951 | 256.815042 | -28.754486 | 100001.0 | 3934.8500 | 3829.8098 | 4106.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 110.024220 | 101.043140 | 116.142265 | 2614.472700 | 1924.45000 | 3304.495400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 1 | V340 Ara | DCEP | 1.3183 | 7.302 | 6.754 | 6.534 | 0.40 | 0.33 | 0.09 | 6.0 | 12.99 | 0.05 | 4657 | 427 | b+ | PED | 251.32964 | -51.34261 | 0.114270 | V* V340 Ara | 251.329635 | -51.342609 | 0.000 | 0.000 | 90.0 | 56 | 16 45 19.11229 | -51 20 33.3942 | deltaCep | cC*|* |V* |IR | -83.300 | NaN | NaN | NaN | 0.2477 | -2.61 | -6.66 | NaN | NaN | NaN | 11.390 | 10.030 | NaN | 7.516 | 6.880 | 6.632 | NaN | NaN | NaN | NaN | NaN | 0.110870 | 369295549951641967 | 5937099633141128448 | 20.853063 | 0.000285 | NaN | NaN | NaN | NaN | NaN | NaN | 1651.839449 | 0.000403 | 1651.601969 | 0.000403 | 1652.113134 | 0.000403 | 9.596311 | 0.000142 | 10.513991 | 0.000388 | 8.671559 | 0.000171 | 0.811089 | 0.000450 | 1.044966 | 0.000933 | 0.728991 | 0.000515 | NaN | NaN | 0.222709 | 0.000759 | NaN | NaN | 4.073887 | 0.002855 | NaN | NaN | 32 | 30 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
24 | 1635721458409799680 | Gaia DR2 5964193485048327808 | 5964193485048327808 | 1688356617 | 2015.5 | 252.910606 | 0.041466 | -45.426706 | 0.036751 | 0.503894 | 0.044516 | 11.319327 | -1.353638 | 0.083133 | -2.233629 | 0.064717 | -0.116915 | -0.129329 | -0.508100 | 0.075107 | -0.200410 | 0.154506 | -0.753328 | -0.097501 | 0.260298 | -0.292321 | 229 | 229 | 227 | 2 | 11.864092 | 576.31060 | 0.000000 | 0.000000e+00 | 31 | False | 223.822390 | 1.358272 | 0.008332 | 0.085199 | 26 | 12 | 0.057381 | 0 | 27 | True | 237 | 4.955438e+06 | 5.746177e+04 | 86.238870 | 8.950661 | 26 | 1.101090e+06 | 5.824075e+04 | 18.905844 | 10.246831 | 26 | 5.857666e+06 | 1.965971e+05 | 29.795288 | 7.842609 | 1.404267 | 0 | 2.404222 | 1.296170 | 1.108052 | -47.140292 | 18.803032 | 3 | 3600.0 | 4.5 | 0.00 | VARIABLE | 340.388437 | -0.744758 | 257.077080 | -22.751125 | 100001.0 | 4422.6000 | 3784.0000 | 5643.0000 | 1.4960 | 1.1319 | 2.0117 | 0.7177 | 0.5875 | 0.9721 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 31 | KQ Sco | DCEP | 1.4577 | 5.945 | 5.229 | 4.924 | 0.22 | 0.52 | 0.08 | 5.0 | 11.67 | 0.05 | 5948 | 451 | b | ROM | 252.91062 | -45.42669 | 0.066694 | V* KQ Sco | 252.910614 | -45.426696 | 0.000 | 0.000 | 90.0 | 107 | 16 51 38.54735 | -45 25 36.1053 | deltaCep | cC*|* |V* |IR | -24.100 | NaN | K7 | NaN | 0.5039 | -1.35 | -2.23 | NaN | NaN | NaN | 10.690 | 9.310 | NaN | 5.836 | 5.264 | 4.955 | NaN | NaN | NaN | NaN | NaN | 0.040483 | 369295549951641967 | 5964193485048327808 | 28.865095 | 0.001142 | NaN | NaN | NaN | NaN | NaN | NaN | 1634.339101 | 0.001616 | 1634.789262 | 0.001616 | 1635.852895 | 0.001616 | 8.854315 | 0.000274 | 10.110852 | 0.001222 | 7.762304 | 0.001049 | 0.687223 | 0.000909 | 0.879406 | 0.002968 | 0.595631 | 0.001508 | NaN | NaN | 0.522776 | 0.001952 | NaN | NaN | 4.111005 | 0.003289 | NaN | NaN | 27 | 26 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
25 | 1635721458409799680 | Gaia DR2 174489098011145216 | 174489098011145216 | 1227568881 | 2015.5 | 71.942980 | 0.062798 | 36.722781 | 0.040311 | 1.041957 | 0.063712 | 16.354294 | 0.337635 | 0.104470 | -1.344815 | 0.065519 | -0.224672 | 0.438145 | -0.355919 | 0.290480 | -0.274729 | 0.018340 | -0.833919 | 0.095309 | 0.406768 | 0.111865 | 247 | 247 | 246 | 1 | 8.623780 | 483.17750 | 0.000000 | 0.000000e+00 | 31 | True | 135.808900 | 1.497797 | 0.008512 | -0.150462 | 28 | 11 | 0.062196 | 0 | 36 | False | 274 | 2.922936e+07 | 3.067353e+05 | 95.291820 | 7.023818 | 33 | 5.161311e+06 | 8.591747e+05 | 6.007290 | 8.569488 | 32 | 1.846095e+07 | 1.578368e+06 | 11.696228 | 6.596285 | 0.808169 | 0 | 1.973203 | 1.545670 | 0.427533 | 11.604876 | 3.281972 | 19 | 4500.0 | 4.5 | 0.00 | VARIABLE | 166.617655 | -5.385878 | 75.150041 | 14.209757 | 101001.0 | 4642.0000 | 3796.0000 | 5979.2500 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 255 | AW Per | DCEP | 0.8105 | 5.213 | 4.832 | 4.657 | 0.04 | 0.01 | NaN | NaN | 9.56 | 0.05 | 8731 | 452 | a | LIII | 71.94299 | 36.72280 | 0.072850 | V* AW Per | 71.942979 | 36.722787 | 0.000 | 0.000 | 90.0 | 190 | 04 47 46.31487 | +36 43 22.0334 | deltaCep | cC*|V* |IR |* |SB* | 5.500 | NaN | F0+B6: | NaN | 1.0420 | 0.34 | -1.35 | NaN | NaN | NaN | 8.460 | 7.510 | NaN | 5.100 | 4.792 | 4.630 | NaN | NaN | NaN | NaN | NaN | 0.021492 | 369295549951641967 | 174489098011145216 | 6.464663 | 0.000190 | NaN | NaN | NaN | NaN | NaN | NaN | 1725.113269 | 0.000269 | 1725.153752 | 0.000269 | 1725.485502 | 0.000269 | 7.047654 | 0.001088 | 7.734224 | 0.004829 | 6.274302 | 0.000914 | 0.679947 | 0.004283 | 0.820732 | 0.030445 | 0.569329 | 0.003141 | NaN | NaN | 0.405374 | 0.003507 | 0.236758 | 0.007309 | 4.743664 | 0.012464 | 2.802101 | 0.019435 | 29 | 24 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
26 | 1635721458409799680 | Gaia DR2 188724234539584256 | 188724234539584256 | 1376879911 | 2015.5 | 78.841596 | 0.039358 | 40.078021 | 0.033615 | 0.172405 | 0.043149 | 3.995569 | 0.167656 | 0.079196 | -0.585082 | 0.058388 | 0.052987 | 0.142589 | -0.544867 | -0.126132 | -0.376826 | -0.277813 | -0.812255 | 0.217397 | 0.365459 | 0.148601 | 303 | 303 | 299 | 4 | 6.448983 | 478.82098 | 0.000000 | 0.000000e+00 | 31 | True | 274.645000 | 1.427052 | 0.006917 | -0.029771 | 34 | 12 | 0.054315 | 0 | 36 | False | 311 | 2.204220e+06 | 2.314898e+04 | 95.218900 | 9.830228 | 32 | 6.528213e+05 | 2.702748e+04 | 24.153986 | 10.814403 | 33 | 2.125099e+06 | 5.820423e+04 | 36.511074 | 8.943472 | 1.260274 | 0 | 1.870931 | 0.984175 | 0.886756 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 167.279787 | 0.939579 | 81.093133 | 16.983124 | 100001.0 | 3950.0000 | 3872.5000 | 4100.2197 | 0.4948 | 0.1609 | 1.1833 | 0.2730 | 0.0829 | 0.7403 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 342 | YZ Aur | DCEP | 1.2599 | 7.487 | 6.905 | 6.669 | -0.33 | -0.19 | NaN | NaN | 12.89 | 0.05 | 11668 | 459 | a | LEM | 78.84158 | 40.07803 | 0.054704 | V* YZ Aur | 78.841595 | 40.078023 | 0.000 | 0.000 | 90.0 | 86 | 05 15 21.98271 | +40 04 40.8831 | deltaCep | cC*|* |V* |IR | -12.100 | NaN | G5 | NaN | 0.1724 | 0.30 | -0.47 | NaN | NaN | NaN | 11.770 | 10.240 | NaN | 7.685 | 7.064 | 6.820 | NaN | NaN | NaN | NaN | NaN | 0.009434 | 369295549951641967 | 188724234539584256 | 18.190761 | 0.001081 | NaN | NaN | NaN | NaN | NaN | NaN | 1664.124986 | 0.001529 | 1664.205931 | 0.001529 | 1829.677598 | 0.001529 | 9.775206 | 0.000481 | 10.656617 | 0.001080 | 8.849756 | 0.000312 | 0.624261 | 0.001053 | 0.814900 | 0.001869 | 0.527318 | 0.001209 | NaN | NaN | 0.213454 | 0.002181 | 0.144998 | 0.002327 | 4.766832 | 0.013089 | 2.457551 | 0.019115 | 35 | 31 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
27 | 1635721458409799680 | Gaia DR2 189726984845700480 | 189726984845700480 | 383118584 | 2015.5 | 86.058334 | 0.041694 | 37.586869 | 0.036011 | 0.216269 | 0.039825 | 5.430519 | -0.060064 | 0.081114 | -0.578002 | 0.057638 | -0.226124 | 0.051099 | -0.345653 | 0.499675 | -0.108401 | 0.501893 | -0.345183 | 0.255944 | 0.078516 | -0.054835 | 161 | 161 | 159 | 2 | 6.571914 | 299.48618 | 0.000000 | 0.000000e+00 | 31 | True | 401.719640 | 1.446539 | 0.008469 | 0.005961 | 18 | 10 | 0.056184 | 0 | 18 | False | 161 | 3.941790e+05 | 5.812279e+03 | 67.818330 | 11.699132 | 18 | 1.376946e+05 | 7.669742e+03 | 17.952957 | 12.504096 | 17 | 3.834257e+05 | 1.482853e+04 | 25.857302 | 10.802717 | 1.322039 | 0 | 1.701379 | 0.804964 | 0.896415 | 12.557693 | 5.083714 | 6 | 6000.0 | 3.5 | 0.00 | VARIABLE | 172.458315 | 4.259826 | 86.779038 | 14.191648 | 100001.0 | 4264.0000 | 4080.4700 | 4408.0000 | 0.4770 | 0.1802 | 2.0421 | 0.2167 | 0.1130 | 1.0787 | 200111.0 | 39.974100 | 37.405020 | 43.650850 | 475.905600 | 347.43167 | 604.379500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 29 | GV Aur | DCEP | 0.7210 | 9.493 | 9.011 | 8.811 | -0.21 | -0.24 | NaN | NaN | 13.32 | 0.07 | 12513 | 473 | c | LIII | 86.05833 | 37.58686 | 0.032778 | V* GV Aur | 86.058334 | 37.586871 | 0.000 | 0.000 | 90.0 | 23 | 05 44 14.00021 | +37 35 12.7358 | deltaCep | Ce*|V* |* |IR |cC* | 12.560 | NaN | NaN | NaN | 0.2163 | -0.06 | -0.58 | NaN | NaN | NaN | NaN | NaN | NaN | 9.369 | 8.865 | 8.666 | NaN | NaN | NaN | NaN | NaN | 0.009007 | 369295551293819386 | 189726984845700480 | 5.259434 | 0.000062 | NaN | NaN | NaN | NaN | NaN | NaN | 1697.606717 | 0.000088 | 1697.608088 | 0.000088 | 1698.953285 | 0.000088 | 11.557026 | 0.000861 | 12.332056 | 0.043213 | 10.813362 | 0.008803 | 0.689632 | 0.002653 | 0.882736 | 0.127186 | 0.331542 | 0.009101 | -0.018012 | 0.233872 | 0.412792 | 0.001934 | 0.126333 | 0.001711 | 4.494613 | 0.006896 | 2.383885 | 0.009807 | 18 | 17 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
28 | 1635721458409799680 | Gaia DR2 189739251272296192 | 189739251272296192 | 1261610147 | 2015.5 | 85.621913 | 0.045845 | 37.646333 | 0.037993 | 0.232381 | 0.048690 | 4.772676 | 0.400384 | 0.082650 | -1.137645 | 0.061384 | -0.411299 | 0.168285 | -0.401922 | 0.440174 | -0.376086 | 0.247983 | -0.575088 | 0.323226 | 0.298587 | -0.263815 | 150 | 150 | 149 | 1 | 1.122100 | 163.16875 | 0.000000 | 0.000000e+00 | 31 | True | 368.787300 | 1.440520 | 0.009048 | -0.134583 | 17 | 11 | 0.056251 | 0 | 17 | False | 150 | 2.751000e+05 | 3.300479e+03 | 83.351550 | 12.089639 | 17 | 9.758995e+04 | 4.552110e+03 | 21.438400 | 12.877875 | 17 | 2.645119e+05 | 8.541893e+03 | 30.966433 | 11.205807 | 1.316255 | 0 | 1.672069 | 0.788237 | 0.883832 | -20.605532 | 5.238075 | 8 | 6000.0 | 3.5 | 0.00 | VARIABLE | 172.226682 | 3.995884 | 86.424391 | 14.261377 | 100001.0 | 4325.0000 | 4184.0000 | 4487.5130 | 0.5090 | 0.2034 | 1.6253 | 0.2410 | 0.0819 | 0.7419 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 33 | V335 Aur | DCEP | 0.5331 | 9.863 | 9.398 | 9.195 | -0.30 | -0.33 | NaN | NaN | 13.08 | 0.05 | 12037 | 461 | a | LIII | 85.62192 | 37.64636 | 0.098610 | V* V335 Aur | 85.621910 | 37.646338 | 0.000 | 0.000 | 90.0 | 30 | 05 42 29.25848 | +37 38 46.8174 | deltaCep | cC*|* |V* |IR | -20.610 | NaN | NaN | NaN | 0.2324 | 0.40 | -1.14 | NaN | NaN | NaN | 13.620 | NaN | NaN | 9.740 | 9.372 | 9.202 | NaN | NaN | NaN | NaN | NaN | 0.018694 | 369295551293819386 | 189739251272296192 | 3.412716 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1704.072762 | 0.000011 | 1704.436215 | 0.000011 | 1704.082328 | 0.000011 | 12.046245 | 0.000635 | 12.929334 | 0.000940 | 11.181050 | 0.000475 | 0.554870 | 0.001138 | 0.384499 | 0.001861 | 0.470581 | 0.001368 | 0.211787 | 0.219741 | 0.328198 | 0.000662 | 0.096144 | 0.001220 | 4.255311 | 0.004721 | 2.323881 | 0.012878 | 17 | 15 | 17 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
29 | 1635721458409799680 | Gaia DR2 197337185858157440 | 197337185858157440 | 124505174 | 2015.5 | 84.111477 | 0.034495 | 44.591355 | 0.030153 | 0.111740 | 0.035562 | 3.142160 | 0.305638 | 0.072884 | -1.889784 | 0.055697 | -0.137217 | 0.076621 | -0.363332 | 0.207709 | -0.183751 | 0.198614 | -0.413873 | 0.086206 | 0.207978 | -0.076068 | 150 | 150 | 149 | 1 | 2.625897 | 192.50775 | 0.000000 | 0.000000e+00 | 31 | False | 363.594120 | 1.542707 | 0.007255 | -0.081551 | 17 | 11 | 0.050302 | 0 | 17 | False | 151 | 2.960126e+05 | 5.350440e+03 | 55.324917 | 12.010090 | 15 | 1.354287e+05 | 1.091590e+04 | 12.406556 | 12.522111 | 15 | 2.417085e+05 | 1.109719e+04 | 21.781050 | 11.303690 | 1.274058 | 0 | 1.218421 | 0.512021 | 0.706400 | -25.418824 | 5.028320 | 7 | 6000.0 | 3.5 | 0.00 | VARIABLE | 165.694653 | 6.685393 | 85.504177 | 21.243929 | 100001.0 | 4945.0000 | 4834.5800 | 5075.5900 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 28 | GT Aur | DCEP | 0.6439 | 10.407 | 10.083 | 9.978 | -0.02 | -0.05 | NaN | NaN | 14.40 | 0.07 | 15355 | 502 | c | LIII | 84.11150 | 44.59136 | 0.060614 | V* GT Aur | 84.111476 | 44.591363 | 0.000 | 0.000 | 90.0 | 15 | 05 36 26.75413 | +44 35 28.9076 | deltaCep | Ce*|V* |IR |cC*|* | -25.420 | NaN | NaN | NaN | 0.1117 | 0.31 | -1.89 | NaN | NaN | NaN | NaN | NaN | NaN | 10.265 | 9.933 | 9.829 | NaN | NaN | NaN | NaN | NaN | 0.029672 | 369295551293819386 | 197337185858157440 | 4.403447 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1699.460890 | 0.000011 | 1699.358618 | 0.000011 | 1699.446903 | 0.000011 | 11.824635 | 0.000323 | 12.431528 | 0.000857 | 11.252914 | 0.000593 | 0.927050 | 0.000784 | 0.929203 | 0.001840 | 0.578478 | 0.001296 | 0.287629 | 0.224971 | 0.316437 | 0.000526 | NaN | NaN | 3.735692 | 0.001711 | NaN | NaN | 16 | 14 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
30 | 1635721458409799680 | Gaia DR2 198681686717279616 | 198681686717279616 | 212678588 | 2015.5 | 72.853535 | 0.029119 | 38.188551 | 0.022459 | 0.178185 | 0.029038 | 6.136292 | 0.288811 | 0.058139 | -0.186510 | 0.037472 | 0.146233 | 0.205708 | -0.506024 | -0.081515 | -0.071631 | -0.115468 | -0.795574 | 0.118782 | 0.177322 | 0.210244 | 256 | 60 | 255 | 1 | -1.884509 | 209.59103 | 0.000000 | 0.000000e+00 | 31 | False | 141.972730 | 1.463605 | 0.004634 | -0.026973 | 29 | 12 | 0.058759 | 0 | 31 | False | 274 | 1.062082e+05 | 6.851207e+02 | 155.021200 | 13.122971 | 31 | 3.997432e+04 | 9.467071e+02 | 42.224590 | 13.846935 | 30 | 9.852641e+04 | 1.536445e+03 | 64.126230 | 12.278038 | 1.304049 | 0 | 1.568897 | 0.723965 | 0.844933 | -38.086167 | 4.891868 | 8 | 6500.0 | 3.5 | 0.00 | VARIABLE | 165.948740 | -3.893775 | 76.080935 | 15.574156 | 100001.0 | 4355.5000 | 4217.7163 | 4662.0435 | 0.7055 | 0.3075 | 1.8731 | 0.3990 | 0.1896 | 1.0736 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 26 | EW Aur | DCEP | 0.4248 | 11.232 | 10.755 | 10.592 | -0.54 | -0.57 | NaN | NaN | 14.13 | 0.06 | 14506 | 490 | c | LIII | 72.85354 | 38.18856 | 0.035858 | V* EW Aur | 72.853533 | 38.188552 | 0.000 | 0.000 | 90.0 | 35 | 04 51 24.84791 | +38 11 18.7865 | deltaCep | cC*|* |V* |IR |Ce* | -38.090 | NaN | NaN | NaN | 0.1782 | 0.29 | -0.19 | NaN | NaN | NaN | 14.600 | NaN | NaN | 11.090 | 10.605 | 10.443 | NaN | NaN | NaN | NaN | NaN | 0.005329 | 369295549951641967 | 198681686717279616 | 2.659634 | 0.000007 | NaN | NaN | NaN | NaN | NaN | NaN | 1702.724860 | 0.000010 | 1702.749234 | 0.000010 | 1736.992605 | 0.000010 | 13.146022 | 0.000375 | 13.877036 | 0.001654 | 12.228556 | 0.008210 | 0.408029 | 0.000817 | 0.468580 | 0.004511 | 0.338167 | 0.011297 | 0.332810 | 0.219760 | 0.291257 | 0.001063 | NaN | NaN | 4.372914 | 0.005047 | NaN | NaN | 31 | 31 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
31 | 1635721458409799680 | Gaia DR2 200016111582079744 | 200016111582079744 | 1598440665 | 2015.5 | 73.825480 | 0.032497 | 39.979716 | 0.023873 | 0.070773 | 0.039840 | 1.776428 | 0.390715 | 0.056913 | -0.327778 | 0.040818 | -0.044608 | 0.433824 | -0.380698 | 0.082977 | -0.268065 | -0.185103 | -0.794336 | 0.046815 | 0.387694 | 0.235325 | 228 | 26 | 228 | 0 | -3.001239 | 164.88728 | 0.000000 | 0.000000e+00 | 31 | False | 112.428250 | 1.492349 | 0.004742 | -0.131556 | 26 | 10 | 0.056931 | 0 | 28 | False | 245 | 8.205570e+04 | 1.319522e+03 | 62.185910 | 13.403094 | 23 | 3.164809e+04 | 1.924846e+03 | 16.441887 | 14.100519 | 25 | 7.100084e+04 | 3.000086e+03 | 23.666271 | 12.633761 | 1.250967 | 0 | 1.466758 | 0.697425 | 0.769333 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 165.034523 | -2.177987 | 77.083859 | 17.262914 | 100001.0 | 4388.5000 | 4251.7563 | 4492.6665 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 27 | FF Aur | DCEP | 0.3264 | 11.661 | 11.070 | 10.907 | -0.51 | -0.54 | NaN | NaN | 14.02 | 0.06 | 14192 | 486 | c | LIII | 73.82546 | 39.97972 | 0.056501 | V* FF Aur | 73.825478 | 39.979717 | 0.000 | 0.000 | 90.0 | 28 | 04 55 18.11462 | +39 58 46.9823 | deltaCep | cC*|* |V* |IR |Ce* | NaN | NaN | NaN | NaN | 0.0708 | 0.39 | -0.33 | NaN | NaN | NaN | NaN | NaN | NaN | 11.453 | 11.095 | 10.968 | NaN | NaN | NaN | NaN | NaN | 0.007905 | 369295551293819386 | 200016111582079744 | 2.120608 | 0.000002 | NaN | NaN | NaN | NaN | NaN | NaN | 1704.731450 | 0.000002 | 1704.738152 | 0.000002 | 1704.759664 | 0.000002 | 13.350845 | 0.000159 | 13.946754 | 0.001249 | 12.580215 | 0.000598 | 0.948555 | 0.000603 | 1.290841 | 0.007754 | 0.838239 | 0.004925 | -0.402568 | 0.219744 | 0.515724 | 0.000802 | 0.396305 | 0.001366 | 4.195581 | 0.002081 | 2.185287 | 0.002962 | 28 | 22 | 22 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
32 | 1635721458409799680 | Gaia DR2 200708636406382720 | 200708636406382720 | 905451956 | 2015.5 | 75.346625 | 0.051200 | 39.960382 | 0.045017 | 0.542955 | 0.051119 | 10.621316 | 1.322640 | 0.100273 | -3.156421 | 0.075582 | -0.012418 | -0.023213 | -0.586145 | -0.008174 | -0.362685 | -0.128818 | -0.856847 | 0.240279 | 0.394111 | 0.170489 | 224 | 224 | 221 | 3 | 1.748374 | 253.67244 | 0.000000 | 9.580956e-16 | 31 | True | 107.843880 | 1.530188 | 0.009930 | -0.086394 | 25 | 12 | 0.065890 | 0 | 27 | False | 239 | 2.188740e+07 | 1.662335e+05 | 131.666610 | 7.337880 | 26 | 9.349094e+06 | 2.640147e+05 | 35.411260 | 7.924464 | 27 | 1.747556e+07 | 3.806738e+05 | 45.906906 | 6.655842 | 1.225575 | 0 | 1.268622 | 0.586584 | 0.682038 | -23.771607 | 2.302922 | 12 | 5000.0 | 4.5 | 0.00 | VARIABLE | 165.773450 | -1.275840 | 78.294390 | 17.114688 | 100001.0 | 4738.8400 | 4650.0000 | 4832.6000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 87.299130 | 83.944500 | 90.666756 | 3462.602800 | 3016.36350 | 3908.842000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 32 | RX Aur | DCEP | 1.0654 | 5.726 | 5.357 | 5.212 | 0.10 | 0.07 | NaN | NaN | 10.99 | 0.05 | 9480 | 453 | a | LIII | 75.34662 | 39.96040 | 0.067896 | V* RX Aur | 75.346617 | 39.960395 | 0.000 | 0.000 | 90.0 | 182 | 05 01 23.18817 | +39 57 37.4223 | deltaCep | V* |cC*|IR |* | -21.200 | NaN | G0III | NaN | 0.5430 | 1.32 | -3.16 | NaN | NaN | NaN | 8.490 | 7.620 | NaN | 5.753 | 5.404 | 5.256 | NaN | NaN | NaN | NaN | NaN | 0.053046 | 369295549951641967 | 200708636406382720 | 11.625703 | 0.000111 | NaN | NaN | NaN | NaN | NaN | NaN | 1686.775837 | 0.000156 | 1850.114527 | 0.000156 | 1675.926280 | 0.000156 | 7.338811 | 0.000149 | 7.938586 | 0.000823 | 6.678832 | 0.000324 | 0.572215 | 0.001289 | 0.502286 | 0.033517 | 0.345249 | 0.001549 | NaN | NaN | 0.119823 | 0.000948 | 0.115927 | 0.000942 | 4.401086 | 0.013146 | 0.779083 | 0.009793 | 27 | 23 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
33 | 1635721458409799680 | Gaia DR2 201574982848108416 | 201574982848108416 | 1049115220 | 2015.5 | 74.923071 | 0.055218 | 40.836028 | 0.044839 | 0.069642 | 0.049651 | 1.402617 | -0.503940 | 0.111438 | -1.609636 | 0.075953 | 0.127055 | 0.004658 | -0.681207 | -0.136858 | -0.078635 | -0.171227 | -0.841814 | 0.193198 | 0.169847 | 0.220881 | 184 | 184 | 180 | 4 | 6.363354 | 322.08047 | 0.000000 | 0.000000e+00 | 31 | False | 301.698460 | 1.471468 | 0.008804 | -0.065635 | 22 | 10 | 0.074581 | 0 | 26 | False | 218 | 2.055707e+06 | 2.178032e+04 | 94.383700 | 9.905963 | 26 | 7.625194e+05 | 3.075832e+04 | 24.790672 | 10.645761 | 25 | 1.848808e+06 | 4.431741e+04 | 41.717430 | 9.094690 | 1.270282 | 0 | 1.551070 | 0.739798 | 0.811273 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 164.884692 | -0.990854 | 78.056313 | 18.019830 | 100001.0 | 4297.1850 | 4224.6665 | 4430.7065 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 22 | AN Aur | DCEP | 1.0124 | 7.927 | 7.446 | 7.237 | -0.10 | -0.13 | NaN | NaN | 12.72 | 0.05 | 11355 | 458 | a | LIII | 74.92308 | 40.83604 | 0.048228 | V* AN Aur | 74.923074 | 40.836035 | 0.000 | 0.000 | 90.0 | 84 | 04 59 41.53773 | +40 50 09.7274 | deltaCep | V* |cC*|* |IR |Ce* | 1.900 | NaN | F6 | NaN | 0.0696 | 2.57 | 2.09 | NaN | NaN | NaN | 11.350 | 10.210 | NaN | 7.802 | 7.354 | 7.182 | NaN | NaN | NaN | NaN | NaN | 0.026144 | 369295549951641967 | 201574982848108416 | 10.305726 | 0.000124 | NaN | NaN | NaN | NaN | NaN | NaN | 1688.543254 | 0.000176 | 1719.033430 | 0.000176 | 1688.993257 | 0.000176 | 9.918006 | 0.000169 | 10.666897 | 0.000508 | 9.104353 | 0.000449 | 0.435908 | 0.000400 | 0.576131 | 0.000958 | 0.360471 | 0.013319 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 23 | 21 | 22 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
34 | 1635721458409799680 | Gaia DR2 202939854734748032 | 202939854734748032 | 926702299 | 2015.5 | 70.991173 | 0.049803 | 40.834779 | 0.044743 | 0.106855 | 0.049811 | 2.145226 | 0.632048 | 0.100277 | -0.192034 | 0.076127 | 0.186735 | 0.020649 | -0.627474 | -0.153399 | -0.263691 | -0.240222 | -0.829325 | 0.290149 | 0.345597 | 0.402148 | 230 | 230 | 215 | 15 | 13.280380 | 615.31150 | 0.000000 | 9.127721e-01 | 31 | True | 425.444980 | 1.466088 | 0.009373 | -0.025282 | 26 | 12 | 0.070577 | 0 | 30 | False | 257 | 6.681845e+05 | 5.323763e+03 | 125.509820 | 11.126124 | 28 | 2.478939e+05 | 6.817148e+03 | 36.363280 | 11.865724 | 24 | 6.491426e+05 | 7.798187e+03 | 83.242750 | 10.231070 | 1.342498 | 0 | 1.634654 | 0.739599 | 0.895055 | -30.583962 | 4.952223 | 7 | 6000.0 | 3.5 | 0.00 | VARIABLE | 162.993541 | -3.288069 | 74.948503 | 18.383603 | 100001.0 | 4318.6665 | 4139.6377 | 4850.6900 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 260 | HQ Per | CEP | 0.9364 | 9.179 | 8.626 | 8.465 | -0.35 | -0.38 | NaN | NaN | 13.67 | 0.06 | 13198 | 475 | c | LIII | 70.99117 | 40.83478 | 0.009260 | V* HQ Per | 70.991170 | 40.834780 | 0.000 | 0.000 | 90.0 | 31 | 04 43 57.88070 | +40 50 05.2077 | Cepheid | Ce*|V* |* |IR | -30.580 | NaN | F | NaN | 0.1069 | 0.63 | -0.19 | NaN | NaN | NaN | NaN | NaN | NaN | 9.075 | 8.596 | 8.443 | NaN | NaN | NaN | NaN | NaN | 0.010239 | 369295549951641967 | 202939854734748032 | 8.639252 | 0.000320 | NaN | NaN | NaN | NaN | NaN | NaN | 1690.433407 | 0.000453 | 1689.982665 | 0.000453 | 1690.155507 | 0.000453 | 11.128766 | 0.000623 | 11.874293 | 0.000437 | 10.286051 | 0.000263 | 0.322165 | 0.000801 | 0.474081 | 0.001560 | 0.297145 | 0.001063 | NaN | NaN | 0.192349 | 0.003952 | NaN | NaN | 5.631537 | 0.013318 | NaN | NaN | 29 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
35 | 1635721458409799680 | Gaia DR2 203496585576324224 | 203496585576324224 | 1035548707 | 2015.5 | 72.449766 | 0.248530 | 42.289705 | 0.199065 | 0.034005 | 0.277784 | 0.122414 | 5.461575 | 0.408514 | -1.732394 | 0.320219 | -0.047627 | 0.280996 | -0.434538 | 0.201762 | -0.055560 | 0.123974 | -0.673624 | 0.256609 | 0.297617 | 0.058521 | 245 | 245 | 219 | 26 | 84.809500 | 11122.62100 | 0.977361 | 2.790395e+02 | 31 | False | 0.953047 | 1.575466 | 0.050152 | -0.116846 | 29 | 12 | 0.216127 | 0 | 33 | True | 271 | 6.653765e+06 | 6.881609e+04 | 96.689090 | 8.630697 | 32 | 2.783925e+06 | 9.841705e+04 | 28.287024 | 9.239744 | 32 | 5.810238e+06 | 1.421222e+05 | 40.881990 | 7.851435 | 1.291624 | 0 | 1.388309 | 0.609047 | 0.779262 | -9.889489 | 7.166802 | 15 | 4750.0 | 4.5 | 0.00 | VARIABLE | 162.590074 | -1.514606 | 76.295963 | 19.681754 | 100001.0 | 4764.3374 | 4509.9775 | 5702.0250 | 0.8857 | 0.4810 | 1.3221 | 0.4585 | 0.2360 | 0.7168 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 264 | SV Per | DCEP | 1.0465 | 6.789 | 6.354 | 6.177 | 0.06 | 0.03 | NaN | NaN | 11.83 | 0.05 | 10177 | 454 | a | LIII | 72.44976 | 42.28972 | 0.056477 | V* SV Per | 72.449734 | 42.289712 | 0.000 | 0.000 | 90.0 | 125 | 04 49 47.93613 | +42 17 22.9644 | deltaCep | V* |cC*|* |IR | -5.800 | NaN | F6-G1 | NaN | 0.0340 | 5.46 | -1.73 | NaN | NaN | NaN | 9.740 | 8.860 | NaN | 6.719 | 6.231 | 6.078 | NaN | NaN | NaN | NaN | NaN | 0.088811 | 369295549951641967 | 203496585576324224 | 11.117315 | 0.000163 | NaN | NaN | NaN | NaN | NaN | NaN | 1720.283772 | 0.000231 | 1719.835364 | 0.000231 | 1720.293746 | 0.000231 | 8.598950 | 0.000138 | 9.234780 | 0.000216 | 7.845512 | 0.000197 | 0.535263 | 0.000504 | 0.633267 | 0.001057 | 0.426667 | 0.000708 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 27 | 26 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
36 | 1635721458409799680 | Gaia DR2 206577210999441536 | 206577210999441536 | 592923840 | 2015.5 | 74.417004 | 0.060246 | 46.092530 | 0.054962 | 0.162451 | 0.060963 | 2.664737 | 0.089315 | 0.120923 | -0.231490 | 0.093171 | 0.124279 | 0.004376 | -0.553589 | -0.092755 | -0.191054 | -0.114594 | -0.793689 | 0.160358 | 0.310434 | 0.171253 | 188 | 188 | 178 | 10 | 19.247416 | 832.88620 | 0.135728 | 6.695388e+00 | 31 | False | 42.621680 | 1.400538 | 0.012075 | -0.063324 | 22 | 12 | 0.075767 | 0 | 27 | False | 213 | 6.504724e+05 | 7.361572e+03 | 88.360520 | 11.155293 | 23 | 2.046691e+05 | 9.489600e+03 | 21.567724 | 12.073757 | 23 | 7.285542e+05 | 2.286344e+04 | 31.865470 | 10.105765 | 1.434686 | 0 | 1.967992 | 0.918464 | 1.049528 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 160.532439 | 1.980497 | 78.298405 | 23.284249 | 100001.0 | 3914.0098 | 3700.5000 | 4445.3604 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 24 | CY Aur | DCEP | 1.1414 | 8.586 | 7.958 | 7.709 | -0.12 | -0.15 | NaN | NaN | 13.49 | 0.05 | 12755 | 463 | a | LIII | 74.41698 | 46.09254 | 0.068603 | V* CY Aur | 74.417003 | 46.092531 | 0.000 | 0.000 | 90.0 | 40 | 04 57 40.08073 | +46 05 33.1124 | deltaCep | cC*|* |V* |IR | -13.300 | NaN | NaN | NaN | 0.1625 | 0.09 | -0.23 | NaN | NaN | NaN | 13.440 | NaN | NaN | 8.472 | 7.817 | 7.581 | NaN | NaN | NaN | NaN | NaN | 0.003846 | 369295549951641967 | 206577210999441536 | NaN | NaN | 1.448466 | 0.000001 | NaN | NaN | NaN | NaN | 1705.417558 | 0.000002 | 1740.057139 | 0.000002 | 1705.327016 | 0.000002 | 11.025900 | 0.000259 | 12.006751 | 0.000210 | 10.073289 | 0.000108 | 0.584489 | 0.000744 | 0.546579 | 0.001152 | 0.418160 | 0.000596 | NaN | NaN | 0.232762 | 0.001186 | NaN | NaN | 1.003527 | 0.009323 | NaN | NaN | 24 | 22 | 23 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
37 | 1635721458409799680 | Gaia DR2 228741784865956224 | 228741784865956224 | 1414684822 | 2015.5 | 64.275280 | 0.038072 | 41.731832 | 0.023671 | 0.231577 | 0.048179 | 4.806564 | 0.562021 | 0.084834 | -1.252446 | 0.053465 | 0.078679 | 0.229296 | -0.120649 | 0.316878 | -0.160586 | 0.308340 | 0.278638 | 0.073516 | -0.137963 | 0.001275 | 255 | 255 | 247 | 8 | 6.620218 | 417.85660 | 0.000000 | 0.000000e+00 | 31 | True | 306.359440 | 1.493051 | 0.007294 | -0.014568 | 30 | 12 | 0.051951 | 0 | 34 | True | 287 | 1.020640e+06 | 1.248532e+04 | 81.747215 | 10.666183 | 32 | 3.926126e+05 | 1.988543e+04 | 19.743732 | 11.366478 | 32 | 9.253404e+05 | 2.788594e+04 | 33.183044 | 9.846167 | 1.291300 | 0 | 1.520311 | 0.700294 | 0.820017 | 11.395819 | 4.741909 | 10 | 5000.0 | 4.5 | 0.00 | VARIABLE | 158.873475 | -6.355418 | 69.825885 | 20.077427 | 100001.0 | 4578.6553 | 4298.6400 | 4931.0800 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 265 | SX Per | DCEP | 0.6325 | 8.757 | 8.347 | 8.167 | -0.03 | -0.06 | NaN | NaN | 12.44 | 0.05 | 10851 | 455 | a | LIII | 64.27525 | 41.73183 | 0.079728 | V* SX Per | 64.275276 | 41.731838 | 0.000 | 0.000 | 90.0 | 57 | 04 17 06.06631 | +41 43 54.6155 | deltaCep | NaN | 11.400 | NaN | G | NaN | 0.2316 | 0.56 | -1.25 | NaN | NaN | NaN | NaN | 13.210 | NaN | 8.675 | 8.224 | 8.097 | NaN | NaN | NaN | NaN | NaN | 0.021278 | 369295549951641967 | 228741784865956224 | 4.290454 | 0.000010 | NaN | NaN | NaN | NaN | NaN | NaN | 1695.713524 | 0.000015 | 1695.504362 | 0.000015 | 1695.530119 | 0.000015 | 10.673010 | 0.000254 | 11.409968 | 0.000242 | 9.898076 | 0.000186 | 0.704804 | 0.000762 | 0.827467 | 0.000916 | 0.520841 | 0.000666 | 0.211450 | 0.224979 | 0.338667 | 0.000741 | NaN | NaN | 4.276103 | 0.004989 | NaN | NaN | 29 | 30 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
38 | 1635721458409799680 | Gaia DR2 261548119462093568 | 261548119462093568 | 159008226 | 2015.5 | 77.667624 | 0.036770 | 49.687603 | 0.033677 | 0.330847 | 0.043346 | 7.632632 | 0.174827 | 0.077098 | -1.824866 | 0.064046 | 0.039991 | 0.282839 | -0.368425 | -0.104731 | -0.282199 | -0.144221 | -0.637544 | -0.071164 | 0.086996 | 0.218163 | 187 | 187 | 187 | 0 | 2.147576 | 225.35516 | 0.000000 | 0.000000e+00 | 31 | True | 240.121630 | 1.502703 | 0.007731 | 0.017724 | 21 | 12 | 0.052082 | 0 | 25 | False | 214 | 4.201305e+06 | 4.581171e+04 | 91.708100 | 9.129906 | 24 | 1.735529e+06 | 6.852733e+04 | 25.326086 | 9.752809 | 24 | 3.762607e+06 | 1.003195e+05 | 37.506226 | 8.323197 | 1.308674 | 0 | 1.429611 | 0.622903 | 0.806708 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 158.984561 | 5.889978 | 81.107960 | 26.628296 | 100001.0 | 4426.0000 | 4378.2500 | 4631.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 76.188650 | 69.592674 | 77.859566 | 2006.877800 | 1630.70960 | 2383.046000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 339 | BK Aur | DCEP | 0.9032 | 7.291 | 6.885 | 6.711 | -0.07 | 0.07 | NaN | NaN | 11.90 | 0.05 | 10207 | 453 | a | LEM | 77.66760 | 49.68762 | 0.081742 | V* BK Aur | 77.667623 | 49.687611 | 0.000 | 0.000 | 90.0 | 66 | 05 10 40.22942 | +49 41 15.4001 | deltaCep | V* |cC*|* |IR | -43.200 | NaN | F8 | NaN | 0.3308 | 0.18 | -1.83 | NaN | NaN | NaN | 10.400 | 9.420 | NaN | 7.484 | 7.006 | 6.848 | NaN | NaN | NaN | NaN | NaN | 0.028415 | 369295549951641967 | 261548119462093568 | 8.002633 | 0.000023 | NaN | NaN | NaN | NaN | NaN | NaN | 1688.829680 | 0.000032 | 1688.534076 | 0.000032 | 1689.886106 | 0.000032 | 9.059924 | 0.000232 | 9.694419 | 0.000381 | 8.321433 | 0.000260 | 0.519227 | 0.000851 | 0.676216 | 0.002478 | 0.424250 | 0.001111 | NaN | NaN | 0.204993 | 0.001528 | 0.128792 | 0.002110 | 5.124058 | 0.007491 | 4.134879 | 0.011783 | 24 | 24 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
39 | 1635721458409799680 | Gaia DR2 270272675510149504 | 270272675510149504 | 641250301 | 2015.5 | 64.945245 | 0.031683 | 48.953261 | 0.023316 | 0.520507 | 0.037634 | 13.830791 | 0.358126 | 0.059121 | -2.411054 | 0.039181 | -0.146303 | 0.277769 | -0.342904 | 0.388370 | -0.156678 | 0.350144 | -0.514140 | -0.071590 | 0.334227 | 0.231944 | 445 | 445 | 436 | 9 | 9.778857 | 785.57970 | 0.000000 | 0.000000e+00 | 31 | True | 262.726500 | 1.437017 | 0.007110 | -0.120221 | 51 | 13 | 0.040523 | 0 | 56 | False | 471 | 3.729692e+06 | 3.494803e+04 | 106.721100 | 9.259183 | 55 | 1.246525e+06 | 4.765168e+04 | 26.159094 | 10.112136 | 53 | 3.770821e+06 | 9.014315e+04 | 41.831474 | 8.320830 | 1.345244 | 0 | 1.791305 | 0.852953 | 0.938353 | -13.204834 | 11.356676 | 4 | 4250.0 | 4.5 | 0.00 | VARIABLE | 154.138902 | -0.872740 | 71.799387 | 27.084897 | 100001.0 | 3929.0000 | 3861.2500 | 4102.7500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 66.531060 | 61.015247 | 68.886270 | 950.324000 | 847.62146 | 1053.026500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 254 | AS Per | DCEP | 0.6966 | 6.928 | 6.477 | 6.258 | 0.14 | 0.11 | NaN | NaN | 10.70 | 0.05 | 9199 | 452 | a | LIII | 64.94524 | 48.95327 | 0.033141 | V* AS Per | 64.945242 | 48.953272 | 0.000 | 0.000 | 90.0 | 69 | 04 19 46.85817 | +48 57 11.7782 | deltaCep | V* |cC*|* |IR | -26.000 | NaN | F8 | NaN | 0.5205 | 0.36 | -2.41 | NaN | NaN | NaN | 10.940 | 9.710 | NaN | 6.827 | 6.391 | 6.242 | NaN | NaN | NaN | NaN | NaN | 0.037781 | 369295549951641967 | 270272675510149504 | 4.972485 | 0.000010 | NaN | NaN | NaN | NaN | NaN | NaN | 1692.874943 | 0.000014 | 1692.835432 | 0.000014 | 1692.885158 | 0.000014 | 9.118680 | 0.000168 | 9.986629 | 0.000357 | 8.228151 | 0.000220 | 0.676655 | 0.000595 | 0.865177 | 0.001126 | 0.557961 | 0.000594 | -0.016297 | 0.225002 | 0.405127 | 0.001263 | 0.210634 | 0.000901 | 4.588178 | 0.002502 | 2.782574 | 0.005772 | 52 | 50 | 49 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
40 | 1635721458409799680 | Gaia DR2 272444829450300160 | 272444829450300160 | 722185364 | 2015.5 | 67.577922 | 0.025832 | 53.940176 | 0.021460 | 0.164937 | 0.031564 | 5.225455 | 0.661631 | 0.046040 | -0.552273 | 0.039899 | -0.139593 | 0.314059 | -0.367214 | 0.293206 | -0.158333 | 0.261080 | -0.388941 | -0.053247 | 0.181546 | 0.071751 | 308 | 308 | 301 | 7 | 7.312889 | 511.00375 | 0.000000 | 0.000000e+00 | 31 | True | 376.413420 | 1.419300 | 0.005652 | -0.031264 | 35 | 14 | 0.033608 | 0 | 39 | False | 326 | 3.042787e+05 | 2.783632e+03 | 109.309940 | 11.980187 | 34 | 9.841167e+04 | 3.964356e+03 | 24.824125 | 12.868772 | 36 | 3.175664e+05 | 8.187294e+03 | 38.787712 | 11.007334 | 1.367096 | 0 | 1.861438 | 0.888584 | 0.972854 | -19.174643 | 4.244808 | 8 | 6000.0 | 3.5 | 0.00 | VARIABLE | 151.719470 | 3.786109 | 74.701595 | 31.685293 | 100001.0 | 3923.6667 | 3810.0000 | 4381.8374 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 49 | V359 Cam | DCEP | 0.8195 | 9.557 | 9.078 | 8.864 | -0.16 | -0.19 | NaN | NaN | 13.70 | 0.06 | 13026 | 469 | c | LIII | 67.57796 | 53.94019 | 0.095266 | V* V359 Cam | 67.577917 | 53.940178 | 0.000 | 0.000 | 90.0 | 7 | 04 30 18.70010 | +53 56 24.6419 | deltaCep | * |IR |cC*|V* | -19.170 | NaN | NaN | NaN | 0.1649 | 0.66 | -0.55 | NaN | NaN | NaN | 12.200 | NaN | NaN | 9.479 | 9.009 | 8.795 | NaN | NaN | NaN | NaN | NaN | 0.013358 | 369295549951641967 | 272444829450300160 | NaN | NaN | 2.619513 | 0.000002 | NaN | NaN | NaN | NaN | 1699.854819 | 0.000003 | 1699.855334 | 0.000003 | 1699.907585 | 0.000003 | 11.858023 | 0.000100 | 12.740151 | 0.000276 | 10.952329 | 0.000170 | 0.632828 | 0.000423 | 0.822910 | 0.001272 | 0.512711 | 0.000841 | NaN | NaN | 0.259472 | 0.000613 | NaN | NaN | 3.710046 | 0.002341 | NaN | NaN | 37 | 34 | 34 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
41 | 1635721458409799680 | Gaia DR2 279382060625871360 | 279382060625871360 | 1216991330 | 2015.5 | 76.631879 | 0.028462 | 55.353515 | 0.023912 | 1.271754 | 0.034650 | 36.702510 | 4.359813 | 0.047394 | -3.091518 | 0.042370 | -0.508829 | 0.277593 | -0.419416 | 0.551397 | -0.157019 | 0.545461 | -0.343073 | 0.027228 | 0.114439 | -0.316761 | 348 | 348 | 347 | 1 | 2.935170 | 423.88168 | 0.000000 | 0.000000e+00 | 31 | True | 131.514110 | 1.511284 | 0.006360 | -0.014503 | 39 | 13 | 0.039420 | 0 | 44 | False | 355 | 2.600300e+07 | 2.003905e+05 | 129.761660 | 7.150807 | 37 | 1.083615e+07 | 3.345577e+05 | 32.389492 | 7.764200 | 40 | 2.107551e+07 | 4.054443e+05 | 51.981270 | 6.452475 | 1.227230 | 0 | 1.311726 | 0.613393 | 0.698332 | -8.380047 | 3.225273 | 18 | 5000.0 | 4.5 | 0.00 | VARIABLE | 153.992062 | 8.715022 | 81.050981 | 32.328761 | 100001.0 | 4714.4500 | 4605.0000 | 5181.7500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 41.199432 | 34.103615 | 43.181133 | 755.442400 | 723.45390 | 787.430850 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 39 | CK Cam | DCEP | 0.5172 | 0.000 | 0.000 | 0.000 | 0.07 | 0.04 | NaN | NaN | 8.93 | 0.13 | 8486 | 453 | c | LIII | 76.63185 | 55.35353 | 0.079853 | V* CK Cam | 76.631846 | 55.353529 | 0.000 | 0.000 | 90.0 | 40 | 05 06 31.64310 | +55 21 12.7031 | deltaCep | V* |cC*|IR |* | -8.380 | NaN | G5 | NaN | 1.2718 | 4.36 | -3.09 | NaN | NaN | NaN | 8.560 | 7.590 | NaN | 5.442 | 5.122 | 4.962 | NaN | NaN | NaN | NaN | NaN | 0.082842 | 369295549951641967 | 279382060625871360 | 3.294867 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1700.869860 | 0.000011 | 1700.863959 | 0.000011 | 1700.933300 | 0.000011 | 7.188510 | 0.000082 | 7.810124 | 0.000314 | 6.476406 | 0.000272 | 0.510398 | 0.000500 | 0.723250 | 0.001731 | 0.381774 | 0.001017 | 0.398431 | 0.219738 | 0.271227 | 0.000576 | NaN | NaN | 4.597332 | 0.003274 | NaN | NaN | 38 | 32 | 37 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
42 | 1635721458409799680 | Gaia DR2 394818721274314112 | 394818721274314112 | 911684707 | 2015.5 | 6.581046 | 0.035455 | 51.280344 | 0.026314 | 0.915030 | 0.046482 | 19.685543 | 1.516117 | 0.062945 | -3.390221 | 0.040483 | -0.390416 | 0.490484 | -0.703456 | 0.397926 | -0.197718 | 0.259368 | -0.583207 | -0.389294 | 0.340640 | -0.543219 | 423 | 423 | 420 | 3 | 8.991188 | 730.69320 | 0.000000 | 0.000000e+00 | 31 | True | 94.083244 | 1.608794 | 0.007496 | -0.024247 | 48 | 15 | 0.047727 | 0 | 52 | False | 420 | 1.604084e+07 | 1.258327e+05 | 127.477490 | 7.675298 | 47 | 8.276126e+06 | 2.297801e+05 | 36.017593 | 8.056821 | 49 | 1.054486e+07 | 1.730958e+05 | 60.919220 | 7.204318 | 1.173317 | 0 | 0.852503 | 0.381523 | 0.470980 | -18.572316 | 2.739634 | 24 | 5750.0 | 1.0 | 0.00 | VARIABLE | 118.930470 | -11.396183 | 31.186433 | 43.418170 | 100001.0 | 5767.5000 | 5628.0000 | 5860.0000 | 1.7250 | 1.2533 | 1.9831 | 0.8927 | 0.6006 | 1.0291 | 200111.0 | 27.557621 | 26.694494 | 28.940681 | 757.057000 | 702.85620 | 811.257800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 117 | TU Cas | CEP(B) | 0.3303 | 6.681 | 6.441 | 6.331 | 0.03 | 0.09 | NaN | NaN | 9.76 | 0.25 | 8398 | 453 | c* | LII | 6.58104 | 51.28036 | 0.059137 | V* TU Cas | 6.581035 | 51.280359 | 0.000 | 0.000 | 90.0 | 183 | 00 26 19.44848 | +51 16 49.2908 | deltaCep | cC*|WV*|V* |IR |* | -19.600 | NaN | F4 | NaN | 0.9150 | 1.52 | -3.39 | NaN | NaN | NaN | 8.507 | 7.835 | NaN | 6.681 | 6.441 | 6.331 | NaN | NaN | NaN | NaN | NaN | 0.057564 | 369295549951641967 | 394818721274314112 | 2.138451 | 0.000002 | NaN | NaN | NaN | NaN | NaN | NaN | 1692.199995 | 0.000003 | 1692.163703 | 0.000003 | 1692.107512 | 0.000003 | 7.584575 | 0.000091 | 7.932590 | 0.000273 | 7.147491 | 0.000448 | 0.612362 | 0.000369 | 0.694913 | 0.000985 | 0.354442 | 0.001471 | -0.089398 | 0.219750 | 0.420132 | 0.000860 | NaN | NaN | 4.361716 | 0.002113 | NaN | NaN | 45 | 45 | 46 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
43 | 1635721458409799680 | Gaia DR2 422226488141991296 | 422226488141991296 | 1076246589 | 2015.5 | 3.617657 | 0.022974 | 56.252931 | 0.021650 | 0.358621 | 0.032549 | 11.018047 | -2.013318 | 0.043219 | -1.486586 | 0.038677 | -0.228439 | 0.250477 | -0.406722 | 0.115747 | -0.026712 | 0.070506 | -0.313903 | -0.206765 | 0.186474 | -0.247944 | 366 | 366 | 355 | 11 | 2.150584 | 409.29770 | 0.000000 | 0.000000e+00 | 31 | True | 214.703370 | 1.519756 | 0.005643 | -0.015523 | 42 | 18 | 0.033252 | 0 | 44 | False | 380 | 5.805332e+06 | 4.202333e+04 | 138.145450 | 8.778798 | 40 | 2.553954e+06 | 6.896216e+04 | 37.034138 | 9.333355 | 41 | 4.844122e+06 | 7.905322e+04 | 61.276720 | 8.048882 | 1.274359 | 0 | 1.284473 | 0.554557 | 0.729916 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 117.782583 | -6.248774 | 33.207845 | 48.498758 | 100001.0 | 4751.7466 | 4695.1553 | 4899.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 67.569730 | 63.555805 | 69.208405 | 2097.066700 | 1799.84130 | 2394.292000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 95 | FM Cas | DCEP | 0.7641 | 7.128 | 6.747 | 6.581 | -0.09 | -0.03 | NaN | NaN | 11.33 | 0.05 | 8942 | 445 | a | LII | 3.61768 | 56.25293 | 0.046795 | V* FM Cas | 3.617672 | 56.252937 | 0.000 | 0.000 | 90.0 | 97 | 00 14 28.24134 | +56 15 10.5733 | deltaCep | V* |cC*|IR |* | -29.200 | NaN | F7.5Ib | NaN | 0.3586 | -2.01 | -1.49 | NaN | NaN | NaN | 10.150 | 9.160 | NaN | 7.259 | 6.823 | 6.674 | NaN | NaN | NaN | NaN | NaN | 0.038791 | 369295549951641967 | 422226488141991296 | 5.809012 | 0.000014 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.645633 | 0.000020 | 1684.629567 | 0.000020 | 1684.763965 | 0.000020 | 8.783347 | 0.000090 | 9.370835 | 0.000195 | 8.082453 | 0.000146 | 0.447143 | 0.000266 | 0.579773 | 0.000960 | 0.348042 | 0.000624 | 0.254888 | 0.233779 | 0.331923 | 0.000990 | NaN | NaN | 4.818273 | 0.002740 | NaN | NaN | 43 | 38 | 40 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
44 | 1635721458409799680 | Gaia DR2 422923956470923008 | 422923956470923008 | 962266286 | 2015.5 | 3.790869 | 0.023050 | 58.424281 | 0.020254 | 0.398570 | 0.030092 | 13.244846 | -2.134606 | 0.042615 | -1.882500 | 0.035885 | -0.274615 | 0.343108 | -0.435040 | 0.201312 | -0.123798 | 0.130450 | -0.351472 | -0.203807 | 0.300680 | -0.245824 | 356 | 356 | 352 | 4 | 5.863434 | 524.64044 | 0.000000 | 0.000000e+00 | 31 | True | 256.773600 | 1.515110 | 0.005491 | -0.024752 | 41 | 19 | 0.033784 | 0 | 44 | False | 375 | 2.823773e+06 | 2.878896e+04 | 98.085290 | 9.561291 | 42 | 1.192466e+06 | 4.631554e+04 | 25.746555 | 10.160274 | 41 | 2.313728e+06 | 5.579073e+04 | 41.471542 | 8.851139 | 1.241669 | 0 | 1.309134 | 0.598983 | 0.710152 | -47.112258 | 4.121758 | 4 | 4750.0 | 4.5 | 0.00 | VARIABLE | 118.185536 | -4.112781 | 35.352016 | 50.163630 | 100001.0 | 4781.1150 | 4664.6750 | 4820.4000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 41.703396 | 41.026430 | 43.811394 | 818.755800 | 719.42180 | 918.089800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 115 | SY Cas | DCEP | 0.6097 | 7.816 | 7.449 | 7.287 | 0.04 | 0.10 | NaN | NaN | 11.53 | 0.05 | 9068 | 444 | a | LII | 3.79088 | 58.42429 | 0.038821 | V* SY Cas | 3.790887 | 58.424289 | 0.000 | 0.000 | 90.0 | 106 | 00 15 09.81286 | +58 25 27.4399 | deltaCep | V* |cC*|IR |* | -46.600 | NaN | F5 | NaN | 0.3986 | -2.14 | -1.88 | NaN | NaN | NaN | 10.690 | 9.920 | NaN | 7.863 | 7.434 | 7.240 | NaN | NaN | NaN | NaN | NaN | 0.044115 | 369295549951641967 | 422923956470923008 | 4.071170 | 0.000003 | NaN | NaN | NaN | NaN | NaN | NaN | 1686.442403 | 0.000005 | 1686.451030 | 0.000005 | 1686.483564 | 0.000005 | 9.540854 | 0.000174 | 10.138016 | 0.000202 | 8.830518 | 0.000131 | 0.648722 | 0.000582 | 0.824229 | 0.001692 | 0.550178 | 0.000771 | 0.108297 | 0.225041 | 0.368769 | 0.001705 | 0.164735 | 0.000946 | 4.333996 | 0.003505 | 2.457401 | 0.007680 | 39 | 37 | 35 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
45 | 1635721458409799680 | Gaia DR2 423454573911964544 | 423454573911964544 | 951860322 | 2015.5 | 14.333519 | 0.011270 | 55.438832 | 0.016155 | 0.081740 | 0.027270 | 2.997461 | -1.300794 | 0.026574 | 0.039231 | 0.027346 | -0.625004 | 0.347227 | -0.012148 | 0.091737 | -0.392251 | 0.009124 | -0.397504 | -0.057695 | 0.259780 | -0.752580 | 907 | 9 | 899 | 8 | -5.066524 | 695.85650 | 0.000000 | 0.000000e+00 | 31 | False | 58.763550 | 1.508863 | 0.002500 | -0.007157 | 104 | 18 | 0.039503 | 0 | 107 | True | 921 | 4.402127e+04 | 3.789898e+02 | 116.154250 | 14.079209 | 100 | 1.850149e+04 | 5.856680e+02 | 31.590406 | 14.683372 | 98 | 3.703036e+04 | 8.293123e+02 | 44.651890 | 13.340526 | 1.261478 | 0 | 1.342846 | 0.604162 | 0.738684 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 123.775127 | -7.423265 | 39.707448 | 44.403079 | 100001.0 | 4952.2500 | 4755.6470 | 5089.0000 | 0.2525 | 0.0280 | 1.8086 | 0.1317 | 0.0160 | 0.8185 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 101 | HK Cas | DCEP | 0.3979 | 12.016 | 11.831 | 11.668 | 0.45 | 0.42 | NaN | NaN | 15.34 | 0.07 | 17296 | 498 | c | LIII | 14.33350 | 55.43883 | 0.040283 | V* HK Cas | 14.333529 | 55.438832 | 0.000 | 0.000 | 90.0 | 17 | 00 57 20.04705 | +55 26 19.7936 | deltaCep | cC*|* |IR |V* | NaN | NaN | NaN | NaN | 0.0817 | -1.30 | 0.04 | NaN | NaN | NaN | NaN | NaN | NaN | 12.223 | 11.926 | 11.751 | NaN | NaN | NaN | NaN | NaN | 0.020171 | 369295551293819386 | 423454573911964544 | NaN | NaN | 2.499592 | 0.000001 | NaN | NaN | NaN | NaN | 1692.628479 | 0.000002 | 1692.606364 | 0.000002 | 1692.858917 | 0.000002 | 14.005284 | 0.000055 | 14.572020 | 0.000284 | 13.287914 | 0.000175 | 0.837785 | 0.000541 | 1.086909 | 0.003144 | 0.707473 | 0.002214 | NaN | NaN | 0.285837 | 0.000293 | 0.130332 | 0.000273 | 5.090250 | 0.001363 | 3.155892 | 0.002471 | 105 | 99 | 98 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
46 | 1635721458409799680 | Gaia DR2 425324052915862912 | 425324052915862912 | 969974352 | 2015.5 | 10.096641 | 0.014616 | 58.618521 | 0.014936 | 0.053334 | 0.020497 | 2.602029 | -1.401096 | 0.026449 | -0.130341 | 0.024713 | -0.271482 | 0.198903 | -0.507831 | 0.208619 | 0.011436 | 0.160393 | -0.497535 | -0.145017 | 0.180842 | -0.392567 | 393 | 89 | 390 | 3 | -1.739331 | 338.11252 | 0.000000 | 0.000000e+00 | 31 | False | 147.262480 | 1.521289 | 0.003283 | -0.030423 | 45 | 19 | 0.034308 | 0 | 48 | False | 420 | 1.124777e+05 | 6.458737e+02 | 174.148180 | 13.060699 | 47 | 5.052919e+04 | 1.085797e+03 | 46.536500 | 13.592532 | 47 | 9.126811e+04 | 1.253199e+03 | 72.828125 | 12.361122 | 1.260670 | 0 | 1.231410 | 0.531833 | 0.699577 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 121.489708 | -4.222279 | 39.548829 | 48.327661 | 100001.0 | 4849.0000 | 4692.3335 | 5027.7650 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 106 | NY Cas | DCEPS | 0.4507 | 11.398 | 10.985 | 10.850 | -0.46 | -0.49 | NaN | NaN | 15.27 | 0.12 | 16839 | 693 | c* | LIII | 10.09667 | 58.61853 | 0.063276 | V* NY Cas | 10.096652 | 58.618522 | 0.000 | 0.000 | 90.0 | 27 | 00 40 23.19655 | +58 37 06.6786 | deltaCep | cC*|* |IR |V* |Ce* | NaN | NaN | NaN | NaN | 0.0533 | -1.40 | -0.13 | NaN | NaN | NaN | NaN | NaN | NaN | 11.398 | 10.985 | 10.850 | NaN | NaN | NaN | NaN | NaN | 0.021811 | 369295549951641967 | 425324052915862912 | NaN | NaN | 2.823216 | 0.000005 | NaN | NaN | NaN | NaN | 1692.109836 | 0.000007 | 1692.107661 | 0.000007 | 1692.138657 | 0.000007 | 13.029323 | 0.000076 | 13.548084 | 0.000280 | 12.343640 | 0.000225 | 0.368491 | 0.000319 | 0.465986 | 0.001644 | 0.278282 | 0.002649 | NaN | NaN | 0.113565 | 0.000693 | 0.074964 | 0.000954 | 3.186116 | 0.007292 | 5.652777 | 0.012836 | 48 | 47 | 46 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
47 | 1635721458409799680 | Gaia DR2 426881614218441600 | 426881614218441600 | 525037234 | 2015.5 | 12.471921 | 0.019833 | 60.127379 | 0.024704 | 0.403431 | 0.030089 | 13.408034 | -1.402254 | 0.037826 | -0.881949 | 0.045797 | -0.226227 | 0.273631 | -0.354586 | 0.129015 | -0.148422 | 0.107157 | -0.499027 | -0.106456 | 0.190381 | -0.317832 | 366 | 366 | 353 | 13 | 9.094126 | 646.27070 | 0.000000 | 0.000000e+00 | 31 | True | 251.477450 | 1.494256 | 0.005335 | 0.028240 | 43 | 19 | 0.036393 | 0 | 48 | False | 404 | 2.726976e+06 | 1.733840e+04 | 157.279560 | 9.599162 | 43 | 1.059731e+06 | 2.887548e+04 | 36.700027 | 10.288399 | 46 | 2.391252e+06 | 3.761503e+04 | 63.571712 | 8.815356 | 1.265498 | 0 | 1.473043 | 0.689237 | 0.783806 | -36.177072 | 4.229824 | 10 | 4500.0 | 4.5 | 0.00 | VARIABLE | 122.738667 | -2.743789 | 42.370682 | 48.832986 | 100001.0 | 4623.9100 | 4418.3066 | 4764.7466 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 44.377384 | 41.792744 | 48.603638 | 811.065060 | 714.06433 | 908.065800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 133 | XY Cas | DCEP | 0.6534 | 7.735 | 7.336 | 7.156 | 0.10 | 0.07 | NaN | NaN | 11.51 | 0.05 | 9178 | 445 | a | LIII | 12.47194 | 60.12739 | 0.052001 | V* XY Cas | 12.471933 | 60.127383 | 0.000 | 0.000 | 90.0 | 96 | 00 49 53.26392 | +60 07 38.5786 | deltaCep | V* |cC*|IR |* | -42.000 | NaN | G0Ib | NaN | 0.4034 | -1.40 | -0.88 | NaN | NaN | NaN | 11.000 | 9.970 | NaN | 7.658 | 7.280 | 7.121 | NaN | NaN | NaN | NaN | NaN | 0.025676 | 369295549951641967 | 426881614218441600 | 4.501624 | 0.000012 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.529885 | 0.000017 | 1687.466554 | 0.000017 | 1687.525371 | 0.000017 | 9.548107 | 0.000065 | 10.212858 | 0.000206 | 8.790977 | 0.000140 | 0.474496 | 0.000341 | 0.606904 | 0.000962 | 0.379572 | 0.000685 | 0.145705 | 0.224970 | 0.357853 | 0.000489 | 0.128400 | 0.001046 | 4.382908 | 0.002149 | 2.600379 | 0.005676 | 43 | 39 | 40 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
48 | 1635721458409799680 | Gaia DR2 428620663657823232 | 428620663657823232 | 260888044 | 2015.5 | 7.494097 | 0.026029 | 60.211957 | 0.026153 | 0.422230 | 0.034159 | 12.360599 | -2.569002 | 0.048543 | -1.470176 | 0.046957 | -0.228452 | 0.129287 | -0.537847 | 0.150221 | -0.059080 | 0.121969 | -0.421384 | -0.048320 | 0.189876 | -0.251942 | 344 | 344 | 337 | 7 | 8.882199 | 616.49500 | 0.000000 | 0.000000e+00 | 31 | False | 163.653960 | 1.498349 | 0.005292 | 0.071789 | 40 | 19 | 0.038331 | 0 | 46 | True | 374 | 7.002688e+06 | 5.149902e+04 | 135.977100 | 8.575204 | 42 | 2.598033e+06 | 7.492287e+04 | 34.676100 | 9.314776 | 43 | 6.362256e+06 | 1.242012e+05 | 51.225395 | 7.752892 | 1.279550 | 0 | 1.561884 | 0.739573 | 0.822312 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 120.266734 | -2.548686 | 39.405624 | 50.397096 | 100001.0 | 4397.6353 | 4249.5034 | 4644.9500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 78.561990 | 70.418820 | 84.134575 | 2079.680000 | 1820.92820 | 2338.431600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 92 | DL Cas | DCEP | 0.9031 | 6.550 | 6.101 | 5.892 | -0.01 | 0.05 | NaN | NaN | 11.03 | 0.05 | 8859 | 447 | a | LII | 7.49412 | 60.21196 | 0.042228 | V* DL Cas | 7.494119 | 60.211964 | 0.000 | 0.000 | 90.0 | 285 | 00 29 58.58861 | +60 12 43.0697 | deltaCep | V* |cC*|IR |* |*iC|SB* | -36.800 | NaN | G1Ib-IIHdel-1 | NaN | 0.4222 | -2.57 | -1.47 | NaN | NaN | NaN | 9.880 | 8.630 | NaN | 6.536 | 5.995 | 5.857 | NaN | NaN | NaN | NaN | NaN | 0.045879 | 369295549951641967 | 428620663657823232 | 8.000656 | 0.000033 | NaN | NaN | NaN | NaN | NaN | NaN | 1679.857878 | 0.000047 | 1679.770630 | 0.000047 | 1680.269791 | 0.000047 | 8.504816 | 0.000180 | 9.229527 | 0.000422 | 7.708607 | 0.000163 | 0.458489 | 0.000653 | 0.601164 | 0.001489 | 0.364656 | 0.000738 | NaN | NaN | 0.277753 | 0.001388 | 0.113120 | 0.000904 | 5.158551 | 0.003080 | 3.336720 | 0.008655 | 41 | 36 | 37 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
49 | 1635721458409799680 | Gaia DR2 428839329030983040 | 428839329030983040 | 935554614 | 2015.5 | 6.649803 | 0.021567 | 60.798170 | 0.022790 | 0.509232 | 0.029839 | 17.065891 | -2.648587 | 0.042496 | -1.171550 | 0.049273 | -0.223674 | 0.157316 | -0.416845 | 0.145531 | -0.016292 | 0.104546 | -0.215308 | -0.248010 | 0.156867 | -0.366967 | 335 | 335 | 329 | 6 | 3.280615 | 414.10560 | 0.000000 | 0.000000e+00 | 31 | True | 230.186740 | 1.485294 | 0.005759 | 0.006450 | 39 | 19 | 0.039075 | 0 | 46 | True | 385 | 6.331780e+06 | 3.295740e+04 | 192.120100 | 8.684551 | 45 | 2.460576e+06 | 4.816620e+04 | 51.085114 | 9.373796 | 44 | 5.615222e+06 | 6.772423e+04 | 82.913030 | 7.888503 | 1.275439 | 0 | 1.485294 | 0.689245 | 0.796049 | -43.472780 | 4.856911 | 4 | 5750.0 | 4.5 | 0.00 | VARIABLE | 119.905104 | -1.927520 | 39.470428 | 51.114550 | 100001.0 | 4432.8700 | 4338.7400 | 4614.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 60.489480 | 55.833477 | 63.142612 | 1272.900400 | 1152.94060 | 1392.860200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 126 | V379 Cas | DCEPS | 0.6340 | 6.816 | 6.362 | 6.217 | 0.06 | 0.12 | NaN | NaN | 11.23 | 0.09 | 8950 | 447 | c* | LII | 6.64980 | 60.79818 | 0.035373 | V* V379 Cas | 6.649827 | 60.798175 | 0.000 | 0.000 | 90.0 | 35 | 00 26 35.95837 | +60 47 53.4312 | deltaCep | V* |cC*|IR |* | -43.470 | NaN | F6 | NaN | 0.5092 | -2.65 | -1.17 | NaN | NaN | NaN | 10.180 | 9.160 | NaN | 6.816 | 6.362 | 6.217 | NaN | NaN | NaN | NaN | NaN | 0.044890 | 369295549951641967 | 428839329030983040 | NaN | NaN | 4.306485 | 0.000026 | NaN | NaN | NaN | NaN | 1687.370456 | 0.000036 | 1687.348503 | 0.000036 | 1687.307845 | 0.000036 | 8.677527 | 0.000091 | 9.371368 | 0.000196 | 7.899946 | 0.000143 | 0.260049 | 0.000238 | 0.341360 | 0.000509 | 0.214946 | 0.000515 | NaN | NaN | 0.171065 | 0.001423 | NaN | NaN | 4.006755 | 0.009031 | NaN | NaN | 39 | 39 | 38 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
50 | 1635721458409799680 | Gaia DR2 429385923752386944 | 429385923752386944 | 1063909821 | 2015.5 | 0.246799 | 0.022300 | 60.959002 | 0.023021 | 0.223627 | 0.029940 | 7.469092 | -3.175507 | 0.043401 | -1.611164 | 0.040379 | -0.093586 | 0.262891 | -0.366990 | 0.122235 | -0.130450 | 0.078341 | -0.450324 | -0.225160 | 0.294976 | -0.132852 | 319 | 319 | 302 | 17 | 9.546684 | 594.66150 | 0.000000 | 0.000000e+00 | 31 | True | 319.099500 | 1.454372 | 0.006333 | 0.040415 | 36 | 19 | 0.033706 | 0 | 40 | False | 354 | 7.662229e+05 | 5.823333e+03 | 131.578060 | 10.977478 | 39 | 2.586441e+05 | 8.675209e+03 | 29.814160 | 11.819632 | 39 | 7.444376e+05 | 1.447616e+04 | 51.425080 | 10.082349 | 1.309125 | 0 | 1.737283 | 0.842154 | 0.895129 | -69.665954 | 5.344413 | 6 | 5500.0 | 4.5 | 0.00 | VARIABLE | 116.845568 | -1.315166 | 35.767401 | 53.254200 | 100001.0 | 4217.0000 | 3953.1100 | 4517.1997 | 0.8635 | 0.4269 | 2.0788 | 0.3850 | 0.2149 | 1.0598 | 200111.0 | 55.797500 | 48.627663 | 63.495674 | 887.030640 | 696.42050 | 1077.640900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 85 | CG Cas | DCEP | 0.6400 | 8.903 | 8.299 | 8.109 | 0.09 | 0.06 | NaN | NaN | 12.26 | 0.07 | 9557 | 440 | c | LIII | 0.24687 | 60.95895 | 0.224896 | V* CG Cas | 0.246827 | 60.959009 | 0.000 | 0.000 | 90.0 | 75 | 00 00 59.23841 | +60 57 32.4320 | deltaCep | cC*|* |V* |IR | -87.000 | NaN | F5 | NaN | 0.2236 | -3.18 | -1.61 | NaN | NaN | NaN | 12.700 | 11.280 | NaN | 8.832 | 8.313 | 8.136 | NaN | NaN | NaN | NaN | NaN | 0.055193 | 369295549951641967 | 429385923752386944 | 4.365159 | 0.000020 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.208679 | 0.000028 | 1687.286771 | 0.000028 | 1687.265057 | 0.000028 | 10.859208 | 0.000267 | 11.525983 | 0.008983 | 9.964414 | 0.002845 | 0.640531 | 0.000990 | 1.162641 | 0.023351 | 0.610055 | 0.009910 | 0.023813 | 0.225022 | 0.393423 | 0.001400 | 0.138997 | 0.000912 | 4.355993 | 0.002156 | 2.223397 | 0.009012 | 40 | 31 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
51 | 1635721458409799680 | Gaia DR2 429544700100302080 | 429544700100302080 | 1076025814 | 2015.5 | 4.260412 | 0.012296 | 60.802804 | 0.013751 | 0.067104 | 0.017046 | 3.936754 | -1.704906 | 0.023928 | -0.516718 | 0.026144 | -0.060513 | 0.175479 | -0.367902 | 0.005336 | 0.072171 | -0.031330 | -0.218446 | -0.158860 | 0.054568 | -0.178117 | 317 | 0 | 314 | 3 | 0.471131 | 320.17760 | 0.000000 | 0.000000e+00 | 31 | True | 86.021350 | 1.419433 | 0.003096 | 0.032872 | 37 | 19 | 0.034870 | 0 | 41 | False | 351 | 6.365318e+04 | 7.476532e+02 | 85.137310 | 13.678816 | 40 | 1.882119e+04 | 8.689490e+02 | 21.659723 | 14.664770 | 40 | 6.725497e+04 | 2.016233e+03 | 33.356743 | 12.692609 | 1.352268 | 0 | 1.972161 | 0.985954 | 0.986207 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 118.747121 | -1.789163 | 38.030418 | 51.859337 | 100001.0 | 3730.3333 | 3687.5000 | 4024.5752 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 96 | FO Cas | DCEP | 0.8324 | 11.136 | 10.529 | 10.267 | -0.56 | -0.59 | NaN | NaN | 15.02 | 0.06 | 15552 | 459 | c | LIII | 4.26042 | 60.80281 | 0.026458 | V* FO Cas | 4.260427 | 60.802806 | 0.000 | 0.000 | 90.0 | 19 | 00 17 02.50252 | +60 48 10.1015 | deltaCep | cC*|V* |IR | NaN | NaN | NaN | NaN | 0.0671 | -1.71 | -0.52 | NaN | NaN | NaN | 15.670 | NaN | NaN | 11.294 | 10.659 | 10.393 | NaN | NaN | NaN | NaN | NaN | 0.027613 | 369295549951641967 | 429544700100302080 | 6.798277 | 0.000025 | NaN | NaN | NaN | NaN | NaN | NaN | 1683.183262 | 0.000035 | 1683.183351 | 0.000035 | 1683.245516 | 0.000035 | 13.650070 | 0.000484 | 14.600640 | 0.001330 | 12.667042 | 0.000677 | 0.710412 | 0.000753 | 0.907848 | 0.004271 | 0.590033 | 0.002224 | NaN | NaN | 0.294191 | 0.001211 | 0.268364 | 0.001459 | 5.038959 | 0.013216 | 3.622722 | 0.004001 | 41 | 37 | 38 | NaN | NaN | T2CEP | W_VIR | NOT_APPLICABLE | NaN |
52 | 1635721458409799680 | Gaia DR2 429562773322439296 | 429562773322439296 | 604425917 | 2015.5 | 3.513432 | 0.018744 | 60.986264 | 0.018520 | 0.246697 | 0.025050 | 9.848324 | -2.573521 | 0.037158 | -0.274076 | 0.034969 | -0.089855 | 0.164828 | -0.311175 | 0.044934 | 0.128827 | -0.019622 | -0.166427 | -0.244024 | 0.161513 | -0.192721 | 341 | 341 | 335 | 6 | 8.094954 | 583.73193 | 0.000000 | 0.000000e+00 | 31 | True | 377.664340 | 1.434534 | 0.004975 | 0.049989 | 39 | 19 | 0.030390 | 0 | 42 | False | 367 | 2.992537e+05 | 2.921185e+03 | 102.442560 | 11.998267 | 39 | 1.013928e+05 | 4.325206e+03 | 23.442316 | 12.836369 | 39 | 3.036976e+05 | 8.071484e+03 | 37.625988 | 11.055817 | 1.353669 | 0 | 1.780553 | 0.838102 | 0.942450 | -54.382919 | 5.289603 | 7 | 6000.0 | 3.5 | 0.00 | VARIABLE | 118.412630 | -1.557028 | 37.771584 | 52.233949 | 100001.0 | 4070.4500 | 3900.0000 | 4446.6650 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 35.414150 | 29.675142 | 38.577354 | 310.183000 | 256.28300 | 364.083040 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 79 | BF Cas | DCEP | 0.5599 | 9.568 | 9.032 | 8.840 | -0.05 | -0.08 | NaN | NaN | 12.77 | 0.06 | 10142 | 436 | c | LIII | 3.51350 | 60.98625 | 0.129280 | V* BF Cas | 3.513455 | 60.986265 | 0.000 | 0.000 | 90.0 | 28 | 00 14 03.22910 | +60 59 10.5544 | deltaCep | cC*|* |V* |IR |Ce* | -54.380 | NaN | NaN | NaN | 0.2467 | -2.57 | -0.27 | NaN | NaN | NaN | 13.740 | NaN | NaN | 9.699 | 9.086 | 8.888 | NaN | NaN | NaN | NaN | NaN | 0.040115 | 369295549951641967 | 429562773322439296 | 3.630445 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1688.997251 | 0.000011 | 1688.949255 | 0.000011 | 1688.974546 | 0.000011 | 11.907258 | 0.000124 | 12.735170 | 0.000298 | 11.005724 | 0.000170 | 0.683277 | 0.000544 | 0.885296 | 0.001785 | 0.559454 | 0.001085 | -0.027240 | 0.219742 | 0.401159 | 0.000834 | 0.183054 | 0.000476 | 4.269680 | 0.001589 | 2.340390 | 0.004147 | 40 | 36 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
53 | 1635721458409799680 | Gaia DR2 429890595286480384 | 429890595286480384 | 741737230 | 2015.5 | 0.674045 | 0.024967 | 61.861069 | 0.027246 | 0.159657 | 0.032356 | 4.934335 | -3.038138 | 0.045318 | -0.626654 | 0.050788 | -0.039870 | 0.325655 | -0.509221 | 0.016209 | -0.114550 | -0.046002 | -0.485098 | -0.279218 | 0.271498 | -0.112210 | 264 | 264 | 262 | 2 | 8.004847 | 483.53583 | 0.000000 | 0.000000e+00 | 31 | False | 333.934080 | 1.397837 | 0.007062 | 0.055666 | 30 | 18 | 0.037844 | 0 | 34 | False | 299 | 2.525019e+05 | 2.096422e+03 | 120.444180 | 12.182704 | 33 | 7.421164e+04 | 2.399914e+03 | 30.922630 | 13.175208 | 33 | 2.693777e+05 | 5.843428e+03 | 46.099260 | 11.186016 | 1.360740 | 0 | 1.989192 | 0.992504 | 0.996688 | -78.872550 | 5.903170 | 11 | 6000.0 | 3.5 | 0.00 | VARIABLE | 117.218703 | -0.468807 | 37.038172 | 53.787834 | 100001.0 | 3733.0000 | 3699.5000 | 4024.1426 | 1.1290 | 0.8849 | 2.0198 | 0.5530 | 0.4379 | 1.0924 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 94 | EX Cas | DCEP | 0.6340 | 9.556 | 8.944 | 8.742 | -0.07 | -0.10 | NaN | NaN | 12.86 | 0.07 | 10202 | 435 | c | LIII | 0.67412 | 61.86108 | 0.133263 | V* EX Cas | 0.674073 | 61.861072 | 0.000 | 0.000 | 90.0 | 25 | 00 02 41.77746 | +61 51 39.8584 | deltaCep | cC*|* |IR |V* | -78.870 | NaN | NaN | NaN | 0.1597 | -3.04 | -0.63 | NaN | NaN | NaN | 14.310 | NaN | NaN | 9.570 | 8.912 | 8.704 | NaN | NaN | NaN | NaN | NaN | 0.048082 | 369295549951641967 | 429890595286480384 | 4.305281 | 0.000015 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.917397 | 0.000021 | 1687.852559 | 0.000021 | 1687.966394 | 0.000021 | 12.110450 | 0.000101 | 13.078409 | 0.000673 | 11.128080 | 0.000315 | 0.461484 | 0.000326 | 0.630852 | 0.002101 | 0.400017 | 0.001187 | 0.255092 | 0.224993 | 0.325932 | 0.001013 | 0.142987 | 0.001231 | 4.483449 | 0.004489 | 2.515556 | 0.006860 | 34 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
54 | 1635721458409799680 | Gaia DR2 430647231080076416 | 430647231080076416 | 521758899 | 2015.5 | 5.012798 | 0.025123 | 63.179789 | 0.024384 | 0.302839 | 0.033398 | 9.067471 | -1.613879 | 0.047885 | -0.792750 | 0.046206 | -0.042420 | 0.227532 | -0.242007 | 0.056515 | -0.020702 | 0.016021 | -0.048563 | -0.239140 | 0.132604 | -0.167868 | 299 | 299 | 286 | 13 | 16.049616 | 857.63995 | 0.077542 | 2.273916e+00 | 31 | True | 103.251360 | 1.430994 | 0.006838 | -0.078793 | 34 | 18 | 0.035291 | 0 | 37 | False | 325 | 3.941391e+05 | 2.643407e+03 | 149.102700 | 11.699242 | 36 | 1.286130e+05 | 3.417288e+03 | 37.635970 | 12.578176 | 35 | 3.978151e+05 | 7.382200e+03 | 53.888430 | 10.762716 | 1.335640 | 0 | 1.815460 | 0.878935 | 0.936525 | -60.002452 | 7.596918 | 2 | 6000.0 | 3.5 | 0.00 | VARIABLE | 119.400230 | 0.523465 | 41.032130 | 53.427486 | 100001.0 | 3951.0000 | 3900.0000 | 4326.6826 | 0.6703 | 0.2759 | 1.4300 | 0.2980 | 0.1200 | 0.6968 | 200111.0 | 36.487900 | 30.426561 | 37.448440 | 292.294460 | 242.40497 | 342.183960 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 87 | CT Cas | DCEP | 0.5810 | 9.455 | 8.810 | 8.600 | -0.05 | -0.08 | NaN | NaN | 12.51 | 0.07 | 9892 | 439 | c | LIII | 5.01279 | 63.17978 | 0.036027 | V* CT Cas | 5.012814 | 63.179793 | 0.000 | 0.000 | 90.0 | 19 | 00 20 03.07524 | +63 10 47.2538 | deltaCep | V* |cC*|* |IR | -60.000 | NaN | NaN | NaN | 0.3028 | -1.61 | -0.79 | NaN | NaN | NaN | 13.580 | NaN | NaN | 9.419 | 8.885 | 8.688 | NaN | NaN | NaN | NaN | NaN | 0.027870 | 369295549951641967 | 430647231080076416 | 3.810715 | 0.000016 | NaN | NaN | NaN | NaN | NaN | NaN | 1689.745890 | 0.000022 | 1689.704814 | 0.000022 | 1689.662787 | 0.000022 | 11.674721 | 0.000184 | 12.529230 | 0.001156 | 10.739279 | 0.001080 | 0.437151 | 0.000573 | 0.586964 | 0.004408 | 0.381767 | 0.004611 | 0.061931 | 0.219791 | 0.373940 | 0.001532 | 0.115639 | 0.001533 | 4.442850 | 0.002932 | 2.520774 | 0.007076 | 36 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
55 | 1635721458409799680 | Gaia DR2 430670222050230912 | 430670222050230912 | 1632197622 | 2015.5 | 9.185444 | 0.019796 | 62.274237 | 0.019607 | 0.259692 | 0.027539 | 9.429853 | -1.591647 | 0.039164 | 0.054083 | 0.036558 | -0.129176 | 0.158698 | -0.363847 | 0.093391 | 0.001963 | 0.054317 | -0.296880 | -0.119981 | 0.208464 | -0.213707 | 363 | 363 | 353 | 10 | 8.796550 | 634.48200 | 0.000000 | 0.000000e+00 | 31 | False | 401.255740 | 1.384901 | 0.005150 | -0.004512 | 41 | 19 | 0.031366 | 0 | 44 | False | 381 | 3.460604e+05 | 1.896389e+03 | 182.483830 | 11.840486 | 39 | 1.006546e+05 | 2.425476e+03 | 41.498890 | 12.844304 | 40 | 3.723239e+05 | 5.675225e+03 | 65.605125 | 10.834618 | 1.366751 | 0 | 2.009687 | 1.003818 | 1.005868 | -43.599898 | 4.212096 | 13 | 6000.0 | 3.5 | 0.00 | VARIABLE | 121.223451 | -0.548753 | 42.459081 | 51.499197 | 100001.0 | 4145.5176 | 3691.0000 | 5051.7800 | 0.3720 | 0.0960 | 1.0361 | 0.1390 | 0.0460 | 0.5091 | 200111.0 | 34.093784 | 22.958520 | 43.007540 | 309.285920 | 255.09775 | 363.474100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 97 | FW Cas | DCEP | 0.7950 | 9.408 | 8.716 | 8.393 | -0.09 | -0.12 | NaN | NaN | 12.92 | 0.07 | 10460 | 440 | c | LIII | 9.18550 | 62.27425 | 0.104729 | V* FW Cas | 9.185459 | 62.274236 | 0.000 | 0.000 | 90.0 | 20 | 00 36 44.51020 | +62 16 27.2511 | deltaCep | cC*|V* |IR |* | -43.600 | NaN | NaN | NaN | 0.2597 | -1.59 | 0.05 | NaN | NaN | NaN | 13.980 | NaN | NaN | 9.305 | 8.667 | 8.350 | NaN | NaN | NaN | NaN | NaN | 0.024685 | 369295549951641967 | 430670222050230912 | NaN | NaN | 7.896893 | 0.000756 | 6.24022 | 0.000021 | NaN | NaN | 1681.065190 | 0.000026 | 1681.021673 | 0.000026 | 1681.122098 | 0.000026 | 11.735042 | 0.000179 | 12.724450 | 0.000447 | 10.753396 | 0.000244 | 0.420235 | 0.000253 | 0.492461 | 0.000633 | 0.369103 | 0.000345 | NaN | NaN | 0.373880 | 0.001392 | NaN | NaN | 4.813527 | 0.004225 | NaN | NaN | 41 | 37 | 39 | NaN | NaN | DCEP | NaN | MULTI | 1O/2O |
56 | 1635721458409799680 | Gaia DR2 430766016998901376 | 430766016998901376 | 1687717180 | 2015.5 | 8.317473 | 0.027798 | 62.907260 | 0.025401 | 0.182244 | 0.037385 | 4.874743 | -2.058034 | 0.057085 | -0.685997 | 0.046320 | -0.352562 | 0.169162 | -0.443059 | 0.289828 | -0.058862 | 0.256613 | -0.472942 | -0.368898 | 0.322309 | -0.427852 | 309 | 309 | 294 | 15 | 15.776467 | 857.04346 | 0.000000 | 0.000000e+00 | 31 | False | 334.798220 | 1.431556 | 0.006370 | 0.000506 | 36 | 15 | 0.044075 | 0 | 41 | False | 350 | 7.240113e+05 | 3.601580e+03 | 201.026020 | 11.039002 | 35 | 2.325309e+05 | 5.116860e+03 | 45.444073 | 11.935186 | 35 | 7.344760e+05 | 1.190228e+04 | 61.708836 | 10.096976 | 1.335624 | 0 | 1.838210 | 0.896184 | 0.942026 | -57.736285 | 3.875046 | 4 | 6000.0 | 3.5 | 0.00 | VARIABLE | 120.865058 | 0.108443 | 42.612975 | 52.241707 | 100001.0 | 3940.7500 | 3884.0000 | 4150.5303 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 75 | AP Cas | DCEP | 0.8355 | 8.788 | 8.189 | 7.982 | 0.05 | 0.02 | NaN | NaN | 12.79 | 0.07 | 10269 | 440 | c | LIII | 8.31732 | 62.90722 | 0.290238 | V* AP Cas | 8.317493 | 62.907263 | 0.000 | 0.000 | 90.0 | 48 | 00 33 16.19826 | +62 54 26.1477 | deltaCep | cC*|V* |* |IR |Ce* | -44.500 | NaN | F7.5Ib | NaN | 0.1822 | -2.06 | -0.69 | NaN | NaN | NaN | 12.680 | 11.520 | NaN | 8.837 | 8.193 | 7.984 | NaN | NaN | NaN | NaN | NaN | 0.033625 | 369295549951641967 | 430766016998901376 | 6.846344 | 0.000078 | NaN | NaN | NaN | NaN | NaN | NaN | 1683.387327 | 0.000110 | 1683.223800 | 0.000110 | 1683.130378 | 0.000110 | 10.974919 | 0.000293 | 11.869679 | 0.000435 | 10.072980 | 0.000568 | 0.387497 | 0.001359 | 0.493932 | 0.002219 | 0.297142 | 0.001998 | NaN | NaN | 0.302140 | 0.001759 | NaN | NaN | 5.439222 | 0.007919 | NaN | NaN | 36 | 34 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
57 | 1635721458409799680 | Gaia DR2 457807268533229056 | 457807268533229056 | 547561519 | 2015.5 | 38.469022 | 0.025325 | 57.027496 | 0.031747 | 0.265173 | 0.040033 | 6.623903 | -0.944372 | 0.079017 | -0.418964 | 0.091394 | 0.359953 | -0.030661 | -0.274097 | -0.175416 | -0.137839 | -0.210974 | -0.331033 | 0.332314 | 0.071704 | 0.419784 | 244 | 244 | 231 | 13 | 10.260104 | 520.67520 | 0.000000 | 0.000000e+00 | 31 | True | 395.668430 | 1.495351 | 0.006829 | 0.069119 | 29 | 12 | 0.066444 | 0 | 32 | False | 258 | 6.559209e+05 | 6.863881e+03 | 95.561226 | 11.146237 | 26 | 2.617975e+05 | 1.240987e+04 | 21.095917 | 11.806475 | 26 | 6.281499e+05 | 1.758627e+04 | 35.718200 | 10.266762 | 1.356791 | 0 | 1.539713 | 0.660237 | 0.879476 | -52.910824 | 2.995951 | 8 | 5250.0 | 4.5 | 0.00 | VARIABLE | 136.558051 | -3.109309 | 56.522832 | 39.422330 | 100001.0 | 4349.6665 | 4209.9850 | 4494.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 39.568150 | 37.067352 | 42.237347 | 504.905460 | 393.37384 | 616.437100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 258 | DW Per | DCEP | 0.5623 | 9.181 | 8.733 | 8.537 | -0.05 | -0.08 | NaN | NaN | 12.54 | 0.06 | 10509 | 449 | c | LIII | 38.46904 | 57.02754 | 0.161957 | V* DW Per | 38.469029 | 57.027498 | 0.000 | 0.000 | 90.0 | 34 | 02 33 52.56697 | +57 01 38.9926 | deltaCep | cC*|* |V* |IR | -52.910 | NaN | F6Ib | NaN | 0.2652 | -0.94 | -0.42 | NaN | NaN | NaN | 12.840 | 11.610 | NaN | 9.257 | 8.763 | 8.564 | NaN | NaN | NaN | NaN | NaN | 0.016014 | 369295549951641967 | 457807268533229056 | 3.649421 | 0.000038 | NaN | NaN | NaN | NaN | NaN | NaN | 1728.463463 | 0.000054 | 1728.448769 | 0.000054 | 1728.396991 | 0.000054 | 11.126564 | 0.000337 | 11.837628 | 0.000317 | 10.305583 | 0.000339 | 0.549681 | 0.001669 | 0.705533 | 0.001497 | 0.441147 | 0.001659 | 0.062581 | 0.219990 | 0.373742 | 0.003134 | 0.182919 | 0.003827 | 4.314282 | 0.007144 | 2.500688 | 0.014680 | 26 | 26 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
58 | 1635721458409799680 | Gaia DR2 458239995077788544 | 458239995077788544 | 1029146732 | 2015.5 | 38.630416 | 0.024730 | 58.831618 | 0.028222 | 0.365570 | 0.034501 | 10.595869 | -0.130131 | 0.065825 | -0.986488 | 0.080122 | 0.230249 | 0.180781 | -0.136613 | -0.104724 | -0.003051 | -0.094958 | 0.127396 | 0.071895 | 0.026622 | 0.274481 | 221 | 221 | 218 | 3 | 10.058620 | 494.19360 | 0.000000 | 0.000000e+00 | 31 | False | 281.240500 | 1.420298 | 0.006515 | 0.098073 | 25 | 13 | 0.056787 | 0 | 29 | True | 247 | 1.130630e+06 | 1.389016e+04 | 81.397896 | 10.555065 | 28 | 3.162826e+05 | 1.522162e+04 | 20.778517 | 11.601200 | 28 | 1.201157e+06 | 3.881446e+04 | 30.946117 | 9.562921 | 1.342119 | 0 | 2.038279 | 1.046135 | 0.992145 | -56.861472 | 5.325680 | 7 | 5500.0 | 4.5 | 0.00 | VARIABLE | 135.939970 | -1.412019 | 57.588390 | 41.034941 | 100001.0 | 4107.3000 | 3998.4600 | 4188.7200 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 45.106148 | 43.369644 | 47.595190 | 521.665160 | 446.05230 | 597.278000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 267 | UY Per | DCEP | 0.7296 | 8.079 | 7.536 | 7.334 | 0.18 | 0.15 | NaN | NaN | 11.82 | 0.06 | 9737 | 449 | c | LIII | 38.63038 | 58.83168 | 0.233844 | V* UY Per | 38.630417 | 58.831622 | 0.000 | 0.000 | 90.0 | 104 | 02 34 31.30007 | +58 49 53.8392 | deltaCep | cC*|* |V* |IR | -59.000 | NaN | F7 | NaN | 0.3656 | -0.13 | -0.99 | NaN | NaN | NaN | 12.460 | 11.180 | NaN | 7.961 | 7.431 | 7.231 | NaN | NaN | NaN | NaN | NaN | 0.015423 | 369295549951641967 | 458239995077788544 | 6.579970 | 0.000090 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.588955 | 0.000127 | 1688.620670 | 0.000127 | 1687.601665 | 0.000127 | 10.462725 | 0.000166 | 11.492652 | 0.000216 | 9.512212 | 0.000108 | 0.652178 | 0.000993 | 0.774099 | 0.000850 | 0.567705 | 0.001092 | NaN | NaN | 0.333456 | 0.001335 | NaN | NaN | 4.834154 | 0.006646 | NaN | NaN | 24 | 24 | 23 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
59 | 1635721458409799680 | Gaia DR2 459035766618689280 | 459035766618689280 | 650754747 | 2015.5 | 36.897761 | 0.023197 | 58.917151 | 0.029511 | 0.394153 | 0.035271 | 11.174958 | 0.087277 | 0.073918 | -0.788258 | 0.080015 | 0.223910 | 0.039768 | -0.100424 | -0.162503 | -0.048342 | -0.178675 | -0.344642 | 0.168991 | 0.178844 | 0.189750 | 249 | 249 | 238 | 11 | 10.770044 | 550.21295 | 0.000000 | 0.000000e+00 | 31 | True | 312.667940 | 1.412674 | 0.006074 | 0.004130 | 29 | 13 | 0.057181 | 0 | 33 | False | 276 | 1.303270e+06 | 1.491582e+04 | 87.375040 | 10.400780 | 29 | 3.410073e+05 | 1.780025e+04 | 19.157446 | 11.519479 | 31 | 1.403597e+06 | 4.327064e+04 | 32.437620 | 9.393814 | 1.338636 | 0 | 2.125665 | 1.118699 | 1.006966 | -46.554114 | 6.517983 | 6 | 6000.0 | 3.5 | 0.00 | VARIABLE | 135.077307 | -1.668509 | 56.553798 | 41.487282 | 100001.0 | 3925.0000 | 3854.2950 | 3998.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 52.112076 | 50.226406 | 54.041550 | 580.670960 | 501.43335 | 659.908570 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 271 | VY Per | DCEP | 0.7429 | 7.829 | 7.247 | 7.013 | 0.04 | 0.01 | NaN | NaN | 11.50 | 0.06 | 9457 | 449 | c | LIII | 36.89765 | 58.91722 | 0.322542 | V* VY Per | 36.897760 | 58.917155 | 0.000 | 0.000 | 90.0 | 88 | 02 27 35.46249 | +58 55 01.7564 | deltaCep | cC*|* |V* |IR | -39.500 | NaN | F7.5Ib | NaN | 0.3942 | 0.09 | -0.79 | NaN | NaN | NaN | 12.480 | 11.320 | NaN | 7.848 | 7.219 | 6.979 | NaN | NaN | NaN | NaN | NaN | 0.012293 | 369295549951641967 | 459035766618689280 | 5.530696 | 0.000038 | NaN | NaN | NaN | NaN | NaN | NaN | 1686.428537 | 0.000054 | 1686.486782 | 0.000054 | 1725.263416 | 0.000054 | 10.368665 | 0.000218 | 11.467715 | 0.000392 | 9.364640 | 0.000208 | 0.593971 | 0.000714 | 0.784130 | 0.001425 | 0.498851 | 0.000739 | 0.204793 | 0.233792 | 0.346768 | 0.001110 | NaN | NaN | 4.700026 | 0.004020 | NaN | NaN | 30 | 27 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
60 | 1635721458409799680 | Gaia DR2 459263743483634304 | 459263743483634304 | 1306789030 | 2015.5 | 36.807364 | 0.025540 | 59.460601 | 0.032145 | 0.365080 | 0.041511 | 8.794794 | 0.192280 | 0.087996 | -0.680112 | 0.093120 | 0.161778 | -0.080803 | -0.186084 | -0.040234 | -0.158820 | -0.075166 | -0.202104 | 0.247300 | 0.021314 | 0.354265 | 211 | 211 | 211 | 0 | 2.770369 | 266.71146 | 0.000000 | 0.000000e+00 | 31 | True | 227.218840 | 1.401158 | 0.006257 | 0.039122 | 24 | 12 | 0.067115 | 0 | 27 | False | 226 | 4.093245e+06 | 2.233697e+04 | 183.249740 | 9.158196 | 26 | 1.210900e+06 | 2.565064e+04 | 47.207390 | 10.143618 | 26 | 4.246247e+06 | 6.111143e+04 | 69.483670 | 8.191907 | 1.333208 | 0 | 1.951711 | 0.985421 | 0.966290 | -46.699203 | 2.447434 | 9 | 3800.0 | 4.5 | 0.00 | VARIABLE | 134.837338 | -1.178680 | 56.808385 | 41.998554 | 100001.0 | 4002.9001 | 3922.0703 | 4119.3200 | 0.7195 | 0.4233 | 1.5131 | 0.3625 | 0.1627 | 0.6004 | 200111.0 | 93.551610 | 88.338450 | 97.447350 | 2024.399900 | 1691.35800 | 2357.442000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 116 | SZ Cas | DCEPS | 1.1346 | 6.814 | 6.217 | 6.007 | 0.07 | 0.04 | NaN | NaN | 12.61 | 0.10 | 10557 | 457 | c* | LIII | 36.80736 | 59.46060 | 0.008983 | V* SZ Cas | 36.807363 | 59.460604 | 0.000 | 0.000 | 90.0 | 148 | 02 27 13.76705 | +59 27 38.1747 | deltaCep | V* |cC*|IR |* | -46.500 | NaN | G5III | NaN | 0.3651 | 0.19 | -0.68 | NaN | NaN | NaN | 11.500 | 9.600 | NaN | 6.814 | 6.217 | 6.007 | NaN | NaN | NaN | NaN | NaN | 0.010955 | 369295549951641967 | 459263743483634304 | 13.638638 | 0.000265 | NaN | NaN | NaN | NaN | NaN | NaN | 1672.750054 | 0.000375 | 1672.596966 | 0.000375 | 1672.805457 | 0.000375 | 9.138997 | 0.000159 | 10.110632 | 0.000305 | 8.188362 | 0.000177 | 0.280852 | 0.000688 | 0.368744 | 0.001642 | 0.241993 | 0.001063 | NaN | NaN | 0.162759 | 0.001963 | NaN | NaN | 3.939998 | 0.012836 | NaN | NaN | 26 | 26 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
61 | 1635721458409799680 | Gaia DR2 462252662762965120 | 462252662762965120 | 1571135469 | 2015.5 | 50.949512 | 0.025874 | 59.355669 | 0.022910 | 0.222391 | 0.036582 | 6.079237 | -0.145659 | 0.039414 | -0.617469 | 0.048346 | -0.037961 | 0.430977 | -0.522110 | 0.330102 | -0.022295 | 0.317843 | -0.081147 | -0.210420 | 0.227044 | 0.238142 | 418 | 418 | 396 | 22 | 15.027351 | 978.52484 | 0.000000 | 0.000000e+00 | 31 | True | 381.031130 | 1.375248 | 0.005831 | -0.071979 | 47 | 15 | 0.033677 | 0 | 49 | False | 436 | 3.311550e+05 | 2.441220e+03 | 135.651440 | 11.888288 | 42 | 9.534276e+04 | 3.185619e+03 | 29.929113 | 12.903169 | 43 | 3.603132e+05 | 7.637670e+03 | 47.175804 | 10.870219 | 1.375960 | 0 | 2.032949 | 1.014881 | 1.018068 | -50.997059 | 4.438640 | 18 | 6000.0 | 3.5 | 0.00 | VARIABLE | 141.270622 | 2.021586 | 65.523554 | 39.190448 | 100001.0 | 3733.7124 | 3644.0000 | 4214.6733 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 54.908280 | 43.091510 | 57.645157 | 527.878360 | 397.37997 | 658.376700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 36 | AC Cam | DCEP | 0.6188 | 9.325 | 8.752 | 8.499 | -0.13 | -0.16 | NaN | NaN | 12.56 | 0.06 | 10675 | 451 | c | LIII | 50.94954 | 59.35564 | 0.116013 | V* AC Cam | 50.949514 | 59.355672 | 0.000 | 0.000 | 90.0 | 22 | 03 23 47.88328 | +59 21 20.4180 | deltaCep | cC*|* |IR |V* | -51.000 | NaN | NaN | NaN | 0.2224 | -0.15 | -0.62 | NaN | NaN | NaN | 14.140 | NaN | NaN | 9.162 | 8.598 | 8.348 | NaN | NaN | NaN | NaN | NaN | 0.009833 | 369295549951641967 | 462252662762965120 | 4.156364 | 0.000013 | 2.949602 | 0.000065 | NaN | NaN | NaN | NaN | 1694.166404 | 0.000011 | 1694.033220 | 0.000011 | 1694.137783 | 0.000011 | 11.842452 | 0.000177 | 12.871183 | 0.000329 | 10.839674 | 0.000147 | 0.514248 | 0.000250 | 0.648701 | 0.000466 | 0.414859 | 0.000208 | NaN | NaN | 0.372045 | 0.001045 | 0.156721 | 0.001036 | 4.515277 | 0.003880 | 2.849545 | 0.008053 | 43 | 42 | 43 | NaN | NaN | DCEP | NaN | MULTI | F/1O |
62 | 1635721458409799680 | Gaia DR2 462407693902385792 | 462407693902385792 | 117619747 | 2015.5 | 52.358206 | 0.024857 | 60.446467 | 0.023639 | 0.187829 | 0.033835 | 5.551357 | 0.058179 | 0.040423 | 0.555700 | 0.050310 | -0.016485 | 0.275644 | -0.575291 | 0.148416 | -0.019740 | 0.082223 | -0.414797 | -0.051094 | 0.248611 | 0.210154 | 356 | 356 | 339 | 17 | 14.614834 | 870.75600 | 0.000000 | 0.000000e+00 | 31 | True | 356.641360 | 1.354950 | 0.005873 | -0.024978 | 41 | 16 | 0.036079 | 0 | 43 | False | 374 | 3.131775e+05 | 3.113120e+03 | 100.599266 | 11.948889 | 42 | 8.347778e+04 | 3.551732e+03 | 23.503399 | 13.047461 | 41 | 3.685182e+05 | 1.080204e+04 | 34.115604 | 10.845773 | 1.443258 | 0 | 2.201688 | 1.098572 | 1.103116 | -43.582801 | 7.461979 | 11 | 6000.0 | 3.5 | 0.00 | VARIABLE | 141.247842 | 3.320905 | 66.845321 | 39.997554 | 100001.0 | 3878.0000 | 3598.3333 | 4392.6100 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 55.791912 | 43.485210 | 64.801350 | 634.261600 | 458.20392 | 810.319300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 37 | AD Cam | DCEP | 1.0516 | 8.988 | 8.363 | 8.109 | -0.25 | -0.28 | NaN | NaN | 13.59 | 0.07 | 12444 | 460 | c | LIII | 52.35821 | 60.44644 | 0.096853 | V* AD Cam | 52.358206 | 60.446464 | 0.000 | 0.000 | 90.0 | 40 | 03 29 25.96934 | +60 26 47.2720 | deltaCep | cC*|V* |IR |* |Ce* | -60.800 | NaN | NaN | NaN | 0.1878 | 0.06 | 0.56 | NaN | NaN | NaN | 14.160 | NaN | NaN | 9.338 | 8.652 | 8.387 | NaN | NaN | NaN | NaN | NaN | 0.008660 | 369295549951641967 | 462407693902385792 | 11.276252 | 0.000069 | NaN | NaN | NaN | NaN | NaN | NaN | 1676.766724 | 0.000097 | 1677.354056 | 0.000097 | 1677.601145 | 0.000097 | 11.761972 | 0.000179 | 12.885199 | 0.000592 | 10.757288 | 0.000288 | 0.621483 | 0.000736 | 0.811727 | 0.002616 | 0.523385 | 0.000991 | NaN | NaN | 0.207237 | 0.000828 | NaN | NaN | 4.938995 | 0.005216 | NaN | NaN | 41 | 40 | 40 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
63 | 1635721458409799680 | Gaia DR2 465719182408723072 | 465719182408723072 | 88336856 | 2015.5 | 41.180476 | 0.023864 | 61.464699 | 0.023227 | 0.306970 | 0.027987 | 10.968152 | -0.446293 | 0.035987 | -0.221143 | 0.053524 | 0.301543 | -0.036217 | -0.783976 | -0.205483 | -0.126500 | -0.229530 | -0.359509 | 0.050122 | 0.128609 | 0.341949 | 416 | 416 | 399 | 17 | 5.655881 | 574.19165 | 0.000000 | 0.000000e+00 | 31 | True | 326.288900 | 1.487015 | 0.005123 | 0.004822 | 47 | 14 | 0.041757 | 0 | 50 | False | 444 | 1.257232e+06 | 9.160232e+03 | 137.248900 | 10.439827 | 49 | 4.778910e+05 | 1.374108e+04 | 34.778282 | 11.153066 | 45 | 1.106454e+06 | 2.081398e+04 | 53.159160 | 9.652087 | 1.260185 | 0 | 1.500978 | 0.713239 | 0.787740 | -32.195008 | 7.505779 | 5 | 4750.0 | 4.5 | 0.00 | VARIABLE | 136.035063 | 1.508969 | 60.598539 | 42.915176 | 100001.0 | 4315.3276 | 4246.9500 | 4555.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 48.476704 | 43.509476 | 50.050255 | 734.202640 | 624.15970 | 844.245540 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 91 | DF Cas | DCEP | 0.5835 | 8.488 | 8.036 | 7.879 | 0.13 | 0.19 | NaN | NaN | 11.97 | 0.07 | 9873 | 449 | c | LII | 41.18047 | 61.46470 | 0.011127 | V* DF Cas | 41.180480 | 61.464700 | 0.000 | 0.000 | 90.0 | 63 | 02 44 43.31529 | +61 27 52.9213 | deltaCep | cC*|* |V* |IR | -32.200 | NaN | F8 | NaN | 0.3070 | -0.45 | -0.22 | NaN | NaN | NaN | 11.800 | 10.740 | NaN | 8.525 | 8.114 | 7.959 | NaN | NaN | NaN | NaN | NaN | 0.007720 | 369295549951641967 | 465719182408723072 | 3.832876 | 0.000009 | NaN | NaN | NaN | NaN | NaN | NaN | 1729.696564 | 0.000013 | 1729.651199 | 0.000013 | 1729.743903 | 0.000013 | 10.434340 | 0.000086 | 11.137392 | 0.000168 | 9.641113 | 0.000096 | 0.480265 | 0.000282 | 0.644832 | 0.000505 | 0.402031 | 0.000309 | 0.214476 | 0.219744 | 0.327377 | 0.000747 | NaN | NaN | 4.119727 | 0.003556 | NaN | NaN | 46 | 45 | 45 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
64 | 1635721458409799680 | Gaia DR2 467560314629168640 | 467560314629168640 | 738877379 | 2015.5 | 41.464538 | 0.015958 | 63.304575 | 0.019444 | 0.076786 | 0.025933 | 2.960905 | -1.237957 | 0.028489 | 0.436821 | 0.040560 | -0.262013 | 0.085386 | -0.570995 | 0.036860 | -0.110443 | 0.068956 | -0.457649 | 0.010092 | 0.192431 | -0.118876 | 518 | 518 | 506 | 12 | 8.412189 | 816.32184 | 0.000000 | 0.000000e+00 | 31 | True | 377.750900 | 1.435163 | 0.004411 | -0.004215 | 59 | 18 | 0.031569 | 0 | 60 | False | 525 | 2.985826e+05 | 2.561511e+03 | 116.565030 | 12.000705 | 59 | 1.055071e+05 | 3.604232e+03 | 29.273104 | 12.793184 | 59 | 3.009226e+05 | 6.319256e+03 | 47.619940 | 11.065783 | 1.361197 | 0 | 1.727402 | 0.792480 | 0.934922 | -72.558721 | 3.820652 | 23 | 6500.0 | 3.5 | 0.00 | VARIABLE | 135.372582 | 3.230702 | 61.817148 | 44.536023 | 100001.0 | 4107.1050 | 3847.5898 | 4234.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 104 | LT Cas | DCEP | 0.7712 | 9.733 | 9.264 | 9.074 | -0.36 | -0.39 | NaN | NaN | 13.77 | 0.06 | 12609 | 454 | c | LIII | 41.46458 | 63.30458 | 0.070984 | V* LT Cas | 41.464550 | 63.304573 | 0.000 | 0.000 | 90.0 | 25 | 02 45 51.49192 | +63 18 16.4617 | deltaCep | cC*|* |IR |V* | -72.560 | NaN | NaN | NaN | 0.0768 | -1.24 | 0.44 | NaN | NaN | NaN | 13.760 | NaN | NaN | 9.974 | 9.408 | 9.198 | NaN | NaN | NaN | NaN | NaN | 0.020348 | 369295549951641967 | 467560314629168640 | 5.904661 | 0.000012 | NaN | NaN | NaN | NaN | NaN | NaN | 1688.948622 | 0.000016 | 1688.920185 | 0.000016 | 1688.943359 | 0.000016 | 11.962811 | 0.000074 | 12.780531 | 0.000276 | 11.077874 | 0.000158 | 0.812250 | 0.000354 | 1.095253 | 0.001864 | 0.698038 | 0.000981 | -0.179107 | 0.233761 | 0.460529 | 0.000500 | 0.234990 | 0.000537 | 4.500946 | 0.001230 | 2.689873 | 0.002136 | 58 | 56 | 57 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
65 | 1635721458409799680 | Gaia DR2 470361114339849472 | 470361114339849472 | 914955959 | 2015.5 | 61.243593 | 0.034225 | 58.659781 | 0.025185 | 0.782275 | 0.039722 | 19.693735 | -1.029782 | 0.063430 | -0.392662 | 0.052600 | -0.385520 | 0.019824 | -0.544286 | 0.388119 | 0.157707 | 0.396676 | -0.466697 | 0.183427 | 0.127745 | -0.037443 | 354 | 354 | 351 | 3 | 15.412789 | 929.14795 | 0.000000 | 0.000000e+00 | 31 | True | 121.260360 | 1.478411 | 0.006669 | -0.062925 | 40 | 14 | 0.045240 | 0 | 46 | False | 363 | 2.542112e+07 | 2.027254e+05 | 125.396830 | 7.175379 | 41 | 9.129451e+06 | 2.953375e+05 | 30.911932 | 7.950276 | 40 | 2.331529e+07 | 4.282189e+05 | 54.447136 | 6.342818 | 1.276291 | 0 | 1.607459 | 0.774898 | 0.832561 | -49.117012 | 3.767042 | 24 | 4250.0 | 4.5 | 0.00 | VARIABLE | 145.896551 | 4.705023 | 71.733468 | 37.030489 | 100001.0 | 4197.3765 | 4125.8100 | 4288.3833 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 93.237220 | 89.321910 | 96.499870 | 2431.000500 | 2249.13130 | 2612.869600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 47 | RX Cam | DCEP | 0.8983 | 5.161 | 4.726 | 4.540 | 0.11 | 0.08 | NaN | NaN | 9.69 | 0.05 | 8668 | 451 | a | LIII | 61.24358 | 58.65978 | 0.024161 | V* RX Cam | 61.243601 | 58.659783 | 0.000 | 0.000 | 90.0 | 169 | 04 04 58.46430 | +58 39 35.2183 | deltaCep | V* |cC*|IR |* |SB* | -37.480 | NaN | G2Ib+A0V | NaN | 0.7823 | -1.03 | -0.39 | NaN | NaN | NaN | 8.850 | 7.700 | NaN | 5.316 | 4.864 | 4.701 | NaN | NaN | NaN | NaN | NaN | 0.017083 | 369295549951641967 | 470361114339849472 | 7.915605 | 0.000048 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.273088 | 0.000067 | 1684.274319 | 0.000067 | 1724.142415 | 0.000067 | 7.164460 | 0.000167 | 7.920512 | 0.000410 | 6.322293 | 0.000408 | 0.558655 | 0.000819 | 0.751370 | 0.002211 | 0.381385 | 0.001594 | NaN | NaN | 0.320731 | 0.000735 | 0.172620 | 0.000865 | 5.018454 | 0.002921 | 3.574752 | 0.007108 | 39 | 39 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
66 | 1635721458409799680 | Gaia DR2 470386952863752576 | 470386952863752576 | 1295484018 | 2015.5 | 61.537363 | 0.030875 | 58.808745 | 0.023022 | 0.132132 | 0.043068 | 3.067986 | -0.254455 | 0.052470 | -0.328641 | 0.050739 | -0.265370 | 0.332557 | -0.394827 | 0.355149 | 0.033005 | 0.256843 | -0.390336 | 0.018167 | 0.290510 | 0.035524 | 336 | 336 | 328 | 8 | 8.546517 | 591.55835 | 0.000000 | 0.000000e+00 | 31 | True | 316.627560 | 1.424711 | 0.006461 | -0.075699 | 38 | 14 | 0.036265 | 0 | 41 | False | 354 | 1.464214e+06 | 1.428989e+04 | 102.465065 | 10.274354 | 41 | 4.688286e+05 | 1.754374e+04 | 26.723413 | 11.173853 | 40 | 1.424237e+06 | 3.564509e+04 | 39.956040 | 9.377965 | 1.292888 | 0 | 1.795888 | 0.899499 | 0.896389 | -32.764626 | 4.780954 | 12 | 6500.0 | 3.5 | 0.00 | VARIABLE | 145.910199 | 4.917749 | 71.963649 | 37.138741 | 100001.0 | 4116.0000 | 4018.6533 | 4218.3667 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 40 | LO Cam | DCEP | 1.1017 | 0.000 | 0.000 | 0.000 | -0.05 | -0.08 | NaN | NaN | 13.03 | 0.23 | 11487 | 587 | c | LIII | 61.53742 | 58.80875 | 0.107573 | V* LO Cam | 61.537365 | 58.808746 | 0.000 | 0.000 | 90.0 | 11 | 04 06 08.96765 | +58 48 31.4872 | deltaCep | Ce*|V* |* |IR |cC* | -32.760 | NaN | NaN | NaN | 0.1321 | -0.25 | -0.33 | NaN | NaN | NaN | 12.100 | 11.040 | NaN | 7.941 | 7.400 | 7.252 | NaN | NaN | NaN | NaN | NaN | 0.006442 | 369295549951641967 | 470386952863752576 | 12.650050 | 0.000310 | NaN | NaN | NaN | NaN | NaN | NaN | 1669.726529 | 0.000438 | 1669.768989 | 0.000438 | 1669.873552 | 0.000438 | 10.260165 | 0.003166 | 11.187951 | 0.003075 | 9.374411 | 0.002371 | 0.630780 | 0.000679 | 0.957327 | 0.019985 | 0.574774 | 0.013803 | NaN | NaN | 0.229401 | 0.018556 | 0.111300 | 0.006342 | 4.024759 | 0.052196 | 0.805952 | 0.041874 | 35 | 35 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
67 | 1635721458409799680 | Gaia DR2 473043922712140928 | 473043922712140928 | 724402692 | 2015.5 | 58.590702 | 0.183128 | 58.653329 | 0.123241 | 1.500397 | 0.182395 | 8.226086 | -2.033328 | 0.308871 | 1.225711 | 0.264014 | -0.266724 | -0.135109 | -0.662874 | 0.231012 | 0.119553 | 0.319927 | -0.316779 | 0.289871 | 0.164163 | 0.079802 | 345 | 345 | 303 | 42 | 84.864200 | 10872.66400 | 0.816728 | 2.229629e+02 | 31 | True | 1.354109 | 1.400387 | 0.039169 | -0.040654 | 37 | 15 | 0.176130 | 0 | 47 | False | 370 | 8.551959e+06 | 1.888535e+05 | 45.283570 | 8.358202 | 40 | 3.073829e+06 | 1.195921e+05 | 25.702604 | 9.132189 | 40 | 9.507851e+06 | 2.417568e+05 | 39.328167 | 7.316714 | 1.471204 | 0 | 1.815474 | 0.773987 | 1.041488 | -10.242087 | 6.221276 | 16 | 4250.0 | 4.5 | 0.00 | VARIABLE | 144.853190 | 3.798686 | 70.054226 | 37.369639 | 102001.0 | 4060.0000 | 3928.0000 | 4333.6665 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 31.391851 | 27.552310 | 33.537140 | 241.230770 | 207.30194 | 275.159600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 46 | RW Cam | DCEP | 1.2152 | 5.817 | 5.289 | 5.077 | 0.11 | 0.08 | NaN | NaN | 11.21 | 0.05 | 9414 | 451 | a | LIII | 58.59070 | 58.65332 | 0.034188 | V* RW Cam | 58.590719 | 58.653324 | 0.000 | 0.000 | 90.0 | 146 | 03 54 21.77254 | +58 39 11.9670 | deltaCep | V* |cC*|IR |* |** |** | -25.000 | NaN | F8 | NaN | 1.5004 | -2.03 | 1.23 | 0.0050 | 0.0 | 99.0 | 10.020 | 8.720 | NaN | 5.687 | 5.187 | 4.979 | NaN | NaN | NaN | NaN | NaN | 0.036800 | 369295549951641967 | 473043922712140928 | 16.416688 | 0.000333 | NaN | NaN | NaN | NaN | NaN | NaN | 1660.628236 | 0.000471 | 1660.629861 | 0.000471 | 1661.445308 | 0.000471 | 8.091810 | 0.001865 | 8.940975 | 0.004078 | 7.175902 | 0.000762 | 0.716571 | 0.002998 | 0.934973 | 0.005408 | 0.578917 | 0.001493 | NaN | NaN | 0.374264 | 0.015492 | 0.247488 | 0.006093 | 4.385201 | 0.039446 | 1.019585 | 0.080445 | 40 | 39 | 40 | NaN | NaN | T2CEP | W_VIR | NOT_APPLICABLE | NaN |
68 | 1635721458409799680 | Gaia DR2 473293889810320128 | 473293889810320128 | 1099278120 | 2015.5 | 57.106977 | 0.024019 | 59.442268 | 0.020856 | 0.715604 | 0.031478 | 22.733799 | 0.564682 | 0.045275 | -0.709959 | 0.047072 | -0.092913 | 0.227899 | -0.467641 | 0.146651 | -0.117290 | 0.146649 | -0.325282 | -0.026855 | 0.173038 | 0.320978 | 364 | 364 | 351 | 13 | 12.385860 | 783.64480 | 0.000000 | 0.000000e+00 | 31 | True | 247.865500 | 1.372727 | 0.005627 | 0.003075 | 41 | 16 | 0.036977 | 0 | 43 | True | 372 | 1.828076e+06 | 1.346268e+04 | 135.788440 | 10.033380 | 42 | 4.365054e+05 | 1.319782e+04 | 33.074055 | 11.251414 | 42 | 2.046569e+06 | 4.001172e+04 | 51.149250 | 8.984354 | 1.358300 | 0 | 2.267060 | 1.218034 | 1.049026 | -27.596651 | 3.915882 | 12 | 4500.0 | 4.5 | 0.00 | VARIABLE | 143.760987 | 3.929711 | 69.391056 | 38.334253 | 100001.0 | 3745.1000 | 3610.7500 | 3889.5050 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 39.692413 | 36.799824 | 42.701145 | 279.230900 | 259.75190 | 298.709900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 43 | OX Cam | DCEP | 0.7050 | 7.329 | 6.740 | 6.478 | -0.01 | -0.04 | NaN | NaN | 10.82 | 0.06 | 9152 | 451 | c | LIII | 57.10700 | 59.44225 | 0.078808 | V* OX Cam | 57.106972 | 59.442271 | 0.000 | 0.000 | 90.0 | 9 | 03 48 25.67328 | +59 26 32.1774 | deltaCep | * |IR |cC*|V* | -27.600 | NaN | F6-G1Ib | NaN | 0.7156 | 0.57 | -0.71 | NaN | NaN | NaN | 11.990 | 10.810 | NaN | 7.400 | 6.768 | 6.505 | NaN | NaN | NaN | NaN | NaN | 0.014061 | 369295551293819386 | 473293889810320128 | 5.066430 | 0.000017 | NaN | NaN | NaN | NaN | NaN | NaN | 1691.337088 | 0.000025 | 1691.238313 | 0.000025 | 1726.830734 | 0.000025 | 9.995532 | 0.000178 | 11.165368 | 0.000466 | 8.952588 | 0.000137 | 0.489095 | 0.000717 | 0.741308 | 0.002283 | 0.481126 | 0.000994 | 0.193157 | 0.233840 | 0.350216 | 0.001774 | NaN | NaN | 4.645712 | 0.003565 | NaN | NaN | 36 | 34 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
69 | 1635721458409799680 | Gaia DR2 486834100624652800 | 486834100624652800 | 65769671 | 2015.5 | 54.083947 | 0.021781 | 62.287227 | 0.020518 | 0.169925 | 0.028024 | 6.063590 | 0.330713 | 0.039340 | 0.428755 | 0.042858 | -0.149178 | 0.220997 | -0.509381 | 0.176069 | -0.132552 | 0.168431 | -0.363039 | -0.066072 | 0.176650 | 0.077617 | 336 | 318 | 333 | 3 | 11.423852 | 715.09827 | 0.000000 | 3.162852e-15 | 31 | True | 219.690300 | 1.390995 | 0.005361 | -0.038103 | 38 | 16 | 0.032567 | 0 | 40 | False | 354 | 1.563034e+05 | 1.149260e+03 | 136.003540 | 12.703445 | 39 | 4.347328e+04 | 1.353275e+03 | 32.124508 | 13.755832 | 39 | 1.696019e+05 | 3.306078e+03 | 51.300050 | 11.688343 | 1.363215 | 0 | 2.067489 | 1.052387 | 1.015101 | -46.525808 | 4.405365 | 16 | 6500.0 | 3.5 | 0.00 | VARIABLE | 140.857548 | 5.300839 | 68.644994 | 41.485080 | 100001.0 | 3815.9800 | 3649.3333 | 4162.3900 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 45.950030 | 38.620014 | 50.242466 | 403.358030 | 292.41794 | 514.298100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 38 | AM Cam | CEP | 0.6018 | 10.179 | 9.517 | 9.313 | -0.13 | -0.16 | NaN | NaN | 13.28 | 0.07 | 11785 | 456 | c | LIII | 54.08396 | 62.28719 | 0.134028 | V* AM Cam | 54.083944 | 62.287225 | 0.000 | 0.000 | 90.0 | 23 | 03 36 20.14658 | +62 17 14.0096 | Cepheid | Ce*|V* |* |IR | -46.530 | NaN | NaN | NaN | 0.1699 | 0.33 | 0.43 | NaN | NaN | NaN | NaN | NaN | NaN | 10.028 | 9.422 | 9.226 | NaN | NaN | NaN | NaN | NaN | 0.008393 | 369295549951641967 | 486834100624652800 | 3.996898 | 0.000012 | NaN | NaN | NaN | NaN | NaN | NaN | 1692.637413 | 0.000017 | 1692.632920 | 0.000017 | 1692.649422 | 0.000017 | 12.740298 | 0.000089 | 13.792213 | 0.000360 | 11.719069 | 0.000254 | 0.439872 | 0.000364 | 0.609861 | 0.002212 | 0.383831 | 0.001365 | -0.011395 | 0.224998 | 0.403697 | 0.001215 | 0.172590 | 0.000895 | 4.472794 | 0.003580 | 2.828425 | 0.004526 | 39 | 39 | 37 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
70 | 1635721458409799680 | Gaia DR2 505178760644698880 | 505178760644698880 | 94915801 | 2015.5 | 31.259129 | 0.019525 | 57.142935 | 0.024805 | 0.115436 | 0.031361 | 3.680827 | -1.053528 | 0.063283 | 0.205382 | 0.064231 | 0.178181 | 0.005601 | 0.109536 | -0.146886 | -0.059364 | -0.188611 | -0.068974 | 0.136399 | 0.171812 | 0.160324 | 289 | 289 | 288 | 1 | -0.406458 | 272.78873 | 0.000000 | 0.000000e+00 | 31 | True | 302.005220 | 1.535008 | 0.004974 | -0.063632 | 33 | 14 | 0.047779 | 0 | 35 | False | 307 | 2.133835e+05 | 1.610590e+03 | 132.487780 | 12.365463 | 33 | 9.813039e+04 | 2.872625e+03 | 34.160530 | 12.871880 | 34 | 1.692814e+05 | 2.929950e+03 | 57.776188 | 11.690397 | 1.253198 | 0 | 1.181482 | 0.506416 | 0.675066 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 132.820697 | -4.309004 | 51.945061 | 41.202518 | 100001.0 | 4895.3965 | 4870.1900 | 4919.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 257 | CI Per | CEP: | 0.5286 | 10.666 | 10.427 | 10.293 | -0.32 | -0.35 | NaN | NaN | 14.38 | 0.07 | 14135 | 465 | c | LIII | 31.25912 | 57.14292 | 0.056996 | V* CI Per | 31.259138 | 57.142934 | 0.000 | 0.000 | 90.0 | 26 | 02 05 02.19305 | +57 08 34.5628 | Cepheid | Ce*|V* |* |IR | NaN | NaN | NaN | NaN | 0.1154 | -1.05 | 0.21 | NaN | NaN | NaN | NaN | NaN | NaN | 10.759 | 10.457 | 10.321 | NaN | NaN | NaN | NaN | NaN | 0.016637 | 369295549951641967 | 505178760644698880 | NaN | NaN | 3.297002 | 0.000007 | NaN | NaN | NaN | NaN | 1694.818277 | 0.000010 | 1694.792519 | 0.000010 | 1694.812276 | 0.000010 | 12.341083 | 0.000318 | 12.816350 | 0.001384 | 11.676058 | 0.000700 | 0.418844 | 0.000425 | 0.525267 | 0.002398 | 0.316090 | 0.001280 | NaN | NaN | 0.232223 | 0.001170 | 0.073365 | 0.001545 | 4.222084 | 0.003576 | 1.702520 | 0.012670 | 35 | 33 | 34 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
71 | 1635721458409799680 | Gaia DR2 506581226385580288 | 506581226385580288 | 754558903 | 2015.5 | 27.779246 | 0.019421 | 59.888215 | 0.028317 | 0.334629 | 0.041980 | 7.971144 | -1.196993 | 0.031995 | -0.070424 | 0.061530 | -0.537704 | 0.202368 | -0.523971 | 0.150166 | -0.172851 | 0.050960 | 0.102332 | -0.141594 | 0.066746 | -0.705974 | 667 | 667 | 635 | 32 | 22.333760 | 1800.45200 | 0.000000 | 7.273094e-01 | 31 | True | 295.830020 | 1.483395 | 0.005804 | 0.008684 | 77 | 17 | 0.041901 | 0 | 83 | True | 709 | 1.314180e+06 | 1.051004e+04 | 125.040405 | 10.391729 | 80 | 4.774948e+05 | 1.498473e+04 | 31.865417 | 11.153967 | 81 | 1.186686e+06 | 2.370303e+04 | 50.064740 | 9.576080 | 1.266327 | 0 | 1.577887 | 0.762238 | 0.815649 | -54.557121 | 3.384614 | 25 | 4500.0 | 4.5 | 0.00 | VARIABLE | 130.358542 | -2.120220 | 51.530118 | 44.479819 | 100001.0 | 4231.0000 | 4171.9497 | 4275.7050 | 0.4085 | 0.1829 | 1.4417 | 0.2113 | 0.0950 | 0.6803 | 200111.0 | 48.329033 | 47.323700 | 49.706825 | 674.346400 | 552.28950 | 796.403260 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 131 | VV Cas | DCEP | 0.7929 | 8.316 | 7.880 | 7.697 | -0.04 | -0.07 | NaN | NaN | 12.49 | 0.05 | 10260 | 443 | a | LIII | 27.77928 | 59.88820 | 0.080286 | V* VV Cas | 27.779257 | 59.888215 | 0.000 | 0.000 | 90.0 | 75 | 01 51 07.02159 | +59 53 17.5735 | deltaCep | V* |cC*|* |IR | -50.500 | NaN | F6 | NaN | 0.3346 | -1.20 | -0.07 | NaN | NaN | NaN | 11.850 | 10.730 | NaN | 8.213 | 7.824 | 7.689 | NaN | NaN | NaN | NaN | NaN | 0.018585 | 369295549951641967 | 506581226385580288 | 6.206267 | 0.000013 | NaN | NaN | NaN | NaN | NaN | NaN | 1685.383026 | 0.000018 | 1685.345330 | 0.000018 | 1722.631191 | 0.000018 | 10.301658 | 0.000094 | 11.014805 | 0.000156 | 9.502960 | 0.000085 | 0.712897 | 0.000514 | 0.913440 | 0.000586 | 0.573590 | 0.000379 | -0.056374 | 0.233759 | 0.424160 | 0.000464 | 0.158275 | 0.000621 | 4.693114 | 0.001164 | 2.750282 | 0.003728 | 76 | 76 | 77 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
72 | 1635721458409799680 | Gaia DR2 506602976101284736 | 506602976101284736 | 686154980 | 2015.5 | 26.761308 | 0.010915 | 59.606258 | 0.014363 | 0.015002 | 0.021891 | 0.685301 | -0.924404 | 0.020573 | 0.199639 | 0.035858 | -0.499353 | -0.017656 | -0.577162 | 0.334589 | -0.003806 | 0.235705 | -0.229466 | 0.124103 | -0.182465 | -0.742765 | 646 | 97 | 643 | 3 | 0.059977 | 639.47690 | 0.000000 | 0.000000e+00 | 31 | False | 125.861984 | 1.453017 | 0.002980 | -0.010164 | 73 | 17 | 0.042966 | 0 | 74 | True | 655 | 9.300651e+04 | 7.059424e+02 | 131.748020 | 13.267082 | 74 | 3.426561e+04 | 1.016266e+03 | 33.717180 | 14.014242 | 72 | 8.774609e+04 | 1.666600e+03 | 52.649757 | 12.403851 | 1.311862 | 0 | 1.610392 | 0.747160 | 0.863232 | -119.174021 | 15.289972 | 2 | 6000.0 | 3.5 | 0.00 | VARIABLE | 129.920596 | -2.508838 | 50.709909 | 44.489076 | 100001.0 | 4285.4937 | 4176.5850 | 4470.5800 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 102 | IO Cas | DCEP | 0.7485 | 11.082 | 10.612 | 10.503 | -0.49 | -0.52 | NaN | NaN | 15.16 | 0.07 | 16998 | 499 | c | LIII | 26.76129 | 59.60625 | 0.045159 | V* IO Cas | 26.761316 | 59.606258 | 0.000 | 0.000 | 90.0 | 24 | 01 47 02.71589 | +59 36 22.5273 | deltaCep | cC*|V* |IR | -119.170 | NaN | NaN | NaN | 0.0150 | -0.92 | 0.20 | NaN | NaN | NaN | 14.840 | NaN | NaN | 11.048 | 10.534 | 10.422 | NaN | NaN | NaN | NaN | NaN | 0.014659 | 369295549951641967 | 506602976101284736 | 5.604120 | 0.000006 | NaN | NaN | NaN | NaN | NaN | NaN | 1689.177884 | 0.000008 | 1689.127589 | 0.000008 | 1689.189665 | 0.000008 | 13.191811 | 0.000071 | 13.921275 | 0.000259 | 12.349575 | 0.000155 | 0.669936 | 0.000335 | 0.845890 | 0.001700 | 0.548491 | 0.001153 | -0.067455 | 0.233762 | 0.427444 | 0.000530 | 0.202959 | 0.000350 | 4.986323 | 0.001294 | 2.988120 | 0.003042 | 74 | 74 | 72 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
73 | 1635721458409799680 | Gaia DR2 506699870563323264 | 506699870563323264 | 1500770380 | 2015.5 | 33.281189 | 0.027137 | 58.079952 | 0.033576 | 0.225958 | 0.038647 | 5.846727 | -0.261667 | 0.072314 | 0.052601 | 0.084105 | 0.352978 | 0.029541 | -0.360116 | -0.222742 | -0.374511 | -0.304565 | -0.238548 | 0.302917 | 0.283259 | 0.518650 | 233 | 233 | 213 | 20 | 5.397046 | 337.71738 | 0.000000 | 0.000000e+00 | 31 | False | 443.156220 | 1.501822 | 0.007754 | 0.107758 | 27 | 13 | 0.064118 | 0 | 32 | False | 241 | 5.306485e+05 | 7.082011e+03 | 74.929070 | 11.376349 | 26 | 2.038835e+05 | 9.064273e+03 | 22.493088 | 12.077933 | 27 | 4.526774e+05 | 1.529550e+04 | 29.595453 | 10.622448 | 1.237280 | 0 | 1.455485 | 0.701585 | 0.753900 | -30.765972 | 9.956159 | 4 | 5250.0 | 4.5 | 0.00 | VARIABLE | 133.579020 | -3.093178 | 53.795036 | 41.554682 | 100001.0 | 4373.4136 | 4263.3500 | 4529.0000 | 0.1435 | 0.0390 | 1.4111 | 0.0570 | 0.0113 | 0.4958 | 200111.0 | 41.085827 | 38.311440 | 43.234570 | 556.366500 | 415.61475 | 697.118300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 266 | UX Per | DCEP | 0.6595 | 9.577 | 9.171 | 9.009 | -0.05 | -0.08 | NaN | NaN | 13.39 | 0.07 | 11736 | 450 | c | LIII | 33.28130 | 58.07997 | 0.221175 | V* UX Per | 33.281191 | 58.079951 | 0.000 | 0.000 | 90.0 | 69 | 02 13 07.48592 | +58 04 47.8247 | deltaCep | cC*|* |V* |IR | -41.500 | NaN | F5 | NaN | 0.2260 | -0.26 | 0.05 | NaN | NaN | NaN | 12.140 | 11.260 | NaN | 9.481 | 9.059 | 8.897 | NaN | NaN | NaN | NaN | NaN | 0.004137 | 369295549951641967 | 506699870563323264 | 4.565243 | 0.000023 | NaN | NaN | NaN | NaN | NaN | NaN | 1692.259951 | 0.000033 | 1692.340186 | 0.000033 | 1692.422963 | 0.000033 | 11.266917 | 0.000327 | 11.937774 | 0.000419 | 10.550765 | 0.000273 | 0.797752 | 0.001603 | 0.853227 | 0.001846 | 0.547041 | 0.001175 | 0.047394 | 0.225008 | 0.386542 | 0.001373 | 0.209493 | 0.001163 | 4.308203 | 0.003307 | 2.290346 | 0.006174 | 24 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
74 | 1635721458409799680 | Gaia DR2 506779550797525760 | 506779550797525760 | 1127769413 | 2015.5 | 31.952002 | 0.021261 | 58.443534 | 0.024652 | 0.329827 | 0.030806 | 10.706683 | -0.055272 | 0.056864 | -1.245127 | 0.061683 | 0.124513 | 0.161171 | -0.106307 | -0.060474 | 0.037522 | -0.064921 | -0.053111 | 0.182846 | 0.023642 | 0.069743 | 291 | 291 | 289 | 2 | 3.806085 | 383.89413 | 0.000000 | 0.000000e+00 | 31 | False | 209.704640 | 1.482561 | 0.005924 | -0.044046 | 33 | 14 | 0.043489 | 0 | 36 | False | 308 | 5.395115e+06 | 5.343224e+04 | 100.971160 | 8.858364 | 35 | 2.174374e+06 | 7.057759e+04 | 30.808280 | 9.508053 | 36 | 5.060116e+06 | 1.046017e+05 | 48.375080 | 8.001519 | 1.340933 | 0 | 1.506534 | 0.649689 | 0.856845 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 132.801698 | -2.957147 | 53.176168 | 42.193983 | 100001.0 | 4402.1200 | 4283.2100 | 4486.6665 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 88.008030 | 84.722450 | 92.962410 | 2620.516600 | 2230.85100 | 3010.182100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 270 | VX Per | DCEP | 1.0370 | 6.879 | 6.439 | 6.240 | 0.06 | 0.03 | NaN | NaN | 11.84 | 0.05 | 9678 | 447 | a | LIII | 31.95200 | 58.44353 | 0.013847 | V* VX Per | 31.952003 | 58.443539 | 0.000 | 0.000 | 90.0 | 158 | 02 07 48.48060 | +58 26 36.7406 | deltaCep | V* |cC*|* |IR | -36.300 | NaN | G2IV | NaN | 0.3298 | -0.06 | -1.25 | NaN | NaN | NaN | 10.470 | 9.370 | NaN | 7.024 | 6.520 | 6.291 | NaN | NaN | NaN | NaN | NaN | 0.019318 | 369295549951641967 | 506779550797525760 | 10.877269 | 0.000237 | NaN | NaN | NaN | NaN | NaN | NaN | 1678.549023 | 0.000335 | 1677.986762 | 0.000335 | 1678.833927 | 0.000335 | 8.836893 | 0.000494 | 9.575916 | 0.001435 | 8.041643 | 0.000344 | 0.550098 | 0.000618 | 0.911860 | 0.019143 | 0.499517 | 0.001517 | NaN | NaN | 0.044294 | 0.002833 | 0.194803 | 0.001905 | 5.888402 | 0.053252 | 4.602634 | 0.014115 | 35 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
75 | 1635721458409799680 | Gaia DR2 506923449381427968 | 506923449381427968 | 1040304539 | 2015.5 | 32.693215 | 0.019600 | 59.253694 | 0.023471 | 0.126665 | 0.033022 | 3.835750 | -0.581531 | 0.061359 | -0.200744 | 0.057266 | -0.106831 | 0.092411 | -0.073253 | -0.277038 | 0.184033 | -0.380577 | -0.071529 | -0.176271 | 0.132882 | -0.280135 | 342 | 342 | 340 | 2 | 6.867665 | 545.13934 | 0.000000 | 0.000000e+00 | 31 | False | 312.595580 | 1.424442 | 0.005005 | -0.019172 | 39 | 13 | 0.046201 | 0 | 42 | True | 360 | 2.264620e+05 | 2.063008e+03 | 109.772705 | 12.300878 | 35 | 7.221514e+04 | 2.252418e+03 | 32.061160 | 13.204818 | 38 | 2.239172e+05 | 5.608775e+03 | 39.922650 | 11.386702 | 1.307647 | 0 | 1.818116 | 0.903940 | 0.914176 | -57.468940 | 3.498033 | 22 | 6000.0 | 3.5 | 0.00 | VARIABLE | 132.927488 | -2.069701 | 54.139313 | 42.740422 | 100001.0 | 4091.4200 | 3965.3900 | 4207.4370 | 0.7230 | 0.3926 | 2.0890 | 0.3255 | 0.1784 | 1.0033 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 98 | GL Cas | DCEP | 0.6029 | 9.778 | 9.432 | 9.216 | 0.03 | 0.00 | NaN | NaN | 13.42 | 0.07 | 11773 | 449 | c | LIII | 32.69317 | 59.25364 | 0.210276 | V* GL Cas | 32.693220 | 59.253695 | 0.000 | 0.000 | 90.0 | 21 | 02 10 46.37278 | +59 15 13.3004 | deltaCep | cC*|* |V* |IR | -57.470 | NaN | NaN | NaN | 0.1267 | -0.58 | -0.20 | NaN | NaN | NaN | 14.030 | NaN | NaN | 9.906 | 9.482 | 9.261 | NaN | NaN | NaN | NaN | NaN | 0.009536 | 369295549951641967 | 506923449381427968 | 4.007198 | 0.000013 | NaN | NaN | NaN | NaN | NaN | NaN | 1690.292794 | 0.000018 | 1726.301179 | 0.000018 | 1726.356540 | 0.000018 | 12.236356 | 0.000126 | 13.072309 | 0.000520 | 11.347775 | 0.000300 | 0.562636 | 0.000444 | 0.670630 | 0.002002 | 0.436119 | 0.001009 | 0.041252 | 0.224972 | 0.388334 | 0.000512 | NaN | NaN | 4.050343 | 0.001754 | NaN | NaN | 39 | 37 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
76 | 1635721458409799680 | Gaia DR2 508915489570374272 | 508915489570374272 | 1354006357 | 2015.5 | 24.308408 | 0.019152 | 57.759216 | 0.035252 | 0.345538 | 0.038509 | 8.972997 | -0.846561 | 0.059510 | -0.902415 | 0.093652 | -0.083459 | 0.091922 | -0.067804 | -0.104677 | -0.188615 | -0.168122 | -0.659557 | 0.271429 | 0.086380 | -0.058789 | 348 | 348 | 343 | 5 | 3.990591 | 451.92440 | 0.000000 | 0.000000e+00 | 31 | True | 242.208330 | 1.462480 | 0.005562 | 0.037833 | 40 | 14 | 0.063329 | 0 | 45 | True | 374 | 4.755460e+06 | 4.128824e+04 | 115.177120 | 8.995384 | 42 | 1.766928e+06 | 6.930584e+04 | 25.494646 | 9.733341 | 41 | 4.429191e+06 | 1.007128e+05 | 43.978447 | 8.146109 | 1.302948 | 0 | 1.587233 | 0.737957 | 0.849276 | -55.705959 | 6.173008 | 9 | 4500.0 | 4.5 | 0.00 | VARIABLE | 129.029963 | -4.569301 | 47.892655 | 43.524515 | 100001.0 | 4393.0700 | 4289.6665 | 4606.8896 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 79.355675 | 72.160340 | 83.227554 | 2113.115000 | 1764.40870 | 2461.821300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 111 | RW Cas | DCEP | 1.1701 | 6.829 | 6.366 | 6.175 | 0.22 | 0.28 | NaN | NaN | 12.21 | 0.05 | 9914 | 444 | a | LII | 24.30842 | 57.75921 | 0.032597 | V* RW Cas | 24.308414 | 57.759220 | 0.000 | 0.000 | 90.0 | 133 | 01 37 14.01944 | +57 45 33.1921 | deltaCep | NaN | -71.600 | NaN | G2 | NaN | 0.3455 | -0.85 | -0.90 | NaN | NaN | NaN | 9.440 | 8.580 | NaN | 6.682 | 6.388 | 6.203 | NaN | NaN | NaN | NaN | NaN | 0.019179 | 369295549951641967 | 508915489570374272 | 14.792373 | 0.000176 | NaN | NaN | NaN | NaN | NaN | NaN | 1695.127992 | 0.000249 | 1797.435621 | 0.000249 | 1798.908097 | 0.000249 | 8.807421 | 0.000172 | 9.077153 | 0.006917 | 8.009264 | 0.000276 | 0.661080 | 0.000427 | 2.523419 | 0.015017 | 0.555384 | 0.000707 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 39 | 35 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
77 | 1635721458409799680 | Gaia DR2 510584788742165760 | 510584788742165760 | 1595962494 | 2015.5 | 19.005018 | 0.025961 | 61.620705 | 0.029314 | 0.328963 | 0.043585 | 7.547652 | -0.202369 | 0.048357 | -0.747591 | 0.055318 | -0.271994 | 0.169645 | -0.393495 | 0.154927 | -0.088336 | 0.077797 | -0.231589 | -0.246978 | 0.382584 | -0.492519 | 362 | 362 | 335 | 27 | 21.883677 | 1270.26180 | 0.106138 | 5.254384e+00 | 31 | True | 64.210396 | 1.397890 | 0.008575 | -0.001579 | 41 | 16 | 0.041686 | 0 | 48 | False | 423 | 5.351387e+05 | 3.699742e+03 | 144.642150 | 11.367200 | 45 | 1.586876e+05 | 5.426309e+03 | 29.244122 | 12.350030 | 45 | 5.873231e+05 | 1.151982e+04 | 50.983692 | 10.339727 | 1.394051 | 0 | 2.010303 | 0.982830 | 1.027473 | -57.592941 | 2.839454 | 14 | 6000.0 | 3.5 | 0.00 | VARIABLE | 125.849144 | -1.111729 | 47.590204 | 48.214955 | 100001.0 | 3719.7500 | 3640.2500 | 3914.3076 | 0.9890 | 0.6313 | 1.2631 | 0.4720 | 0.2859 | 0.6826 | 200111.0 | 47.773430 | 43.142372 | 49.882877 | 393.661160 | 319.23468 | 468.087650 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 77 | AW Cas | DCEP | 0.6313 | 8.774 | 8.206 | 7.919 | 0.03 | 0.00 | NaN | NaN | 12.01 | 0.07 | 9637 | 445 | c | LIII | 19.00500 | 61.62069 | 0.063337 | V* AW Cas | 19.005020 | 61.620709 | 0.000 | 0.000 | 90.0 | 25 | 01 16 01.20480 | +61 37 14.5508 | deltaCep | cC*|* |V* |IR | -57.590 | NaN | NaN | NaN | 0.3290 | -0.20 | -0.75 | NaN | NaN | NaN | 13.520 | NaN | NaN | 8.967 | 8.341 | 8.036 | NaN | NaN | NaN | NaN | NaN | 0.012005 | 369295549951641967 | 510584788742165760 | 4.277699 | 0.000016 | NaN | NaN | NaN | NaN | NaN | NaN | 1689.456043 | 0.000023 | 1689.348260 | 0.000023 | 1689.412962 | 0.000023 | 11.350581 | 0.000154 | 12.359395 | 0.000337 | 10.366210 | 0.000186 | 0.611639 | 0.000606 | 0.838402 | 0.002012 | 0.527525 | 0.001039 | -0.045421 | 0.225000 | 0.413626 | 0.001164 | 0.178204 | 0.001112 | 4.480261 | 0.003141 | 2.584187 | 0.007091 | 46 | 45 | 45 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
78 | 1635721458409799680 | Gaia DR2 511226491206912128 | 511226491206912128 | 909762255 | 2015.5 | 26.799653 | 0.021876 | 61.422489 | 0.024513 | 0.480974 | 0.037106 | 12.962300 | -1.213222 | 0.039596 | 0.424136 | 0.051553 | -0.464919 | 0.207432 | -0.405660 | 0.236194 | -0.193672 | 0.210349 | -0.293485 | -0.073720 | 0.144820 | -0.592591 | 386 | 386 | 382 | 4 | 4.457467 | 512.30334 | 0.000000 | 0.000000e+00 | 31 | True | 264.231260 | 1.445636 | 0.005681 | -0.032433 | 44 | 20 | 0.039535 | 0 | 50 | True | 434 | 2.111232e+06 | 8.326357e+03 | 253.560090 | 9.877026 | 49 | 7.163769e+05 | 1.065301e+04 | 67.246420 | 10.713534 | 50 | 2.042128e+06 | 2.093441e+04 | 97.548874 | 8.986712 | 1.306585 | 0 | 1.726822 | 0.836509 | 0.890313 | -51.278088 | 2.226636 | 13 | 6000.0 | 3.5 | 0.00 | VARIABLE | 129.549811 | -0.730724 | 52.035560 | 46.047549 | 100001.0 | 4182.0000 | 3998.6250 | 4646.8650 | 0.6438 | 0.3880 | 1.6826 | 0.3160 | 0.1959 | 0.9097 | 200111.0 | 44.213043 | 35.809505 | 48.361206 | 538.681000 | 476.49200 | 600.870060 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 82 | BY Cas | DCEPS | 0.5083 | 7.637 | 7.199 | 7.035 | 0.12 | 0.09 | NaN | NaN | 11.61 | 0.12 | 9420 | 453 | c* | LIII | 26.79967 | 61.42249 | 0.029864 | V* BY Cas | 26.799664 | 61.422487 | 0.000 | 0.000 | 90.0 | 108 | 01 47 11.91932 | +61 25 20.9523 | deltaCep | cC*|V* |* |IR |SB*|** |** | -58.700 | NaN | F5 | NaN | 0.4810 | -1.21 | 0.42 | 0.0050 | 0.0 | 275.0 | 11.500 | 10.410 | NaN | 7.637 | 7.199 | 7.035 | NaN | NaN | NaN | NaN | NaN | 0.019921 | 369295549951641967 | 511226491206912128 | NaN | NaN | 3.222838 | 0.000012 | NaN | NaN | NaN | NaN | 1727.933919 | 0.000017 | 1727.900915 | 0.000017 | 1727.958997 | 0.000017 | 9.828949 | 0.000155 | 10.655452 | 0.000221 | 8.956087 | 0.000122 | 0.310566 | 0.000678 | 0.373078 | 0.000899 | 0.240234 | 0.001808 | NaN | NaN | 0.066712 | 0.001422 | NaN | NaN | 4.155515 | 0.017612 | NaN | NaN | 47 | 45 | 44 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
79 | 1635721458409799680 | Gaia DR2 512524361613040640 | 512524361613040640 | 822013538 | 2015.5 | 23.180099 | 0.022149 | 63.593805 | 0.024824 | 1.296313 | 0.031333 | 41.372078 | -0.450178 | 0.038244 | -0.141337 | 0.044545 | -0.184351 | 0.019293 | -0.509635 | 0.141597 | 0.082258 | 0.097719 | -0.313466 | -0.037247 | 0.160095 | -0.373218 | 315 | 315 | 312 | 3 | 5.482324 | 462.99176 | 0.000000 | 0.000000e+00 | 31 | True | 201.204010 | 1.434485 | 0.006488 | -0.059505 | 36 | 17 | 0.035292 | 0 | 53 | False | 384 | 4.172717e+07 | 8.651976e+04 | 482.284850 | 6.637319 | 42 | 1.428233e+07 | 1.070301e+05 | 133.442150 | 7.464390 | 43 | 3.955145e+07 | 2.480120e+05 | 159.473970 | 5.769014 | 1.290137 | 0 | 1.695376 | 0.827072 | 0.868305 | -23.954382 | 0.894923 | 24 | 4250.0 | 4.5 | 0.00 | VARIABLE | 127.502720 | 1.089017 | 51.657841 | 48.774519 | 100001.0 | 4113.2020 | 3962.8223 | 4265.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 76.916980 | 71.522450 | 82.865380 | 1525.665400 | 1467.33390 | 1583.997000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 130 | V636 Cas | DCEPS | 0.9231 | 4.899 | 4.158 | 4.059 | 0.07 | 0.13 | NaN | NaN | 9.83 | 0.29 | 8533 | 458 | c* | LII | 23.18011 | 63.59381 | 0.026283 | V* V636 Cas | 23.180103 | 63.593805 | 0.000 | 0.000 | 90.0 | 86 | 01 32 43.22477 | +63 35 37.6989 | deltaCep | V* |cC*|IR |* | -25.000 | NaN | G0Ib | NaN | 1.2963 | -0.45 | -0.14 | NaN | NaN | NaN | 8.486 | 7.176 | NaN | 4.899 | 4.158 | 4.059 | NaN | NaN | NaN | NaN | NaN | 0.007314 | 369295551293819386 | 512524361613040640 | 8.377013 | 0.000123 | NaN | NaN | NaN | NaN | NaN | NaN | 1676.941563 | 0.000173 | 1676.814163 | 0.000173 | 1676.864994 | 0.000173 | 6.635920 | 0.000069 | 7.463003 | 0.000277 | 5.777991 | 0.000230 | 0.143152 | 0.000297 | 0.171468 | 0.001303 | 0.102838 | 0.001082 | NaN | NaN | 0.090106 | 0.002669 | NaN | NaN | 6.227010 | 0.023783 | NaN | NaN | 40 | 36 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
80 | 1635721458409799680 | Gaia DR2 513074186146353536 | 513074186146353536 | 1572340033 | 2015.5 | 24.749938 | 0.025300 | 64.989238 | 0.023366 | 0.279642 | 0.034435 | 8.120739 | -0.591329 | 0.046995 | -0.584965 | 0.046276 | -0.292461 | -0.024715 | -0.466099 | 0.160560 | 0.009062 | 0.153528 | -0.357079 | -0.023895 | 0.292998 | -0.472541 | 304 | 304 | 293 | 11 | 15.767091 | 854.96230 | 0.000000 | 0.000000e+00 | 31 | False | 361.667360 | 1.425015 | 0.007220 | -0.038953 | 35 | 15 | 0.039440 | 0 | 45 | False | 358 | 6.669563e+05 | 3.697817e+03 | 180.364850 | 11.128122 | 36 | 2.175550e+05 | 4.084384e+03 | 53.265076 | 12.007465 | 35 | 6.458857e+05 | 9.595097e+03 | 67.314130 | 10.236531 | 1.294599 | 0 | 1.770934 | 0.879343 | 0.891591 | -18.513572 | 5.393438 | 8 | 5750.0 | 4.5 | 0.00 | VARIABLE | 127.934482 | 2.580464 | 53.709769 | 49.555981 | 100001.0 | 4072.4900 | 4012.9133 | 4167.7450 | 0.7525 | 0.3154 | 2.6051 | 0.3220 | 0.1232 | 1.3113 | 200111.0 | 46.564410 | 44.460247 | 47.957287 | 537.332460 | 435.97034 | 638.694600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 78 | AY Cas | DCEP | 0.4581 | 9.055 | 8.545 | 8.315 | 0.02 | -0.01 | NaN | NaN | 11.90 | 0.07 | 9602 | 446 | c | LIII | 24.74997 | 64.98927 | 0.126091 | V* AY Cas | 24.749944 | 64.989240 | 0.000 | 0.000 | 90.0 | 33 | 01 38 59.98664 | +64 59 21.2646 | deltaCep | cC*|* |V* |IR | -18.510 | NaN | NaN | NaN | 0.2796 | -0.59 | -0.59 | NaN | NaN | NaN | 12.370 | 11.400 | NaN | 8.979 | 8.538 | 8.319 | NaN | NaN | NaN | NaN | NaN | 0.012893 | 369295549951641967 | 513074186146353536 | 2.871507 | 0.000007 | NaN | NaN | NaN | NaN | NaN | NaN | 1692.585309 | 0.000010 | 1730.059893 | 0.000010 | 1730.042316 | 0.000010 | 11.006227 | 0.000160 | 11.840128 | 0.000309 | 10.141650 | 0.000169 | 0.518358 | 0.000879 | 0.669955 | 0.001649 | 0.437523 | 0.000905 | 0.015125 | 0.219846 | 0.388227 | 0.002236 | 0.204689 | 0.001544 | 4.483254 | 0.005016 | 1.956557 | 0.006502 | 42 | 38 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
81 | 1635721458409799680 | Gaia DR2 514674933331699584 | 514674933331699584 | 1087753859 | 2015.5 | 32.621536 | 0.036564 | 63.297534 | 0.038775 | 0.246914 | 0.067604 | 3.652347 | -1.299330 | 0.063505 | 0.676827 | 0.084691 | -0.376790 | 0.387492 | -0.239795 | 0.187739 | -0.174183 | 0.117719 | -0.016865 | 0.123996 | -0.084607 | -0.591132 | 175 | 175 | 175 | 0 | 1.669751 | 201.93614 | 0.000000 | 0.000000e+00 | 31 | False | 231.227460 | 1.482177 | 0.009367 | -0.135828 | 21 | 12 | 0.054148 | 0 | 25 | True | 206 | 1.375231e+06 | 1.220641e+04 | 112.664610 | 10.342426 | 22 | 5.042934e+05 | 1.514251e+04 | 33.303150 | 11.094680 | 24 | 1.229599e+06 | 2.752486e+04 | 44.672306 | 9.537512 | 1.260801 | 0 | 1.557168 | 0.752254 | 0.804915 | -47.477435 | 5.486878 | 7 | 6250.0 | 4.5 | 0.00 | VARIABLE | 131.675194 | 1.775580 | 56.765653 | 46.325606 | 100001.0 | 4275.9500 | 4198.6797 | 4780.0337 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 127 | V395 Cas | DCEP | 0.6061 | 8.446 | 8.001 | 7.874 | 0.02 | -0.01 | NaN | NaN | 12.06 | 0.07 | 9849 | 447 | c | LIII | 32.62152 | 63.29753 | 0.030439 | V* V395 Cas | 32.621549 | 63.297531 | 0.000 | 0.000 | 90.0 | 21 | 02 10 29.17168 | +63 17 51.1129 | deltaCep | V* |cC*|* |IR | -47.480 | NaN | NaN | NaN | 0.2469 | -1.30 | 0.68 | NaN | NaN | NaN | 11.540 | 10.590 | NaN | 8.404 | 8.012 | 7.893 | NaN | NaN | NaN | NaN | NaN | 0.022708 | 369295551293819386 | 514674933331699584 | NaN | NaN | 4.037895 | 0.000012 | NaN | NaN | NaN | NaN | 1691.880787 | 0.000017 | 1691.848634 | 0.000017 | 1728.087621 | 0.000017 | 10.273580 | 0.000338 | 10.959012 | 0.001275 | 9.491884 | 0.002212 | 0.417685 | 0.000610 | 0.542959 | 0.001886 | 0.365068 | 0.002236 | NaN | NaN | 0.227236 | 0.001133 | NaN | NaN | 4.313548 | 0.004665 | NaN | NaN | 22 | 21 | 19 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
82 | 1635721458409799680 | Gaia DR2 515599111517099136 | 515599111517099136 | 334520593 | 2015.5 | 33.603151 | 0.017990 | 65.599448 | 0.020598 | 0.121545 | 0.027064 | 4.490947 | -0.835826 | 0.031614 | 0.167295 | 0.041568 | -0.248233 | 0.068826 | -0.374194 | 0.186718 | -0.119104 | 0.158052 | -0.300294 | 0.046688 | 0.171012 | -0.346255 | 366 | 366 | 344 | 22 | 4.958615 | 484.35397 | 0.000000 | 3.027615e-15 | 31 | True | 373.022520 | 1.438367 | 0.005345 | 0.021638 | 42 | 19 | 0.033105 | 0 | 44 | False | 376 | 3.223280e+05 | 3.087696e+03 | 104.391090 | 11.917621 | 39 | 1.131649e+05 | 4.129045e+03 | 27.407032 | 12.717109 | 38 | 3.213180e+05 | 7.813175e+03 | 41.125153 | 10.994582 | 1.347953 | 0 | 1.722527 | 0.799488 | 0.923038 | -44.190607 | 4.430108 | 20 | 6500.0 | 3.5 | 0.00 | VARIABLE | 131.367323 | 4.095753 | 58.972209 | 48.123692 | 100001.0 | 4181.5000 | 4005.1875 | 4345.3623 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 119 | V1017 Cas | DCEP | 0.6665 | 9.766 | 9.289 | 9.100 | -0.18 | -0.21 | NaN | NaN | 13.43 | 0.06 | 11725 | 447 | c | LIII | 33.60319 | 65.59946 | 0.073570 | V* V1017 Cas | 33.603159 | 65.599447 | 0.000 | 0.000 | 90.0 | 8 | 02 14 24.75821 | +65 35 58.0091 | deltaCep | * |V* |cC*|IR | -44.190 | NaN | NaN | NaN | 0.1215 | -0.84 | 0.17 | NaN | NaN | NaN | 12.300 | NaN | NaN | 9.818 | 9.297 | 9.107 | NaN | NaN | NaN | NaN | NaN | 0.013212 | 369295549951641967 | 515599111517099136 | 5.029424 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.211065 | 0.000012 | 1687.085551 | 0.000012 | 1687.171143 | 0.000012 | 11.901016 | 0.000089 | 12.754053 | 0.000339 | 11.011699 | 0.000170 | 0.722877 | 0.000608 | 1.102338 | 0.002008 | 0.628967 | 0.000939 | -0.372433 | 0.233768 | 0.517818 | 0.000729 | NaN | NaN | 4.350624 | 0.001971 | NaN | NaN | 41 | 35 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
83 | 1635721458409799680 | Gaia DR2 522468168674975616 | 522468168674975616 | 638719710 | 2015.5 | 18.171504 | 0.020135 | 61.213353 | 0.023385 | 0.148580 | 0.029586 | 5.021909 | -1.971377 | 0.036436 | -0.993366 | 0.041825 | -0.150101 | 0.147068 | -0.487842 | 0.127964 | -0.094636 | 0.105368 | -0.518456 | -0.083458 | 0.241697 | -0.380134 | 372 | 372 | 351 | 21 | 11.776431 | 756.32020 | 0.000000 | 0.000000e+00 | 31 | True | 379.213960 | 1.483897 | 0.006053 | 0.028416 | 42 | 17 | 0.034770 | 0 | 49 | False | 432 | 6.829854e+05 | 6.327630e+03 | 107.937010 | 11.102337 | 48 | 2.741408e+05 | 1.144153e+04 | 23.960148 | 11.756454 | 47 | 6.339150e+05 | 1.672836e+04 | 37.894630 | 10.256843 | 1.329539 | 0 | 1.499611 | 0.654117 | 0.845494 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 125.488046 | -1.552897 | 46.751890 | 48.104298 | 100001.0 | 4414.0900 | 4320.0000 | 4618.0650 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 118 | UZ Cas | DCEP | 0.6294 | 9.155 | 8.679 | 8.522 | -0.05 | -0.08 | NaN | NaN | 12.75 | 0.06 | 10408 | 442 | c | LIII | 18.17152 | 61.21335 | 0.029421 | V* UZ Cas | 18.171522 | 61.213357 | 0.000 | 0.000 | 90.0 | 59 | 01 12 41.16528 | +61 12 48.0869 | deltaCep | cC*|* |IR |V* | -51.000 | NaN | G2 | NaN | 0.1486 | -1.97 | -0.99 | NaN | NaN | NaN | 12.150 | 11.450 | NaN | 9.288 | 8.789 | 8.625 | NaN | NaN | NaN | NaN | NaN | 0.034216 | 369295549951641967 | 522468168674975616 | 4.259253 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1689.554346 | 0.000026 | 1689.524731 | 0.000026 | 1689.588962 | 0.000026 | 10.963006 | 0.000280 | 11.636678 | 0.000268 | 10.185787 | 0.000139 | 0.645577 | 0.000934 | 0.820095 | 0.000769 | 0.520905 | 0.000492 | 0.033678 | 0.225009 | 0.390544 | 0.001203 | 0.169714 | 0.001304 | 4.433729 | 0.003438 | 2.802732 | 0.009013 | 49 | 47 | 47 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
84 | 1635721458409799680 | Gaia DR2 523887951723531648 | 523887951723531648 | 1558436560 | 2015.5 | 11.624541 | 0.024032 | 63.543273 | 0.025799 | 0.339567 | 0.034723 | 9.779359 | -1.266208 | 0.051834 | -0.774400 | 0.051368 | -0.203411 | 0.080698 | -0.295259 | 0.075490 | 0.035541 | 0.039725 | -0.229568 | -0.228528 | 0.249126 | -0.294410 | 319 | 319 | 301 | 18 | 17.187988 | 940.62930 | 0.068706 | 1.957499e+00 | 31 | True | 120.627580 | 1.393629 | 0.006761 | -0.049169 | 36 | 19 | 0.040208 | 0 | 38 | False | 328 | 6.331133e+05 | 4.481883e+03 | 141.260560 | 11.184662 | 36 | 1.770592e+05 | 4.659404e+03 | 38.000400 | 12.231091 | 36 | 6.755783e+05 | 1.165398e+04 | 57.969772 | 10.187731 | 1.346738 | 0 | 2.043361 | 1.046430 | 0.996931 | -61.339113 | 4.970079 | 9 | 5250.0 | 4.5 | 0.00 | VARIABLE | 122.381724 | 0.676800 | 45.137428 | 51.784183 | 100001.0 | 4044.0100 | 3990.4724 | 4295.7600 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 38.234837 | 33.884705 | 39.267666 | 352.259000 | 297.19336 | 407.324650 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 107 | OP Cas | DCEP | 0.7414 | 8.778 | 8.207 | 7.966 | 0.14 | 0.11 | NaN | NaN | 12.45 | 0.07 | 9945 | 441 | c | LIII | 11.62463 | 63.54330 | 0.172453 | V* OP Cas | 11.624553 | 63.543276 | 0.000 | 0.000 | 90.0 | 26 | 00 46 29.89283 | +63 32 35.7947 | deltaCep | cC*|* |IR |V* | -61.340 | NaN | NaN | NaN | 0.3396 | -1.27 | -0.77 | NaN | NaN | NaN | 13.780 | 11.910 | NaN | 8.617 | 8.053 | 7.815 | NaN | NaN | NaN | NaN | NaN | 0.023006 | 369295551293819386 | 523887951723531648 | 5.512727 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1685.830370 | 0.000027 | 1685.939864 | 0.000027 | 1685.943635 | 0.000027 | 11.165693 | 0.000182 | 12.209770 | 0.000272 | 10.179747 | 0.000098 | 0.476939 | 0.000859 | 0.569625 | 0.001441 | 0.388786 | 0.000567 | 0.254718 | 0.233770 | 0.331974 | 0.000812 | NaN | NaN | 4.789643 | 0.003833 | NaN | NaN | 37 | 33 | 35 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
85 | 1635721458409799680 | Gaia DR2 525136962570940160 | 525136962570940160 | 1225924631 | 2015.5 | 18.754556 | 0.018490 | 65.599405 | 0.021748 | 0.373860 | 0.027643 | 13.524399 | -0.465009 | 0.036166 | 0.092564 | 0.041500 | -0.196529 | 0.124818 | -0.320934 | 0.068745 | -0.180540 | 0.049843 | -0.332678 | -0.115814 | 0.280032 | -0.253928 | 354 | 354 | 345 | 9 | 12.662953 | 787.47784 | 0.000000 | 0.000000e+00 | 31 | True | 303.500200 | 1.410006 | 0.005275 | -0.001767 | 41 | 18 | 0.033071 | 0 | 43 | True | 362 | 1.464212e+06 | 1.104549e+04 | 132.562040 | 10.274356 | 40 | 4.133298e+05 | 1.206039e+04 | 34.271670 | 11.310646 | 39 | 1.534614e+06 | 3.288369e+04 | 46.667946 | 9.296922 | 1.330370 | 0 | 2.013724 | 1.036290 | 0.977434 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 125.366684 | 2.839189 | 51.060429 | 51.508306 | 100001.0 | 3792.4200 | 3518.0000 | 3978.4950 | 0.9250 | 0.5220 | 1.8531 | 0.4450 | 0.1866 | 1.0120 | 200111.0 | 65.240310 | 59.280410 | 75.815360 | 793.217800 | 696.30920 | 890.126340 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 80 | BP Cas | DCEP | 0.7975 | 7.842 | 7.275 | 7.042 | 0.09 | 0.06 | NaN | NaN | 11.72 | 0.07 | 9392 | 446 | c | LIII | 18.75455 | 65.59940 | 0.019028 | V* BP Cas | 18.754561 | 65.599404 | 0.000 | 0.000 | 90.0 | 59 | 01 15 01.09456 | +65 35 57.8555 | deltaCep | cC*|* |IR |V* | -41.000 | NaN | F6 | NaN | 0.3739 | -0.47 | 0.09 | NaN | NaN | NaN | 11.900 | 10.800 | NaN | 7.766 | 7.268 | 7.045 | NaN | NaN | NaN | NaN | NaN | 0.007349 | 369295549951641967 | 525136962570940160 | 6.272785 | 0.000061 | NaN | NaN | NaN | NaN | NaN | NaN | 1683.447545 | 0.000087 | 1721.109541 | 0.000087 | 1721.224373 | 0.000087 | 10.233151 | 0.000233 | 11.242003 | 0.000648 | 9.283660 | 0.000369 | 0.558552 | 0.001159 | 0.826228 | 0.005073 | 0.559354 | 0.002201 | 0.161733 | 0.233823 | 0.359528 | 0.001743 | 0.131378 | 0.002126 | 4.844136 | 0.005537 | 2.975040 | 0.010791 | 35 | 27 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
86 | 1635721458409799680 | Gaia DR2 1750217486861133440 | 1750217486861133440 | 53070142 | 2015.5 | 313.520264 | 0.028259 | 8.551535 | 0.025789 | 0.140652 | 0.034036 | 4.132487 | -6.032100 | 0.062784 | -5.194741 | 0.059074 | 0.154380 | 0.259694 | -0.245539 | -0.164468 | 0.222254 | -0.032646 | -0.580086 | -0.051018 | -0.313097 | -0.076916 | 199 | 199 | 197 | 2 | 5.783389 | 328.13776 | 0.000000 | 0.000000e+00 | 31 | True | 345.130400 | 1.633769 | 0.006818 | -0.040973 | 23 | 10 | 0.043486 | 0 | 24 | False | 208 | 2.323505e+05 | 4.167386e+03 | 55.754486 | 12.273006 | 24 | 1.305769e+05 | 8.572430e+03 | 15.232197 | 12.561722 | 24 | 1.518536e+05 | 6.356415e+03 | 23.889814 | 11.808357 | 1.215537 | 0 | 0.753365 | 0.288715 | 0.464649 | -165.238369 | 13.612693 | 4 | 6500.0 | 3.5 | -1.50 | VARIABLE | 56.001027 | -22.395839 | 318.675558 | 24.939572 | 100001.0 | 5787.3335 | 5491.4500 | 6308.5703 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 219 | EK Del | CEP | 0.3111 | 11.292 | 10.953 | 10.887 | -1.54 | -1.57 | NaN | NaN | 14.20 | 0.07 | 6867 | 292 | c | LIII | 313.52029 | 8.55153 | 0.094737 | V* EK Del | 313.520290 | 8.551557 | 0.000 | 0.000 | 90.0 | 24 | 20 54 04.86961 | +08 33 05.6048 | Cepheid | Ce*|V* |IR |* | -165.240 | NaN | NaN | NaN | 0.1407 | -6.03 | -5.20 | NaN | NaN | NaN | 12.600 | NaN | NaN | 11.216 | 10.882 | 10.818 | NaN | NaN | NaN | NaN | NaN | 0.123390 | 369295549951641967 | 1750217486861133440 | 2.046828 | 0.000003 | NaN | NaN | NaN | NaN | NaN | NaN | 1785.279592 | 0.000004 | 1785.263547 | 0.000004 | 1785.275804 | 0.000004 | 12.187562 | 0.000140 | 12.461101 | 0.000348 | 11.752045 | 0.000323 | 0.702349 | 0.000368 | 0.869569 | 0.001252 | 0.555463 | 0.001147 | -0.189074 | 0.219741 | 0.450557 | 0.000724 | 0.181784 | 0.000808 | 4.605291 | 0.004726 | 3.228913 | 0.004890 | 24 | 24 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
87 | 1635721458409799680 | Gaia DR2 1808020329279916288 | 1808020329279916288 | 1195549303 | 2015.5 | 300.290903 | 0.022420 | 15.803502 | 0.019486 | 0.228325 | 0.036178 | 6.311087 | -1.732024 | 0.046761 | -4.967683 | 0.041015 | 0.157414 | 0.064699 | -0.164913 | 0.174837 | 0.113577 | 0.142490 | -0.152796 | -0.247976 | -0.136583 | 0.148311 | 328 | 328 | 321 | 7 | 3.892433 | 423.49158 | 0.000000 | 3.167760e-15 | 31 | False | 277.073700 | 1.529769 | 0.006169 | 0.048375 | 38 | 13 | 0.032429 | 0 | 42 | True | 347 | 1.843081e+06 | 1.830091e+04 | 100.709816 | 10.024505 | 40 | 7.635837e+05 | 2.282576e+04 | 33.452710 | 10.644247 | 37 | 1.485098e+06 | 3.376452e+04 | 43.983970 | 9.332533 | 1.220066 | 0 | 1.311714 | 0.619742 | 0.691972 | 9.056696 | 5.639090 | 6 | 5250.0 | 4.5 | 0.00 | VARIABLE | 55.087895 | -7.605344 | 306.580836 | 35.475457 | 100001.0 | 4617.6665 | 4523.5000 | 4737.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 64.707430 | 61.488304 | 67.429530 | 1715.115100 | 1305.10200 | 2125.128200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 7 | KL Aql | DCEP | 0.7859 | 8.488 | 8.114 | 7.979 | 0.33 | 0.30 | NaN | NaN | 12.82 | 0.07 | 6573 | 403 | c | LIII | 300.29091 | 15.80352 | 0.069316 | V* KL Aql | 300.290911 | 15.803523 | 0.000 | 0.000 | 90.0 | 73 | 20 01 09.81869 | +15 48 12.6835 | deltaCep | cC*|* |V* |IR | 1.300 | NaN | hF4mF7/8 | NaN | 0.2283 | -1.55 | -5.10 | NaN | NaN | NaN | 10.950 | 10.140 | NaN | 8.593 | 8.169 | 8.026 | NaN | NaN | NaN | NaN | NaN | 0.081545 | 369295549951641967 | 1808020329279916288 | 6.108202 | 0.000030 | NaN | NaN | NaN | NaN | NaN | NaN | 1780.283888 | 0.000043 | 1780.455834 | 0.000043 | 1780.567532 | 0.000043 | 9.897651 | 0.000134 | 10.438491 | 0.000233 | 9.254500 | 0.000129 | 0.601780 | 0.000419 | 0.726480 | 0.001100 | 0.436945 | 0.000670 | 0.109876 | 0.233772 | 0.374895 | 0.000754 | 0.110836 | 0.001008 | 4.544462 | 0.002284 | 2.976118 | 0.007110 | 39 | 35 | 35 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
88 | 1635721458409799680 | Gaia DR2 1820309639468685824 | 1820309639468685824 | 1003453313 | 2015.5 | 299.005264 | 0.059145 | 16.634764 | 0.053185 | 0.642553 | 0.093156 | 6.897586 | 1.762927 | 0.121943 | -5.428029 | 0.112663 | 0.161964 | -0.050723 | -0.339202 | 0.089409 | 0.257697 | 0.019309 | -0.180898 | -0.133679 | -0.233885 | 0.134065 | 388 | 388 | 343 | 45 | 52.273006 | 4328.96300 | 0.356248 | 6.074376e+01 | 31 | True | 7.077116 | 1.600491 | 0.014615 | 0.014099 | 44 | 14 | 0.068717 | 0 | 56 | False | 431 | 9.725802e+07 | 1.980464e+06 | 49.108704 | 5.718552 | 41 | 5.501189e+07 | 1.331225e+06 | 41.324272 | 6.000246 | 44 | 8.711964e+07 | 7.898332e+05 | 110.301310 | 4.911630 | 1.461386 | 0 | 1.088617 | 0.281694 | 0.806922 | -16.458683 | 3.978402 | 24 | 6250.0 | 1.0 | 0.25 | VARIABLE | 55.168212 | -6.119235 | 305.350305 | 36.582089 | 102001.0 | 5076.0000 | 4450.4800 | 5720.5996 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 130.035680 | 102.381775 | 169.157800 | 10113.610000 | 8320.62600 | 11906.595000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 292 | S Sge | DCEP | 0.9234 | 4.183 | 3.859 | 3.752 | 0.08 | 0.14 | NaN | NaN | 9.11 | 0.05 | 7582 | 451 | b | LII | 299.00527 | 16.63480 | 0.129595 | * 10 Sge | 299.005256 | 16.634788 | 0.000 | 0.000 | 90.0 | 314 | 19 56 01.26143 | +16 38 05.2363 | PulsV*RVTau | RV*|V* |UV |IR |* |SB* | -9.910 | NaN | F7Ib | NaN | 0.6426 | 1.76 | -5.43 | NaN | NaN | NaN | 6.030 | 5.360 | NaN | 4.210 | 3.860 | 3.760 | NaN | NaN | NaN | NaN | NaN | 0.088461 | 369295549951641967 | 1820309639468685824 | 8.386034 | 0.001020 | NaN | NaN | NaN | NaN | NaN | NaN | 1773.005186 | 0.001442 | 1772.954452 | 0.001442 | 1773.301541 | 0.001442 | 5.388826 | 0.001844 | 5.875304 | 0.001326 | 4.854274 | 0.008080 | 0.630129 | 0.013969 | 0.782988 | 0.003673 | 0.437766 | 0.010924 | NaN | NaN | 0.248414 | 0.010141 | 0.098565 | 0.020920 | 5.029983 | 0.038440 | 3.413860 | 1.083511 | 25 | 25 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
89 | 1635721458409799680 | Gaia DR2 1825621002188696448 | 1825621002188696448 | 1249075385 | 2015.5 | 294.157205 | 0.024773 | 20.332932 | 0.032738 | 1.052989 | 0.038967 | 27.022390 | 0.905571 | 0.049711 | -0.959876 | 0.061514 | 0.050201 | 0.114882 | -0.560362 | 0.067653 | 0.037369 | 0.087804 | -0.595210 | -0.246220 | -0.137321 | -0.034933 | 293 | 293 | 289 | 4 | 5.024321 | 420.49435 | 0.000000 | 0.000000e+00 | 31 | True | 209.571660 | 1.460111 | 0.007651 | -0.007894 | 33 | 12 | 0.042987 | 0 | 50 | False | 363 | 3.970699e+07 | 3.398555e+05 | 116.834920 | 6.691198 | 36 | 1.205622e+07 | 3.556990e+05 | 33.894447 | 7.648360 | 40 | 3.825527e+07 | 8.524656e+05 | 44.876034 | 5.805192 | 1.267069 | 0 | 1.843169 | 0.957162 | 0.886007 | -2.680865 | 2.522002 | 18 | 4500.0 | 4.5 | 0.00 | VARIABLE | 56.074313 | -0.289236 | 300.682111 | 41.233456 | 100001.0 | 3975.0000 | 3879.3333 | 4152.5200 | 0.7280 | 0.3092 | 1.5840 | 0.3720 | 0.1723 | 0.8440 | 200111.0 | 103.218420 | 94.581894 | 108.372055 | 2396.391000 | 2264.12840 | 2528.653800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 321 | U Vul | DCEP | 0.9026 | 4.506 | 4.086 | 3.891 | 0.19 | 0.16 | NaN | NaN | 9.06 | 0.05 | 7597 | 451 | a | LIII | 294.15720 | 20.33294 | 0.033360 | V* U Vul | 294.157200 | 20.332936 | 0.000 | 0.000 | 90.0 | 197 | 19 36 37.72809 | +20 19 58.5692 | deltaCep | V* |cC*|IR |* |SB* | -12.850 | NaN | F8Iab | NaN | 1.0530 | 0.91 | -0.96 | NaN | NaN | NaN | 8.368 | 7.162 | NaN | 4.734 | 4.127 | 4.110 | NaN | NaN | NaN | NaN | NaN | 0.020454 | 369295549951641967 | 1825621002188696448 | 7.990140 | 0.000068 | NaN | NaN | NaN | NaN | NaN | NaN | 1744.158112 | 0.000097 | 1744.151339 | 0.000097 | 1744.245652 | 0.000097 | 6.576982 | 0.000194 | 7.406668 | 0.000569 | 5.716348 | 0.000572 | 0.541675 | 0.000960 | 0.717287 | 0.002625 | 0.461884 | 0.001245 | NaN | NaN | 0.249110 | 0.001873 | 0.152737 | 0.001437 | 5.058691 | 0.007933 | 3.256584 | 0.011875 | 39 | 37 | 37 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
90 | 1635721458409799680 | Gaia DR2 1853025642297186688 | 1853025642297186688 | 797957836 | 2015.5 | 316.626036 | 0.026999 | 31.184635 | 0.044835 | 1.706173 | 0.055117 | 30.955368 | 3.640102 | 0.072388 | -5.077193 | 0.090182 | -0.541814 | -0.053568 | 0.117310 | 0.173212 | 0.131704 | 0.268947 | -0.505285 | 0.005599 | -0.135601 | -0.638913 | 725 | 725 | 644 | 81 | 46.585403 | 4167.82700 | 0.236805 | 3.921365e+01 | 31 | True | 15.828865 | 1.655623 | 0.007845 | 0.021635 | 84 | 16 | 0.063851 | 0 | 102 | False | 764 | 1.054925e+08 | 3.331191e+05 | 316.681060 | 5.630311 | 77 | 5.672453e+07 | 5.613620e+05 | 101.048040 | 5.966961 | 78 | 6.488427e+07 | 4.032366e+05 | 160.908690 | 5.231572 | 1.152772 | 0 | 0.735389 | 0.336649 | 0.398740 | -2.139313 | 0.965986 | 44 | 6250.0 | 2.0 | 0.25 | VARIABLE | 76.548739 | -10.782419 | 331.825877 | 45.135181 | 100001.0 | 6090.0000 | 5963.6665 | 6221.7500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 33.746235 | 32.332165 | 35.191128 | 1411.284200 | 1349.96840 | 1472.600000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 175 | DT Cyg | DCEPS | 0.3978 | 4.638 | 4.390 | 4.374 | 0.10 | 0.16 | NaN | NaN | 8.80 | 0.18 | 7827 | 451 | c* | LII | 316.62602 | 31.18466 | 0.101976 | V* DT Cyg | 316.626018 | 31.184657 | 0.000 | 0.000 | 90.0 | 283 | 21 06 30.24427 | +31 11 04.7656 | deltaCep | V* |cC*|UV |IR |* | -1.300 | NaN | F7II- | NaN | 1.7062 | 3.64 | -5.08 | NaN | NaN | NaN | 6.380 | 5.820 | NaN | 4.740 | 4.470 | 4.374 | NaN | NaN | NaN | NaN | NaN | 0.096832 | 369295549951641967 | 1853025642297186688 | NaN | NaN | 2.499301 | 0.000022 | NaN | NaN | NaN | NaN | 1815.428067 | 0.000032 | 1785.413486 | 0.000032 | 1785.374712 | 0.000032 | 5.615050 | 0.000446 | 5.926248 | 0.000308 | 5.201410 | 0.000461 | 0.241580 | 0.001842 | 0.299662 | 0.001504 | 0.156579 | 0.002215 | NaN | NaN | 0.066270 | 0.005022 | NaN | NaN | 4.473785 | 0.080170 | NaN | NaN | 61 | 65 | 64 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
91 | 1635721458409799680 | Gaia DR2 1857884212378132096 | 1857884212378132096 | 1074180086 | 2015.5 | 312.867676 | 0.064366 | 28.250483 | 0.079372 | 1.673805 | 0.089141 | 18.776976 | 3.495889 | 0.138940 | -5.086511 | 0.140903 | 0.115138 | 0.315737 | -0.593386 | -0.122163 | 0.011690 | -0.156104 | -0.708991 | -0.277317 | 0.050247 | -0.057145 | 339 | 339 | 301 | 38 | 44.551914 | 3238.39330 | 0.333981 | 5.549521e+01 | 31 | True | 8.163436 | 1.641056 | 0.017493 | 0.119402 | 38 | 14 | 0.084556 | 0 | 49 | False | 356 | 1.255945e+08 | 1.094738e+06 | 114.725600 | 5.440939 | 35 | 3.442496e+07 | 4.849976e+06 | 7.097964 | 6.509205 | 33 | 7.076962e+07 | 2.169504e+06 | 32.620186 | 5.137303 | 0.837573 | 0 | 1.371902 | 1.068266 | 0.303636 | -12.111750 | 2.407374 | 22 | 5750.0 | 1.0 | 0.00 | VARIABLE | 72.132363 | -10.151816 | 326.009486 | 43.715983 | 101001.0 | 4707.2500 | 3887.5000 | 6340.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 320 | T Vul | DCEP | 0.6469 | 4.558 | 4.273 | 4.185 | 0.01 | 0.07 | NaN | NaN | 8.66 | 0.05 | 7793 | 451 | b | LII | 312.86766 | 28.25051 | 0.111247 | V* T Vul | 312.867659 | 28.250505 | 0.000 | 0.000 | 90.0 | 303 | 20 51 28.23825 | +28 15 01.8166 | deltaCep | V* |cC*|UV |IR |* | -2.600 | NaN | F5Ib+A0.8V | NaN | 1.6738 | 3.50 | -5.09 | NaN | NaN | NaN | 6.490 | 5.770 | NaN | 4.570 | 4.426 | 4.289 | NaN | NaN | NaN | NaN | NaN | 0.095666 | 369295549951641967 | 1857884212378132096 | 2.217211 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1758.874757 | 0.000026 | 1760.720598 | 0.000026 | 1760.569056 | 0.000026 | 5.458561 | 0.000763 | 5.766362 | 0.003063 | 5.072982 | 0.003851 | 0.626731 | 0.005296 | 0.676486 | 0.005499 | 0.402561 | 0.060285 | -0.033015 | 0.220066 | 0.402921 | 0.003972 | NaN | NaN | 5.621030 | 0.012909 | NaN | NaN | 23 | 25 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
92 | 1635721458409799680 | Gaia DR2 1870258975238302208 | 1870258975238302208 | 1683892111 | 2015.5 | 310.850763 | 0.019117 | 35.587777 | 0.020563 | 0.898267 | 0.027008 | 33.259600 | -6.796781 | 0.041655 | -5.001337 | 0.039015 | -0.146377 | 0.114130 | -0.194402 | 0.063062 | 0.213415 | 0.014886 | -0.394209 | -0.281926 | -0.047437 | -0.209323 | 340 | 340 | 315 | 25 | 10.232583 | 639.88640 | 0.000000 | 0.000000e+00 | 31 | True | 326.378970 | 1.495103 | 0.005594 | 0.116668 | 39 | 16 | 0.033038 | 0 | 45 | False | 389 | 3.071784e+07 | 1.572208e+06 | 19.538033 | 6.969889 | 41 | 2.116396e+07 | 1.679287e+06 | 12.602944 | 7.037396 | 41 | 3.242149e+07 | 3.710689e+06 | 8.737323 | 5.984838 | 1.744440 | 0 | 1.052558 | 0.067507 | 0.985051 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 76.870426 | -4.262624 | 327.960690 | 51.133963 | 102001.0 | 5143.4500 | 4297.5000 | 7050.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 218 | X Cyg | DCEP | 1.2145 | 4.417 | 3.969 | 3.815 | 0.10 | 0.16 | NaN | NaN | 10.04 | 0.05 | 7772 | 448 | b | LII | 310.85080 | 35.58780 | 0.134664 | V* X Cyg | 310.850799 | 35.587799 | 0.000 | 0.000 | 90.0 | 424 | 20 43 24.19187 | +35 35 16.0757 | deltaCep | V* |cC*|IR |* | 8.100 | NaN | F7Ib | NaN | 0.8983 | -6.80 | -5.00 | NaN | NaN | NaN | 7.700 | 6.470 | NaN | 4.400 | 3.940 | 3.760 | NaN | NaN | NaN | NaN | NaN | 0.130798 | 369295549951641967 | 1870258975238302208 | 16.390621 | 0.000279 | NaN | NaN | NaN | NaN | NaN | NaN | 1727.835944 | 0.000395 | 1726.656515 | 0.000395 | 1727.231481 | 0.000395 | 6.072325 | 0.000244 | 6.688083 | 0.000537 | 5.359146 | 0.001134 | 0.641627 | 0.000758 | 0.948347 | 0.002500 | 0.546576 | 0.002268 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 31 | 32 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
93 | 1635721458409799680 | Gaia DR2 1873112207907294848 | 1873112207907294848 | 1244572195 | 2015.5 | 316.069303 | 0.019890 | 39.972234 | 0.023850 | 0.446392 | 0.028187 | 15.836808 | -2.887791 | 0.044613 | -4.047353 | 0.043946 | -0.012508 | 0.128686 | -0.279774 | -0.047115 | 0.286059 | -0.067482 | -0.356168 | -0.039873 | -0.024060 | -0.102932 | 294 | 294 | 287 | 7 | 4.347716 | 397.52823 | 0.000000 | 0.000000e+00 | 31 | True | 254.230800 | 1.464016 | 0.006455 | 0.090174 | 33 | 17 | 0.033782 | 0 | 36 | False | 313 | 3.843281e+06 | 5.932488e+04 | 64.783640 | 9.226610 | 35 | 1.437772e+06 | 7.186533e+04 | 20.006475 | 9.957163 | 33 | 3.847890e+06 | 1.148532e+05 | 33.502680 | 8.298863 | 1.375299 | 0 | 1.658299 | 0.730553 | 0.927747 | -7.008827 | 5.840704 | 7 | 4500.0 | 4.5 | 0.00 | VARIABLE | 82.894949 | -4.624814 | 337.175943 | 53.216017 | 100001.0 | 4384.7750 | 4240.5376 | 4752.2500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 55.535275 | 47.278637 | 59.377470 | 1027.121300 | 919.71735 | 1134.525400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 216 | VY Cyg | DCEP | 0.8953 | 6.999 | 6.548 | 6.337 | 0.00 | 0.06 | NaN | NaN | 11.45 | 0.05 | 7937 | 438 | a | LII | 316.06932 | 39.97225 | 0.075537 | V* VY Cyg | 316.069319 | 39.972251 | 0.000 | 0.000 | 90.0 | 116 | 21 04 16.63654 | +39 58 20.1042 | deltaCep | V* |cC*|* |IR | -11.900 | NaN | F5.5-G0.5Ib | NaN | 0.4464 | -2.89 | -4.05 | NaN | NaN | NaN | 10.660 | 9.560 | NaN | 6.982 | 6.489 | 6.305 | NaN | NaN | NaN | NaN | NaN | 0.077065 | 369295549951641967 | 1873112207907294848 | 7.855820 | 0.000033 | NaN | NaN | NaN | NaN | NaN | NaN | 1747.252057 | 0.000047 | 1747.131731 | 0.000047 | 1747.185783 | 0.000047 | 9.045826 | 0.000428 | 9.819279 | 0.000704 | 8.204380 | 0.000526 | 0.654177 | 0.000886 | 0.876280 | 0.001504 | 0.554956 | 0.000956 | NaN | NaN | 0.324708 | 0.001073 | 0.185258 | 0.001885 | 5.275816 | 0.008096 | 3.583565 | 0.004051 | 32 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
94 | 1635721458409799680 | Gaia DR2 1873250780732545920 | 1873250780732545920 | 983469567 | 2015.5 | 314.336780 | 0.018351 | 40.177487 | 0.025157 | 0.349530 | 0.027658 | 12.637806 | -1.909788 | 0.040147 | -3.553273 | 0.049507 | -0.016142 | 0.002826 | -0.147679 | -0.101716 | 0.214091 | -0.126828 | -0.442064 | -0.069318 | 0.100213 | -0.020755 | 304 | 304 | 297 | 7 | 9.569371 | 588.61050 | 0.000000 | 0.000000e+00 | 31 | True | 266.181400 | 1.376166 | 0.006087 | 0.020718 | 35 | 16 | 0.037312 | 0 | 41 | False | 347 | 3.128018e+06 | 2.262398e+04 | 138.261170 | 9.450192 | 41 | 7.872941e+05 | 2.094386e+04 | 37.590683 | 10.611046 | 41 | 3.348065e+06 | 6.146208e+04 | 54.473667 | 8.449935 | 1.322038 | 0 | 2.161111 | 1.160853 | 1.000258 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 82.176711 | -3.490631 | 335.374657 | 54.027443 | 100001.0 | 3986.5100 | 3814.6099 | 4431.1167 | 0.7990 | 0.4959 | 1.4046 | 0.3970 | 0.2430 | 0.7363 | 200111.0 | 86.435100 | 69.959946 | 94.400780 | 1699.990000 | 1477.85310 | 1922.126800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 215 | VX Cyg | DCEP | 1.3039 | 6.694 | 6.078 | 5.840 | 0.09 | 0.15 | NaN | NaN | 12.19 | 0.05 | 8037 | 426 | a | LII | 314.33679 | 40.17751 | 0.086726 | V* VX Cyg | 314.336791 | 40.177502 | 0.000 | 0.000 | 90.0 | 112 | 20 57 20.82988 | +40 10 39.0085 | deltaCep | Em*|V* |cC*|* |IR | -16.400 | NaN | F5e-G2I-II | NaN | 0.3495 | -1.91 | -3.55 | NaN | NaN | NaN | 11.600 | 10.080 | NaN | 6.710 | 6.026 | 5.756 | NaN | NaN | NaN | NaN | NaN | 0.062527 | 369295549951641967 | 1873250780732545920 | 20.140340 | 0.000356 | NaN | NaN | NaN | NaN | NaN | NaN | 1715.603460 | 0.000504 | 1775.729293 | 0.000504 | 1715.768941 | 0.000504 | 9.274387 | 0.000453 | 10.356128 | 0.001172 | 8.276671 | 0.000593 | 0.624919 | 0.001777 | 0.823951 | 0.004198 | 0.544077 | 0.001730 | NaN | NaN | 0.175391 | 0.001671 | NaN | NaN | 5.067397 | 0.006718 | NaN | NaN | 37 | 32 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
95 | 1635721458409799680 | Gaia DR2 1960750328384177408 | 1960750328384177408 | 71985602 | 2015.5 | 327.922650 | 0.021611 | 43.134024 | 0.022815 | 0.434985 | 0.028488 | 15.269077 | -3.938530 | 0.043399 | -3.411474 | 0.043890 | 0.115838 | 0.225602 | -0.372570 | -0.203861 | 0.106931 | -0.238222 | -0.274065 | -0.146943 | -0.012398 | -0.010151 | 293 | 293 | 286 | 7 | 4.285104 | 394.48166 | 0.000000 | 0.000000e+00 | 31 | True | 218.747120 | 1.551101 | 0.006610 | 0.015280 | 33 | 17 | 0.033174 | 0 | 47 | False | 392 | 5.824995e+06 | 4.591671e+04 | 126.860030 | 8.775126 | 47 | 2.642690e+06 | 7.454182e+04 | 35.452450 | 9.296272 | 47 | 4.728216e+06 | 8.859315e+04 | 53.370000 | 8.075176 | 1.265393 | 0 | 1.221096 | 0.521146 | 0.699950 | -23.452401 | 6.175785 | 8 | 5000.0 | 4.5 | 0.00 | VARIABLE | 91.520103 | -8.510721 | 352.299934 | 51.393201 | 100001.0 | 4937.2500 | 4824.8500 | 5123.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 50.431885 | 46.841060 | 52.808980 | 1361.587500 | 1215.67940 | 1507.495600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 217 | VZ Cyg | DCEP | 0.6870 | 7.186 | 6.852 | 6.699 | 0.05 | 0.11 | NaN | NaN | 11.23 | 0.05 | 8174 | 441 | a | LII | 327.92267 | 43.13404 | 0.079366 | V* VZ Cyg | 327.922673 | 43.134038 | 0.000 | 0.000 | 90.0 | 145 | 21 51 41.44151 | +43 08 02.5380 | deltaCep | V* |cC*|* |IR |SB* | -15.100 | NaN | G0 | NaN | 0.4350 | -3.54 | -3.82 | NaN | NaN | NaN | 10.020 | 8.600 | NaN | 7.266 | 6.922 | 6.738 | NaN | NaN | NaN | NaN | NaN | 0.080764 | 369295549951641967 | 1960750328384177408 | 4.864382 | 0.000016 | NaN | NaN | NaN | NaN | NaN | NaN | 1660.758154 | 0.000023 | 1660.798283 | 0.000023 | 1660.841123 | 0.000023 | 8.668239 | 0.000199 | 9.184621 | 0.000249 | 8.027929 | 0.000210 | 0.570855 | 0.000559 | 0.722128 | 0.000883 | 0.446084 | 0.000890 | 0.094183 | 0.224975 | 0.372888 | 0.000597 | 0.146201 | 0.000919 | 4.469538 | 0.003652 | 2.593207 | 0.006963 | 43 | 40 | 39 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
96 | 1635721458409799680 | Gaia DR2 1960981328902089088 | 1960981328902089088 | 1519227140 | 2015.5 | 330.104757 | 0.022131 | 43.445353 | 0.028315 | 0.509449 | 0.030578 | 16.660795 | -3.638185 | 0.049772 | -3.876780 | 0.063283 | -0.082924 | 0.234995 | -0.277616 | -0.000488 | 0.165982 | 0.041621 | -0.446865 | -0.059091 | -0.106124 | -0.271100 | 275 | 275 | 271 | 4 | 10.040365 | 570.18036 | 0.000000 | 0.000000e+00 | 31 | True | 169.729400 | 1.545420 | 0.006419 | 0.044246 | 31 | 16 | 0.047332 | 0 | 50 | False | 388 | 6.477659e+06 | 4.783864e+04 | 135.406420 | 8.659821 | 45 | 2.807371e+06 | 7.939337e+04 | 35.360270 | 9.230638 | 46 | 5.265501e+06 | 8.775979e+04 | 59.999020 | 7.958321 | 1.246264 | 0 | 1.272318 | 0.570818 | 0.701500 | -25.496704 | 4.155516 | 11 | 5000.0 | 4.5 | 0.00 | VARIABLE | 92.972946 | -9.258542 | 354.692921 | 50.792298 | 100001.0 | 5063.0000 | 4995.0000 | 5127.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 42.598850 | 41.541970 | 43.766594 | 1074.291600 | 971.29910 | 1177.284200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 222 | BG Lac | DCEP | 0.7269 | 7.009 | 6.649 | 6.473 | 0.07 | 0.04 | NaN | NaN | 11.11 | 0.05 | 8191 | 443 | a | LIII | 330.10477 | 43.44537 | 0.071086 | V* BG Lac | 330.104779 | 43.445369 | 0.000 | 0.000 | 90.0 | 125 | 22 00 25.14687 | +43 26 43.3296 | deltaCep | NaN | -18.600 | NaN | G0.7 | NaN | 0.5094 | -5.57 | -3.21 | NaN | NaN | NaN | 9.330 | 8.590 | NaN | 6.893 | 6.592 | 6.459 | NaN | NaN | NaN | NaN | NaN | 0.082407 | 369295549951641967 | 1960981328902089088 | 5.331659 | 0.000007 | NaN | NaN | NaN | NaN | NaN | NaN | 1658.803526 | 0.000009 | 1658.851260 | 0.000009 | 1658.920916 | 0.000009 | 8.569651 | 0.000198 | 9.133196 | 0.000356 | 7.900367 | 0.000216 | 0.512544 | 0.000597 | 0.658256 | 0.000757 | 0.404476 | 0.000520 | 0.186592 | 0.233822 | 0.352162 | 0.001424 | 0.119634 | 0.001469 | 4.548056 | 0.005950 | 2.594190 | 0.009294 | 40 | 39 | 40 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
97 | 1635721458409799680 | Gaia DR2 1964855904803120640 | 1964855904803120640 | 120286284 | 2015.5 | 319.842426 | 0.044629 | 38.237465 | 0.057875 | 1.150552 | 0.066348 | 17.341063 | 3.740057 | 0.100766 | 0.326274 | 0.114499 | -0.046074 | -0.102718 | -0.219882 | -0.091397 | 0.159722 | -0.091231 | -0.370026 | -0.021527 | 0.005033 | -0.174077 | 336 | 336 | 281 | 55 | 37.438137 | 2418.05150 | 0.295876 | 3.420177e+01 | 31 | False | 10.243600 | 1.643249 | 0.013941 | 0.036797 | 36 | 17 | 0.068192 | 0 | 44 | False | 334 | 9.726606e+07 | 2.134851e+05 | 455.610630 | 5.718463 | 32 | 5.390308e+07 | 4.699404e+05 | 114.701935 | 6.022354 | 37 | 5.960540e+07 | 3.928160e+05 | 151.738720 | 5.323706 | 1.166990 | 0 | 0.698648 | 0.303892 | 0.394756 | -4.341277 | 2.176760 | 22 | 6250.0 | 4.5 | 0.00 | VARIABLE | 83.621648 | -7.950070 | 339.995851 | 50.294359 | 100001.0 | 6198.0000 | 6103.0000 | 6252.7500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 46.326805 | 45.519070 | 47.780290 | 2853.420200 | 2641.47970 | 3065.360600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 194 | V1334 Cyg | DCEPS | 0.5228 | 5.170 | 4.664 | 4.460 | 0.03 | 0.09 | NaN | NaN | 9.00 | 0.13 | 7895 | 450 | c* | LII | 319.84242 | 38.23748 | 0.057841 | V* V1334 Cyg | 319.842405 | 38.237463 | 0.000 | 0.000 | 90.0 | 159 | 21 19 22.17725 | +38 14 14.8674 | deltaCep | ** |V* |cC*|* |UV |IR |SB*|** | -1.800 | NaN | F1II+B7.0V | NaN | 1.1506 | 3.74 | 0.33 | NaN | NaN | NaN | 6.364 | 5.882 | NaN | 5.170 | 4.664 | 4.460 | NaN | NaN | NaN | NaN | NaN | 0.058191 | 369295551293819386 | 1964855904803120640 | 3.332335 | 0.000106 | NaN | NaN | NaN | NaN | NaN | NaN | 1760.014839 | 0.000150 | 1813.211034 | 0.000150 | 1759.757116 | 0.000150 | 5.721321 | 0.000333 | 6.026267 | 0.000730 | 5.317554 | 0.001025 | 0.130274 | 0.001162 | 0.166757 | 0.002617 | 0.107355 | 0.003089 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 26 | 23 | 21 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
98 | 1635721458409799680 | Gaia DR2 1968971582984827136 | 1968971582984827136 | 512048464 | 2015.5 | 318.668470 | 0.019827 | 41.716337 | 0.023578 | 0.895998 | 0.027305 | 32.814613 | -0.894074 | 0.044460 | -2.027355 | 0.052663 | -0.051674 | 0.189638 | -0.271545 | -0.006144 | 0.184223 | 0.003140 | -0.112862 | -0.058772 | -0.135814 | -0.111632 | 299 | 299 | 299 | 0 | 6.861128 | 492.78888 | 0.000000 | 0.000000e+00 | 31 | True | 184.601580 | 1.395698 | 0.006146 | 0.036390 | 35 | 17 | 0.038868 | 0 | 40 | False | 330 | 4.899072e+06 | 3.747414e+04 | 130.732090 | 8.963081 | 38 | 1.390888e+06 | 4.111711e+04 | 33.827484 | 9.993157 | 38 | 5.232460e+06 | 1.074721e+05 | 48.686690 | 7.965155 | 1.351960 | 0 | 2.028002 | 1.030076 | 0.997926 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 85.518562 | -4.890878 | 341.495818 | 53.767255 | 100001.0 | 4059.2300 | 3761.7600 | 4374.4550 | 0.7780 | 0.3613 | 1.4185 | 0.3577 | 0.1627 | 0.6040 | 200111.0 | 39.811750 | 34.280777 | 46.357113 | 387.696470 | 367.90366 | 407.489300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 200 | V386 Cyg | DCEP | 0.7208 | 6.363 | 5.806 | 5.524 | 0.11 | 0.17 | NaN | NaN | 9.93 | 0.05 | 7923 | 448 | a | LII | 318.66848 | 41.71635 | 0.054814 | V* V386 Cyg | 318.668475 | 41.716346 | 0.000 | 0.000 | 90.0 | 105 | 21 14 40.43395 | +41 42 58.8442 | deltaCep | V* |cC*|* |IR | -6.800 | NaN | F5.5-G0Ib | NaN | 0.8960 | -0.89 | -2.03 | NaN | NaN | NaN | 11.120 | 9.750 | NaN | 6.247 | 5.700 | 5.489 | NaN | NaN | NaN | NaN | NaN | 0.034344 | 369295549951641967 | 1968971582984827136 | 5.257600 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1754.505984 | 0.000031 | 1780.756475 | 0.000031 | 1754.506272 | 0.000031 | 8.882300 | 0.000220 | 9.913739 | 0.000525 | 7.903191 | 0.000399 | 0.526842 | 0.001040 | 0.687930 | 0.002496 | 0.454394 | 0.001873 | 0.228892 | 0.233817 | 0.339627 | 0.001582 | 0.126362 | 0.001696 | 4.576463 | 0.005093 | 2.730673 | 0.012022 | 36 | 32 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
99 | 1635721458409799680 | Gaia DR2 1971722045688053248 | 1971722045688053248 | 181170998 | 2015.5 | 320.137064 | 0.024253 | 45.467490 | 0.028225 | 0.561364 | 0.032457 | 17.295877 | -3.426796 | 0.052788 | -3.504765 | 0.053206 | 0.068140 | 0.240796 | -0.217186 | -0.051590 | 0.332578 | -0.120704 | -0.282904 | -0.197637 | 0.026245 | -0.079743 | 242 | 242 | 241 | 1 | 0.550728 | 247.47946 | 0.000000 | 0.000000e+00 | 31 | True | 201.140410 | 1.486166 | 0.007793 | -0.015061 | 27 | 17 | 0.037950 | 0 | 28 | False | 250 | 6.193219e+06 | 3.071010e+04 | 201.667160 | 8.708574 | 28 | 2.434619e+06 | 4.757233e+04 | 51.177210 | 9.385310 | 28 | 5.336232e+06 | 6.185162e+04 | 86.274734 | 7.943833 | 1.254735 | 0 | 1.441477 | 0.676736 | 0.764741 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 88.957138 | -3.037572 | 346.538003 | 56.390967 | 100001.0 | 4504.0000 | 4361.6553 | 4695.4800 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 51.798256 | 47.659767 | 55.234344 | 994.760440 | 904.84230 | 1084.678600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 209 | V532 Cyg | DCEPS | 0.5164 | 6.863 | 6.393 | 6.250 | -0.04 | 0.02 | NaN | NaN | 10.85 | 0.10 | 8049 | 444 | c* | LII | 320.13708 | 45.46750 | 0.054790 | V* V532 Cyg | 320.137085 | 45.467505 | 0.000 | 0.000 | 90.0 | 96 | 21 20 32.90041 | +45 28 03.0173 | deltaCep | cC*|* |V* |IR | -16.100 | NaN | F5 | NaN | 0.5614 | -3.43 | -3.51 | NaN | NaN | NaN | 10.080 | 9.110 | NaN | 6.863 | 6.393 | 6.250 | NaN | NaN | NaN | NaN | NaN | 0.075976 | 369295549951641967 | 1971722045688053248 | NaN | NaN | 3.283914 | 0.000060 | NaN | NaN | NaN | NaN | 1762.056496 | 0.000085 | 1762.050651 | 0.000085 | 1762.080535 | 0.000085 | 8.672898 | 0.000300 | 9.333959 | 0.002335 | 7.915027 | 0.000231 | 0.279490 | 0.002106 | 0.358685 | 0.007353 | 0.208483 | 0.001036 | NaN | NaN | 0.084298 | 0.003941 | 0.021545 | 0.010694 | 3.643211 | 0.025978 | 5.765752 | 0.933069 | 28 | 26 | 25 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
100 | 1635721458409799680 | Gaia DR2 1977074811892425600 | 1977074811892425600 | 851115665 | 2015.5 | 332.262062 | 0.028416 | 51.045845 | 0.027917 | 0.403412 | 0.034232 | 11.784738 | -3.022166 | 0.054582 | -2.587964 | 0.052105 | 0.117219 | 0.344026 | -0.313363 | -0.236993 | 0.273523 | -0.317736 | -0.092081 | -0.202487 | 0.004040 | -0.077094 | 240 | 240 | 233 | 7 | 9.783538 | 506.09250 | 0.000000 | 0.000000e+00 | 31 | False | 234.161350 | 1.559754 | 0.008233 | -0.028377 | 27 | 15 | 0.038853 | 0 | 47 | True | 381 | 4.415107e+06 | 4.042350e+04 | 109.221300 | 9.076013 | 42 | 2.193274e+06 | 8.138020e+04 | 26.950950 | 9.498656 | 44 | 3.301203e+06 | 7.302777e+04 | 45.204758 | 8.465240 | 1.244472 | 0 | 1.033417 | 0.422644 | 0.610773 | -17.411404 | 8.225496 | 4 | 5500.0 | 4.5 | 0.00 | VARIABLE | 98.718749 | -4.028870 | 4.199978 | 56.085832 | 100001.0 | 5142.4230 | 4998.8600 | 5259.6000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 42.732760 | 40.849907 | 45.222504 | 1150.503000 | 1000.35864 | 1300.647500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 229 | Y Lac | DCEP | 0.6359 | 7.612 | 7.310 | 7.180 | 0.03 | 0.00 | NaN | NaN | 11.58 | 0.05 | 8500 | 439 | a | LIII | 332.26208 | 51.04585 | 0.043481 | V* Y Lac | 332.262083 | 51.045856 | 0.000 | 0.000 | 90.0 | 146 | 22 09 02.89992 | +51 02 45.0832 | deltaCep | V* |cC*|* |IR | -22.900 | NaN | F8 | NaN | 0.4034 | -3.02 | -2.59 | NaN | NaN | NaN | 9.790 | 9.130 | NaN | 7.511 | 7.190 | 7.135 | NaN | NaN | NaN | NaN | NaN | 0.061672 | 369295549951641967 | 1977074811892425600 | 4.323553 | 0.000024 | NaN | NaN | NaN | NaN | NaN | NaN | 1673.863026 | 0.000033 | 1673.819775 | 0.000033 | 1673.913994 | 0.000033 | 8.960512 | 0.000196 | 9.399461 | 0.000246 | 8.388598 | 0.000154 | 0.638876 | 0.000810 | 0.815518 | 0.001159 | 0.494257 | 0.000778 | 0.106169 | 0.224992 | 0.369390 | 0.000948 | 0.155967 | 0.001130 | 4.331069 | 0.003636 | 2.544979 | 0.006176 | 38 | 34 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
101 | 1635721458409799680 | Gaia DR2 1981006115714214912 | 1981006115714214912 | 1076810542 | 2015.5 | 327.398000 | 0.026121 | 52.395226 | 0.025628 | 0.277939 | 0.029724 | 9.350644 | -3.640385 | 0.055159 | -4.184029 | 0.049655 | 0.160924 | 0.197933 | -0.377545 | -0.157405 | 0.269303 | -0.210490 | -0.229239 | -0.131258 | -0.099470 | -0.071868 | 218 | 218 | 209 | 9 | 10.290219 | 489.24094 | 0.000000 | 0.000000e+00 | 31 | True | 454.008640 | 1.419458 | 0.007455 | -0.073740 | 25 | 16 | 0.040376 | 0 | 39 | False | 324 | 4.804992e+05 | 4.241489e+03 | 113.285510 | 11.484134 | 33 | 1.383444e+05 | 4.825618e+03 | 28.668740 | 12.498984 | 34 | 5.036630e+05 | 1.127041e+04 | 44.688976 | 10.506570 | 1.336126 | 0 | 1.992414 | 1.014851 | 0.977564 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 97.144727 | -1.126655 | 1.502426 | 59.053380 | 100001.0 | 4086.1875 | 3934.5650 | 4151.6104 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 39.330630 | 38.100820 | 42.420330 | 388.534580 | 321.63208 | 455.437070 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 196 | V1397 Cyg | IS: | 0.6665 | 9.127 | 8.507 | 8.262 | 0.01 | -0.02 | NaN | NaN | 12.46 | 0.27 | 8874 | 459 | c* | LIII | 327.39802 | 52.39522 | 0.049342 | V* V1397 Cyg | 327.398026 | 52.395244 | 0.000 | 0.000 | 90.0 | 10 | 21 49 35.52617 | +52 23 42.8794 | Rapid_Irreg_V* | * |IR |V* |RI* | NaN | NaN | NaN | NaN | 0.2779 | -3.64 | -4.18 | NaN | NaN | NaN | 12.840 | 11.810 | NaN | 9.127 | 8.507 | 8.262 | NaN | NaN | NaN | NaN | NaN | 0.085964 | 369295549951641967 | 1981006115714214912 | 4.639077 | 0.000044 | NaN | NaN | NaN | NaN | NaN | NaN | 1669.537667 | 0.000062 | 1669.595054 | 0.000062 | 1669.576215 | 0.000062 | 11.459447 | 0.000258 | 12.449090 | 0.000603 | 10.484378 | 0.000210 | 0.493715 | 0.000640 | 0.603010 | 0.004914 | 0.404194 | 0.000903 | 0.235567 | 0.225101 | 0.331630 | 0.002610 | 0.175966 | 0.002169 | 4.651290 | 0.006022 | 2.695068 | 0.013990 | 35 | 28 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
102 | 1635721458409799680 | Gaia DR2 1998384927774603520 | 1998384927774603520 | 1603903592 | 2015.5 | 359.111163 | 0.026366 | 58.026860 | 0.022367 | 0.250242 | 0.029614 | 8.450044 | -2.135420 | 0.045970 | -0.500836 | 0.037470 | -0.222104 | 0.252306 | -0.625461 | 0.250485 | 0.161458 | 0.192940 | -0.469987 | -0.168463 | 0.150264 | -0.269904 | 319 | 319 | 310 | 9 | 6.477334 | 493.65942 | 0.000000 | 1.609062e-15 | 31 | True | 390.512150 | 1.436725 | 0.005795 | -0.060273 | 36 | 17 | 0.037910 | 0 | 41 | False | 346 | 3.793204e+05 | 2.216219e+03 | 171.156570 | 11.740850 | 36 | 1.237894e+05 | 2.922815e+03 | 42.352790 | 12.619679 | 36 | 3.799780e+05 | 5.637347e+03 | 67.403690 | 10.812524 | 1.328079 | 0 | 1.807156 | 0.878829 | 0.928327 | -39.734129 | 4.444650 | 7 | 6000.0 | 3.5 | 0.00 | VARIABLE | 115.684014 | -4.068915 | 31.926356 | 51.404014 | 100001.0 | 3939.0076 | 3900.0000 | 4226.5900 | 0.5177 | 0.2059 | 0.8947 | 0.2750 | 0.1250 | 0.4421 | 200111.0 | 43.760280 | 38.007866 | 44.640034 | 415.338470 | 336.16458 | 494.512360 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 124 | V1206 Cas | DCEP | 0.6758 | 9.419 | 8.871 | 8.655 | -0.16 | -0.19 | NaN | NaN | 12.95 | 0.06 | 10239 | 432 | c | LIII | 359.11117 | 58.02688 | 0.074067 | V* V1206 Cas | 359.111181 | 58.026862 | 0.000 | 0.000 | 90.0 | 7 | 23 56 26.68338 | +58 01 36.7028 | V* | IR |* |V* |V* | -39.730 | NaN | NaN | NaN | 0.2502 | -2.14 | -0.50 | NaN | NaN | NaN | 12.920 | 11.800 | NaN | 9.501 | 8.934 | 8.712 | NaN | NaN | NaN | NaN | NaN | 0.033997 | 369295549951641967 | 1998384927774603520 | 4.734808 | 0.000013 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.790666 | 0.000018 | 1684.776914 | 0.000018 | 1722.774308 | 0.000018 | 11.713051 | 0.000219 | 12.595622 | 0.000401 | 10.794562 | 0.000153 | 0.374378 | 0.000415 | 0.488892 | 0.001276 | 0.318797 | 0.000697 | 0.201731 | 0.225012 | 0.341504 | 0.001301 | 0.106842 | 0.001606 | 4.620283 | 0.011184 | 3.208003 | 0.012096 | 39 | 36 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
103 | 1635721458409799680 | Gaia DR2 1999252442448732288 | 1999252442448732288 | 1545533946 | 2015.5 | 358.029275 | 0.023707 | 58.741720 | 0.025711 | 0.319333 | 0.033476 | 9.539202 | -2.998916 | 0.046559 | -0.988249 | 0.047268 | -0.120600 | 0.242463 | -0.351790 | 0.089898 | 0.189502 | -0.005010 | -0.420036 | -0.303805 | 0.140338 | -0.213955 | 284 | 284 | 280 | 4 | 6.306051 | 450.05850 | 0.000000 | 1.700041e-15 | 31 | False | 254.018050 | 1.433114 | 0.005906 | -0.060622 | 32 | 16 | 0.036480 | 0 | 39 | False | 329 | 3.344396e+06 | 3.617040e+04 | 92.462220 | 9.377571 | 37 | 1.073994e+06 | 4.972740e+04 | 21.597630 | 10.273884 | 35 | 3.145707e+06 | 8.153524e+04 | 38.580956 | 8.517624 | 1.261723 | 0 | 1.756260 | 0.896313 | 0.859947 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 115.287318 | -3.246776 | 31.969148 | 52.316120 | 100001.0 | 4027.4070 | 3960.0000 | 4374.7700 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 94.728830 | 80.282845 | 97.981220 | 2126.968800 | 1781.64500 | 2472.292500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 112 | RY Cas | DCEP | 1.0841 | 7.062 | 6.549 | 6.311 | 0.26 | 0.32 | NaN | NaN | 11.99 | 0.05 | 9288 | 440 | a | LII | 358.02931 | 58.74172 | 0.064675 | V* RY Cas | 358.029300 | 58.741724 | 0.000 | 0.000 | 90.0 | 99 | 23 52 07.03206 | +58 44 30.2072 | deltaCep | V* |** |cC*|* |IR | -84.200 | NaN | F9Ib | NaN | 0.3193 | -3.00 | -0.99 | NaN | NaN | NaN | 11.320 | 9.950 | NaN | 7.215 | 6.685 | 6.487 | NaN | NaN | NaN | NaN | NaN | 0.048942 | 369295549951641967 | 1999252442448732288 | 12.140613 | 0.000109 | NaN | NaN | NaN | NaN | NaN | NaN | 1665.743263 | 0.000154 | 1666.277176 | 0.000154 | 1666.255973 | 0.000154 | 9.322016 | 0.000184 | 10.202135 | 0.000273 | 8.457022 | 0.000165 | 0.684370 | 0.000784 | 0.890640 | 0.001542 | 0.510382 | 0.000661 | NaN | NaN | 0.241211 | 0.000971 | 0.135341 | 0.001165 | 4.401450 | 0.005135 | 1.508023 | 0.007755 | 37 | 34 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
104 | 1635721458409799680 | Gaia DR2 2002637323358768000 | 2002637323358768000 | 1121409638 | 2015.5 | 343.657058 | 0.015334 | 54.265450 | 0.014770 | -0.003332 | 0.020462 | -0.162856 | -1.653801 | 0.030846 | -0.475233 | 0.028319 | 0.031694 | 0.330131 | -0.152847 | -0.101284 | 0.293943 | -0.194358 | -0.117435 | -0.311881 | 0.027693 | -0.143376 | 258 | 9 | 255 | 3 | 0.441359 | 259.31580 | 0.000000 | 0.000000e+00 | 31 | False | 105.085470 | 1.450164 | 0.003783 | -0.124587 | 30 | 16 | 0.037834 | 0 | 32 | False | 276 | 7.594858e+04 | 1.157315e+03 | 65.624830 | 13.487066 | 31 | 2.773735e+04 | 1.430892e+03 | 19.384653 | 14.243726 | 30 | 7.300534e+04 | 3.126280e+03 | 23.352144 | 12.603534 | 1.326459 | 0 | 1.640192 | 0.756660 | 0.883533 | -59.516013 | 12.042667 | 9 | 6000.0 | 3.5 | 0.00 | VARIABLE | 106.316448 | -4.794416 | 17.071914 | 54.107559 | 110001.0 | 4300.3335 | 4155.6600 | 4427.6400 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 224 | FQ Lac | CEP: | 1.0518 | 11.234 | 10.278 | 9.630 | -0.20 | -0.23 | NaN | NaN | 14.64 | 0.07 | 13114 | 413 | c | LIII | 343.65712 | 54.26550 | 0.223404 | V* FQ Lac | 343.657070 | 54.265452 | 0.000 | 0.000 | 90.0 | 11 | 22 54 37.69684 | +54 15 55.6260 | Cepheid | Ce*|V* |IR | -59.520 | NaN | NaN | NaN | NaN | -1.65 | -0.48 | NaN | NaN | NaN | NaN | NaN | NaN | 11.047 | 10.276 | 9.657 | NaN | NaN | NaN | NaN | NaN | 0.026671 | 369295549951641967 | 2002637323358768000 | 11.319164 | 0.000102 | NaN | NaN | NaN | NaN | NaN | NaN | 1668.746285 | 0.000144 | 1668.856872 | 0.000144 | 1668.455304 | 0.000144 | 13.426833 | 0.000117 | 14.149340 | 0.000546 | 12.542202 | 0.000340 | 0.728558 | 0.000471 | 0.860286 | 0.003005 | 0.659605 | 0.001553 | NaN | NaN | 0.657408 | 0.001120 | NaN | NaN | 5.286182 | 0.002070 | NaN | NaN | 30 | 30 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
105 | 1635721458409799680 | Gaia DR2 2003938801532007808 | 2003938801532007808 | 1497426840 | 2015.5 | 342.158289 | 0.026590 | 56.321534 | 0.026849 | 0.436733 | 0.035124 | 12.434189 | -3.344406 | 0.059664 | -1.266723 | 0.054887 | -0.061461 | 0.046572 | -0.128806 | -0.030563 | 0.323449 | -0.109241 | -0.108304 | -0.248633 | -0.035723 | -0.170221 | 233 | 233 | 230 | 3 | 2.763151 | 288.06586 | 0.000000 | 0.000000e+00 | 31 | True | 206.401250 | 1.529875 | 0.007626 | -0.093266 | 27 | 15 | 0.041900 | 0 | 33 | True | 279 | 5.954793e+06 | 6.135817e+04 | 97.049720 | 8.751199 | 31 | 2.679443e+06 | 1.143922e+05 | 23.423298 | 9.281277 | 33 | 5.091142e+06 | 1.415500e+05 | 35.967083 | 7.994882 | 1.304930 | 0 | 1.286395 | 0.530078 | 0.756317 | -40.061923 | 3.057311 | 4 | 5250.0 | 4.5 | 0.00 | VARIABLE | 106.468210 | -2.573567 | 18.354710 | 56.209571 | 100001.0 | 4927.5000 | 4759.1274 | 5000.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 51.046600 | 49.576980 | 54.722435 | 1383.996200 | 1214.03700 | 1553.955400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 226 | V Lac | DCEP | 0.6975 | 7.034 | 6.667 | 6.531 | 0.06 | 0.03 | NaN | NaN | 11.08 | 0.05 | 8552 | 444 | a | LIII | 342.15832 | 56.32154 | 0.065251 | V* V Lac | 342.158315 | 56.321539 | 0.000 | 0.000 | 90.0 | 141 | 22 48 37.99571 | +56 19 17.5402 | deltaCep | V* |cC*|* |IR | -24.400 | NaN | G5 | NaN | 0.4367 | -3.34 | -1.27 | NaN | NaN | NaN | 9.720 | 8.890 | NaN | 7.097 | 6.645 | 6.537 | NaN | NaN | NaN | NaN | NaN | 0.055432 | 369295549951641967 | 2003938801532007808 | 4.983296 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.035863 | 0.000031 | 1719.008631 | 0.000031 | 1719.068459 | 0.000031 | 8.609111 | 0.000317 | 9.150236 | 0.000750 | 7.942175 | 0.000435 | 0.803184 | 0.000768 | 1.028009 | 0.002375 | 0.669344 | 0.001824 | 0.013193 | 0.225002 | 0.396522 | 0.001167 | 0.193886 | 0.000839 | 4.383970 | 0.002066 | 2.438506 | 0.006364 | 30 | 23 | 23 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
106 | 1635721458409799680 | Gaia DR2 2004036486267748352 | 2004036486267748352 | 938645367 | 2015.5 | 342.263228 | 0.028925 | 56.428197 | 0.031774 | 0.495691 | 0.038217 | 12.970286 | -3.254334 | 0.061330 | -1.423701 | 0.060366 | -0.123819 | 0.114012 | -0.205819 | -0.103896 | 0.267197 | -0.177813 | -0.056476 | -0.216436 | 0.101723 | -0.179561 | 232 | 232 | 231 | 1 | 1.724696 | 263.94632 | 0.000000 | 0.000000e+00 | 31 | False | 110.092550 | 1.531857 | 0.008756 | -0.124285 | 27 | 16 | 0.043304 | 0 | 33 | False | 278 | 1.052694e+07 | 6.801741e+04 | 154.768340 | 8.132610 | 30 | 4.562147e+06 | 1.138848e+05 | 40.059307 | 8.703465 | 30 | 8.442970e+06 | 1.396368e+05 | 60.463768 | 7.445682 | 1.235413 | 0 | 1.257783 | 0.570855 | 0.686928 | -23.301080 | 2.878408 | 14 | 5000.0 | 4.5 | 0.00 | VARIABLE | 106.568520 | -2.504927 | 18.561968 | 56.248048 | 100001.0 | 4845.5750 | 4733.2026 | 5025.2700 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 62.476120 | 58.087933 | 65.477870 | 1938.671100 | 1716.78920 | 2160.553000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 228 | X Lac | DCEPS | 0.7360 | 6.492 | 6.139 | 5.969 | 0.08 | 0.05 | NaN | NaN | 11.40 | 0.05 | 8676 | 442 | a | LIII | 342.26325 | 56.42820 | 0.046065 | V* X Lac | 342.263253 | 56.428203 | 0.000 | 0.000 | 90.0 | 147 | 22 49 03.18069 | +56 25 41.5309 | deltaCep | V* |cC*|* |IR | -25.100 | NaN | G5 | NaN | 0.4957 | -3.25 | -1.42 | NaN | NaN | NaN | 9.210 | 8.420 | NaN | 6.389 | 6.069 | 5.952 | NaN | NaN | NaN | NaN | NaN | 0.055058 | 369295549951641967 | 2004036486267748352 | 5.445651 | 0.000044 | NaN | NaN | NaN | NaN | NaN | NaN | 1680.469158 | 0.000062 | 1680.331348 | 0.000062 | 1680.348725 | 0.000062 | 8.085596 | 0.000106 | 8.633655 | 0.000249 | 7.410039 | 0.000224 | 0.348294 | 0.000422 | 0.460752 | 0.000959 | 0.272409 | 0.000726 | NaN | NaN | 0.193875 | 0.001541 | NaN | NaN | 4.547556 | 0.006446 | NaN | NaN | 27 | 26 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
107 | 1635721458409799680 | Gaia DR2 2005011237689458688 | 2005011237689458688 | 45624118 | 2015.5 | 335.319950 | 0.028987 | 54.532044 | 0.028252 | 0.171788 | 0.035233 | 4.875830 | -3.013012 | 0.052641 | -2.696329 | 0.046991 | 0.187151 | 0.408920 | -0.422190 | -0.109074 | 0.417816 | -0.275936 | -0.099041 | -0.285130 | 0.059608 | -0.110551 | 215 | 215 | 206 | 9 | 5.606354 | 334.72570 | 0.000000 | 0.000000e+00 | 31 | True | 460.697880 | 1.439966 | 0.007905 | -0.011024 | 24 | 15 | 0.038485 | 0 | 41 | False | 338 | 4.680635e+05 | 3.865266e+03 | 121.094770 | 11.512604 | 37 | 1.721689e+05 | 5.516958e+03 | 31.207224 | 12.261501 | 36 | 4.240801e+05 | 8.296103e+03 | 51.117985 | 10.693300 | 1.273864 | 0 | 1.568201 | 0.748898 | 0.819303 | -73.655976 | 4.089006 | 8 | 6000.0 | 3.5 | 0.00 | VARIABLE | 102.211582 | -2.184060 | 10.915126 | 57.523181 | 100001.0 | 4281.4520 | 4137.6070 | 4483.8750 | 0.6190 | 0.1250 | 1.4731 | 0.2957 | 0.0629 | 0.7818 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 223 | DF Lac | DCEP | 0.6512 | 9.429 | 9.054 | 8.848 | 0.04 | 0.01 | NaN | NaN | 13.20 | 0.07 | 9834 | 415 | c | LIII | 335.31996 | 54.53203 | 0.056064 | V* DF Lac | 335.319972 | 54.532056 | 0.000 | 0.000 | 90.0 | 28 | 22 21 16.79336 | +54 31 55.4018 | deltaCep | cC*|* |V* |IR | -73.660 | NaN | F6Ibp | NaN | 0.1718 | -3.01 | -2.70 | NaN | NaN | NaN | 13.080 | NaN | NaN | 9.549 | 9.153 | 8.944 | NaN | NaN | NaN | NaN | NaN | 0.062671 | 369295549951641967 | 2005011237689458688 | 4.479437 | 0.000014 | NaN | NaN | NaN | NaN | NaN | NaN | 1680.071296 | 0.000019 | 1680.054915 | 0.000019 | 1680.089378 | 0.000019 | 11.444101 | 0.000157 | 12.155749 | 0.000380 | 10.632093 | 0.000235 | 0.512275 | 0.000543 | 0.656069 | 0.001489 | 0.407450 | 0.000907 | 0.049640 | 0.225042 | 0.385886 | 0.001659 | 0.158726 | 0.000832 | 4.437344 | 0.003452 | 2.403558 | 0.008190 | 38 | 35 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
108 | 1635721458409799680 | Gaia DR2 2006989121667184384 | 2006989121667184384 | 318963330 | 2015.5 | 340.360496 | 0.026287 | 56.432773 | 0.027668 | 0.323025 | 0.032964 | 9.799307 | -3.633249 | 0.053504 | -3.073999 | 0.054105 | -0.074593 | 0.223228 | -0.263884 | -0.059555 | 0.141032 | -0.121077 | -0.269046 | -0.214597 | 0.117118 | -0.150032 | 239 | 239 | 237 | 2 | 5.461946 | 369.75280 | 0.000000 | 0.000000e+00 | 31 | False | 196.627100 | 1.515626 | 0.008189 | -0.101942 | 27 | 17 | 0.039701 | 0 | 33 | False | 284 | 6.207095e+06 | 5.506697e+04 | 112.719020 | 8.706144 | 30 | 2.739171e+06 | 9.855362e+04 | 27.793710 | 9.257340 | 30 | 5.157976e+06 | 1.109011e+05 | 46.509686 | 7.980721 | 1.272277 | 0 | 1.276619 | 0.551196 | 0.725423 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 105.639068 | -2.010605 | 17.174226 | 56.971715 | 100001.0 | 4775.8237 | 4698.6553 | 4939.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 76.517540 | 71.530556 | 79.051560 | 2744.162800 | 2308.55830 | 3179.767300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 225 | RR Lac | DCEP | 0.8073 | 6.967 | 6.620 | 6.468 | 0.04 | 0.01 | NaN | NaN | 11.40 | 0.05 | 8647 | 442 | a | LIII | 340.36053 | 56.43279 | 0.091532 | V* RR Lac | 340.360524 | 56.432786 | 0.000 | 0.000 | 90.0 | 149 | 22 41 26.52586 | +56 25 58.0297 | deltaCep | V* |cC*|* |IR | -38.400 | NaN | K0 | NaN | 0.3230 | -3.63 | -3.07 | NaN | NaN | NaN | 9.680 | 8.870 | NaN | 7.137 | 6.713 | 6.576 | NaN | NaN | NaN | NaN | NaN | 0.073768 | 369295549951641967 | 2006989121667184384 | 6.418959 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1676.167373 | 0.000032 | 1682.410311 | 0.000032 | 1676.164232 | 0.000032 | 8.545705 | 0.000156 | 9.092931 | 0.000374 | 7.889010 | 0.000362 | 0.611052 | 0.000602 | 0.764748 | 0.001422 | 0.436998 | 0.001476 | NaN | NaN | 0.313393 | 0.000764 | NaN | NaN | 4.596783 | 0.001845 | NaN | NaN | 32 | 29 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
109 | 1635721458409799680 | Gaia DR2 2007201567928631296 | 2007201567928631296 | 985779579 | 2015.5 | 340.217243 | 0.030454 | 56.829456 | 0.032796 | 0.457508 | 0.038275 | 11.953077 | -3.917988 | 0.060041 | -2.695574 | 0.069349 | -0.000465 | 0.378512 | -0.318980 | -0.033989 | 0.270999 | 0.013797 | -0.359972 | -0.107976 | -0.184228 | -0.231845 | 231 | 231 | 229 | 2 | 6.743878 | 398.22852 | 0.000000 | 1.884341e-15 | 31 | False | 88.258530 | 1.481563 | 0.008667 | -0.001391 | 26 | 15 | 0.048305 | 0 | 34 | False | 270 | 3.130468e+06 | 2.935776e+05 | 10.663171 | 9.449343 | 27 | 4.038691e+06 | 2.169126e+05 | 18.618977 | 8.835787 | 30 | 8.774517e+06 | 2.236111e+05 | 39.240080 | 7.403862 | 4.093065 | 0 | 1.431925 | -0.613556 | 2.045481 | -37.704798 | 4.327853 | 13 | 4500.0 | 4.5 | 0.00 | VARIABLE | 105.760131 | -1.624698 | 17.573789 | 57.313142 | 102011.0 | 5095.6333 | 4284.4497 | 6938.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 230 | Z Lac | DCEP | 1.0369 | 6.210 | 5.804 | 5.630 | 0.10 | 0.07 | NaN | NaN | 11.27 | 0.05 | 8603 | 443 | a | LIII | 340.21727 | 56.82947 | 0.073529 | V* Z Lac | 340.217273 | 56.829468 | 0.000 | 0.000 | 90.0 | 197 | 22 40 52.14561 | +56 49 46.0840 | deltaCep | V* |cC*|* |IR |SB* | -31.400 | NaN | F6Ib | NaN | 0.4575 | -3.92 | -2.70 | NaN | NaN | NaN | 9.710 | 8.570 | NaN | 6.127 | 5.734 | 5.594 | NaN | NaN | NaN | NaN | NaN | 0.073713 | 369295549951641967 | 2007201567928631296 | 10.884385 | 0.000091 | NaN | NaN | NaN | NaN | NaN | NaN | 1673.082247 | 0.000129 | 1672.490943 | 0.000129 | 1673.285595 | 0.000129 | 8.042280 | 0.000137 | 8.697618 | 0.000594 | 7.284642 | 0.000268 | 0.596323 | 0.000480 | 0.937060 | 0.001975 | 0.475093 | 0.000816 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29 | 27 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
110 | 1635721458409799680 | Gaia DR2 2007997408188526336 | 2007997408188526336 | 787722127 | 2015.5 | 337.208674 | 0.025583 | 58.210933 | 0.026892 | 0.264774 | 0.035311 | 7.498450 | -3.131723 | 0.058865 | -2.512946 | 0.051240 | -0.062445 | 0.022034 | 0.072953 | -0.203366 | 0.434851 | -0.364633 | 0.026534 | -0.495053 | 0.077843 | -0.153449 | 255 | 255 | 252 | 3 | 8.355872 | 482.11240 | 0.000000 | 0.000000e+00 | 31 | False | 276.868100 | 1.431520 | 0.006000 | -0.002735 | 30 | 15 | 0.042379 | 0 | 35 | False | 298 | 1.000591e+06 | 7.843329e+03 | 127.572270 | 10.687724 | 30 | 3.273993e+05 | 1.068215e+04 | 30.649200 | 11.563694 | 31 | 9.786143e+05 | 1.898662e+04 | 51.542305 | 9.785391 | 1.305242 | 0 | 1.778303 | 0.875970 | 0.902333 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 105.050677 | 0.378790 | 17.258350 | 59.432067 | 100001.0 | 4208.8250 | 4090.6077 | 4347.3600 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 54.183690 | 50.785435 | 57.360733 | 829.994900 | 661.73175 | 998.258000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 149 | AK Cep | DCEP | 0.8593 | 8.400 | 7.896 | 7.703 | 0.05 | 0.02 | NaN | NaN | 12.66 | 0.05 | 9420 | 426 | a | LIII | 337.20869 | 58.21095 | 0.068659 | V* AK Cep | 337.208699 | 58.210944 | 0.000 | 0.000 | 90.0 | 66 | 22 28 50.08787 | +58 12 39.3975 | deltaCep | NaN | -55.000 | NaN | F8 | NaN | 0.2648 | -3.13 | -2.51 | NaN | NaN | NaN | 12.530 | 13.170 | NaN | 8.463 | 7.888 | 7.700 | NaN | NaN | NaN | NaN | NaN | 0.062237 | 369295549951641967 | 2007997408188526336 | 7.232134 | 0.000065 | NaN | NaN | NaN | NaN | NaN | NaN | 1679.061846 | 0.000093 | 1678.973992 | 0.000093 | 1679.053361 | 0.000093 | 10.623208 | 0.000219 | 11.454920 | 0.000657 | 9.736941 | 0.001901 | 0.494205 | 0.000996 | 0.674179 | 0.001238 | 0.397324 | 0.006715 | NaN | NaN | 0.372319 | 0.001709 | 0.093846 | 0.001834 | 4.898295 | 0.004491 | 2.958908 | 0.018481 | 28 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
111 | 1635721458409799680 | Gaia DR2 2008504454839717120 | 2008504454839717120 | 481789051 | 2015.5 | 341.603176 | 0.026653 | 59.442188 | 0.024009 | 0.679482 | 0.030348 | 22.389774 | -4.112812 | 0.051360 | -2.956045 | 0.041841 | -0.157757 | 0.108369 | -0.495660 | 0.155659 | 0.255504 | 0.062085 | -0.286769 | -0.306538 | 0.092792 | -0.189720 | 259 | 259 | 253 | 6 | 7.867826 | 466.71616 | 0.000000 | 0.000000e+00 | 31 | True | 262.775360 | 1.439821 | 0.006514 | -0.093715 | 29 | 17 | 0.039343 | 0 | 34 | False | 292 | 4.647865e+06 | 2.326542e+04 | 199.775670 | 9.020232 | 31 | 1.473193e+06 | 3.226670e+04 | 45.656757 | 9.930739 | 33 | 4.665759e+06 | 5.740299e+04 | 81.280770 | 8.089614 | 1.320811 | 0 | 1.841126 | 0.910507 | 0.930618 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 107.636226 | 0.335377 | 22.041728 | 58.636552 | 100001.0 | 4196.7700 | 4026.8066 | 4428.3774 | 0.7835 | 0.3783 | 1.7638 | 0.4040 | 0.1880 | 0.8648 | 200111.0 | 45.919670 | 41.242012 | 49.877830 | 589.322300 | 547.19434 | 631.450300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 152 | CR Cep | DCEP | 0.7947 | 6.641 | 6.097 | 5.873 | -0.06 | 0.00 | NaN | NaN | 10.57 | 0.05 | 8424 | 447 | a | LII | 341.60321 | 59.44220 | 0.076463 | V* CR Cep | 341.603211 | 59.442201 | 0.000 | 0.000 | 90.0 | 76 | 22 46 24.77052 | +59 26 31.9222 | deltaCep | V* |cC*|* |IR | -31.900 | NaN | G0 | NaN | 0.6795 | -4.11 | -2.96 | NaN | NaN | NaN | 10.940 | 9.640 | NaN | 6.568 | 6.018 | 5.832 | NaN | NaN | NaN | NaN | NaN | 0.078506 | 369295549951641967 | 2008504454839717120 | 6.233971 | 0.000057 | NaN | NaN | NaN | NaN | NaN | NaN | 1682.765554 | 0.000081 | 1682.781106 | 0.000081 | 1682.868360 | 0.000081 | 9.000594 | 0.000150 | 9.920528 | 0.000385 | 8.075958 | 0.000254 | 0.297849 | 0.000537 | 0.391050 | 0.001026 | 0.250178 | 0.000761 | 0.456902 | 0.233871 | 0.272061 | 0.002140 | NaN | NaN | 4.923626 | 0.006310 | NaN | NaN | 31 | 27 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
112 | 1635721458409799680 | Gaia DR2 2010134274671099264 | 2010134274671099264 | 73992385 | 2015.5 | 345.338007 | 0.023376 | 57.867017 | 0.020822 | 0.254465 | 0.027676 | 9.194577 | -3.911111 | 0.045017 | -2.369811 | 0.038890 | 0.028859 | 0.292716 | -0.394139 | 0.066645 | 0.097266 | 0.026120 | -0.157296 | -0.171330 | 0.197548 | 0.107127 | 292 | 292 | 282 | 10 | 9.962905 | 582.80100 | 0.000000 | 0.000000e+00 | 31 | False | 414.967560 | 1.439121 | 0.005626 | -0.013754 | 33 | 18 | 0.034104 | 0 | 36 | False | 308 | 4.669518e+05 | 2.823597e+03 | 165.374830 | 11.515185 | 32 | 1.607932e+05 | 3.818494e+03 | 42.109060 | 12.335719 | 32 | 4.465594e+05 | 6.987535e+03 | 63.907997 | 10.637222 | 1.300675 | 0 | 1.698497 | 0.820534 | 0.877963 | -71.827585 | 5.981310 | 5 | 6000.0 | 3.5 | 0.00 | VARIABLE | 108.696070 | -1.929522 | 22.517499 | 56.149179 | 100001.0 | 4103.7830 | 3970.4400 | 4251.0000 | 0.4482 | 0.0859 | 1.6635 | 0.1977 | 0.0340 | 0.9064 | 200111.0 | 41.760147 | 38.917830 | 44.612194 | 445.611480 | 365.67386 | 525.549130 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 125 | V342 Cas | DCEP | 0.5933 | 9.010 | 8.510 | 8.327 | 0.03 | 0.00 | NaN | NaN | 12.40 | 0.06 | 9355 | 433 | c | LIII | 345.33808 | 57.86703 | 0.148059 | V* V342 Cas | 345.338039 | 57.867027 | 0.000 | 0.000 | 90.0 | 22 | 23 01 21.12924 | +57 52 01.2968 | deltaCep | cC*|* |V* |IR | -71.830 | NaN | F8 | NaN | 0.2545 | -3.91 | -2.37 | NaN | NaN | NaN | 13.320 | NaN | NaN | 9.232 | 8.701 | 8.513 | NaN | NaN | NaN | NaN | NaN | 0.070882 | 369295549951641967 | 2010134274671099264 | 3.919210 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1685.627555 | 0.000027 | 1685.442631 | 0.000027 | 1685.477706 | 0.000027 | 11.491833 | 0.000170 | 12.301356 | 0.000362 | 10.615376 | 0.000207 | 0.379032 | 0.000835 | 0.523038 | 0.001208 | 0.341476 | 0.000764 | 0.302848 | 0.219804 | 0.300403 | 0.001710 | NaN | NaN | 4.374678 | 0.004489 | NaN | NaN | 35 | 30 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
113 | 1635721458409799680 | Gaia DR2 2010285491880986112 | 2010285491880986112 | 1652141964 | 2015.5 | 346.791983 | 0.028497 | 58.554192 | 0.023405 | 0.412512 | 0.031950 | 12.911286 | -3.391692 | 0.050617 | -2.465374 | 0.043973 | 0.173906 | 0.403355 | -0.437351 | -0.079150 | 0.307391 | -0.170372 | -0.275055 | -0.277273 | 0.029192 | 0.079018 | 245 | 245 | 239 | 6 | 2.105188 | 281.80533 | 0.000000 | 0.000000e+00 | 31 | False | 260.872700 | 1.478806 | 0.007035 | 0.057740 | 28 | 18 | 0.037880 | 0 | 34 | False | 279 | 3.381874e+06 | 3.280802e+04 | 103.080690 | 9.365472 | 33 | 1.292787e+06 | 4.896420e+04 | 26.402690 | 10.072571 | 32 | 2.988480e+06 | 7.449952e+04 | 40.114082 | 8.573295 | 1.265945 | 0 | 1.499276 | 0.707099 | 0.792177 | -26.500116 | 5.480220 | 7 | 4250.0 | 4.5 | 0.00 | VARIABLE | 109.673869 | -1.607608 | 24.362903 | 56.114159 | 100001.0 | 4388.3237 | 4269.0600 | 4545.7603 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 56.237183 | 52.409237 | 59.423244 | 1056.663000 | 927.82935 | 1185.496600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 114 | SW Cas | DCEP | 0.7357 | 7.400 | 6.983 | 6.801 | -0.03 | 0.03 | NaN | NaN | 11.42 | 0.05 | 8774 | 443 | a | LII | 346.79200 | 58.55420 | 0.043833 | V* SW Cas | 346.792011 | 58.554202 | 0.000 | 0.000 | 90.0 | 99 | 23 07 10.08255 | +58 33 15.1289 | deltaCep | V* |cC*|* |IR | -38.000 | NaN | K0 | NaN | 0.4125 | -3.39 | -2.47 | NaN | NaN | NaN | 10.730 | 9.740 | NaN | 7.305 | 6.943 | 6.793 | NaN | NaN | NaN | NaN | NaN | 0.064992 | 369295549951641967 | 2010285491880986112 | 5.440901 | 0.000014 | NaN | NaN | NaN | NaN | NaN | NaN | 1682.788589 | 0.000020 | 1682.805352 | 0.000020 | 1682.847570 | 0.000020 | 9.280406 | 0.000175 | 9.959924 | 0.000384 | 8.508282 | 0.000226 | 0.541752 | 0.000828 | 0.711910 | 0.001490 | 0.438070 | 0.000851 | 0.157459 | 0.233780 | 0.360794 | 0.001080 | 0.119025 | 0.001163 | 4.587502 | 0.001793 | 2.832854 | 0.010795 | 30 | 28 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
114 | 1635721458409799680 | Gaia DR2 2011315528113463808 | 2011315528113463808 | 950085521 | 2015.5 | 354.701623 | 0.021128 | 59.391821 | 0.020621 | 0.355163 | 0.026200 | 13.555663 | -2.687638 | 0.040771 | -1.638111 | 0.040373 | -0.059038 | 0.308282 | -0.321272 | 0.092979 | 0.211184 | 0.033862 | -0.346232 | -0.168492 | 0.066728 | -0.097822 | 322 | 322 | 313 | 9 | 10.407101 | 644.13983 | 0.000000 | 0.000000e+00 | 31 | True | 297.765440 | 1.417310 | 0.005293 | 0.078783 | 38 | 18 | 0.032383 | 0 | 41 | False | 355 | 1.152894e+06 | 1.116453e+04 | 103.263954 | 10.533893 | 37 | 3.556467e+05 | 9.874429e+03 | 36.016937 | 11.473841 | 37 | 1.170249e+06 | 2.168129e+04 | 53.975063 | 9.591225 | 1.323535 | 0 | 1.882616 | 0.939948 | 0.942668 | -39.678960 | 5.368126 | 8 | 4000.0 | 4.5 | 0.00 | VARIABLE | 113.795281 | -2.185373 | 30.548446 | 53.935146 | 100001.0 | 4095.2434 | 4047.2136 | 4399.5200 | 0.7447 | 0.2785 | 1.6491 | 0.2890 | 0.1116 | 0.7920 | 200111.0 | 47.333140 | 41.012306 | 48.463250 | 567.733150 | 497.11627 | 638.350040 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 93 | DW Cas | DCEP | 0.6988 | 8.195 | 7.671 | 7.420 | 0.06 | 0.03 | NaN | NaN | 11.79 | 0.07 | 9103 | 442 | c | LIII | 354.70164 | 59.39183 | 0.044872 | V* DW Cas | 354.701646 | 59.391828 | 0.000 | 0.000 | 90.0 | 33 | 23 38 48.39499 | +59 23 30.5810 | deltaCep | cC*|* |V* |IR | -39.680 | NaN | F7 | NaN | 0.3552 | -2.69 | -1.64 | NaN | NaN | NaN | 12.450 | 11.080 | NaN | 8.127 | 7.630 | 7.383 | NaN | NaN | NaN | NaN | NaN | 0.048786 | 369295549951641967 | 2011315528113463808 | 4.997543 | 0.000018 | NaN | NaN | NaN | NaN | NaN | NaN | 1683.890304 | 0.000025 | 1683.860520 | 0.000025 | 1684.093108 | 0.000025 | 10.498316 | 0.000211 | 11.418139 | 0.000355 | 9.576800 | 0.000135 | 0.449922 | 0.000831 | 0.600262 | 0.001586 | 0.384950 | 0.000732 | 0.254855 | 0.225021 | 0.326001 | 0.001426 | 0.115238 | 0.001802 | 4.642187 | 0.003329 | 3.065676 | 0.012269 | 34 | 29 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
115 | 1635721458409799680 | Gaia DR2 2011892703004353792 | 2011892703004353792 | 411528130 | 2015.5 | 359.574871 | 0.022006 | 61.221054 | 0.025524 | 0.287139 | 0.032163 | 8.927568 | -3.073794 | 0.044265 | -1.753802 | 0.042317 | -0.079166 | 0.230769 | -0.378493 | 0.128012 | 0.219525 | 0.006390 | -0.164278 | -0.222567 | 0.324451 | -0.172183 | 292 | 292 | 288 | 4 | 6.185654 | 456.22623 | 0.000000 | 0.000000e+00 | 31 | False | 323.818240 | 1.463245 | 0.007033 | -0.039137 | 33 | 17 | 0.033793 | 0 | 34 | False | 300 | 9.615058e+05 | 7.137127e+03 | 134.718890 | 10.730986 | 32 | 3.461408e+05 | 1.020705e+04 | 33.911945 | 11.503256 | 31 | 8.858645e+05 | 1.789156e+04 | 49.512974 | 9.893502 | 1.281329 | 0 | 1.609754 | 0.772270 | 0.837483 | -82.324137 | 5.690099 | 8 | 5000.0 | 4.5 | 0.00 | VARIABLE | 116.579480 | -0.993590 | 35.655518 | 53.666205 | 100001.0 | 4297.7780 | 4151.0750 | 4778.2550 | 0.5123 | 0.2009 | 1.8412 | 0.2440 | 0.0832 | 0.9201 | 200111.0 | 45.891144 | 37.126000 | 49.192127 | 647.333800 | 533.70030 | 760.967300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 84 | CF Cas | DCEP | 0.6880 | 8.590 | 8.126 | 7.900 | 0.02 | -0.01 | NaN | NaN | 12.29 | 0.05 | 9579 | 437 | a | LIII | 359.57492 | 61.22106 | 0.086946 | V* CF Cas | 359.574899 | 61.221062 | 0.000 | 0.000 | 90.0 | 206 | 23 58 17.97573 | +61 13 15.8217 | deltaCep | V* |cC*|* |IR |*iC | -77.800 | NaN | F8Ibv | NaN | 0.2871 | -3.07 | -1.75 | NaN | NaN | NaN | 12.720 | 10.800 | NaN | 8.695 | 8.180 | 7.973 | NaN | NaN | NaN | NaN | NaN | 0.054853 | 369295549951641967 | 2011892703004353792 | 4.875136 | 0.000014 | NaN | NaN | NaN | NaN | NaN | NaN | 1685.895406 | 0.000019 | 1720.007353 | 0.000019 | 1685.935301 | 0.000019 | 10.659282 | 0.000095 | 11.410598 | 0.000544 | 9.832063 | 0.000133 | 0.446613 | 0.000337 | 0.582130 | 0.001972 | 0.371507 | 0.000695 | 0.092942 | 0.225011 | 0.373250 | 0.001335 | 0.149063 | 0.001540 | 4.459581 | 0.004908 | 2.860955 | 0.008171 | 32 | 30 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
116 | 1635721458409799680 | Gaia DR2 2012787293154800896 | 2012787293154800896 | 756302075 | 2015.5 | 358.602377 | 0.021654 | 62.149466 | 0.020536 | 0.138889 | 0.027678 | 5.018014 | -2.462862 | 0.040458 | -0.986269 | 0.038195 | -0.080780 | 0.351477 | -0.391259 | 0.072466 | 0.112179 | -0.014264 | -0.260109 | -0.299736 | 0.149413 | -0.155848 | 320 | 320 | 314 | 6 | 9.092052 | 593.58340 | 0.000000 | 0.000000e+00 | 31 | False | 420.939240 | 1.435923 | 0.006002 | 0.054724 | 36 | 19 | 0.032221 | 0 | 41 | False | 346 | 4.828236e+05 | 2.437390e+03 | 198.090400 | 11.478894 | 36 | 1.653137e+05 | 3.565146e+03 | 46.369410 | 12.305615 | 36 | 4.727784e+05 | 6.768121e+03 | 69.853710 | 10.575276 | 1.321584 | 0 | 1.730339 | 0.826721 | 0.903618 | -83.534507 | 3.838786 | 7 | 6000.0 | 3.5 | 0.00 | VARIABLE | 116.325368 | 0.011444 | 36.154874 | 54.660790 | 100001.0 | 4116.2197 | 3917.6800 | 4556.5000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 128 | V407 Cas | DCEP | 0.6613 | 9.404 | 8.890 | 8.673 | 0.11 | 0.08 | NaN | NaN | 12.95 | 0.07 | 10270 | 433 | c | LIII | 358.60236 | 62.14947 | 0.032708 | V* V407 Cas | 358.602400 | 62.149470 | 0.000 | 0.000 | 90.0 | 20 | 23 54 24.57600 | +62 08 58.0923 | deltaCep | cC*|* |V* |IR | -83.530 | NaN | NaN | NaN | 0.1389 | -2.46 | -0.99 | NaN | NaN | NaN | 13.340 | NaN | NaN | 9.324 | 8.800 | 8.583 | NaN | NaN | NaN | NaN | NaN | 0.041122 | 369295549951641967 | 2012787293154800896 | 4.566151 | 0.000021 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.730359 | 0.000030 | 1687.698884 | 0.000030 | 1687.744056 | 0.000030 | 11.447915 | 0.000156 | 12.279705 | 0.000322 | 10.568030 | 0.000190 | 0.357113 | 0.000503 | 0.460114 | 0.001451 | 0.295814 | 0.000832 | 0.310921 | 0.225021 | 0.309640 | 0.001430 | 0.096014 | 0.000851 | 4.412451 | 0.005248 | 2.524626 | 0.020950 | 39 | 35 | 35 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
117 | 1635721458409799680 | Gaia DR2 2013029941628292352 | 2013029941628292352 | 443188929 | 2015.5 | 359.395650 | 0.025306 | 62.718241 | 0.021630 | 0.220969 | 0.029413 | 7.512624 | -1.713010 | 0.050297 | -1.083876 | 0.038365 | -0.139513 | 0.055331 | -0.464151 | 0.155711 | -0.030271 | 0.162927 | -0.408167 | -0.116387 | 0.211485 | -0.135286 | 302 | 302 | 296 | 6 | 6.651479 | 481.83300 | 0.000000 | 0.000000e+00 | 31 | False | 230.033740 | 1.487274 | 0.005187 | -0.014105 | 34 | 17 | 0.037985 | 0 | 38 | False | 328 | 3.252400e+06 | 2.880021e+04 | 112.929726 | 9.407856 | 37 | 1.291119e+06 | 4.080901e+04 | 31.638092 | 10.073973 | 37 | 2.825496e+06 | 6.073562e+04 | 46.521230 | 8.634184 | 1.265716 | 0 | 1.439789 | 0.666117 | 0.773672 | -76.869857 | 2.938768 | 2 | 4500.0 | 4.5 | 0.00 | VARIABLE | 116.805299 | 0.488863 | 37.294584 | 54.820138 | 100001.0 | 4574.9350 | 4386.3335 | 4840.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 91.181430 | 81.450880 | 99.191154 | 3281.309600 | 2575.83960 | 3986.779500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 90 | DD Cas | DCEP | 0.9918 | 7.526 | 7.067 | 6.887 | 0.10 | 0.16 | NaN | NaN | 12.33 | 0.05 | 9623 | 437 | a | LII | 359.39567 | 62.71825 | 0.046323 | V* DD Cas | 359.395666 | 62.718246 | 0.000 | 0.000 | 90.0 | 104 | 23 57 34.95992 | +62 43 05.6839 | deltaCep | V* |cC*|* |IR | -70.000 | NaN | F7 | NaN | 0.2210 | -1.71 | -1.08 | NaN | NaN | NaN | 10.950 | 9.840 | NaN | 7.462 | 7.016 | 6.887 | NaN | NaN | NaN | NaN | NaN | 0.031420 | 369295549951641967 | 2013029941628292352 | 9.805689 | 0.000071 | NaN | NaN | NaN | NaN | NaN | NaN | 1673.553380 | 0.000100 | 1673.121072 | 0.000100 | 1673.806280 | 0.000100 | 9.438920 | 0.000105 | 10.164132 | 0.002910 | 8.649219 | 0.000153 | 0.459875 | 0.000309 | 0.618506 | 0.019923 | 0.362645 | 0.000532 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 37 | 34 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
118 | 1635721458409799680 | Gaia DR2 2014609252631258496 | 2014609252631258496 | 385954217 | 2015.5 | 342.096176 | 0.024792 | 60.404764 | 0.022076 | 0.389670 | 0.027218 | 14.316376 | -3.383490 | 0.047848 | -2.781092 | 0.038893 | -0.004271 | 0.194544 | -0.481241 | 0.079447 | 0.244898 | -0.001830 | -0.208079 | -0.212817 | 0.170694 | -0.074231 | 260 | 260 | 252 | 8 | 12.845187 | 655.34640 | 0.000000 | 0.000000e+00 | 31 | True | 372.068970 | 1.368905 | 0.005897 | 0.022393 | 30 | 17 | 0.036977 | 0 | 35 | False | 297 | 4.495616e+05 | 3.290129e+03 | 136.639500 | 11.556393 | 31 | 1.281650e+05 | 3.770363e+03 | 33.992744 | 12.581964 | 31 | 4.959484e+05 | 8.521198e+03 | 58.201725 | 10.523329 | 1.388271 | 0 | 2.058636 | 1.025572 | 1.033064 | -55.968144 | 4.948496 | 9 | 6000.0 | 3.5 | 0.00 | VARIABLE | 108.297224 | 1.077493 | 23.729562 | 59.112437 | 100001.0 | 3917.4900 | 3662.0000 | 4520.9730 | 1.0650 | 0.6500 | 1.4041 | 0.5107 | 0.3230 | 0.6960 | 200111.0 | 31.156416 | 23.393728 | 35.655506 | 205.978210 | 182.07289 | 229.883530 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 158 | V911 Cep | DCEP | 0.6312 | 8.854 | 8.220 | 7.977 | -0.02 | -0.05 | NaN | NaN | 12.04 | 0.07 | 9076 | 437 | c | LIII | 342.09617 | 60.40472 | 0.157954 | V* V911 Cep | 342.096206 | 60.404776 | 0.000 | 0.000 | 90.0 | 8 | 22 48 23.08940 | +60 24 17.1927 | V* | V* |* |IR | -55.970 | NaN | NaN | NaN | 0.3897 | -3.38 | -2.78 | NaN | NaN | NaN | 12.300 | NaN | NaN | 8.800 | 8.242 | 8.011 | NaN | NaN | NaN | NaN | NaN | 0.067887 | 369295549951641967 | 2014609252631258496 | 4.278626 | 0.000021 | NaN | NaN | NaN | NaN | NaN | NaN | 1683.496321 | 0.000029 | 1683.405584 | 0.000029 | 1683.462976 | 0.000029 | 11.568105 | 0.000153 | 12.599592 | 0.001143 | 10.580753 | 0.003898 | 0.493460 | 0.000679 | 0.627882 | 0.006381 | 0.577530 | 0.026512 | 0.070381 | 0.224983 | 0.379834 | 0.000787 | 0.137363 | 0.001124 | 4.588418 | 0.004096 | 2.945515 | 0.011444 | 32 | 31 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
119 | 1635721458409799680 | Gaia DR2 2015458213056909184 | 2015458213056909184 | 102183908 | 2015.5 | 351.493623 | 0.023748 | 61.266833 | 0.019869 | 0.155260 | 0.027720 | 5.600967 | -2.558421 | 0.044382 | -0.864922 | 0.037913 | 0.079722 | 0.322419 | -0.373735 | -0.015312 | 0.225329 | -0.131363 | -0.167451 | -0.309259 | 0.159648 | -0.013789 | 278 | 278 | 277 | 1 | 5.474124 | 419.80573 | 0.000000 | 0.000000e+00 | 31 | False | 264.862900 | 1.426106 | 0.005490 | 0.057119 | 32 | 18 | 0.033884 | 0 | 36 | True | 314 | 1.838190e+05 | 1.562007e+03 | 117.681300 | 12.527390 | 33 | 6.118335e+04 | 2.179736e+03 | 28.069153 | 13.384805 | 33 | 1.843135e+05 | 4.104129e+03 | 44.909298 | 11.598027 | 1.335536 | 0 | 1.786778 | 0.857415 | 0.929362 | -79.147909 | 5.469660 | 11 | 6500.0 | 3.5 | 0.00 | VARIABLE | 112.845053 | 0.080045 | 30.812048 | 56.387080 | 100001.0 | 4001.7500 | 3900.0000 | 4411.2400 | 0.5977 | 0.2289 | 1.3000 | 0.3020 | 0.0939 | 0.6360 | 200111.0 | 46.661590 | 38.400600 | 49.128128 | 503.052800 | 355.01770 | 651.087900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 109 | PW Cas | DCEP | 0.6021 | 10.246 | 9.679 | 9.483 | -0.06 | -0.09 | NaN | NaN | 13.53 | 0.07 | 10959 | 425 | c | LIII | 351.49367 | 61.26686 | 0.125143 | V* PW Cas | 351.493646 | 61.266837 | 0.000 | 0.000 | 90.0 | 20 | 23 25 58.47507 | +61 16 00.6140 | deltaCep | cC*|* |V* |IR | -79.150 | NaN | F | NaN | 0.1553 | -2.56 | -0.87 | NaN | NaN | NaN | NaN | NaN | NaN | 10.136 | 9.605 | 9.414 | NaN | NaN | NaN | NaN | NaN | 0.041860 | 369295549951641967 | 2015458213056909184 | 4.000241 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1688.213344 | 0.000012 | 1688.181567 | 0.000012 | 1688.246105 | 0.000012 | 12.508315 | 0.000058 | 13.362732 | 0.000347 | 11.593432 | 0.000213 | 0.449596 | 0.000271 | 0.593336 | 0.001641 | 0.377498 | 0.000937 | 0.264234 | 0.224979 | 0.323264 | 0.000627 | 0.127379 | 0.000533 | 4.457593 | 0.002361 | 2.836766 | 0.005716 | 35 | 33 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
120 | 1635721458409799680 | Gaia DR2 2015622212085282048 | 2015622212085282048 | 877370542 | 2015.5 | 354.863709 | 0.028579 | 62.372138 | 0.034615 | 0.228762 | 0.037659 | 6.074491 | -1.634818 | 0.066212 | -0.587613 | 0.059723 | -0.237941 | 0.027439 | -0.303474 | 0.174822 | 0.341308 | 0.143711 | -0.425315 | -0.024915 | 0.108167 | -0.203752 | 225 | 225 | 204 | 21 | 11.741911 | 535.89575 | 0.000000 | 7.090106e-01 | 31 | True | 369.395360 | 1.404231 | 0.008371 | -0.055170 | 26 | 15 | 0.047191 | 0 | 32 | False | 267 | 6.268796e+05 | 6.403361e+03 | 97.898540 | 11.195405 | 27 | 1.980666e+05 | 9.983063e+03 | 19.840261 | 12.109360 | 28 | 6.785138e+05 | 2.001264e+04 | 33.904263 | 10.183023 | 1.398323 | 0 | 1.926336 | 0.913955 | 1.012382 | -70.632394 | 6.210298 | 4 | 6000.0 | 3.5 | 0.00 | VARIABLE | 114.694440 | 0.657218 | 34.238113 | 56.035400 | 100001.0 | 3845.0000 | 3728.0000 | 4096.3335 | 0.9495 | 0.6299 | 1.3596 | 0.4827 | 0.3245 | 0.9366 | 200111.0 | 66.667450 | 58.737564 | 70.917720 | 875.201000 | 660.51560 | 1089.886400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 89 | CZ Cas | DCEP | 0.7532 | 8.622 | 8.124 | 7.855 | 0.07 | 0.04 | NaN | NaN | 12.42 | 0.07 | 9621 | 437 | c | LIII | 354.86362 | 62.37219 | 0.239034 | V* CZ Cas | 354.863724 | 62.372141 | 0.000 | 0.000 | 90.0 | 36 | 23 39 27.29384 | +62 22 19.7061 | deltaCep | cC*|V* |IR |* |Ce* | -70.630 | NaN | F6 | NaN | 0.2288 | -1.64 | -0.59 | NaN | NaN | NaN | 13.180 | NaN | NaN | 8.766 | 8.230 | 7.948 | NaN | NaN | NaN | NaN | NaN | 0.026927 | 369295549951641967 | 2015622212085282048 | 5.666169 | 0.000028 | NaN | NaN | NaN | NaN | NaN | NaN | 1681.276214 | 0.000039 | 1681.277087 | 0.000039 | 1681.361757 | 0.000039 | 11.060485 | 0.000149 | 12.005496 | 0.000298 | 10.123098 | 0.000159 | 0.600714 | 0.000786 | 0.805968 | 0.001047 | 0.516081 | 0.000621 | 0.254428 | 0.233793 | 0.332060 | 0.001241 | NaN | NaN | 4.734737 | 0.003794 | NaN | NaN | 28 | 27 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
121 | 1635721458409799680 | Gaia DR2 2015820463470505600 | 2015820463470505600 | 148611096 | 2015.5 | 354.316906 | 0.028332 | 62.428989 | 0.029240 | 0.587692 | 0.032256 | 18.219816 | -1.448302 | 0.055950 | -0.768645 | 0.054604 | -0.126576 | -0.005224 | -0.514455 | 0.116230 | 0.218812 | 0.083324 | -0.509304 | -0.130196 | -0.026125 | -0.172628 | 232 | 232 | 224 | 8 | 8.824789 | 459.37866 | 0.000000 | 0.000000e+00 | 31 | True | 228.107330 | 1.405841 | 0.007262 | -0.066985 | 26 | 16 | 0.043459 | 0 | 28 | False | 248 | 3.411414e+06 | 3.875455e+04 | 88.026146 | 9.356029 | 28 | 1.015263e+06 | 4.723266e+04 | 21.494928 | 10.334942 | 28 | 3.578071e+06 | 9.723390e+04 | 36.798600 | 8.377797 | 1.346461 | 0 | 1.957145 | 0.978912 | 0.978232 | -28.277462 | 8.936306 | 4 | 3800.0 | 4.5 | 0.00 | VARIABLE | 114.467018 | 0.782492 | 33.990820 | 56.255462 | 100001.0 | 3919.8450 | 3746.0000 | 4412.2800 | 1.1840 | 0.8689 | 1.9130 | 0.5963 | 0.4139 | 1.0435 | 200111.0 | 56.793743 | 44.824165 | 62.187450 | 686.074500 | 626.65826 | 745.490800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 110 | RS Cas | DCEP | 0.7991 | 6.769 | 6.225 | 5.968 | 0.18 | 0.15 | NaN | NaN | 10.66 | 0.05 | 8589 | 447 | a | LIII | 354.31692 | 62.42899 | 0.024549 | V* RS Cas | 354.316919 | 62.428992 | 0.000 | 0.000 | 90.0 | 92 | 23 37 16.06057 | +62 25 44.3709 | deltaCep | V* |cC*|* |IR | -33.000 | NaN | F7-G1Ib | NaN | 0.5877 | -1.45 | -0.77 | NaN | NaN | NaN | 11.400 | 10.060 | NaN | 6.967 | 6.370 | 6.160 | NaN | NaN | NaN | NaN | NaN | 0.025414 | 369295549951641967 | 2015820463470505600 | 6.296639 | 0.000047 | NaN | NaN | NaN | NaN | NaN | NaN | 1678.950950 | 0.000067 | 1678.894789 | 0.000067 | 1679.092418 | 0.000067 | 9.240225 | 0.000216 | 10.223646 | 0.000409 | 8.281534 | 0.000188 | 0.607680 | 0.001146 | 0.803348 | 0.002642 | 0.483579 | 0.000742 | -0.022744 | 0.233804 | 0.414194 | 0.001472 | 0.112834 | 0.001539 | 4.789370 | 0.003651 | 3.005693 | 0.016595 | 28 | 28 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
122 | 1635721458409799680 | Gaia DR2 2016028168089215488 | 2016028168089215488 | 1289167455 | 2015.5 | 356.260926 | 0.024982 | 63.003846 | 0.023602 | 0.382629 | 0.030674 | 12.474009 | -2.297449 | 0.049874 | -1.463073 | 0.042736 | -0.071071 | 0.141709 | -0.404355 | 0.029612 | 0.150955 | -0.033965 | -0.140165 | -0.137723 | 0.232116 | -0.130879 | 257 | 257 | 250 | 7 | 12.110256 | 621.48990 | 0.000000 | 0.000000e+00 | 31 | False | 281.705140 | 1.393551 | 0.006588 | -0.026110 | 29 | 18 | 0.036720 | 0 | 32 | False | 284 | 1.552925e+06 | 1.426810e+04 | 108.838990 | 10.210489 | 31 | 4.388571e+05 | 1.701503e+04 | 25.792318 | 11.245581 | 32 | 1.646234e+06 | 4.205833e+04 | 39.141697 | 9.220691 | 1.342686 | 0 | 2.024890 | 1.035091 | 0.989799 | -53.641259 | 8.677755 | 5 | 4000.0 | 4.5 | 0.00 | VARIABLE | 115.479923 | 1.096707 | 35.848768 | 56.025413 | 100001.0 | 4062.8276 | 3900.8850 | 4143.6900 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 52.335090 | 50.312428 | 56.770596 | 672.348200 | 586.38030 | 758.316100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 83 | CD Cas | DCEP | 0.8921 | 7.631 | 7.090 | 6.860 | 0.13 | 0.10 | NaN | NaN | 11.88 | 0.05 | 9216 | 441 | a | LIII | 356.26097 | 63.00385 | 0.073131 | V* CD Cas | 356.260948 | 63.003852 | 0.000 | 0.000 | 90.0 | 58 | 23 45 02.62748 | +63 00 13.8689 | deltaCep | cC*|* |V* |IR |Ce* | -54.900 | NaN | F6-G5 | NaN | 0.3826 | -2.31 | -1.66 | NaN | NaN | NaN | 11.620 | 10.640 | NaN | 7.644 | 7.048 | 6.812 | NaN | NaN | NaN | NaN | NaN | 0.042218 | 369295549951641967 | 2016028168089215488 | 7.801123 | 0.000046 | NaN | NaN | NaN | NaN | NaN | NaN | 1680.179317 | 0.000065 | 1680.140343 | 0.000065 | 1680.235224 | 0.000065 | 10.077085 | 0.000337 | 11.043215 | 0.000557 | 9.125489 | 0.000262 | 0.639110 | 0.002230 | 0.886138 | 0.003693 | 0.561514 | 0.002149 | NaN | NaN | 0.299119 | 0.001536 | 0.191229 | 0.002559 | 5.067933 | 0.007483 | 3.137587 | 0.011758 | 32 | 30 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
123 | 1635721458409799680 | Gaia DR2 2016581673416790656 | 2016581673416790656 | 950491860 | 2015.5 | 350.618464 | 0.023139 | 62.757143 | 0.024183 | 0.270838 | 0.028402 | 9.535844 | -3.267489 | 0.047097 | -1.705569 | 0.043071 | -0.066309 | 0.056882 | -0.341973 | -0.034777 | 0.095693 | -0.068906 | -0.212043 | -0.177706 | 0.243135 | -0.031114 | 254 | 254 | 251 | 3 | 11.522263 | 599.09406 | 0.000000 | 0.000000e+00 | 31 | True | 238.267650 | 1.359602 | 0.007069 | 0.084811 | 29 | 19 | 0.034766 | 0 | 33 | False | 279 | 1.392392e+06 | 1.405691e+04 | 99.053890 | 10.328962 | 31 | 3.335133e+05 | 1.220223e+04 | 27.332155 | 11.543606 | 33 | 1.614363e+06 | 4.478824e+04 | 36.044350 | 9.241917 | 1.398943 | 0 | 2.301689 | 1.214643 | 1.087046 | -45.720812 | 5.793830 | 4 | 3700.0 | 4.5 | 0.00 | VARIABLE | 112.950175 | 1.622296 | 32.270671 | 57.713896 | 100001.0 | 4105.8096 | 3970.8223 | 4242.0100 | 1.1320 | 0.7820 | 2.1466 | 0.5910 | 0.4060 | 1.1216 | 200111.0 | 67.643880 | 63.369865 | 72.321140 | 1171.512600 | 970.47974 | 1372.545400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 86 | CH Cas | DCEP | 1.1786 | 7.331 | 6.686 | 6.385 | 0.17 | 0.23 | NaN | NaN | 12.25 | 0.05 | 9405 | 436 | a | LII | 350.61848 | 62.75715 | 0.036399 | V* CH Cas | 350.618495 | 62.757150 | 0.000 | 0.000 | 90.0 | 57 | 23 22 28.43880 | +62 45 25.7409 | deltaCep | cC*|* |V* |IR |Ce* | -55.900 | NaN | F3Ibp | NaN | 0.2708 | -3.27 | -1.71 | NaN | NaN | NaN | 12.570 | 10.790 | NaN | 7.482 | 6.723 | 6.448 | NaN | NaN | NaN | NaN | NaN | 0.057131 | 369295551293819386 | 2016581673416790656 | 15.093434 | 0.000226 | NaN | NaN | NaN | NaN | NaN | NaN | 1663.420893 | 0.000319 | 1664.862254 | 0.000319 | 1664.734371 | 0.000319 | 10.121972 | 0.000258 | 11.345080 | 0.000574 | 9.120421 | 0.000226 | 0.876777 | 0.002360 | 0.672636 | 0.001426 | 0.469399 | 0.000710 | NaN | NaN | 0.322615 | 0.002860 | 0.275243 | 0.003026 | 4.358709 | 0.002643 | 1.390875 | 0.007947 | 32 | 27 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
124 | 1635721458409799680 | Gaia DR2 2016626856473497344 | 2016626856473497344 | 147388255 | 2015.5 | 352.303145 | 0.023143 | 63.374296 | 0.019726 | 0.242518 | 0.027647 | 8.772011 | -3.152432 | 0.046324 | -1.490269 | 0.040211 | 0.014925 | 0.335376 | -0.254310 | 0.050735 | 0.008364 | 0.018283 | -0.067988 | -0.310927 | 0.087020 | -0.022914 | 297 | 297 | 287 | 10 | 13.972279 | 759.69750 | 0.000000 | 0.000000e+00 | 31 | True | 301.186700 | 1.355875 | 0.005890 | 0.045233 | 34 | 19 | 0.034535 | 0 | 35 | False | 307 | 8.383159e+05 | 1.199283e+04 | 69.901410 | 10.879847 | 33 | 2.052092e+05 | 1.067908e+04 | 19.215992 | 12.070896 | 33 | 9.647794e+05 | 3.538718e+04 | 27.263530 | 9.800850 | 1.395642 | 0 | 2.270046 | 1.191050 | 1.078997 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 113.872795 | 1.958020 | 34.085018 | 57.571558 | 100001.0 | 3929.0750 | 3670.0000 | 4232.9730 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 67.693490 | 58.322550 | 77.588150 | 983.897340 | 798.39740 | 1169.397200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 88 | CY Cas | DCEP | 1.1577 | 7.861 | 7.174 | 6.903 | 0.06 | 0.12 | NaN | NaN | 12.69 | 0.05 | 9849 | 432 | a | LII | 352.30319 | 63.37431 | 0.089680 | V* CY Cas | 352.303175 | 63.374302 | 0.000 | 0.000 | 90.0 | 57 | 23 29 12.76196 | +63 22 27.4874 | deltaCep | cC*|* |V* |IR | NaN | NaN | G1-2Ib | NaN | 0.2425 | -3.15 | -1.49 | NaN | NaN | NaN | 13.480 | 11.670 | NaN | 7.748 | 7.017 | 6.732 | NaN | NaN | NaN | NaN | NaN | 0.054048 | 369295549951641967 | 2016626856473497344 | 14.375138 | 0.000211 | NaN | NaN | NaN | NaN | NaN | NaN | 1659.390341 | 0.000298 | 1659.264478 | 0.000298 | 1659.513636 | 0.000298 | 10.775954 | 0.000251 | 11.942403 | 0.000271 | 9.716036 | 0.000142 | 0.761368 | 0.001083 | 0.985622 | 0.001329 | 0.646874 | 0.000691 | NaN | NaN | 0.165284 | 0.001186 | 0.144011 | 0.001105 | 4.554083 | 0.007688 | 1.750864 | 0.009760 | 32 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
125 | 1635721458409799680 | Gaia DR2 2027263738130844288 | 2027263738130844288 | 254991139 | 2015.5 | 299.369183 | 0.025018 | 26.556450 | 0.029555 | 0.840803 | 0.039363 | 21.360090 | -1.418909 | 0.061008 | -4.043282 | 0.061322 | -0.087384 | -0.017530 | -0.387693 | -0.044292 | 0.169232 | -0.080057 | -0.308093 | -0.213073 | 0.036463 | 0.002627 | 328 | 328 | 327 | 1 | 11.125657 | 693.78450 | 0.000000 | 0.000000e+00 | 31 | True | 111.957214 | 1.424317 | 0.006979 | 0.062379 | 37 | 15 | 0.040551 | 0 | 43 | False | 352 | 3.912262e+06 | 2.430488e+05 | 16.096610 | 9.207296 | 39 | 2.779018e+06 | 1.005833e+05 | 27.629011 | 9.241660 | 39 | 9.265611e+06 | 2.040141e+05 | 45.416515 | 7.344735 | 3.078687 | 0 | 1.896925 | 0.034364 | 1.862562 | -17.714554 | 3.074657 | 19 | 4250.0 | 4.5 | 0.00 | VARIABLE | 63.858070 | -1.281809 | 309.227170 | 46.076535 | 102001.0 | 5143.4500 | 4284.4497 | 7020.6665 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 322 | X Vul | DCEP | 0.8007 | 5.912 | 5.424 | 5.194 | 0.07 | 0.13 | NaN | NaN | 9.95 | 0.05 | 7560 | 449 | a | LII | 299.36919 | 26.55647 | 0.076115 | V* X Vul | 299.369190 | 26.556467 | 0.000 | 0.000 | 90.0 | 143 | 19 57 28.60557 | +26 33 23.2819 | deltaCep | V* |cC*|* |IR | -14.700 | NaN | F8Ia | NaN | 0.8408 | -1.42 | -4.04 | NaN | NaN | NaN | 10.160 | 8.870 | NaN | 5.992 | 5.465 | 5.201 | NaN | NaN | NaN | NaN | NaN | 0.066418 | 369295549951641967 | 2027263738130844288 | 6.320590 | 0.000065 | NaN | NaN | NaN | NaN | NaN | NaN | 1750.753159 | 0.000092 | 1750.711380 | 0.000092 | 1744.976521 | 0.000092 | 8.228785 | 0.000315 | 9.141551 | 0.000424 | 7.296252 | 0.000301 | 0.577033 | 0.001442 | 0.777359 | 0.002083 | 0.478578 | 0.000767 | NaN | NaN | 0.383096 | 0.001308 | 0.116501 | 0.001761 | 4.786683 | 0.003033 | 2.893626 | 0.011948 | 39 | 39 | 38 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
126 | 1635721458409799680 | Gaia DR2 2027951173435143680 | 2027951173435143680 | 1161240344 | 2015.5 | 297.878764 | 0.019261 | 27.460207 | 0.024925 | 0.372855 | 0.030349 | 12.285450 | -2.138872 | 0.045232 | -5.819676 | 0.049686 | -0.171374 | 0.013478 | -0.275348 | 0.063842 | 0.056211 | 0.052380 | -0.291347 | -0.154613 | -0.077917 | -0.115193 | 306 | 306 | 304 | 2 | 6.016947 | 470.69138 | 0.000000 | 1.634133e-15 | 31 | True | 192.698930 | 1.430893 | 0.005879 | -0.012111 | 35 | 17 | 0.036292 | 0 | 43 | False | 332 | 3.367893e+07 | 5.517007e+05 | 61.045647 | 6.869970 | 34 | 1.001397e+07 | 4.775172e+05 | 20.970911 | 7.849872 | 35 | 3.323984e+07 | 1.221588e+06 | 27.210348 | 5.957773 | 1.284299 | 0 | 1.892099 | 0.979902 | 0.912198 | 3.181571 | 4.344147 | 20 | 6000.0 | 1.0 | 0.00 | VARIABLE | 63.946922 | 0.321952 | 307.733355 | 47.313625 | 100001.0 | 3986.0598 | 3867.0000 | 4159.5000 | 0.5307 | 0.1340 | 2.0093 | 0.2210 | 0.0649 | 0.8464 | 200111.0 | 265.976840 | 244.258220 | 282.607120 | 16090.058000 | 13982.48400 | 18197.630000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 319 | SV Vul | DCEP | 1.6533 | 4.547 | 4.063 | 3.868 | 0.05 | 0.11 | NaN | NaN | 11.51 | 0.05 | 7284 | 438 | a | LII | 297.87878 | 27.46023 | 0.096337 | V* SV Vul | 297.878775 | 27.460232 | 0.000 | 0.000 | 90.0 | 381 | 19 51 30.90596 | +27 27 36.8356 | deltaCep | V* |cC*|* |IR | -2.000 | NaN | F8Ia | NaN | 0.3729 | -2.14 | -5.82 | NaN | NaN | NaN | 7.860 | 6.740 | NaN | 4.560 | 4.080 | 3.920 | NaN | NaN | NaN | NaN | NaN | 0.096104 | 369295549951641967 | 2027951173435143680 | 44.876209 | 0.001211 | NaN | NaN | NaN | NaN | NaN | NaN | 1648.553938 | 0.001713 | 1649.013481 | 0.001713 | 1650.735640 | 0.001713 | 6.655574 | 0.000240 | 7.502061 | 0.000815 | 5.778805 | 0.000288 | 0.835770 | 0.001162 | 1.076631 | 0.002173 | 0.735720 | 0.001246 | NaN | NaN | 0.419352 | 0.000805 | 0.233430 | 0.001224 | 4.881202 | 0.003201 | 3.466566 | 0.005960 | 37 | 32 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
127 | 1635721458409799680 | Gaia DR2 2030063919381336832 | 2030063919381336832 | 457612760 | 2015.5 | 299.794977 | 0.021196 | 29.450724 | 0.028575 | 0.400340 | 0.032269 | 12.406335 | -2.510964 | 0.044112 | -4.913599 | 0.052655 | -0.268555 | -0.080084 | -0.260950 | 0.038417 | 0.257740 | -0.011602 | -0.311839 | -0.141440 | 0.031325 | -0.143449 | 277 | 277 | 269 | 8 | 6.421686 | 439.82095 | 0.000000 | 0.000000e+00 | 31 | False | 240.626220 | 1.468749 | 0.006855 | 0.008869 | 31 | 15 | 0.037713 | 0 | 36 | False | 304 | 3.122751e+06 | 3.607916e+04 | 86.552750 | 9.452023 | 33 | 1.097712e+06 | 5.185439e+04 | 21.169132 | 10.250167 | 34 | 3.024627e+06 | 9.745626e+04 | 31.035738 | 8.560241 | 1.320099 | 0 | 1.689926 | 0.798144 | 0.891782 | 0.934613 | 10.315265 | 4 | 4000.0 | 4.5 | 0.00 | VARIABLE | 66.521997 | -0.088969 | 311.000831 | 48.737061 | 100001.0 | 4258.0000 | 4131.4670 | 4486.6750 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 61.047016 | 54.982760 | 64.843610 | 1103.687700 | 963.96454 | 1243.410900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 180 | GH Cyg | DCEP | 0.8931 | 7.251 | 6.799 | 6.577 | 0.21 | 0.18 | NaN | NaN | 11.67 | 0.05 | 7351 | 435 | a | LIII | 299.79499 | 29.45074 | 0.071646 | V* GH Cyg | 299.794989 | 29.450745 | 0.000 | 0.000 | 90.0 | 62 | 19 59 10.79734 | +29 27 02.6823 | deltaCep | cC*|V* |* |IR | -11.300 | NaN | F5 | NaN | 0.4003 | -2.51 | -4.91 | NaN | NaN | NaN | 11.210 | 9.940 | NaN | 7.308 | 6.783 | 6.578 | NaN | NaN | NaN | NaN | NaN | 0.085529 | 369295549951641967 | 2030063919381336832 | 7.818231 | 0.000077 | NaN | NaN | NaN | NaN | NaN | NaN | 1743.644444 | 0.000109 | 1743.621644 | 0.000109 | 1743.660710 | 0.000109 | 9.366789 | 0.000164 | 10.162450 | 0.000517 | 8.510693 | 0.000230 | 0.590825 | 0.000778 | 0.769231 | 0.001558 | 0.488888 | 0.001108 | NaN | NaN | 0.256142 | 0.000883 | 0.185820 | 0.001058 | 5.159439 | 0.006066 | 3.424274 | 0.004591 | 34 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
128 | 1635721458409799680 | Gaia DR2 2030427789026783488 | 2030427789026783488 | 993490792 | 2015.5 | 299.454192 | 0.018037 | 30.265895 | 0.024721 | 0.216275 | 0.028992 | 7.459870 | -2.495278 | 0.041489 | -4.377131 | 0.047218 | -0.120455 | 0.047278 | -0.004621 | 0.004472 | 0.158660 | -0.053041 | -0.233764 | -0.244194 | -0.056873 | -0.035354 | 294 | 294 | 288 | 6 | 8.077324 | 520.94073 | 0.000000 | 0.000000e+00 | 31 | True | 305.361200 | 1.411151 | 0.006351 | 0.076140 | 34 | 17 | 0.034067 | 0 | 34 | True | 294 | 1.138753e+06 | 1.607476e+04 | 70.841070 | 10.547292 | 30 | 3.461804e+05 | 2.031768e+04 | 17.038383 | 11.503132 | 32 | 1.131941e+06 | 4.168396e+04 | 27.155302 | 9.627361 | 1.298017 | 0 | 1.875771 | 0.955840 | 0.919930 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 67.062022 | 0.589435 | 310.944698 | 49.603377 | 100001.0 | 4035.1934 | 3860.0000 | 4175.5703 | 0.8978 | 0.5830 | 1.5241 | 0.4060 | 0.2113 | 0.7132 | 200111.0 | 81.094440 | 75.733520 | 88.622734 | 1570.848100 | 1228.60400 | 1913.092300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 179 | EZ Cyg | DCEP | 1.0667 | 8.190 | 7.667 | 7.460 | 0.28 | 0.25 | NaN | NaN | 13.10 | 0.05 | 7389 | 386 | a | LIII | 299.45423 | 30.26594 | 0.199274 | V* EZ Cyg | 299.454204 | 30.265914 | 0.000 | 0.000 | 90.0 | 35 | 19 57 49.00906 | +30 15 57.2914 | deltaCep | cC*|* |V* |IR | 2.600 | NaN | G5V | NaN | 0.2163 | -2.50 | -4.38 | NaN | NaN | NaN | 12.450 | 11.210 | NaN | 8.163 | 7.567 | 7.366 | NaN | NaN | NaN | NaN | NaN | 0.078096 | 369295549951641967 | 2030427789026783488 | 11.663040 | 0.000199 | NaN | NaN | NaN | NaN | NaN | NaN | 1736.924192 | 0.000281 | 1736.637543 | 0.000281 | 1736.963439 | 0.000281 | 10.416463 | 0.000318 | 11.284319 | 0.000365 | 9.522784 | 0.000218 | 0.684973 | 0.000517 | 0.909887 | 0.000714 | 0.563822 | 0.000464 | NaN | NaN | 0.197561 | 0.000740 | NaN | NaN | 4.850378 | 0.005571 | NaN | NaN | 32 | 28 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
129 | 1635721458409799680 | Gaia DR2 2030848897634605440 | 2030848897634605440 | 144989287 | 2015.5 | 300.193141 | 0.019919 | 30.907590 | 0.030125 | 0.245333 | 0.031415 | 7.809437 | -3.540651 | 0.044966 | -6.244175 | 0.062103 | -0.113861 | -0.092320 | -0.133442 | 0.031711 | -0.013216 | 0.046526 | -0.536884 | -0.198796 | 0.167812 | -0.144154 | 288 | 288 | 277 | 11 | 16.209345 | 850.85046 | 0.000000 | 5.881132e-01 | 31 | True | 331.862760 | 1.375471 | 0.006338 | -0.026937 | 33 | 17 | 0.045700 | 0 | 33 | False | 289 | 2.730393e+05 | 2.543505e+03 | 107.347660 | 12.097803 | 31 | 7.391619e+04 | 2.794283e+03 | 26.452654 | 13.179540 | 33 | 3.089351e+05 | 7.396503e+03 | 41.767723 | 11.037252 | 1.402184 | 0 | 2.142287 | 1.081737 | 1.060551 | -25.034481 | 7.073876 | 2 | 5500.0 | 3.5 | 0.00 | VARIABLE | 67.942094 | 0.384600 | 312.187884 | 50.019154 | 100001.0 | 3791.0325 | 3570.5000 | 4410.9453 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 42.983578 | 31.750769 | 48.457333 | 343.819000 | 274.26816 | 413.369840 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 190 | V1025 Cyg | DCEP | 0.8427 | 9.534 | 8.849 | 8.562 | 0.23 | 0.20 | NaN | NaN | 13.28 | 0.06 | 7518 | 376 | c | LIII | 300.19317 | 30.90761 | 0.113032 | V* V1025 Cyg | 300.193159 | 30.907617 | 0.000 | 0.000 | 90.0 | 15 | 20 00 46.35819 | +30 54 27.4224 | deltaCep | cC*|V* |IR | -25.030 | NaN | NaN | NaN | 0.2453 | -3.54 | -6.24 | NaN | NaN | NaN | 14.700 | NaN | NaN | 9.582 | 8.982 | 8.699 | NaN | NaN | NaN | NaN | NaN | 0.111261 | 369295549951641967 | 2030848897634605440 | 6.961104 | 0.000072 | NaN | NaN | NaN | NaN | NaN | NaN | 1750.569901 | 0.000101 | 1750.564791 | 0.000101 | 1750.643135 | 0.000101 | 12.105646 | 0.000150 | 13.204833 | 0.000433 | 11.062824 | 0.000269 | 0.533007 | 0.000553 | 0.704856 | 0.001912 | 0.469174 | 0.001560 | NaN | NaN | 0.349310 | 0.001282 | 0.122099 | 0.001075 | 4.932021 | 0.003016 | 3.063404 | 0.010437 | 33 | 31 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
130 | 1635721458409799680 | Gaia DR2 2031776202613700480 | 2031776202613700480 | 230379557 | 2015.5 | 296.203059 | 0.041193 | 29.264679 | 0.039622 | 1.169542 | 0.051569 | 22.679317 | -1.853232 | 0.091582 | -3.155185 | 0.075828 | -0.214080 | -0.230710 | -0.305007 | 0.092279 | 0.260710 | 0.024158 | -0.262096 | -0.095993 | -0.204450 | -0.082698 | 310 | 310 | 302 | 8 | 31.865805 | 1944.94360 | 0.221378 | 2.047776e+01 | 31 | False | 16.428710 | 1.598077 | 0.011578 | -0.029264 | 35 | 17 | 0.056018 | 0 | 38 | False | 325 | 3.534024e+07 | 3.494722e+05 | 101.124620 | 6.817692 | 35 | 1.785585e+07 | 5.582242e+05 | 31.986877 | 7.221937 | 35 | 2.475563e+07 | 6.118919e+05 | 40.457516 | 6.277735 | 1.205750 | 0 | 0.944201 | 0.404245 | 0.539957 | -1.501929 | 6.884880 | 20 | 5750.0 | 4.5 | 0.00 | VARIABLE | 64.760217 | 2.505777 | 306.336681 | 49.451405 | 100001.0 | 5420.0000 | 5327.7000 | 5905.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 36.792140 | 30.991335 | 38.077995 | 1052.451200 | 988.33040 | 1116.571900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 186 | SU Cyg | DCEP | 0.5850 | 5.629 | 5.390 | 5.268 | -0.03 | 0.03 | NaN | NaN | 9.55 | 0.05 | 7629 | 450 | a | LII | 296.20306 | 29.26469 | 0.038804 | V* SU Cyg | 296.203069 | 29.264693 | 0.000 | 0.000 | 90.0 | 265 | 19 44 48.73645 | +29 15 52.8941 | deltaCep | V* |cC*|UV |* |IR |SB* | -13.460 | NaN | F2Iab:+B8.0V | NaN | 1.1695 | -1.85 | -3.16 | NaN | NaN | NaN | 6.880 | 6.440 | 6.06 | 5.786 | 5.492 | 5.418 | NaN | NaN | NaN | NaN | NaN | 0.056717 | 369295549951641967 | 2031776202613700480 | 3.845987 | 0.000017 | NaN | NaN | NaN | NaN | NaN | NaN | 1756.030006 | 0.000025 | 1786.944676 | 0.000025 | 1756.117892 | 0.000025 | 6.691485 | 0.000329 | 7.013296 | 0.000748 | 6.224464 | 0.000573 | 0.673846 | 0.001060 | 0.858006 | 0.002865 | 0.563248 | 0.001523 | 0.050803 | 0.219752 | 0.377337 | 0.000942 | 0.191597 | 0.001696 | 4.245489 | 0.005355 | 2.301166 | 0.007796 | 35 | 30 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
131 | 1635721458409799680 | Gaia DR2 2033008274099620480 | 2033008274099620480 | 603965029 | 2015.5 | 296.265343 | 0.018224 | 31.330774 | 0.026155 | 0.146688 | 0.028244 | 5.193652 | -4.242271 | 0.042366 | -7.928674 | 0.057538 | -0.112770 | 0.028131 | -0.093207 | 0.053973 | 0.196955 | 0.083953 | -0.358387 | -0.051678 | -0.225865 | -0.237467 | 256 | 256 | 253 | 3 | 2.982820 | 319.74820 | 0.000000 | 0.000000e+00 | 31 | True | 323.022700 | 1.445644 | 0.005474 | 0.069069 | 29 | 16 | 0.043437 | 0 | 31 | False | 264 | 2.407644e+05 | 2.464331e+03 | 97.699690 | 12.234386 | 27 | 8.926900e+04 | 3.940769e+03 | 22.652689 | 12.974636 | 28 | 2.297719e+05 | 6.114752e+03 | 37.576650 | 11.358678 | 1.325117 | 0 | 1.615958 | 0.740251 | 0.875708 | -0.442748 | 6.552558 | 9 | 6000.0 | 3.5 | 0.00 | VARIABLE | 66.580922 | 3.488537 | 307.313863 | 51.422313 | 100001.0 | 4344.3335 | 4222.3335 | 4482.0000 | 0.3880 | 0.2890 | 2.2438 | 0.1813 | 0.1366 | 1.0270 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 176 | EP Cyg | DCEP | 0.6323 | 10.112 | 9.687 | 9.483 | -0.06 | -0.09 | NaN | NaN | 13.73 | 0.05 | 7674 | 339 | a | LIII | 296.26537 | 31.33081 | 0.153093 | V* EP Cyg | 296.265364 | 31.330809 | 0.000 | 0.000 | 90.0 | 32 | 19 45 03.68739 | +31 19 50.9108 | deltaCep | cC*|* |V* |IR | -0.440 | NaN | NaN | NaN | 0.1467 | -4.24 | -7.93 | NaN | NaN | NaN | 13.960 | NaN | NaN | 10.083 | 9.610 | 9.429 | NaN | NaN | NaN | NaN | NaN | 0.139380 | 369295549951641967 | 2033008274099620480 | 4.288974 | 0.000006 | NaN | NaN | NaN | NaN | NaN | NaN | 1784.335250 | 0.000009 | 1784.331602 | 0.000009 | 1784.357208 | 0.000009 | 12.246517 | 0.000149 | 13.011872 | 0.000608 | 11.395352 | 0.000433 | 0.730180 | 0.000879 | 0.943394 | 0.003922 | 0.613841 | 0.002776 | -0.123739 | 0.224979 | 0.436481 | 0.000717 | 0.264266 | 0.000790 | 4.468850 | 0.002022 | 2.998332 | 0.004197 | 30 | 27 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
132 | 1635721458409799680 | Gaia DR2 2034428980559814400 | 2034428980559814400 | 1522570994 | 2015.5 | 299.890444 | 0.020025 | 33.746035 | 0.025370 | 0.212112 | 0.026476 | 8.011462 | -3.387118 | 0.043977 | -6.244939 | 0.051390 | -0.015431 | 0.043950 | -0.296125 | -0.054915 | 0.146865 | -0.067860 | -0.470198 | -0.163526 | -0.093647 | -0.071316 | 299 | 299 | 286 | 13 | 16.188044 | 864.56335 | 0.000000 | 9.643304e-01 | 31 | True | 373.088620 | 1.404245 | 0.005788 | 0.098877 | 35 | 16 | 0.039496 | 0 | 36 | False | 311 | 6.673091e+05 | 4.838544e+03 | 137.915280 | 11.127548 | 33 | 2.095155e+05 | 7.328632e+03 | 28.588623 | 12.048347 | 33 | 7.021208e+05 | 1.479295e+04 | 47.463215 | 10.145890 | 1.366138 | 0 | 1.902457 | 0.920799 | 0.981658 | -9.146704 | 3.123032 | 5 | 6500.0 | 3.5 | 0.00 | VARIABLE | 70.222280 | 2.095078 | 313.253372 | 52.790595 | 100001.0 | 3819.0000 | 3754.0000 | 3906.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 75.862180 | 72.520400 | 78.512020 | 1102.920000 | 872.23290 | 1333.607200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 181 | GI Cyg | DCEP | 0.7621 | 8.756 | 8.225 | 7.985 | 0.27 | 0.24 | NaN | NaN | 12.57 | 0.07 | 7494 | 412 | c | LIII | 299.89050 | 33.74608 | 0.233489 | V* GI Cyg | 299.890461 | 33.746062 | 0.000 | 0.000 | 90.0 | 32 | 19 59 33.71069 | +33 44 45.8233 | deltaCep | IR |cC*|* |V* | -9.150 | NaN | NaN | NaN | 0.2121 | -3.39 | -6.25 | NaN | NaN | NaN | 13.200 | NaN | NaN | 8.703 | 8.170 | 7.930 | NaN | NaN | NaN | NaN | NaN | 0.110117 | 369295549951641967 | 2034428980559814400 | 5.782899 | 0.000064 | NaN | NaN | NaN | NaN | NaN | NaN | 1750.719454 | 0.000091 | 1750.670180 | 0.000091 | 1750.713991 | 0.000091 | 11.051561 | 0.000301 | 11.989856 | 0.000593 | 10.122124 | 0.000309 | 0.459090 | 0.000570 | 0.676462 | 0.002777 | 0.405069 | 0.000933 | 0.396170 | 0.233790 | 0.290057 | 0.001260 | NaN | NaN | 4.648080 | 0.006256 | NaN | NaN | 33 | 32 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
133 | 1635721458409799680 | Gaia DR2 2034684200359279488 | 2034684200359279488 | 1441433908 | 2015.5 | 297.822008 | 0.015192 | 32.675530 | 0.020205 | 0.026979 | 0.021050 | 1.281636 | -1.963319 | 0.032594 | -3.609330 | 0.041717 | -0.100996 | 0.108017 | -0.125055 | -0.131026 | 0.008075 | -0.124474 | -0.327290 | -0.111998 | -0.024595 | -0.154348 | 282 | 63 | 278 | 4 | 9.137273 | 545.94507 | 0.098051 | 3.108649e+00 | 31 | False | 55.884500 | 1.382128 | 0.005052 | -0.013587 | 32 | 17 | 0.045182 | 0 | 33 | False | 291 | 9.671549e+04 | 1.215324e+03 | 79.579970 | 13.224626 | 30 | 2.597834e+04 | 1.191087e+03 | 21.810621 | 14.314859 | 28 | 1.098054e+05 | 4.115690e+03 | 26.679710 | 12.160360 | 1.403950 | 0 | 2.154499 | 1.090234 | 1.064265 | -73.273438 | 13.434591 | 5 | 5500.0 | 3.5 | 0.00 | VARIABLE | 68.410138 | 3.024247 | 309.996392 | 52.321333 | 100001.0 | 3577.3333 | 3488.0000 | 4008.6501 | 0.8295 | 0.3799 | 1.2511 | 0.3800 | 0.1879 | 0.6192 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 177 | EU Cyg | CEP | 1.1758 | 10.177 | 9.679 | 9.456 | -0.20 | -0.23 | NaN | NaN | 15.47 | 0.06 | 11847 | 314 | c | LIII | 297.82204 | 32.67553 | 0.098184 | V* EU Cyg | 297.822018 | 32.675545 | 0.000 | 0.000 | 90.0 | 24 | 19 51 17.28423 | +32 40 31.9632 | Cepheid | Ce*|V* |IR |* | -73.270 | NaN | NaN | NaN | 0.0270 | -1.96 | -3.61 | NaN | NaN | NaN | 14.600 | NaN | NaN | 10.282 | 9.751 | 9.518 | NaN | NaN | NaN | NaN | NaN | 0.063686 | 369295549951641967 | 2034684200359279488 | 15.003358 | 0.000113 | NaN | NaN | NaN | NaN | NaN | NaN | 1724.545108 | 0.000160 | 1724.433096 | 0.000160 | 1723.579753 | 0.000160 | 13.122855 | 0.000135 | 14.177913 | 0.000886 | 12.049168 | 0.000586 | 0.649324 | 0.000674 | 0.830093 | 0.003787 | 0.649433 | 0.002098 | NaN | NaN | 0.267429 | 0.001045 | NaN | NaN | 4.403805 | 0.004881 | NaN | NaN | 32 | 30 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
134 | 1635721458409799680 | Gaia DR2 2045359534871088384 | 2045359534871088384 | 1602452412 | 2015.5 | 294.548251 | 0.020929 | 32.489550 | 0.024137 | 0.048016 | 0.029711 | 1.616138 | -3.575877 | 0.044403 | -4.336464 | 0.049376 | -0.083000 | -0.125166 | -0.059411 | -0.036921 | 0.165101 | -0.092117 | -0.282756 | -0.302601 | 0.072321 | -0.000793 | 240 | 240 | 238 | 2 | 5.073810 | 359.69604 | 0.000000 | 0.000000e+00 | 31 | False | 277.551640 | 1.548903 | 0.006149 | 0.056746 | 27 | 16 | 0.035378 | 0 | 30 | False | 267 | 1.264891e+06 | 5.917782e+03 | 213.744100 | 10.433233 | 27 | 5.843924e+05 | 1.136470e+04 | 51.421734 | 10.934627 | 27 | 9.554459e+05 | 1.082727e+04 | 88.244430 | 9.811404 | 1.217368 | 0 | 1.123222 | 0.501393 | 0.621829 | -15.164106 | 3.771283 | 6 | 5000.0 | 4.5 | 0.00 | VARIABLE | 66.876230 | 5.327144 | 305.556371 | 52.940980 | 100001.0 | 4997.3335 | 4925.9500 | 5109.5800 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 214 | V924 Cyg | DCEPS | 0.7460 | 8.963 | 8.654 | 8.511 | -0.09 | -0.03 | NaN | NaN | 14.03 | 0.08 | 7987 | 321 | c* | LII | 294.54827 | 32.48957 | 0.091894 | V* V924 Cyg | 294.548270 | 32.489569 | 0.000 | 0.000 | 90.0 | 65 | 19 38 11.58472 | +32 29 22.4467 | deltaCep | V* |cC*|* |IR | -12.800 | NaN | F8I | NaN | 0.0480 | -3.58 | -4.34 | NaN | NaN | NaN | 11.480 | 10.750 | NaN | 8.963 | 8.654 | 8.511 | NaN | NaN | NaN | NaN | NaN | 0.087120 | 369295549951641967 | 2045359534871088384 | 5.571475 | 0.000061 | NaN | NaN | NaN | NaN | NaN | NaN | 1752.157634 | 0.000087 | 1752.182470 | 0.000087 | 1752.287384 | 0.000087 | 10.453171 | 0.000080 | 10.952610 | 0.000206 | 9.823290 | 0.000171 | 0.231231 | 0.000248 | 0.287394 | 0.000734 | 0.177561 | 0.000707 | NaN | NaN | 0.150623 | 0.002260 | NaN | NaN | 4.469024 | 0.008356 | NaN | NaN | 28 | 24 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
135 | 1635721458409799680 | Gaia DR2 2055014277739104896 | 2055014277739104896 | 930719790 | 2015.5 | 303.095106 | 0.025849 | 32.871600 | 0.038724 | 0.697229 | 0.038827 | 17.957233 | -3.514217 | 0.055053 | -5.101493 | 0.069224 | -0.178341 | -0.002898 | -0.394466 | 0.109245 | 0.337821 | 0.046938 | -0.577649 | -0.151287 | -0.115253 | -0.184875 | 230 | 230 | 229 | 1 | 6.984062 | 405.73580 | 0.000000 | 0.000000e+00 | 31 | True | 182.914430 | 1.434985 | 0.008453 | -0.016384 | 26 | 15 | 0.049495 | 0 | 35 | False | 274 | 4.565578e+06 | 4.388210e+04 | 104.041940 | 9.039626 | 30 | 1.559242e+06 | 6.602472e+04 | 23.616040 | 9.869104 | 31 | 4.588715e+06 | 1.242697e+05 | 36.925450 | 8.107693 | 1.346589 | 0 | 1.761412 | 0.829478 | 0.931933 | -0.764033 | 7.028776 | 7 | 4250.0 | 4.5 | 0.00 | VARIABLE | 70.923834 | -0.633393 | 316.865653 | 51.064936 | 100001.0 | 3938.5598 | 3816.0000 | 4288.6400 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 54.509680 | 45.973686 | 58.067326 | 644.157100 | 590.88560 | 697.428600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 185 | MW Cyg | DCEP | 0.7749 | 6.688 | 6.206 | 5.984 | 0.09 | 0.15 | NaN | NaN | 10.66 | 0.05 | 7605 | 445 | a | LII | 303.09512 | 32.87162 | 0.081953 | V* MW Cyg | 303.095124 | 32.871622 | 0.000 | 0.000 | 90.0 | 96 | 20 12 22.82979 | +32 52 17.8407 | deltaCep | V* |cC*|* |IR |SB* | -13.760 | NaN | F8.5-G2Ib | NaN | 0.6972 | -3.51 | -5.10 | NaN | NaN | NaN | 10.710 | 9.450 | NaN | 6.552 | 6.108 | 5.927 | NaN | NaN | NaN | NaN | NaN | 0.096019 | 369295549951641967 | 2055014277739104896 | 5.955901 | 0.000069 | NaN | NaN | NaN | NaN | NaN | NaN | 1779.756726 | 0.000098 | 1779.813999 | 0.000098 | 1779.958817 | 0.000098 | 8.913636 | 0.000231 | 9.755757 | 0.000235 | 8.018409 | 0.000163 | 0.566436 | 0.000584 | 0.762481 | 0.001123 | 0.491028 | 0.000773 | -0.046926 | 0.233844 | 0.421360 | 0.001703 | 0.142465 | 0.001713 | 4.762828 | 0.004418 | 2.790470 | 0.011770 | 31 | 26 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
136 | 1635721458409799680 | Gaia DR2 2055122987639665664 | 2055122987639665664 | 1090090767 | 2015.5 | 301.336089 | 0.022954 | 32.659089 | 0.028225 | 0.338865 | 0.033482 | 10.120688 | -2.986995 | 0.050326 | -5.642381 | 0.054385 | -0.144140 | -0.112675 | -0.131423 | 0.003673 | 0.199546 | -0.046324 | -0.226040 | -0.192559 | -0.054565 | -0.105645 | 283 | 283 | 281 | 2 | 19.385605 | 1026.32930 | 0.097454 | 4.340702e+00 | 31 | False | 71.372795 | 1.364350 | 0.007563 | 0.014767 | 32 | 17 | 0.038013 | 0 | 34 | False | 301 | 2.247780e+05 | 2.420226e+03 | 92.874820 | 12.308981 | 33 | 5.957993e+04 | 2.741203e+03 | 21.734959 | 13.413638 | 32 | 2.614700e+05 | 7.788451e+03 | 33.571495 | 11.218366 | 1.428297 | 0 | 2.195272 | 1.104657 | 1.090615 | -20.376293 | 7.743201 | 5 | 6500.0 | 3.5 | 0.00 | VARIABLE | 69.942081 | 0.493184 | 314.528781 | 51.365704 | 100001.0 | 4136.5850 | 3645.7500 | 4843.3170 | 1.6785 | 1.3660 | 1.9030 | 0.8090 | 0.6575 | 0.8915 | 200111.0 | 21.204123 | 15.467440 | 27.297976 | 118.605034 | 100.45180 | 136.758270 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 191 | V1033 Cyg | CEP | 0.6935 | 9.503 | 8.918 | 8.673 | 0.12 | 0.09 | NaN | NaN | 12.99 | 0.07 | 7559 | 394 | c | LIII | 301.33625 | 32.65889 | 0.867899 | V* V1033 Cyg | 301.336104 | 32.659113 | 0.000 | 0.000 | 90.0 | 22 | 20 05 20.66494 | +32 39 32.8085 | Cepheid | IR |Ce*|V* |* | -20.380 | NaN | NaN | NaN | 0.3389 | -2.99 | -5.64 | NaN | NaN | NaN | NaN | NaN | 12.59 | 9.417 | 8.801 | 8.557 | NaN | NaN | NaN | NaN | NaN | 0.098956 | 369295549951641967 | 2055122987639665664 | 4.950448 | 0.000031 | NaN | NaN | NaN | NaN | NaN | NaN | 1752.009086 | 0.000044 | 1751.878642 | 0.000044 | 1751.972779 | 0.000044 | 12.267409 | 0.000198 | 13.375583 | 0.000785 | 11.209880 | 0.000395 | 0.531867 | 0.000388 | 0.722343 | 0.001808 | 0.471078 | 0.001013 | 0.218924 | 0.224979 | 0.336486 | 0.000730 | 0.150074 | 0.000663 | 4.409389 | 0.003448 | 2.562258 | 0.005238 | 34 | 33 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
137 | 1635721458409799680 | Gaia DR2 2058374144759464064 | 2058374144759464064 | 1471063221 | 2015.5 | 301.110662 | 0.026118 | 34.112250 | 0.025665 | 0.380758 | 0.033244 | 11.453321 | -2.001122 | 0.054387 | -5.561869 | 0.048571 | -0.061659 | -0.017956 | -0.296871 | 0.016537 | 0.289192 | -0.041510 | -0.286938 | -0.194902 | -0.096440 | -0.006036 | 267 | 267 | 265 | 2 | 4.187452 | 366.81622 | 0.000000 | 1.750894e-15 | 31 | True | 146.244350 | 1.439832 | 0.007507 | 0.039988 | 30 | 16 | 0.037748 | 0 | 32 | False | 280 | 6.612469e+06 | 9.741331e+04 | 67.880550 | 8.637457 | 30 | 2.357036e+06 | 1.484461e+05 | 15.878060 | 9.420472 | 30 | 6.744537e+06 | 2.858368e+05 | 23.595760 | 7.689540 | 1.376426 | 0 | 1.730932 | 0.783015 | 0.947917 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 71.069156 | 1.429769 | 315.033885 | 52.797759 | 100001.0 | 4119.4670 | 3993.1850 | 4325.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 103.732700 | 94.107765 | 110.397390 | 2791.837200 | 2412.07150 | 3171.602800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 174 | CD Cyg | DCEP | 1.2323 | 6.347 | 5.842 | 5.647 | 0.15 | 0.12 | NaN | NaN | 11.86 | 0.05 | 7513 | 431 | a | LIII | 301.11067 | 34.11227 | 0.075228 | V* CD Cyg | 301.110672 | 34.112274 | 0.000 | 0.000 | 90.0 | 173 | 20 04 26.56128 | +34 06 44.1873 | deltaCep | V* |cC*|* |IR | -12.500 | NaN | F8-G5Iab-Ib | NaN | 0.3808 | -2.00 | -5.56 | NaN | NaN | NaN | 9.350 | 8.350 | NaN | 6.473 | 5.866 | 5.642 | NaN | NaN | NaN | NaN | NaN | 0.091619 | 369295549951641967 | 2058374144759464064 | 17.073690 | 0.000545 | NaN | NaN | NaN | NaN | NaN | NaN | 1730.674952 | 0.000771 | 1730.866327 | 0.000771 | 1730.988461 | 0.000771 | 8.464866 | 0.000434 | 9.241757 | 0.000590 | 7.604907 | 0.000560 | 0.933663 | 0.007674 | 1.231460 | 0.003253 | 0.723480 | 0.002281 | NaN | NaN | 0.184092 | 0.004017 | 0.265615 | 0.002950 | 4.463782 | 0.008997 | 2.028620 | 0.008943 | 29 | 28 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
138 | 1635721458409799680 | Gaia DR2 2059598687167348352 | 2059598687167348352 | 747771428 | 2015.5 | 299.442064 | 0.020409 | 35.636048 | 0.024633 | 0.103604 | 0.026959 | 3.843004 | -4.130740 | 0.043705 | -6.018140 | 0.049679 | -0.034720 | 0.162657 | -0.297761 | 0.035309 | 0.157476 | 0.008070 | -0.422914 | -0.171860 | -0.014985 | -0.045007 | 237 | 219 | 236 | 1 | 3.206792 | 306.20517 | 0.000000 | 0.000000e+00 | 31 | True | 237.706530 | 1.398440 | 0.006859 | 0.075074 | 27 | 16 | 0.038492 | 0 | 28 | False | 246 | 1.612055e+05 | 1.713400e+03 | 94.085110 | 12.669916 | 28 | 4.628590e+04 | 2.057488e+03 | 22.496315 | 13.687766 | 27 | 1.721159e+05 | 4.883802e+03 | 35.242184 | 11.672368 | 1.354804 | 0 | 2.015398 | 1.017850 | 0.997548 | -133.102971 | 5.212274 | 5 | 6000.0 | 3.5 | 0.00 | VARIABLE | 71.643641 | 3.396038 | 313.729938 | 54.695497 | 100001.0 | 4116.1104 | 3684.0000 | 4778.9550 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 211 | V547 Cyg | DCEP | 0.7942 | 10.065 | 9.530 | 9.316 | 0.15 | 0.12 | NaN | NaN | 14.02 | 0.06 | 8468 | 328 | c | LIII | 299.44208 | 35.63608 | 0.123247 | V* V547 Cyg | 299.442086 | 35.636074 | 0.000 | 0.000 | 90.0 | 31 | 19 57 46.10053 | +35 38 09.8677 | deltaCep | IR |cC*|V* | -133.100 | NaN | NaN | NaN | 0.1036 | -4.13 | -6.02 | NaN | NaN | NaN | 14.920 | NaN | NaN | 10.017 | 9.576 | 9.375 | NaN | NaN | NaN | NaN | NaN | 0.113140 | 369295549951641967 | 2059598687167348352 | 6.225428 | 0.000052 | NaN | NaN | NaN | NaN | NaN | NaN | 1748.766005 | 0.000074 | 1779.919735 | 0.000074 | 1779.873829 | 0.000074 | 12.679548 | 0.000485 | 13.693255 | 0.001519 | 11.688664 | 0.003643 | 0.704400 | 0.001606 | 1.205587 | 0.010043 | 0.616104 | 0.017399 | -0.017526 | 0.233782 | 0.412648 | 0.000969 | 0.166208 | 0.001316 | 4.713027 | 0.003269 | 2.884054 | 0.011340 | 28 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
139 | 1635721458409799680 | Gaia DR2 2060021625508894592 | 2060021625508894592 | 89085998 | 2015.5 | 302.282319 | 0.020166 | 37.151953 | 0.026258 | 0.399355 | 0.027886 | 14.320792 | -2.543835 | 0.043892 | -3.593641 | 0.054672 | -0.165763 | 0.021520 | -0.305818 | 0.082022 | 0.068157 | 0.082819 | -0.320605 | -0.030910 | -0.137979 | -0.187915 | 241 | 241 | 238 | 3 | 1.156853 | 258.16138 | 0.000000 | 0.000000e+00 | 31 | False | 247.672270 | 1.515426 | 0.006908 | 0.034849 | 27 | 14 | 0.041346 | 0 | 29 | True | 249 | 2.849804e+06 | 2.062533e+04 | 138.170060 | 9.551329 | 29 | 1.166178e+06 | 3.218256e+04 | 36.236350 | 10.184476 | 29 | 2.360546e+06 | 4.284779e+04 | 55.091440 | 8.829389 | 1.237533 | 0 | 1.355087 | 0.633147 | 0.721940 | -13.152885 | 5.759114 | 6 | 4750.0 | 4.5 | 0.00 | VARIABLE | 74.145009 | 2.263571 | 318.395729 | 55.298817 | 100001.0 | 4675.0625 | 4585.8833 | 4756.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 44.447186 | 42.938225 | 46.192673 | 850.223140 | 752.42175 | 948.024540 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 202 | V402 Cyg | DCEP | 0.6400 | 7.799 | 7.411 | 7.247 | 0.02 | 0.08 | NaN | NaN | 11.57 | 0.05 | 7638 | 436 | a | LII | 302.28233 | 37.15197 | 0.070344 | V* V402 Cyg | 302.282333 | 37.151968 | 0.000 | 0.000 | 90.0 | 78 | 20 09 07.75982 | +37 09 07.0851 | deltaCep | V* |cC*|* |IR | -13.000 | NaN | G0III | NaN | 0.3994 | -2.54 | -3.59 | NaN | NaN | NaN | 10.900 | 9.870 | NaN | 7.707 | 7.354 | 7.202 | NaN | NaN | NaN | NaN | NaN | 0.068245 | 369295549951641967 | 2060021625508894592 | 4.364697 | 0.000013 | NaN | NaN | NaN | NaN | NaN | NaN | 1782.770874 | 0.000018 | 1782.761809 | 0.000018 | 1782.924441 | 0.000018 | 9.494727 | 0.000129 | 10.097331 | 0.001129 | 8.771823 | 0.000197 | 0.464933 | 0.000635 | 0.642820 | 0.004255 | 0.383066 | 0.001278 | 0.224527 | 0.225000 | 0.334851 | 0.001319 | 0.113981 | 0.000999 | 4.381418 | 0.003517 | 2.662839 | 0.008312 | 27 | 26 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
140 | 1635721458409799680 | Gaia DR2 2060460704279873536 | 2060460704279873536 | 1250803952 | 2015.5 | 304.197882 | 0.022678 | 36.549943 | 0.025108 | 0.266504 | 0.029118 | 9.152502 | -3.039513 | 0.044483 | -4.147631 | 0.047350 | 0.075870 | 0.289577 | -0.365226 | -0.103035 | 0.175430 | -0.130050 | -0.405971 | -0.335557 | -0.080599 | -0.013040 | 244 | 244 | 238 | 6 | 9.910186 | 517.94920 | 0.000000 | 1.840374e-15 | 31 | False | 360.849100 | 1.375993 | 0.007366 | 0.048021 | 29 | 16 | 0.035288 | 0 | 30 | False | 252 | 4.148815e+05 | 3.538158e+03 | 117.259160 | 11.643556 | 28 | 1.138342e+05 | 4.209457e+03 | 27.042486 | 12.710707 | 28 | 4.751029e+05 | 1.147379e+04 | 41.407684 | 10.569951 | 1.419531 | 0 | 2.140756 | 1.067151 | 1.073605 | 9.626803 | 5.735844 | 6 | 6000.0 | 3.5 | 0.00 | VARIABLE | 74.487220 | 0.652725 | 320.460364 | 54.162583 | 100001.0 | 3849.8699 | 3576.5000 | 4451.6100 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 46.360410 | 34.674095 | 53.718376 | 425.376400 | 350.02307 | 500.729740 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 192 | V1046 Cyg | CEP | 0.6941 | 8.978 | 8.257 | 8.012 | 0.23 | 0.20 | NaN | NaN | 12.22 | 0.06 | 7679 | 423 | c | LIII | 304.19787 | 36.54997 | 0.104236 | V* V1046 Cyg | 304.197899 | 36.549961 | 0.000 | 0.000 | 90.0 | 17 | 20 16 47.49565 | +36 32 59.8583 | Cepheid | Ce*|V* |* |IR | 9.630 | NaN | NaN | NaN | 0.2665 | -3.04 | -4.15 | NaN | NaN | NaN | NaN | NaN | NaN | 8.981 | 8.342 | 8.104 | NaN | NaN | NaN | NaN | NaN | 0.079703 | 369295549951641967 | 2060460704279873536 | 4.945241 | 0.000026 | NaN | NaN | NaN | NaN | NaN | NaN | 1753.646884 | 0.000036 | 1753.609459 | 0.000036 | 1753.643256 | 0.000036 | 11.570402 | 0.000134 | 12.651858 | 0.000311 | 10.540228 | 0.000161 | 0.452534 | 0.000877 | 0.636590 | 0.002357 | 0.406003 | 0.001211 | 0.340614 | 0.225023 | 0.300975 | 0.001376 | 0.098651 | 0.001799 | 4.502743 | 0.004065 | 2.785080 | 0.014280 | 29 | 27 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
141 | 1635721458409799680 | Gaia DR2 2070224337474904064 | 2070224337474904064 | 973079153 | 2015.5 | 311.499127 | 0.023922 | 45.306935 | 0.027407 | 0.447371 | 0.029270 | 15.284524 | -4.962476 | 0.049343 | -5.128424 | 0.050350 | -0.022919 | 0.184865 | -0.247546 | -0.100368 | 0.285124 | -0.128593 | -0.319138 | -0.123022 | -0.079850 | -0.108348 | 222 | 222 | 213 | 9 | 9.651269 | 472.32320 | 0.000000 | 0.000000e+00 | 31 | True | 264.578250 | 1.401004 | 0.007526 | -0.023020 | 25 | 16 | 0.037501 | 0 | 27 | False | 232 | 3.119844e+06 | 2.877246e+04 | 108.431610 | 9.453033 | 27 | 8.416468e+05 | 2.855988e+04 | 29.469551 | 10.538564 | 27 | 3.265262e+06 | 7.835205e+04 | 41.674240 | 8.477125 | 1.316383 | 0 | 2.061439 | 1.085530 | 0.975908 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 84.802500 | 1.383313 | 336.719233 | 59.514159 | 100001.0 | 4040.4453 | 3797.0000 | 5004.3335 | 1.1120 | 0.8077 | 1.6470 | 0.5390 | 0.4009 | 0.9050 | 200111.0 | 64.611534 | 42.118805 | 73.162290 | 1002.378540 | 895.96140 | 1108.795700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 173 | BZ Cyg | DCEP | 1.0061 | 6.758 | 6.147 | 5.864 | 0.19 | 0.25 | NaN | NaN | 11.19 | 0.05 | 7971 | 441 | a | LII | 311.49918 | 45.30699 | 0.238963 | V* BZ Cyg | 311.499157 | 45.306957 | 0.000 | 0.000 | 90.0 | 84 | 20 45 59.79771 | +45 18 25.0462 | deltaCep | V* |cC*|* |IR | -11.400 | NaN | F7Ib-G4Ib: | NaN | 0.4474 | -4.96 | -5.13 | NaN | NaN | NaN | 11.800 | 10.200 | NaN | 6.807 | 6.129 | 5.872 | NaN | NaN | NaN | NaN | NaN | 0.110613 | 369295551293819386 | 2070224337474904064 | 10.147970 | 0.000175 | NaN | NaN | NaN | NaN | NaN | NaN | 1739.932986 | 0.000247 | 1740.382771 | 0.000247 | 1740.359265 | 0.000247 | 9.417993 | 0.000199 | 10.482405 | 0.000401 | 8.418933 | 0.000441 | 0.380223 | 0.000690 | 0.484136 | 0.001616 | 0.321824 | 0.002255 | NaN | NaN | 0.215744 | 0.002102 | NaN | NaN | 5.710502 | 0.007697 | NaN | NaN | 25 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
142 | 1635721458409799680 | Gaia DR2 2071433765909167232 | 2071433765909167232 | 1315974940 | 2015.5 | 308.226211 | 0.021624 | 46.601250 | 0.026603 | 0.361573 | 0.026156 | 13.823726 | -2.254669 | 0.045821 | -5.420253 | 0.051657 | -0.104114 | -0.008684 | -0.287672 | 0.037978 | 0.341398 | 0.040648 | -0.447217 | -0.014862 | -0.208372 | -0.207603 | 228 | 228 | 227 | 1 | 5.760225 | 365.90836 | 0.000000 | 0.000000e+00 | 31 | False | 218.227830 | 1.402592 | 0.006563 | 0.049170 | 26 | 14 | 0.041521 | 0 | 31 | False | 263 | 4.685525e+06 | 5.279592e+04 | 88.747856 | 9.011470 | 29 | 1.531964e+06 | 7.505278e+04 | 20.411829 | 9.888267 | 30 | 4.947849e+06 | 1.620675e+05 | 30.529562 | 8.025879 | 1.382943 | 0 | 1.862388 | 0.876797 | 0.985591 | 15.650653 | 6.226415 | 5 | 3900.0 | 4.5 | 0.00 | VARIABLE | 84.445783 | 3.976437 | 334.127243 | 61.803383 | 100001.0 | 3933.7500 | 3846.4568 | 4183.5566 | 1.0160 | 0.5579 | 1.9777 | 0.4870 | 0.2590 | 0.9671 | 200111.0 | 106.918050 | 94.530785 | 111.826010 | 2466.174600 | 2164.81670 | 2767.532500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 187 | SZ Cyg | DCEP | 1.1793 | 6.517 | 5.957 | 5.709 | 0.09 | 0.15 | NaN | NaN | 11.67 | 0.05 | 8023 | 435 | a | LII | 308.22622 | 46.60127 | 0.077085 | V* SZ Cyg | 308.226225 | 46.601273 | 0.000 | 0.000 | 90.0 | 129 | 20 32 54.29400 | +46 36 04.5823 | deltaCep | V* |cC*|* |IR | -11.200 | NaN | F7.5/8-G6.5Ib | NaN | 0.3616 | -2.26 | -5.42 | NaN | NaN | NaN | 10.800 | 9.370 | NaN | 6.385 | 5.894 | 5.710 | NaN | NaN | NaN | NaN | NaN | 0.090993 | 369295549951641967 | 2071433765909167232 | 15.119457 | 0.000152 | NaN | NaN | NaN | NaN | NaN | NaN | 1693.464396 | 0.000215 | 1693.139607 | 0.000215 | 1693.404200 | 0.000215 | 8.817142 | 0.000201 | 9.729524 | 0.000504 | 7.911070 | 0.000247 | 0.741361 | 0.001130 | 0.920835 | 0.002141 | 0.596281 | 0.001067 | NaN | NaN | 0.291058 | 0.001717 | 0.169735 | 0.001590 | 4.705325 | 0.003433 | 2.107970 | 0.005720 | 30 | 26 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
143 | 1635721458409799680 | Gaia DR2 2073935223599391872 | 2073935223599391872 | 505335513 | 2015.5 | 300.894573 | 0.014595 | 39.159626 | 0.017721 | 0.033020 | 0.018866 | 1.750216 | -2.699015 | 0.031828 | -5.063924 | 0.036970 | 0.059305 | 0.001988 | -0.153848 | -0.226750 | 0.239832 | -0.252694 | -0.195674 | -0.154203 | -0.028047 | -0.000488 | 218 | 35 | 218 | 0 | -0.369044 | 204.82327 | 0.000000 | 0.000000e+00 | 31 | False | 128.258350 | 1.462571 | 0.004117 | -0.008590 | 25 | 15 | 0.041993 | 0 | 28 | False | 236 | 9.130339e+04 | 1.246627e+03 | 73.240330 | 13.287148 | 27 | 3.367525e+04 | 1.825607e+03 | 18.446056 | 14.033111 | 26 | 8.652148e+04 | 2.936499e+03 | 29.464159 | 12.419110 | 1.316454 | 0 | 1.614000 | 0.745962 | 0.868038 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 75.257052 | 4.260734 | 317.936616 | 57.569676 | 100001.0 | 4278.0000 | 4147.4850 | 4391.1826 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 182 | GL Cyg | CEP | 0.5277 | 11.173 | 10.633 | 10.481 | 0.05 | 0.02 | NaN | NaN | 14.32 | 0.07 | 9314 | 320 | c | LIII | 300.89454 | 39.15964 | 0.104446 | V* GL Cyg | 300.894588 | 39.159648 | 0.000 | 0.000 | 90.0 | 27 | 20 03 34.70105 | +39 09 34.7318 | Cepheid | Ce*|V* |* |IR | -59.000 | NaN | F5 | NaN | 0.0330 | -2.70 | -5.06 | NaN | NaN | NaN | 14.200 | NaN | NaN | 11.301 | 10.757 | 10.601 | NaN | NaN | NaN | NaN | NaN | 0.088944 | 369295549951641967 | 2073935223599391872 | 3.370309 | 0.000028 | NaN | NaN | NaN | NaN | NaN | NaN | 1757.284892 | 0.000040 | 1757.350567 | 0.000040 | 1757.354468 | 0.000040 | 13.224464 | 0.000174 | 13.963414 | 0.000820 | 12.383941 | 0.000551 | 0.621320 | 0.000375 | 0.809455 | 0.003055 | 0.498472 | 0.002090 | -0.032425 | 0.219750 | 0.402741 | 0.000983 | 0.183406 | 0.001148 | 4.251993 | 0.003465 | 2.270598 | 0.006666 | 27 | 25 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
144 | 1635721458409799680 | Gaia DR2 2078709577944648192 | 2078709577944648192 | 595826290 | 2015.5 | 297.064434 | 0.018594 | 43.126918 | 0.023174 | 0.413399 | 0.023407 | 17.661072 | -1.608606 | 0.038553 | -3.600815 | 0.041983 | 0.032649 | 0.017095 | -0.105063 | -0.097532 | 0.256291 | -0.146989 | -0.279604 | -0.211143 | -0.103453 | 0.013747 | 238 | 238 | 233 | 5 | 4.131594 | 327.24704 | 0.000000 | 0.000000e+00 | 31 | False | 249.462430 | 1.546916 | 0.006066 | 0.055914 | 27 | 16 | 0.033242 | 0 | 34 | False | 264 | 5.000746e+06 | 2.303052e+04 | 217.135640 | 8.940779 | 29 | 2.256007e+06 | 3.929689e+04 | 57.409310 | 9.468037 | 29 | 3.952759e+06 | 4.502459e+04 | 87.791110 | 8.269670 | 1.241568 | 0 | 1.198367 | 0.527258 | 0.671109 | 3.507707 | 5.169596 | 4 | 5000.0 | 2.5 | -0.50 | VARIABLE | 77.216590 | 8.761647 | 315.672846 | 62.341418 | 100001.0 | 4897.0000 | 4879.0000 | 4923.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 50.222294 | 49.693214 | 50.593544 | 1306.797200 | 1177.01830 | 1436.576200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 193 | V1154 Cyg | CEP | 0.6925 | 7.457 | 7.094 | 6.964 | -0.10 | -0.04 | NaN | NaN | 11.51 | 0.07 | 7746 | 437 | c | LII | 297.06444 | 43.12694 | 0.082271 | V* V1154 Cyg | 297.064443 | 43.126933 | 0.000 | 0.000 | 90.0 | 70 | 19 48 15.46632 | +43 07 36.9593 | Cepheid | Ce*|V* |* |IR | -6.400 | NaN | G0 | NaN | 0.4134 | -1.61 | -3.60 | NaN | NaN | NaN | 9.920 | 9.140 | NaN | 7.417 | 7.049 | 6.919 | NaN | NaN | NaN | NaN | NaN | 0.061129 | 369295549951641967 | 2078709577944648192 | 4.925493 | 0.000018 | NaN | NaN | NaN | NaN | NaN | NaN | 1718.597111 | 0.000026 | 1718.577998 | 0.000026 | 1718.746827 | 0.000026 | 8.902859 | 0.000179 | 9.417536 | 0.000864 | 8.255170 | 0.000270 | 0.327345 | 0.000703 | 0.425096 | 0.003225 | 0.270998 | 0.001411 | 0.496531 | 0.225040 | 0.255476 | 0.001397 | 0.055964 | 0.001146 | 4.315792 | 0.005239 | 2.445922 | 0.024920 | 30 | 26 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
145 | 1635721458409799680 | Gaia DR2 2161786374436607616 | 2161786374436607616 | 637453187 | 2015.5 | 315.026581 | 0.029151 | 42.597550 | 0.031458 | 0.780722 | 0.036675 | 21.287788 | -0.966081 | 0.062765 | -2.126744 | 0.060663 | -0.009969 | 0.026982 | -0.247191 | -0.152858 | 0.231340 | -0.200793 | -0.262542 | -0.190976 | -0.008608 | -0.096214 | 239 | 239 | 236 | 3 | 13.046758 | 638.90027 | 0.000000 | 0.000000e+00 | 31 | True | 119.433730 | 1.371652 | 0.008064 | -0.021581 | 27 | 15 | 0.042855 | 0 | 32 | False | 254 | 7.330416e+06 | 1.036420e+05 | 70.728210 | 8.525544 | 29 | 1.506648e+06 | 8.214547e+04 | 18.341215 | 9.906359 | 29 | 9.778543e+06 | 4.283269e+05 | 22.829626 | 7.286234 | 1.539502 | 0 | 2.620124 | 1.380815 | 1.239310 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 84.349989 | -2.301725 | 338.216793 | 55.888456 | 100001.0 | 4169.7100 | 3560.0000 | 4776.1100 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 51.231873 | 39.048405 | 70.283264 | 714.823060 | 663.41710 | 766.229000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 188 | TX Cyg | DCEP | 1.1676 | 5.326 | 4.630 | 4.307 | 0.20 | 0.26 | NaN | NaN | 10.08 | 0.05 | 7905 | 448 | a | LII | 315.02659 | 42.59756 | 0.041613 | V* TX Cyg | 315.026587 | 42.597560 | 0.000 | 0.000 | 90.0 | 130 | 21 00 06.38082 | +42 35 51.2146 | deltaCep | V* |cC*|* |IR | -19.000 | NaN | F5.5Ib-G5Ib: | NaN | 0.7807 | -0.97 | -2.13 | NaN | NaN | NaN | 11.300 | 9.500 | NaN | 5.558 | 4.844 | 4.491 | NaN | NaN | NaN | NaN | NaN | 0.036206 | 369295549951641967 | 2161786374436607616 | 14.717966 | 0.001270 | NaN | NaN | NaN | NaN | NaN | NaN | 1734.443893 | 0.001796 | 1735.746248 | 0.001796 | 1734.332751 | 0.001796 | 8.389075 | 0.000887 | 9.713970 | 0.001192 | 7.280242 | 0.001485 | 0.856453 | 0.007399 | 1.010285 | 0.003802 | 0.738559 | 0.011314 | NaN | NaN | 0.269704 | 0.003734 | 0.153488 | 0.002675 | 4.994388 | 0.014115 | 2.189960 | 0.034542 | 29 | 25 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
146 | 1635721458409799680 | Gaia DR2 2164359918864249728 | 2164359918864249728 | 1379313742 | 2015.5 | 316.944149 | 0.023355 | 46.736978 | 0.024635 | 0.141011 | 0.030759 | 4.584346 | -2.880405 | 0.048963 | -3.537782 | 0.044637 | -0.113057 | 0.105484 | -0.310012 | 0.039041 | 0.447328 | -0.040637 | -0.197467 | -0.161534 | 0.038071 | -0.152267 | 252 | 252 | 249 | 3 | 6.298744 | 410.32565 | 0.000000 | 0.000000e+00 | 31 | True | 390.505580 | 1.425529 | 0.005970 | 0.050472 | 29 | 15 | 0.036017 | 0 | 32 | False | 281 | 3.067781e+05 | 3.394862e+03 | 90.365425 | 11.971305 | 31 | 1.030101e+05 | 4.721410e+03 | 21.817665 | 12.819188 | 31 | 3.088466e+05 | 8.741766e+03 | 35.330000 | 11.037563 | 1.342523 | 0 | 1.781625 | 0.847883 | 0.933742 | -68.836522 | 5.108382 | 5 | 6000.0 | 3.5 | 0.00 | VARIABLE | 88.346113 | -0.559983 | 344.421383 | 58.676122 | 100001.0 | 3952.0000 | 3785.2500 | 4689.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 199 | V356 Cyg | DCEP | 0.7039 | 9.802 | 9.271 | 9.046 | 0.17 | 0.14 | NaN | NaN | 13.45 | 0.07 | 9203 | 390 | c | LIII | 316.94417 | 46.73697 | 0.059459 | V* V356 Cyg | 316.944167 | 46.736993 | 0.000 | 0.000 | 90.0 | 20 | 21 07 46.60012 | +46 44 13.1763 | deltaCep | cC*|V* |IR | -68.840 | NaN | NaN | NaN | 0.1410 | -2.88 | -3.54 | NaN | NaN | NaN | 13.740 | NaN | NaN | 9.669 | 9.158 | 8.935 | NaN | NaN | NaN | NaN | NaN | 0.070712 | 369295549951641967 | 2164359918864249728 | 5.057583 | 0.000024 | NaN | NaN | NaN | NaN | NaN | NaN | 1714.401238 | 0.000034 | 1714.371319 | 0.000034 | 1714.402152 | 0.000034 | 11.902513 | 0.000194 | 12.740493 | 0.000394 | 11.006825 | 0.000232 | 0.636370 | 0.000760 | 0.822630 | 0.001859 | 0.524478 | 0.001075 | 0.162765 | 0.233778 | 0.359222 | 0.001087 | 0.147487 | 0.000884 | 4.405910 | 0.002415 | 2.431686 | 0.008260 | 30 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
147 | 1635721458409799680 | Gaia DR2 2165771172070496512 | 2165771172070496512 | 1550360195 | 2015.5 | 317.726536 | 0.023424 | 49.142042 | 0.022902 | 0.386795 | 0.027892 | 13.867589 | -2.708360 | 0.045707 | -3.143271 | 0.044010 | 0.080483 | 0.341788 | -0.200528 | -0.037963 | 0.299870 | -0.091422 | -0.175151 | -0.186120 | -0.007158 | -0.035579 | 246 | 246 | 241 | 5 | 6.502285 | 406.36844 | 0.000000 | 0.000000e+00 | 31 | True | 245.182040 | 1.418525 | 0.006198 | 0.031109 | 28 | 16 | 0.033629 | 0 | 44 | True | 352 | 1.856982e+06 | 1.548382e+04 | 119.930504 | 10.016347 | 36 | 5.605660e+05 | 1.946456e+04 | 28.799316 | 10.979821 | 38 | 1.930863e+06 | 3.997027e+04 | 48.307487 | 9.047541 | 1.341655 | 0 | 1.932281 | 0.963474 | 0.968806 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 90.466812 | 0.689687 | 348.000375 | 60.338571 | 100001.0 | 3908.6400 | 3804.0000 | 4279.5200 | 0.9495 | 0.6320 | 1.7171 | 0.4440 | 0.3190 | 0.7535 | 200111.0 | 64.273780 | 53.616077 | 67.858480 | 868.690500 | 765.45654 | 971.924440 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 204 | V459 Cyg | DCEP | 0.8604 | 7.600 | 7.071 | 6.847 | 0.09 | 0.06 | NaN | NaN | 11.77 | 0.05 | 8273 | 435 | a | LIII | 317.72657 | 49.14206 | 0.102365 | V* V459 Cyg | 317.726554 | 49.142055 | 0.000 | 0.000 | 90.0 | 62 | 21 10 54.37303 | +49 08 31.3996 | deltaCep | V* |cC*|IR |* | -22.400 | NaN | F8 | NaN | 0.3868 | -2.71 | -3.14 | NaN | NaN | NaN | 11.760 | 10.540 | NaN | 7.775 | 7.170 | 6.950 | NaN | NaN | NaN | NaN | NaN | 0.064312 | 369295549951641967 | 2165771172070496512 | 7.251400 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1646.813339 | 0.000031 | 1646.761885 | 0.000031 | 1646.915696 | 0.000031 | 9.944698 | 0.000119 | 10.879534 | 0.000244 | 9.001082 | 0.000224 | 0.537753 | 0.000387 | 0.696977 | 0.001695 | 0.445162 | 0.001248 | NaN | NaN | 0.319904 | 0.001385 | 0.151052 | 0.001312 | 5.006802 | 0.005081 | 2.780821 | 0.010763 | 40 | 31 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
148 | 1635721458409799680 | Gaia DR2 2166303099490547072 | 2166303099490547072 | 591354000 | 2015.5 | 311.552296 | 0.020153 | 45.478606 | 0.027513 | 0.528177 | 0.027448 | 19.242771 | 0.531202 | 0.042939 | -2.150689 | 0.050278 | 0.127314 | 0.269947 | -0.268610 | -0.075887 | 0.282441 | -0.129770 | -0.186437 | -0.169921 | -0.018843 | -0.000747 | 241 | 241 | 236 | 5 | 11.060230 | 558.40686 | 0.000000 | 3.700191e-15 | 31 | False | 294.260830 | 1.358725 | 0.006781 | 0.030055 | 29 | 14 | 0.036857 | 0 | 32 | False | 264 | 1.137178e+06 | 9.121222e+03 | 124.673910 | 10.548794 | 29 | 2.658773e+05 | 8.103080e+03 | 32.811886 | 11.789685 | 31 | 1.262261e+06 | 2.523841e+04 | 50.013470 | 9.509048 | 1.343798 | 0 | 2.280638 | 1.240892 | 1.039746 | -16.874064 | 4.209653 | 10 | 6000.0 | 3.5 | 0.00 | VARIABLE | 84.959960 | 1.461330 | 336.958740 | 59.641268 | 100001.0 | 3859.8875 | 3658.0000 | 4017.0000 | 0.9792 | 0.6399 | 1.9931 | 0.4780 | 0.3120 | 0.8651 | 200111.0 | 38.396915 | 35.452100 | 42.752180 | 294.839720 | 269.39780 | 320.281650 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 207 | V514 Cyg | DCEP | 0.7075 | 7.647 | 7.011 | 6.702 | 0.18 | 0.15 | NaN | NaN | 10.99 | 0.05 | 7957 | 443 | a | LIII | 311.55243 | 45.47857 | 0.362877 | V* V514 Cyg | 311.552293 | 45.478616 | 0.000 | 0.000 | 90.0 | 26 | 20 46 12.55022 | +45 28 43.0158 | deltaCep | cC*|* |V* |IR | -16.870 | NaN | K3 | NaN | 0.5282 | 0.53 | -2.15 | NaN | NaN | NaN | 12.570 | 11.840 | NaN | 7.702 | 7.019 | 6.721 | NaN | NaN | NaN | NaN | NaN | 0.034337 | 369295551293819386 | 2166303099490547072 | 5.099551 | 0.000103 | NaN | NaN | NaN | NaN | NaN | NaN | 1715.343704 | 0.000146 | 1715.284797 | 0.000146 | 1715.296757 | 0.000146 | 10.527092 | 0.002755 | 11.693636 | 0.001247 | 9.457645 | 0.000469 | 0.615354 | 0.006077 | 0.755855 | 0.004677 | 0.472744 | 0.002432 | 0.103283 | 0.233885 | 0.376849 | 0.002252 | 0.103166 | 0.013049 | 4.784790 | 0.049452 | 3.349799 | 0.110254 | 26 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
149 | 1635721458409799680 | Gaia DR2 2166861170366710272 | 2166861170366710272 | 1596420524 | 2015.5 | 313.739699 | 0.023199 | 47.533790 | 0.023745 | 0.527686 | 0.028010 | 18.839010 | -2.078044 | 0.050558 | -3.011732 | 0.048090 | -0.091278 | -0.009957 | -0.160702 | -0.036026 | 0.274451 | -0.054295 | -0.205349 | -0.057666 | -0.046942 | -0.060194 | 233 | 233 | 229 | 4 | 10.092026 | 511.54462 | 0.000000 | 0.000000e+00 | 31 | False | 275.987980 | 1.441063 | 0.005677 | -0.037478 | 26 | 16 | 0.036943 | 0 | 30 | False | 259 | 1.332400e+06 | 1.062227e+04 | 125.434580 | 10.376780 | 29 | 4.297129e+05 | 1.280023e+04 | 33.570730 | 11.268442 | 28 | 1.316725e+06 | 2.886838e+04 | 45.611332 | 9.463182 | 1.310746 | 0 | 1.805260 | 0.891663 | 0.913597 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 87.504338 | 1.602737 | 341.729511 | 60.555993 | 100001.0 | 4229.6900 | 4031.1900 | 4462.4946 | 0.4753 | 0.1244 | 0.8290 | 0.2390 | 0.0456 | 0.3888 | 200111.0 | 30.889269 | 27.750402 | 34.006207 | 275.133880 | 251.06050 | 299.207280 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 208 | V520 Cyg | DCEP | 0.6074 | 8.229 | 7.755 | 7.590 | 0.08 | 0.05 | NaN | NaN | 11.74 | 0.07 | 8153 | 435 | c | LIII | 313.73972 | 47.53380 | 0.062330 | V* V520 Cyg | 313.739712 | 47.533803 | 0.000 | 0.000 | 90.0 | 39 | 20 54 57.53096 | +47 32 01.6907 | deltaCep | cC*|* |V* |IR | -22.100 | NaN | G0 | NaN | 0.5277 | -2.08 | -3.01 | NaN | NaN | NaN | 12.100 | 10.890 | NaN | 8.225 | 7.726 | 7.558 | NaN | NaN | NaN | NaN | NaN | 0.056716 | 369295549951641967 | 2166861170366710272 | 4.049213 | 0.000014 | NaN | NaN | NaN | NaN | NaN | NaN | 1717.935543 | 0.000020 | 1718.040868 | 0.000020 | 1718.045138 | 0.000020 | 10.292237 | 0.000376 | 11.105963 | 0.001222 | 9.407578 | 0.000216 | 0.488879 | 0.001266 | 0.724844 | 0.005529 | 0.419755 | 0.001183 | 0.150387 | 0.225052 | 0.356487 | 0.001813 | 0.135094 | 0.002107 | 4.386753 | 0.008911 | 2.476153 | 0.016453 | 25 | 21 | 23 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
150 | 1635721458409799680 | Gaia DR2 2198162651491732608 | 2198162651491732608 | 149906116 | 2015.5 | 329.469517 | 0.027138 | 56.163886 | 0.027658 | 0.287722 | 0.031663 | 9.087132 | -3.933457 | 0.049745 | -3.151260 | 0.051442 | 0.145726 | 0.426857 | -0.395677 | -0.098648 | 0.122447 | -0.198437 | -0.336345 | -0.278555 | 0.123697 | -0.016924 | 219 | 219 | 216 | 3 | 5.367282 | 340.66003 | 0.000000 | 0.000000e+00 | 31 | True | 234.448990 | 1.392788 | 0.007554 | 0.128555 | 25 | 15 | 0.037232 | 0 | 41 | True | 336 | 2.198950e+06 | 2.099806e+04 | 104.721560 | 9.832828 | 38 | 6.087897e+05 | 2.214692e+04 | 27.488684 | 10.890220 | 36 | 2.248458e+06 | 5.220642e+04 | 43.068604 | 8.882208 | 1.299369 | 0 | 2.008012 | 1.057392 | 0.950620 | -30.022753 | 10.957778 | 5 | 5500.0 | 3.5 | 0.00 | VARIABLE | 100.438389 | 1.067634 | 8.407201 | 60.998574 | 100001.0 | 3895.4775 | 3754.5850 | 4052.7026 | 0.8920 | 0.4390 | 1.7505 | 0.4090 | 0.2083 | 0.8012 | 200111.0 | 95.083320 | 87.848890 | 102.353310 | 1875.626000 | 1550.26260 | 2200.989300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 151 | CP Cep | DCEP | 1.2519 | 7.335 | 6.724 | 6.476 | -0.01 | 0.05 | NaN | NaN | 12.64 | 0.05 | 9175 | 423 | a | LII | 329.46956 | 56.16391 | 0.122388 | V* CP Cep | 329.469547 | 56.163900 | 0.000 | 0.000 | 90.0 | 85 | 21 57 52.69128 | +56 09 50.0388 | deltaCep | V* |cC*|* |IR | -40.700 | NaN | F5Ib | NaN | 0.2877 | -3.93 | -3.15 | NaN | NaN | NaN | 12.290 | 10.580 | NaN | 7.406 | 6.748 | 6.451 | NaN | NaN | NaN | NaN | NaN | 0.078121 | 369295549951641967 | 2198162651491732608 | 17.871976 | 0.000199 | NaN | NaN | NaN | NaN | NaN | NaN | 1647.997402 | 0.000281 | 1647.841136 | 0.000281 | 1648.219703 | 0.000281 | 9.827932 | 0.000130 | 10.845625 | 0.000250 | 8.864936 | 0.000302 | 0.569809 | 0.000729 | 0.756278 | 0.001401 | 0.454907 | 0.001426 | NaN | NaN | 0.183185 | 0.001418 | 0.075359 | 0.000806 | 4.757614 | 0.004863 | 1.746420 | 0.014042 | 38 | 36 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
151 | 1635721458409799680 | Gaia DR2 2200018111723748224 | 2200018111723748224 | 1226073375 | 2015.5 | 335.910919 | 0.026144 | 57.680783 | 0.023981 | 0.224349 | 0.029276 | 7.663171 | -2.815477 | 0.048969 | -1.470550 | 0.044547 | 0.038053 | 0.330172 | -0.403013 | -0.096938 | 0.240564 | -0.159215 | -0.165639 | -0.211623 | 0.002000 | -0.086713 | 241 | 241 | 237 | 4 | 8.933767 | 481.46580 | 0.000000 | 0.000000e+00 | 31 | True | 409.657230 | 1.426066 | 0.007121 | -0.108229 | 27 | 17 | 0.036719 | 0 | 30 | False | 268 | 4.368446e+05 | 4.028211e+03 | 108.446320 | 11.587548 | 27 | 1.497104e+05 | 5.840546e+03 | 25.632950 | 12.413259 | 27 | 4.466239e+05 | 1.001385e+04 | 44.600600 | 10.637065 | 1.365095 | 0 | 1.776194 | 0.825710 | 0.950483 | -69.116170 | 5.476627 | 6 | 6000.0 | 3.5 | 0.00 | VARIABLE | 104.185969 | 0.291101 | 15.564378 | 59.558740 | 100001.0 | 4158.4550 | 3915.3333 | 4642.4650 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 43.899540 | 35.223034 | 49.520670 | 519.209600 | 409.58682 | 628.832400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 156 | MU Cep | CEP | 0.5761 | 9.370 | 8.783 | 8.632 | 0.18 | 0.15 | NaN | NaN | 12.60 | 0.07 | 9321 | 428 | c | LIII | 335.91087 | 57.68078 | 0.094772 | V* MU Cep | 335.910942 | 57.680789 | 0.000 | 0.000 | 90.0 | 23 | 22 23 38.62598 | +57 40 50.8418 | Cepheid | * |V* |Ce*|IR | -69.120 | NaN | NaN | NaN | 0.2243 | -2.82 | -1.47 | NaN | NaN | NaN | 13.500 | NaN | NaN | 9.295 | 8.654 | 8.502 | NaN | NaN | NaN | NaN | NaN | 0.049234 | 369295549951641967 | 2200018111723748224 | 3.767495 | 0.000016 | NaN | NaN | NaN | NaN | NaN | NaN | 1686.242237 | 0.000023 | 1686.216372 | 0.000023 | 1686.230879 | 0.000023 | 11.664927 | 0.000556 | 12.550198 | 0.032278 | 10.752652 | 0.003749 | 0.764530 | 0.003604 | 1.058758 | 0.113587 | 0.699398 | 0.020363 | -0.172072 | 0.219801 | 0.445367 | 0.001791 | 0.139512 | 0.001003 | 4.947885 | 0.006799 | 3.960100 | 0.017157 | 30 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
152 | 1635721458409799680 | Gaia DR2 2203988169026743936 | 2203988169026743936 | 441544231 | 2015.5 | 329.466308 | 0.030183 | 61.018848 | 0.030340 | 1.132780 | 0.033274 | 34.043587 | -5.395975 | 0.057506 | -3.325596 | 0.056520 | 0.189128 | 0.453958 | -0.464881 | -0.098924 | 0.262782 | -0.214691 | -0.329212 | -0.343087 | 0.033794 | -0.064750 | 223 | 223 | 223 | 0 | 0.532152 | 228.61269 | 0.000000 | 0.000000e+00 | 31 | True | 98.903625 | 1.556746 | 0.008150 | 0.030403 | 25 | 17 | 0.042271 | 0 | 29 | False | 248 | 1.967062e+07 | 1.134470e+05 | 173.390460 | 7.453821 | 27 | 8.949292e+06 | 1.973030e+05 | 45.358105 | 7.971917 | 27 | 1.523705e+07 | 1.952410e+05 | 78.042260 | 6.804667 | 1.229567 | 0 | 1.167249 | 0.518096 | 0.649153 | -7.064127 | 3.875693 | 7 | 5000.0 | 4.5 | 0.00 | VARIABLE | 103.414622 | 4.906917 | 16.310606 | 64.225256 | 100001.0 | 4952.3100 | 4876.0000 | 5006.1300 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 35.309402 | 34.554276 | 36.423244 | 675.626600 | 644.65230 | 706.600900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 154 | IR Cep | DCEP | 0.3251 | 5.907 | 5.593 | 5.454 | 0.05 | 0.11 | NaN | NaN | 9.58 | 0.09 | 8169 | 450 | c | LII | 329.46636 | 61.01886 | 0.099855 | V* IR Cep | 329.466356 | 61.018862 | 0.000 | 0.000 | 90.0 | 77 | 21 57 51.92554 | +61 01 07.9040 | deltaCep | V* |cC*|* |** |IR | -5.300 | NaN | G0 | NaN | 1.1328 | -4.87 | -3.49 | NaN | NaN | NaN | 8.680 | 7.860 | NaN | 5.952 | 5.656 | 5.516 | NaN | NaN | NaN | NaN | NaN | 0.098246 | 369295549951641967 | 2203988169026743936 | NaN | NaN | 2.114133 | 0.000004 | NaN | NaN | NaN | NaN | 1688.865201 | 0.000005 | 1688.844360 | 0.000005 | 1688.998970 | 0.000005 | 7.506991 | 0.000171 | 8.052174 | 0.000583 | 6.842833 | 0.000427 | 0.341179 | 0.000579 | 0.471053 | 0.003398 | 0.218859 | 0.001138 | NaN | NaN | 0.210140 | 0.001544 | NaN | NaN | 4.798844 | 0.015501 | NaN | NaN | 26 | 25 | 26 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
153 | 1635721458409799680 | Gaia DR2 2932101334643047680 | 2932101334643047680 | 1376140687 | 2015.5 | 105.103468 | 0.019987 | -20.431696 | 0.030910 | 0.181629 | 0.041452 | 4.381669 | -0.448678 | 0.054827 | 1.761444 | 0.064121 | 0.128559 | -0.133594 | 0.028327 | 0.303781 | 0.237162 | 0.464114 | -0.266122 | 0.369636 | -0.418477 | -0.261877 | 330 | 303 | 326 | 4 | 2.084116 | 376.01407 | 0.000000 | 0.000000e+00 | 31 | True | 236.655910 | 1.534854 | 0.006322 | -0.007154 | 38 | 12 | 0.047095 | 0 | 40 | False | 340 | 1.574567e+05 | 1.557920e+03 | 101.068504 | 12.695463 | 36 | 6.878616e+04 | 2.461555e+03 | 27.944197 | 13.257635 | 36 | 1.255784e+05 | 3.086140e+03 | 40.691086 | 12.014633 | 1.234400 | 0 | 1.243002 | 0.562172 | 0.680830 | 76.684997 | 5.650715 | 10 | 6500.0 | 3.5 | 0.00 | VARIABLE | 232.204932 | -7.268798 | 109.456014 | -42.856200 | 100001.0 | 4837.5800 | 4776.5100 | 4916.6133 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 164 | XZ Cma | CEP | 0.4082 | 10.970 | 10.558 | 10.390 | -0.57 | -0.26 | NaN | NaN | 13.92 | 0.07 | 12567 | 447 | c | YON | 105.10346 | -20.43169 | 0.034090 | V* XZ CMa | 105.103470 | -20.431703 | 0.000 | 0.000 | 90.0 | 23 | 07 00 24.83282 | -20 25 54.1320 | Cepheid | Ce*|V* |IR | 76.680 | NaN | NaN | NaN | 0.1816 | -0.45 | 1.76 | NaN | NaN | NaN | NaN | NaN | NaN | 11.191 | 10.786 | 10.612 | NaN | NaN | NaN | NaN | NaN | 0.028174 | 369295551293819386 | 2932101334643047680 | 2.557780 | 0.000004 | NaN | NaN | NaN | NaN | NaN | NaN | 1755.363861 | 0.000005 | 1755.336105 | 0.000005 | 1755.354102 | 0.000005 | 12.650021 | 0.000165 | 13.149212 | 0.000407 | 11.980394 | 0.000296 | 0.868423 | 0.001018 | 1.122315 | 0.003339 | 0.690190 | 0.002642 | -0.451024 | 0.219740 | 0.530515 | 0.000617 | 0.293016 | 0.000788 | 4.198681 | 0.001559 | 2.257726 | 0.003011 | 40 | 35 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
154 | 1635721458409799680 | Gaia DR2 3027940437469882880 | 3027940437469882880 | 833010805 | 2015.5 | 110.386898 | 0.027645 | -16.687218 | 0.029952 | 0.491694 | 0.039590 | 12.419719 | -1.511957 | 0.056746 | 1.031370 | 0.054832 | -0.069702 | 0.158370 | 0.153088 | 0.254095 | 0.134324 | 0.313040 | -0.161127 | 0.413549 | -0.049444 | -0.158885 | 217 | 217 | 211 | 6 | 5.802683 | 346.71094 | 0.000000 | 0.000000e+00 | 31 | True | 273.163900 | 1.515421 | 0.008160 | -0.063590 | 25 | 14 | 0.040327 | 0 | 29 | False | 242 | 3.452719e+06 | 3.459137e+04 | 99.814450 | 9.342962 | 26 | 1.442895e+06 | 4.930179e+04 | 29.266590 | 9.953301 | 27 | 2.989225e+06 | 5.959555e+04 | 50.158527 | 8.573024 | 1.283661 | 0 | 1.380278 | 0.610339 | 0.769938 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 231.162012 | -1.103313 | 115.185932 | -38.360731 | 100001.0 | 4807.9663 | 4576.9497 | 5033.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 36.824657 | 33.605293 | 40.635840 | 652.856600 | 575.49660 | 730.216700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 350 | RZ Cma | DCEP | 0.6289 | 7.533 | 7.178 | 6.967 | -0.20 | -0.06 | NaN | NaN | 11.25 | 0.05 | 9162 | 448 | a | LEM | 110.38691 | -16.68722 | 0.040691 | V* RZ CMa | 110.386905 | -16.687222 | 0.000 | 0.000 | 90.0 | 75 | 07 21 32.85725 | -16 41 14.0003 | deltaCep | cC*|V* |* |IR | 23.000 | NaN | F6 | NaN | 0.4917 | -1.51 | 1.03 | NaN | NaN | NaN | 10.750 | 9.720 | NaN | 7.511 | 7.110 | 6.929 | NaN | NaN | NaN | NaN | NaN | 0.028369 | 369295549951641967 | 3027940437469882880 | 4.256890 | 0.000016 | NaN | NaN | NaN | NaN | NaN | NaN | 1714.167232 | 0.000022 | 1748.127628 | 0.000022 | 1748.186890 | 0.000022 | 9.316514 | 0.000117 | 9.948911 | 0.000291 | 8.591004 | 0.000293 | 0.477847 | 0.000527 | 0.604684 | 0.001610 | 0.397541 | 0.001372 | 0.491285 | 0.224981 | 0.257007 | 0.000887 | NaN | NaN | 4.327806 | 0.003224 | NaN | NaN | 27 | 23 | 22 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
155 | 1635721458409799680 | Gaia DR2 3046774762417915136 | 3046774762417915136 | 110030686 | 2015.5 | 109.156804 | 0.035521 | -11.487298 | 0.032039 | 0.616425 | 0.047487 | 12.980889 | -2.771330 | 0.069418 | 1.776549 | 0.060706 | -0.196249 | 0.176717 | 0.171950 | 0.372094 | 0.015817 | 0.438413 | 0.270920 | 0.273159 | -0.250304 | -0.276762 | 480 | 480 | 475 | 5 | 3.038194 | 568.68120 | 0.000000 | 0.000000e+00 | 31 | False | 96.974940 | 1.544338 | 0.007177 | 0.015402 | 54 | 13 | 0.046597 | 0 | 66 | False | 542 | 1.279304e+07 | 9.549719e+04 | 133.962460 | 7.920931 | 55 | 5.670556e+06 | 1.741835e+05 | 32.555073 | 8.467324 | 60 | 1.029249e+07 | 2.009183e+05 | 51.227234 | 7.230619 | 1.247792 | 0 | 1.236705 | 0.546393 | 0.690312 | 46.381589 | 2.558675 | 24 | 5000.0 | 4.5 | 0.00 | VARIABLE | 226.008809 | 0.278228 | 112.664704 | -33.431537 | 100001.0 | 4915.0200 | 4838.0000 | 5059.6570 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 53.359060 | 50.351980 | 55.071514 | 1496.966900 | 1335.95300 | 1657.980800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 349 | RY Cma | DCEP | 0.6701 | 6.363 | 6.042 | 5.874 | 0.00 | 0.14 | NaN | NaN | 10.35 | 0.05 | 8796 | 450 | a | LEM | 109.15681 | -11.48730 | 0.023786 | V* RY CMa | 109.156816 | -11.487305 | 0.000 | 0.000 | 90.0 | 136 | 07 16 37.63581 | -11 29 14.2990 | deltaCep | V* |cC*|* |IR | 34.400 | NaN | F8Ib/II | NaN | 0.6164 | -2.77 | 1.78 | NaN | NaN | NaN | 8.990 | 8.190 | NaN | 6.273 | 5.996 | 5.853 | NaN | NaN | NaN | NaN | NaN | 0.051024 | 369295549951641967 | 3046774762417915136 | 4.678300 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1710.980192 | 0.000031 | 1710.924837 | 0.000031 | 1710.991148 | 0.000031 | 7.830550 | 0.000093 | 8.329799 | 0.000268 | 7.200977 | 0.000155 | 0.616233 | 0.000511 | 0.768025 | 0.001492 | 0.478472 | 0.000917 | 0.022814 | 0.224973 | 0.393714 | 0.000639 | 0.169846 | 0.000827 | 4.421172 | 0.002135 | 2.617212 | 0.004847 | 61 | 52 | 59 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
156 | 1635721458409799680 | Gaia DR2 3050050207554658048 | 3050050207554658048 | 1006829389 | 2015.5 | 105.249240 | 0.030249 | -8.708983 | 0.036698 | 0.268923 | 0.044216 | 6.082084 | -2.282974 | 0.065396 | 1.805041 | 0.063180 | -0.050132 | 0.095626 | -0.039320 | 0.140561 | -0.494638 | 0.026922 | -0.243454 | 0.154984 | 0.030799 | 0.143455 | 196 | 196 | 191 | 5 | 10.879393 | 483.37128 | 0.000000 | 0.000000e+00 | 31 | True | 303.920230 | 1.490261 | 0.008454 | -0.047026 | 22 | 12 | 0.043260 | 0 | 24 | False | 206 | 2.585870e+06 | 2.529019e+04 | 102.247960 | 9.656849 | 22 | 9.373447e+05 | 3.531627e+04 | 26.541441 | 10.421639 | 23 | 2.361886e+06 | 5.511012e+04 | 42.857567 | 8.828773 | 1.275868 | 0 | 1.592867 | 0.764791 | 0.828076 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 221.769426 | -1.854478 | 107.697996 | -31.216146 | 100001.0 | 4232.0000 | 4169.7676 | 4306.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 84.294270 | 81.421920 | 86.829180 | 2053.399700 | 1573.47220 | 2533.327100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 233 | AC Mon | DCEP | 0.9039 | 7.577 | 7.066 | 6.849 | -0.03 | -0.06 | NaN | NaN | 11.94 | 0.05 | 9895 | 448 | a | LIII | 105.24925 | -8.70899 | 0.041665 | V* AC Mon | 105.249250 | -8.708991 | 0.000 | 0.000 | 90.0 | 65 | 07 00 59.82010 | -08 42 32.3678 | deltaCep | V* |cC*|* |IR | 40.500 | NaN | F5 | NaN | 0.2689 | -2.28 | 1.81 | NaN | NaN | NaN | 11.370 | 10.290 | NaN | 7.531 | 7.047 | 6.856 | NaN | NaN | NaN | NaN | NaN | 0.045110 | 369295549951641967 | 3050050207554658048 | 8.011272 | 0.000070 | NaN | NaN | NaN | NaN | NaN | NaN | 1699.201221 | 0.000099 | 1705.568629 | 0.000099 | 1699.266049 | 0.000099 | 9.622320 | 0.000221 | 10.317295 | 0.001787 | 8.785527 | 0.000364 | 0.446058 | 0.000926 | 0.729531 | 0.009954 | 0.439195 | 0.001195 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 22 | 20 | 21 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
157 | 1635721458409799680 | Gaia DR2 3051144427784813824 | 3051144427784813824 | 735459582 | 2015.5 | 103.547655 | 0.025922 | -7.664379 | 0.027486 | -0.025590 | 0.037269 | -0.686627 | -0.122240 | 0.068214 | 0.510090 | 0.057830 | -0.651840 | 0.377990 | -0.230106 | 0.247487 | -0.338400 | 0.301004 | -0.240771 | -0.088288 | -0.084076 | 0.054369 | 292 | 18 | 288 | 4 | 4.755099 | 411.01532 | 0.125601 | 3.851516e+00 | 31 | False | 38.475770 | 1.469824 | 0.003342 | -0.050678 | 33 | 11 | 0.067978 | 0 | 35 | True | 302 | 8.335671e+04 | 1.240252e+03 | 67.209500 | 13.386014 | 34 | 3.136635e+04 | 1.863175e+03 | 16.834894 | 14.110229 | 34 | 7.903963e+04 | 2.887989e+03 | 27.368397 | 12.517308 | 1.324500 | 0 | 1.592920 | 0.724215 | 0.868706 | 85.751349 | 0.973089 | 4 | 6500.0 | 3.5 | 0.00 | VARIABLE | 220.071232 | -2.878648 | 105.610281 | -30.372445 | 110001.0 | 4355.0000 | 4171.4053 | 4726.2800 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 246 | YY Mon | DCEP | 0.5384 | 11.314 | 10.802 | 10.638 | -0.46 | -0.49 | NaN | NaN | 14.53 | 0.06 | 15011 | 480 | c | LIII | 103.54767 | -7.66436 | 0.086161 | V* YY Mon | 103.547656 | -7.664381 | 0.000 | 0.000 | 90.0 | 19 | 06 54 11.43735 | -07 39 51.7717 | deltaCep | cC*|V* |IR | 85.750 | NaN | NaN | NaN | NaN | -0.12 | 0.51 | NaN | NaN | NaN | 14.850 | NaN | NaN | 11.484 | 10.941 | 10.767 | NaN | NaN | NaN | NaN | NaN | 0.008130 | 369295549951641967 | 3051144427784813824 | 3.454034 | 0.000012 | NaN | NaN | NaN | NaN | NaN | NaN | 1714.378838 | 0.000016 | 1714.361581 | 0.000016 | 1714.371227 | 0.000016 | 13.282120 | 0.000220 | 13.983784 | 0.000606 | 12.439991 | 0.000442 | 0.948435 | 0.001179 | 1.148393 | 0.002878 | 0.819508 | 0.002626 | -0.425407 | 0.219770 | 0.522695 | 0.001302 | 0.333784 | 0.001166 | 4.311354 | 0.002522 | 2.489769 | 0.005965 | 35 | 32 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
158 | 1635721458409799680 | Gaia DR2 3051692843568009600 | 3051692843568009600 | 693181250 | 2015.5 | 106.785619 | 0.032435 | -7.795128 | 0.034321 | 0.127636 | 0.044864 | 2.844972 | -0.413120 | 0.070397 | 0.772191 | 0.060716 | -0.224269 | 0.275090 | -0.050772 | 0.336965 | 0.086104 | 0.334754 | -0.432998 | 0.504979 | 0.062591 | -0.137146 | 187 | 160 | 183 | 4 | 2.476344 | 228.14345 | 0.000000 | 1.093143e-15 | 31 | False | 253.673580 | 1.467486 | 0.006943 | -0.124931 | 21 | 10 | 0.049851 | 0 | 21 | False | 187 | 1.790682e+05 | 2.352201e+03 | 76.127920 | 12.555820 | 19 | 6.379230e+04 | 3.888379e+03 | 16.405884 | 13.339468 | 19 | 1.652589e+05 | 5.717352e+03 | 28.904806 | 11.716508 | 1.279129 | 0 | 1.622960 | 0.783648 | 0.839312 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 221.654092 | -0.084277 | 109.315705 | -30.115761 | 100001.0 | 4241.0000 | 4023.6800 | 4494.8600 | 0.3940 | 0.1667 | 1.8260 | 0.1793 | 0.0954 | 1.0204 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 237 | FG Mon | DCEP | 0.6529 | 10.513 | 9.976 | 9.743 | -0.14 | -0.17 | NaN | NaN | 13.96 | 0.05 | 13226 | 450 | b| | LIII | 106.78562 | -7.79514 | 0.042625 | V* FG Mon | 106.785621 | -7.795132 | 0.000 | 0.000 | 90.0 | 32 | 07 07 08.54903 | -07 47 42.4735 | deltaCep | V* |cC*|* |IR | NaN | NaN | NaN | NaN | 0.1276 | -0.41 | 0.77 | NaN | NaN | NaN | 14.440 | NaN | NaN | 10.689 | 10.107 | 9.845 | NaN | NaN | NaN | NaN | NaN | 0.013574 | 369295551293819386 | 3051692843568009600 | 4.788007 | 0.000012 | NaN | NaN | NaN | NaN | NaN | NaN | 1711.802535 | 0.000017 | 1710.872757 | 0.000017 | 1710.870374 | 0.000017 | 12.540129 | 0.000130 | 13.267946 | 0.000370 | 11.695817 | 0.000259 | 0.631418 | 0.001106 | 0.695113 | 0.001814 | 0.397135 | 0.001243 | -0.039970 | 0.225024 | 0.412036 | 0.001395 | 0.410894 | 0.001640 | 0.957888 | 0.002945 | 3.140309 | 0.004103 | 20 | 18 | 18 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
159 | 1635721458409799680 | Gaia DR2 3052092481686246016 | 3052092481686246016 | 1009381090 | 2015.5 | 107.658298 | 0.031071 | -7.122901 | 0.032809 | 0.138431 | 0.037973 | 3.645555 | -0.930780 | 0.068151 | 1.119547 | 0.061490 | -0.123291 | 0.143294 | -0.247737 | 0.176300 | -0.068425 | 0.194614 | -0.355499 | 0.144523 | -0.088321 | 0.049257 | 167 | 158 | 164 | 3 | 2.854587 | 214.71475 | 0.000000 | 0.000000e+00 | 31 | True | 262.299470 | 1.471390 | 0.007905 | -0.018852 | 19 | 11 | 0.046012 | 0 | 19 | False | 167 | 1.852457e+05 | 2.584173e+03 | 71.684700 | 12.518995 | 16 | 7.105442e+04 | 4.265048e+03 | 16.659698 | 13.222410 | 16 | 1.732482e+05 | 6.608251e+03 | 26.216946 | 11.665248 | 1.318803 | 0 | 1.557162 | 0.703415 | 0.853747 | 95.842459 | 7.731648 | 4 | 6000.0 | 3.5 | 0.00 | VARIABLE | 221.456349 | 0.993459 | 110.197932 | -29.332401 | 100001.0 | 4445.6665 | 4276.1567 | 4637.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 238 | FI Mon | DCEP | 0.5169 | 10.425 | 9.939 | 9.733 | -0.11 | -0.14 | NaN | NaN | 13.55 | 0.05 | 12257 | 447 | b| | LIII | 107.65829 | -7.12289 | 0.048689 | V* FI Mon | 107.658302 | -7.122906 | 0.000 | 0.000 | 90.0 | 37 | 07 10 37.99242 | -07 07 22.4615 | deltaCep | V* |cC*|* |IR | 95.840 | NaN | NaN | NaN | 0.1384 | -0.93 | 1.12 | NaN | NaN | NaN | 14.070 | NaN | NaN | 10.322 | 9.862 | 9.655 | NaN | NaN | NaN | NaN | NaN | 0.022567 | 369295551293819386 | 3052092481686246016 | 3.947152 | 0.000006 | NaN | NaN | NaN | NaN | NaN | NaN | 1711.917070 | 0.000009 | 1711.964544 | 0.000009 | 1712.257478 | 0.000009 | 12.519994 | 0.000258 | 13.228878 | 0.009926 | 11.643262 | 0.000251 | 0.574003 | 0.000942 | 0.768767 | 0.004344 | 0.473534 | 0.001840 | -0.195926 | 0.219852 | 0.452648 | 0.002115 | 0.445321 | 0.002353 | 4.466822 | 0.003696 | 1.879913 | 0.004629 | 18 | 16 | 16 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
160 | 1635721458409799680 | Gaia DR2 3099066951319051008 | 3099066951319051008 | 1507808420 | 2015.5 | 102.702843 | 0.022796 | -7.980728 | 0.024533 | 0.141794 | 0.032653 | 4.342438 | -0.358865 | 0.053472 | 0.756953 | 0.052973 | -0.386299 | 0.233756 | -0.013834 | 0.168365 | -0.272944 | 0.050577 | -0.246009 | 0.188676 | 0.157360 | -0.103142 | 302 | 249 | 293 | 9 | 6.576016 | 475.47726 | 0.000000 | 0.000000e+00 | 31 | True | 232.807330 | 1.489006 | 0.005004 | -0.042203 | 34 | 12 | 0.040663 | 0 | 34 | False | 302 | 1.655842e+05 | 2.127582e+03 | 77.827415 | 12.640819 | 32 | 6.149885e+04 | 3.259747e+03 | 18.866142 | 13.379221 | 32 | 1.493897e+05 | 5.043835e+03 | 29.618282 | 11.826118 | 1.273603 | 0 | 1.553103 | 0.738402 | 0.814700 | 80.630582 | 6.219442 | 9 | 6000.0 | 3.5 | 0.00 | VARIABLE | 219.973896 | -3.768097 | 104.682092 | -30.774853 | 100001.0 | 4339.0900 | 4203.1800 | 4505.2827 | 0.2927 | 0.0546 | 2.1634 | 0.1303 | 0.0225 | 1.2405 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 236 | EE Mon | DCEP | 0.6821 | 10.866 | 10.309 | 10.094 | -0.52 | -0.55 | NaN | NaN | 14.41 | 0.07 | 14593 | 477 | c | LIII | 102.70283 | -7.98072 | 0.054406 | V* EE Mon | 102.702845 | -7.980731 | 0.000 | 0.000 | 90.0 | 35 | 06 50 48.68269 | -07 58 50.6324 | deltaCep | V* |cC*|* |IR | 80.630 | NaN | NaN | NaN | 0.1418 | -0.36 | 0.76 | NaN | NaN | NaN | 14.030 | NaN | NaN | 10.744 | 10.311 | 10.115 | NaN | NaN | NaN | NaN | NaN | 0.012985 | 369295549951641967 | 3099066951319051008 | 4.809715 | 0.000038 | NaN | NaN | NaN | NaN | NaN | NaN | 1712.346367 | 0.000054 | 1712.292989 | 0.000054 | 1712.273289 | 0.000054 | 12.565519 | 0.000612 | 13.255745 | 0.002560 | 11.771655 | 0.001378 | 0.793423 | 0.000885 | 0.994310 | 0.002567 | 0.663651 | 0.001346 | 0.350008 | 0.225160 | 0.298234 | 0.003027 | 0.277415 | 0.001201 | 4.697018 | 0.004632 | 3.397799 | 0.008637 | 34 | 31 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
161 | 1635721458409799680 | Gaia DR2 3105345570728492416 | 3105345570728492416 | 10386200 | 2015.5 | 101.183109 | 0.034342 | -3.952398 | 0.035819 | 0.134575 | 0.041906 | 3.211329 | -0.999037 | 0.068398 | 0.549417 | 0.074992 | -0.071116 | 0.197846 | -0.204629 | 0.101257 | -0.334020 | 0.042831 | -0.135347 | 0.081716 | 0.085644 | -0.042693 | 133 | 133 | 129 | 4 | 2.342407 | 163.86295 | 0.000000 | 0.000000e+00 | 31 | False | 431.545500 | 1.483016 | 0.008933 | -0.046021 | 15 | 10 | 0.047974 | 0 | 15 | False | 133 | 5.110972e+05 | 5.870509e+03 | 87.061810 | 11.417107 | 13 | 2.093462e+05 | 1.121983e+04 | 18.658587 | 12.049226 | 13 | 4.478230e+05 | 1.492257e+04 | 30.009780 | 10.634154 | 1.285801 | 0 | 1.415072 | 0.632119 | 0.782952 | 68.376691 | 12.005314 | 2 | 6000.0 | 3.5 | 0.00 | VARIABLE | 215.689857 | -3.290798 | 102.531259 | -26.906504 | 100001.0 | 4442.2600 | 4391.1100 | 4714.4434 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 242 | V504 Mon | CEP | 0.4431 | 9.713 | 9.258 | 9.071 | 0.01 | -0.02 | NaN | NaN | 13.33 | 0.12 | 12006 | 503 | c | LIII | 101.18292 | -3.95250 | 0.773097 | V* V504 Mon | 101.183114 | -3.952400 | 0.000 | 0.000 | 90.0 | 28 | 06 44 43.94725 | -03 57 08.6399 | Cepheid | Ce*|V* |* | 68.380 | NaN | NaN | NaN | 0.1346 | -1.00 | 0.55 | NaN | NaN | NaN | 12.770 | 11.770 | 11.48 | NaN | NaN | NaN | NaN | 12.26 | 11.38 | 10.96 | NaN | 0.017672 | 369295551293819386 | 3105345570728492416 | NaN | NaN | 2.774746 | 0.000019 | NaN | NaN | NaN | NaN | 1713.419762 | 0.000027 | 1713.457160 | 0.000027 | 1713.450191 | 0.000027 | 11.388952 | 0.000370 | 12.036754 | 0.000665 | 10.621232 | 0.000458 | 0.369534 | 0.000628 | 0.482767 | 0.001458 | 0.311458 | 0.001009 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15 | 13 | 13 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
162 | 1635721458409799680 | Gaia DR2 3112550812164329856 | 3112550812164329856 | 1533523235 | 2015.5 | 105.473396 | 0.038921 | -1.130952 | 0.035437 | 0.419051 | 0.041782 | 10.029445 | -3.472378 | 0.080769 | 1.702881 | 0.068116 | -0.052326 | 0.065083 | -0.234469 | 0.170667 | -0.317194 | 0.151260 | -0.244003 | 0.046508 | -0.021255 | 0.032517 | 179 | 179 | 175 | 4 | 3.619806 | 245.01073 | 0.000000 | 0.000000e+00 | 31 | False | 140.236620 | 1.583105 | 0.010546 | -0.032213 | 20 | 11 | 0.051818 | 0 | 20 | True | 178 | 7.877838e+06 | 4.817711e+04 | 163.518280 | 8.447349 | 20 | 4.143053e+06 | 9.699669e+04 | 42.713337 | 8.808087 | 20 | 5.323696e+06 | 7.043057e+04 | 75.587870 | 7.946387 | 1.201694 | 0 | 0.861701 | 0.360739 | 0.500962 | 50.277020 | 3.548861 | 5 | 5750.0 | 4.5 | 0.00 | VARIABLE | 215.131283 | 1.809733 | 106.931607 | -23.665321 | 100001.0 | 5573.0000 | 5310.3650 | 5806.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 45.497650 | 41.911980 | 50.109290 | 1798.990200 | 1539.86320 | 2058.117200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 243 | V526 Mon | DCEPS | 0.4273 | 7.314 | 7.075 | 6.962 | -0.17 | -0.20 | NaN | NaN | 11.44 | 0.08 | 9591 | 453 | c* | LIII | 105.47341 | -1.13096 | 0.058934 | V* V526 Mon | 105.473411 | -1.130959 | 0.000 | 0.000 | 90.0 | 62 | 07 01 53.61861 | -01 07 51.4522 | deltaCep | cC*|* |V* |IR | 50.280 | NaN | F3III | NaN | 0.4191 | -3.47 | 1.70 | NaN | NaN | NaN | 9.200 | 8.670 | NaN | 7.314 | 7.075 | 6.962 | NaN | NaN | NaN | NaN | NaN | 0.059946 | 369295551293819386 | 3112550812164329856 | NaN | NaN | 2.674923 | 0.000017 | NaN | NaN | NaN | NaN | 1749.711842 | 0.000024 | 1749.685081 | 0.000024 | 1749.768741 | 0.000024 | 8.431307 | 0.000123 | 8.790238 | 0.000261 | 7.943160 | 0.000230 | 0.239105 | 0.000616 | 0.295207 | 0.001035 | 0.156891 | 0.000711 | NaN | NaN | 0.049259 | 0.002042 | NaN | NaN | 4.018331 | 0.040430 | NaN | NaN | 18 | 18 | 17 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
163 | 1635721458409799680 | Gaia DR2 3117307814859500416 | 3117307814859500416 | 168121212 | 2015.5 | 97.772677 | 0.021466 | -2.146792 | 0.022574 | 0.062152 | 0.024389 | 2.548388 | 0.185216 | 0.042867 | 0.407939 | 0.039795 | 0.088807 | 0.025971 | -0.324010 | 0.049617 | -0.356190 | -0.017048 | -0.435388 | 0.187102 | 0.107468 | 0.127651 | 150 | 8 | 150 | 0 | 2.426989 | 189.58310 | 0.000000 | 0.000000e+00 | 31 | True | 108.638630 | 1.442012 | 0.005698 | 0.094166 | 17 | 11 | 0.049688 | 0 | 17 | False | 115 | 7.642346e+04 | 2.838148e+02 | 269.272250 | 13.480299 | 13 | 2.644497e+04 | 3.362450e+02 | 78.647920 | 14.295530 | 13 | 7.391881e+04 | 7.982583e+02 | 92.600120 | 12.590033 | 1.313259 | 0 | 1.705498 | 0.815231 | 0.890266 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 212.525386 | -5.505216 | 98.601075 | -25.354299 | 100001.0 | 4098.7800 | 3993.6700 | 4242.5000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 241 | V484 Mon | CEP | 0.4963 | 10.968 | 10.533 | 10.302 | -0.06 | -0.09 | NaN | NaN | 14.07 | 0.07 | 13862 | 476 | c | LIII | 97.77267 | -2.14681 | 0.069752 | V* V484 Mon | 97.772676 | -2.146794 | 0.000 | 0.000 | 90.0 | 22 | 06 31 05.44222 | -02 08 48.4569 | Cepheid | RR*|RR*|Ce*|V* |* |IR | NaN | NaN | NaN | NaN | 0.0622 | 0.19 | 0.41 | NaN | NaN | NaN | NaN | 13.670 | NaN | 11.164 | 10.674 | 10.425 | NaN | NaN | NaN | NaN | NaN | 0.006944 | 369295551293819386 | 3117307814859500416 | 2.831178 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1713.942181 | 0.000026 | 1713.926309 | 0.000026 | 1713.945355 | 0.000026 | 13.290093 | 0.000537 | 14.088630 | 0.001093 | 12.470834 | 0.000668 | 0.631582 | 0.002170 | 0.692140 | 0.004880 | 0.408498 | 0.002580 | -0.242603 | 0.219765 | 0.466896 | 0.001141 | NaN | NaN | 3.156511 | 0.002458 | NaN | NaN | 17 | 16 | 16 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
164 | 1635721458409799680 | Gaia DR2 3157950918582624256 | 3157950918582624256 | 1109475334 | 2015.5 | 104.709655 | 0.038410 | 9.622729 | 0.037434 | 0.277803 | 0.041803 | 6.645571 | -0.365950 | 0.072291 | -0.784796 | 0.065181 | -0.353398 | 0.084390 | -0.237614 | 0.391889 | -0.341448 | 0.288132 | -0.357831 | 0.174179 | -0.033466 | -0.191972 | 170 | 170 | 168 | 2 | 3.498090 | 233.81964 | 0.000000 | 1.101319e-15 | 31 | True | 201.886570 | 1.598351 | 0.010279 | -0.135426 | 19 | 11 | 0.051237 | 0 | 21 | False | 168 | 3.611608e+06 | 3.109855e+04 | 116.134290 | 9.294114 | 20 | 2.024189e+06 | 6.843821e+04 | 29.576885 | 9.585760 | 19 | 2.385252e+06 | 4.544348e+04 | 52.488335 | 8.818084 | 1.220908 | 0 | 0.767676 | 0.291646 | 0.476030 | 28.852823 | 4.842016 | 3 | 6500.0 | 4.5 | 0.00 | VARIABLE | 205.173567 | 6.001361 | 104.891846 | -13.059350 | 100001.0 | 6009.6665 | 5570.0000 | 6322.5605 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 39.433937 | 35.627464 | 45.905052 | 1827.412100 | 1430.26420 | 2224.560000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 353 | UY Mon | DCEPS | 0.3799 | 8.175 | 7.958 | 7.897 | -0.33 | -0.19 | NaN | NaN | 12.26 | 0.10 | 10553 | 464 | c* | LEM | 104.70966 | 9.62274 | 0.041783 | V* UY Mon | 104.709657 | 9.622733 | 0.000 | 0.000 | 90.0 | 63 | 06 58 50.31761 | +09 37 21.8382 | deltaCep | V* |cC*|* |IR | 28.850 | NaN | F8II | NaN | 0.2778 | -0.37 | -0.79 | NaN | NaN | NaN | 9.890 | 9.370 | NaN | 8.175 | 7.958 | 7.897 | NaN | NaN | NaN | NaN | NaN | 0.013422 | 369295551293819386 | 3157950918582624256 | NaN | NaN | 2.398148 | 0.000006 | NaN | NaN | NaN | NaN | 1714.690148 | 0.000008 | 1748.224864 | 0.000008 | 1714.783883 | 0.000008 | 9.226869 | 0.000167 | 9.554243 | 0.000801 | 8.778697 | 0.000324 | 0.351333 | 0.000374 | 0.448740 | 0.001489 | 0.234306 | 0.000675 | NaN | NaN | 0.119444 | 0.000857 | NaN | NaN | 4.438879 | 0.010089 | NaN | NaN | 19 | 16 | 18 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
165 | 1635721458409799680 | Gaia DR2 3329849043206545920 | 3329849043206545920 | 996840204 | 2015.5 | 92.806594 | 0.043733 | 9.612492 | 0.045782 | 0.387307 | 0.059261 | 6.535567 | -0.398512 | 0.078239 | -1.076818 | 0.067271 | -0.244071 | 0.317563 | -0.001395 | 0.375854 | -0.561940 | 0.062337 | -0.370203 | 0.342581 | 0.253067 | 0.023170 | 153 | 153 | 153 | 0 | 3.020042 | 205.44566 | 0.000000 | 0.000000e+00 | 31 | True | 228.620440 | 1.534494 | 0.011442 | -0.067982 | 17 | 11 | 0.047806 | 0 | 17 | False | 152 | 5.865498e+06 | 8.638276e+04 | 67.901250 | 8.767604 | 16 | 2.589937e+06 | 1.489519e+05 | 17.387747 | 9.318165 | 17 | 5.120551e+06 | 1.856810e+05 | 27.577137 | 7.988628 | 1.314550 | 0 | 1.329536 | 0.550561 | 0.778976 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 199.766223 | -4.417909 | 92.849479 | -13.799033 | 100001.0 | 4754.2400 | 4326.0000 | 5000.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 62.799377 | 56.777670 | 75.848076 | 1815.222500 | 1447.90590 | 2182.539000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 355 | GQ Ori | DCEP | 0.9353 | 7.068 | 6.650 | 6.503 | 0.11 | 0.25 | NaN | NaN | 11.81 | 0.05 | 10129 | 453 | b | LEM | 92.80659 | 9.61251 | 0.068071 | V* GQ Ori | 92.806596 | 9.612496 | 0.000 | 0.000 | 90.0 | 67 | 06 11 13.58301 | +09 36 44.9862 | deltaCep | * |IR |cC*|V* |V*? | NaN | NaN | B | NaN | 0.3873 | -0.40 | -1.08 | NaN | NaN | NaN | 9.810 | 8.880 | NaN | 7.090 | 6.746 | 6.611 | NaN | NaN | NaN | NaN | NaN | 0.017797 | 369295551293819386 | 3329849043206545920 | 8.614877 | 0.000252 | NaN | NaN | NaN | NaN | NaN | NaN | 1699.575991 | 0.000356 | 1697.362469 | 0.000356 | 1697.731721 | 0.000356 | 8.671568 | 0.000413 | 9.240516 | 0.004037 | 7.990393 | 0.001624 | 0.503929 | 0.000823 | 0.642827 | 0.011434 | 0.442250 | 0.003762 | NaN | NaN | 0.125721 | 0.003152 | 0.222187 | 0.003059 | 5.582238 | 0.041324 | 4.058892 | 0.048887 | 17 | 14 | 16 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
166 | 1635721458409799680 | Gaia DR2 3344297935963515008 | 3344297935963515008 | 1221528101 | 2015.5 | 91.436350 | 0.037632 | 13.239989 | 0.036553 | 0.160262 | 0.043073 | 3.720674 | 0.695141 | 0.077786 | 0.316810 | 0.068742 | 0.072804 | 0.039218 | -0.291569 | 0.072809 | -0.432769 | 0.006676 | -0.355962 | 0.122436 | 0.141402 | 0.126315 | 138 | 138 | 138 | 0 | 2.829171 | 183.85568 | 0.000000 | 0.000000e+00 | 31 | True | 361.683260 | 1.435334 | 0.008973 | 0.085354 | 16 | 11 | 0.050703 | 0 | 16 | False | 139 | 3.112963e+05 | 3.717497e+03 | 83.738140 | 11.955431 | 14 | 1.169849e+05 | 6.682782e+03 | 17.505417 | 12.681064 | 14 | 3.076915e+05 | 1.100444e+04 | 27.960676 | 11.041632 | 1.364219 | 0 | 1.639432 | 0.725633 | 0.913799 | 35.444354 | 8.450403 | 5 | 6000.0 | 3.5 | 0.00 | VARIABLE | 195.930066 | -3.850050 | 91.420600 | -10.192209 | 100001.0 | 4845.5947 | 4249.0000 | 6020.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 252 | CR Ori | DCEP | 0.6911 | 9.705 | 9.294 | 9.114 | -0.19 | -0.22 | NaN | NaN | 13.59 | 0.06 | 13023 | 474 | c | LIII | 91.43633 | 13.24000 | 0.080576 | V* CR Ori | 91.436347 | 13.239988 | 0.000 | 0.000 | 90.0 | 37 | 06 05 44.72333 | +13 14 23.9570 | deltaCep | cC*|* |V* |IR | 40.000 | NaN | F7 | NaN | 0.1603 | 0.70 | 0.32 | NaN | NaN | NaN | 12.970 | NaN | NaN | 9.719 | 9.278 | 9.094 | NaN | NaN | NaN | NaN | NaN | 0.011841 | 369295551293819386 | 3344297935963515008 | 4.909584 | 0.000025 | NaN | NaN | NaN | NaN | NaN | NaN | 1703.860217 | 0.000036 | 1703.588019 | 0.000036 | 1703.627467 | 0.000036 | 11.890348 | 0.000149 | 12.638213 | 0.001387 | 11.031163 | 0.000776 | 0.479826 | 0.000509 | 0.672012 | 0.003101 | 0.438886 | 0.001648 | 0.170583 | 0.225015 | 0.350593 | 0.001297 | NaN | NaN | 4.646178 | 0.002505 | NaN | NaN | 15 | 13 | 13 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
167 | 1635721458409799680 | Gaia DR2 3351921532976862336 | 3351921532976862336 | 518256317 | 2015.5 | 100.156509 | 0.035457 | 11.727479 | 0.034570 | 0.258321 | 0.041413 | 6.237648 | -0.706862 | 0.068245 | -0.143610 | 0.059981 | -0.236816 | 0.199900 | -0.078904 | 0.247208 | -0.419339 | 0.143258 | -0.254118 | 0.160612 | 0.093142 | -0.133403 | 161 | 161 | 160 | 1 | 5.166569 | 263.97100 | 0.000000 | 0.000000e+00 | 31 | True | 322.304870 | 1.403726 | 0.008443 | -0.108388 | 18 | 11 | 0.045132 | 0 | 18 | False | 161 | 3.469221e+05 | 2.754136e+03 | 125.964020 | 11.837786 | 17 | 1.095781e+05 | 3.690425e+03 | 29.692558 | 12.752078 | 16 | 3.661449e+05 | 8.210862e+03 | 44.592750 | 10.852787 | 1.371268 | 0 | 1.899291 | 0.914292 | 0.984999 | 72.318294 | 7.699745 | 4 | 6000.0 | 3.5 | 0.00 | VARIABLE | 201.265111 | 2.957069 | 100.142904 | -11.354909 | 100001.0 | 3837.0000 | 3783.0000 | 3945.2168 | 0.5740 | 0.1265 | 1.1216 | 0.2290 | 0.0386 | 0.4797 | 200111.0 | 44.222920 | 41.830135 | 45.494442 | 381.906220 | 293.25660 | 470.555850 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 244 | V911 Mon | DCEP | 0.6971 | 9.481 | 8.932 | 8.694 | -0.01 | -0.04 | NaN | NaN | 13.05 | 0.07 | 11822 | 464 | c | LIII | 100.15650 | 11.72747 | 0.043634 | V* V911 Mon | 100.156512 | 11.727479 | 0.000 | 0.000 | 90.0 | 8 | 06 40 37.56280 | +11 43 38.9257 | deltaCep | * |IR |V* |cC* | 72.320 | NaN | NaN | NaN | 0.2583 | -0.71 | -0.14 | NaN | NaN | NaN | 12.000 | 12.150 | NaN | 9.600 | 9.030 | 8.789 | NaN | NaN | NaN | NaN | NaN | 0.011180 | 369295551293819386 | 3351921532976862336 | 4.978533 | 0.000029 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.890213 | 0.000041 | 1706.941087 | 0.000041 | 1707.011003 | 0.000041 | 11.771139 | 0.000150 | 12.685956 | 0.002021 | 10.823236 | 0.000743 | 0.415142 | 0.000569 | 0.572539 | 0.006795 | 0.341349 | 0.002577 | 0.185650 | 0.225043 | 0.346196 | 0.001668 | NaN | NaN | 4.870482 | 0.004930 | NaN | NaN | 18 | 15 | 12 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
168 | 1635721458409799680 | Gaia DR2 3398383973788673024 | 3398383973788673024 | 904134089 | 2015.5 | 86.418875 | 0.044117 | 18.656884 | 0.038853 | 0.805196 | 0.052640 | 15.296192 | 1.214523 | 0.084960 | -2.513263 | 0.068069 | -0.133196 | 0.166422 | -0.210315 | 0.181357 | -0.383018 | 0.069943 | -0.452406 | 0.199538 | 0.310043 | -0.131752 | 156 | 156 | 155 | 1 | 2.017689 | 186.95854 | 0.000000 | 0.000000e+00 | 31 | True | 84.326416 | 1.579498 | 0.011246 | -0.013127 | 18 | 11 | 0.052225 | 0 | 19 | False | 155 | 1.316614e+07 | 9.917384e+04 | 132.758210 | 7.889720 | 18 | 6.327474e+06 | 1.750526e+05 | 36.146130 | 8.348312 | 18 | 9.101609e+06 | 1.631506e+05 | 55.786556 | 7.364125 | 1.171876 | 0 | 0.984188 | 0.458593 | 0.525595 | -3.672116 | 2.742844 | 9 | 5500.0 | 4.5 | 0.00 | VARIABLE | 188.806096 | -5.323559 | 86.595643 | -4.740087 | 100001.0 | 5350.0000 | 5210.5000 | 5629.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 33.621810 | 30.371494 | 35.446213 | 834.357240 | 760.10140 | 908.613100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 335 | EU Tau | DCEPS | 0.3227 | 6.691 | 6.360 | 6.254 | 0.04 | 0.12 | NaN | NaN | 10.30 | 0.09 | 9073 | 454 | c* | ROM | 86.41887 | 18.65690 | 0.061146 | V* EU Tau | 86.418870 | 18.656895 | 0.000 | 0.000 | 90.0 | 96 | 05 45 40.52879 | +18 39 24.8207 | deltaCep | V* |cC*|* |IR | -2.500 | NaN | G5 | NaN | 0.8052 | 1.22 | -2.51 | NaN | NaN | NaN | 8.710 | 8.080 | NaN | 6.691 | 6.360 | 6.254 | NaN | NaN | NaN | NaN | NaN | 0.043266 | 369295551293819386 | 3398383973788673024 | NaN | NaN | 2.102399 | 0.000012 | NaN | NaN | NaN | NaN | 1709.944046 | 0.000017 | 1709.891610 | 0.000017 | 1709.891725 | 0.000017 | 7.876558 | 0.000205 | 8.284633 | 0.000349 | 7.348044 | 0.000348 | 0.282429 | 0.000698 | 0.359310 | 0.001255 | 0.216687 | 0.001442 | NaN | NaN | 0.110178 | 0.003492 | NaN | NaN | 4.614260 | 0.029808 | NaN | NaN | 18 | 18 | 18 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
169 | 1635721458409799680 | Gaia DR2 3409635486731094400 | 3409635486731094400 | 661767399 | 2015.5 | 69.311554 | 0.045549 | 18.543013 | 0.020443 | 1.428380 | 0.060568 | 23.583138 | -4.607572 | 0.128644 | -5.389905 | 0.054240 | 0.244504 | -0.302815 | -0.454651 | 0.100130 | 0.155675 | 0.206974 | -0.423784 | 0.534557 | 0.046706 | -0.157813 | 382 | 382 | 369 | 13 | 9.787754 | 696.07570 | 0.000000 | 0.000000e+00 | 31 | True | 292.856380 | 1.524337 | 0.006784 | 0.015908 | 45 | 11 | 0.077208 | 0 | 51 | False | 411 | 5.848277e+07 | 3.263764e+05 | 179.188110 | 6.270796 | 43 | 2.685796e+07 | 3.843524e+05 | 69.878494 | 6.778706 | 45 | 4.610428e+07 | 4.456396e+05 | 103.456440 | 5.602567 | 1.247585 | 0 | 1.176139 | 0.507910 | 0.668229 | 3.524471 | 2.008522 | 18 | 5000.0 | 4.5 | 0.00 | VARIABLE | 179.485014 | -18.741194 | 70.392750 | -3.499118 | 100001.0 | 4897.2500 | 4875.0000 | 4921.8066 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 49.700510 | 49.205800 | 50.155220 | 1280.045700 | 1208.44360 | 1351.647700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 336 | SZ Tau | DCEPS | 0.4981 | 4.779 | 4.422 | 4.298 | 0.07 | 0.15 | NaN | NaN | 8.93 | 0.05 | 8518 | 452 | b | ROM | 69.31158 | 18.54303 | 0.109556 | V* SZ Tau | 69.311575 | 18.543036 | 0.000 | 0.000 | 90.0 | 276 | 04 37 14.77788 | +18 32 34.9293 | deltaCep | V* |cC*|IR |* | -1.200 | NaN | F6.7:Ib | NaN | 1.4284 | -4.61 | -5.39 | NaN | NaN | NaN | 7.130 | 6.370 | NaN | 4.850 | 4.631 | 4.307 | NaN | NaN | NaN | NaN | NaN | 0.109909 | 369295549951641967 | 3409635486731094400 | NaN | NaN | 3.148354 | 0.000017 | NaN | NaN | NaN | NaN | 1705.570395 | 0.000025 | 1705.561542 | 0.000025 | 1705.605229 | 0.000025 | 6.232531 | 0.000093 | 6.748013 | 0.000258 | 5.594133 | 0.000215 | 0.277840 | 0.000322 | 0.345164 | 0.001044 | 0.197687 | 0.000671 | NaN | NaN | 0.056548 | 0.001139 | NaN | NaN | 4.356126 | 0.023126 | NaN | NaN | 33 | 35 | 33 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
170 | 1635721458409799680 | Gaia DR2 3441484760885586176 | 3441484760885586176 | 522670436 | 2015.5 | 86.437150 | 0.036629 | 27.067899 | 0.033084 | 0.253450 | 0.040053 | 6.327799 | -0.154885 | 0.073227 | -1.398668 | 0.058765 | -0.084993 | 0.004566 | -0.365868 | 0.126083 | -0.370025 | 0.051976 | -0.520887 | 0.204175 | 0.284088 | -0.069446 | 170 | 170 | 166 | 4 | 8.255808 | 358.09260 | 0.000000 | 0.000000e+00 | 31 | True | 367.559630 | 1.391902 | 0.009285 | -0.068376 | 19 | 11 | 0.048707 | 0 | 20 | False | 143 | 3.286354e+05 | 3.279370e+03 | 100.212960 | 11.896580 | 14 | 1.000728e+05 | 2.816203e+03 | 35.534670 | 12.850597 | 19 | 3.837936e+05 | 1.503559e+04 | 25.525679 | 10.801676 | 1.472350 | 0 | 2.048922 | 0.954018 | 1.094904 | 24.842289 | 7.976035 | 3 | 6000.0 | 3.5 | 0.00 | VARIABLE | 181.609710 | -0.948855 | 86.821316 | 3.667923 | 102001.0 | 3730.7200 | 3571.0000 | 4302.9100 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 48.122868 | 36.175310 | 52.523920 | 404.173950 | 310.74786 | 497.600040 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 363 | AV Tau | DCEP | 0.5582 | 9.196 | 8.648 | 8.405 | -0.17 | -0.03 | NaN | NaN | 12.29 | 0.05 | 10809 | 457 | a | LEM | 86.43712 | 27.06792 | 0.122021 | V* AV Tau | 86.437151 | 27.067905 | 0.000 | 0.000 | 90.0 | 30 | 05 45 44.91624 | +27 04 04.4596 | deltaCep | cC*|* |V* |IR | 24.840 | NaN | NaN | NaN | 0.2535 | -0.16 | -1.40 | NaN | NaN | NaN | 13.700 | NaN | NaN | 9.224 | 8.588 | 8.397 | NaN | NaN | NaN | NaN | NaN | 0.021812 | 369295551293819386 | 3441484760885586176 | 3.622803 | 0.000021 | NaN | NaN | NaN | NaN | NaN | NaN | 1704.351542 | 0.000029 | 1704.131920 | 0.000029 | 1704.299997 | 0.000029 | 11.672547 | 0.000524 | 12.559484 | 0.000508 | 10.705806 | 0.000195 | 0.592515 | 0.007774 | 0.781209 | 0.002062 | 0.474029 | 0.000708 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 19 | 18 | 18 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
171 | 1635721458409799680 | Gaia DR2 3445039825569144192 | 3445039825569144192 | 1191905332 | 2015.5 | 86.711730 | 0.039471 | 31.597912 | 0.039708 | 0.148102 | 0.050816 | 2.914465 | 0.104240 | 0.078650 | -1.616158 | 0.064086 | 0.117066 | -0.117532 | -0.397068 | -0.033038 | -0.580307 | -0.168911 | -0.615441 | 0.339137 | 0.465200 | 0.167560 | 168 | 168 | 167 | 1 | 3.082864 | 223.24216 | 0.000000 | 0.000000e+00 | 31 | True | 364.884830 | 1.478125 | 0.009126 | -0.009463 | 19 | 10 | 0.052526 | 0 | 19 | False | 168 | 3.274401e+05 | 3.338740e+03 | 98.072950 | 11.900536 | 18 | 1.299715e+05 | 5.499029e+03 | 23.635355 | 12.566768 | 18 | 2.933176e+05 | 7.566130e+03 | 38.767190 | 11.093575 | 1.292722 | 0 | 1.473193 | 0.666232 | 0.806961 | 18.839178 | 5.699615 | 8 | 6500.0 | 3.5 | 0.00 | VARIABLE | 177.863418 | 1.609728 | 87.170780 | 8.190919 | 100001.0 | 4408.0000 | 4352.7620 | 4500.3850 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 338 | AX Aur | DCEP | 0.4838 | 9.929 | 9.491 | 9.283 | -0.22 | -0.08 | NaN | NaN | 13.02 | 0.05 | 11955 | 461 | a | LEM | 86.71175 | 31.59792 | 0.068336 | V* AX Aur | 86.711729 | 31.597919 | 0.000 | 0.000 | 90.0 | 30 | 05 46 50.81504 | +31 35 52.5079 | deltaCep | cC*|* |V* |IR | 18.840 | NaN | NaN | NaN | 0.1481 | 0.10 | -1.62 | NaN | NaN | NaN | 13.540 | NaN | NaN | 10.012 | 9.528 | 9.353 | NaN | NaN | NaN | NaN | NaN | 0.025103 | 369295551293819386 | 3445039825569144192 | 3.782022 | 0.000009 | NaN | NaN | NaN | NaN | NaN | NaN | 1703.703487 | 0.000012 | 1703.643341 | 0.000012 | 1703.707904 | 0.000012 | 11.885412 | 0.000094 | 12.551325 | 0.000314 | 11.087938 | 0.000216 | 0.345368 | 0.000352 | 0.477850 | 0.001575 | 0.281138 | 0.000980 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18 | 17 | 17 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
172 | 1635721458409799680 | Gaia DR2 3451987987438434944 | 3451987987438434944 | 1358155271 | 2015.5 | 90.118771 | 0.042237 | 35.312160 | 0.040347 | 0.957081 | 0.049033 | 19.519045 | -1.221831 | 0.082083 | -5.320642 | 0.067218 | -0.107411 | 0.167884 | -0.362553 | 0.100114 | -0.497240 | -0.087257 | -0.538706 | 0.265167 | 0.298625 | 0.097254 | 161 | 161 | 160 | 1 | 2.452355 | 201.51645 | 0.000000 | 0.000000e+00 | 31 | True | 90.839424 | 1.582284 | 0.011261 | -0.029151 | 18 | 11 | 0.052299 | 0 | 19 | False | 161 | 1.816428e+07 | 1.275694e+05 | 142.387440 | 7.540320 | 18 | 9.044666e+06 | 2.357404e+05 | 38.367054 | 7.960407 | 18 | 1.268428e+07 | 2.094022e+05 | 60.573760 | 7.003756 | 1.196246 | 0 | 0.956651 | 0.420086 | 0.536565 | 13.913278 | 4.262005 | 3 | 6000.0 | 4.5 | 0.00 | VARIABLE | 176.082364 | 5.935420 | 90.099050 | 11.872920 | 100001.0 | 5760.6665 | 5328.3335 | 6618.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 28.109089 | 21.297995 | 32.855602 | 783.933500 | 728.19090 | 839.676000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 23 | CO Aur | CEP(B) | 0.2514 | 6.314 | 6.004 | 5.873 | -0.01 | -0.04 | NaN | NaN | 8.97 | 0.13 | 8557 | 453 | c* | LIII | 90.11876 | 35.31217 | 0.048812 | V* CO Aur | 90.118777 | 35.312182 | 0.000 | 0.000 | 90.0 | 76 | 06 00 28.50648 | +35 18 43.8568 | deltaCep | cC*|V* |* |IR |Ce* | 13.910 | NaN | F5Ib | NaN | 0.9571 | -1.22 | -5.32 | NaN | NaN | NaN | 8.340 | 7.730 | NaN | 6.314 | 6.004 | 5.873 | NaN | NaN | NaN | NaN | NaN | 0.084617 | 369295551293819386 | 3451987987438434944 | NaN | NaN | 1.782988 | 0.000006 | NaN | NaN | NaN | NaN | 1708.203532 | 0.000009 | 1708.299621 | 0.000009 | 1708.250680 | 0.000009 | 7.498623 | 0.000102 | 7.914416 | 0.000531 | 6.973904 | 0.000407 | 0.273853 | 0.000433 | 0.314298 | 0.001697 | 0.184083 | 0.001347 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18 | 14 | 16 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
173 | 1635721458409799680 | Gaia DR2 4054440301294394624 | 4054440301294394624 | 1483331605 | 2015.5 | 262.701587 | 0.045060 | -33.609918 | 0.037730 | 0.920392 | 0.046974 | 19.593626 | 0.315764 | 0.090928 | -2.878529 | 0.062569 | 0.082358 | 0.021966 | -0.454610 | -0.201048 | -0.316117 | -0.148826 | -0.501096 | -0.249053 | 0.245700 | -0.013355 | 160 | 160 | 158 | 2 | -0.228245 | 148.38782 | 0.000000 | 0.000000e+00 | 31 | True | 89.348480 | 1.499457 | 0.009624 | -0.011789 | 18 | 10 | 0.058405 | 0 | 19 | False | 160 | 1.690865e+07 | 1.751758e+05 | 96.523880 | 7.618093 | 17 | 7.042741e+06 | 3.068437e+05 | 22.952213 | 8.232034 | 18 | 1.366567e+07 | 2.556534e+05 | 53.453907 | 6.922843 | 1.224723 | 0 | 1.309191 | 0.613940 | 0.695251 | 13.344258 | 3.445940 | 10 | 6250.0 | 2.0 | 0.00 | VARIABLE | 354.359028 | 0.173152 | 263.826380 | -10.326913 | 100001.0 | 5159.0234 | 4672.5000 | 6129.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 36.365597 | 25.765968 | 44.332996 | 844.007140 | 783.20220 | 904.812100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 275 | V482 Sco | DCEP | 0.6559 | 5.976 | 5.591 | 5.438 | 0.20 | 0.17 | NaN | NaN | 9.83 | 0.05 | 7021 | 452 | b | LIII | 262.70159 | -33.60990 | 0.064318 | V* V482 Sco | 262.701585 | -33.609905 | 0.000 | 0.000 | 90.0 | 136 | 17 30 48.38040 | -33 36 35.6589 | deltaCep | V* |cC*|* |IR | 13.800 | NaN | F8/G0II | NaN | 0.9204 | 0.22 | -2.87 | NaN | NaN | NaN | 8.780 | 7.910 | NaN | 6.070 | 5.654 | 5.453 | NaN | NaN | NaN | NaN | NaN | 0.044885 | 369295551293819386 | 4054440301294394624 | NaN | NaN | 1.508826 | 0.000003 | NaN | NaN | NaN | NaN | 1742.499568 | 0.000005 | 1742.475883 | 0.000005 | 1742.285155 | 0.000005 | 7.546093 | 0.000174 | 8.140296 | 0.010884 | 6.915551 | 0.001026 | 0.369689 | 0.000459 | 0.464892 | 0.002948 | 0.229044 | 0.001207 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18 | 16 | 17 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
174 | 1635721458409799680 | Gaia DR2 4066429066901946368 | 4066429066901946368 | 342026024 | 2015.5 | 273.260403 | 0.093208 | -23.117294 | 0.084258 | 1.119032 | 0.052685 | 21.240217 | 0.886391 | 0.156186 | -3.758782 | 0.129833 | 0.868880 | 0.319819 | -0.829842 | -0.842656 | 0.198030 | -0.801089 | -0.864686 | -0.486790 | -0.258983 | 0.814648 | 151 | 151 | 150 | 1 | 4.897588 | 244.47020 | 0.000000 | 0.000000e+00 | 31 | False | 174.717710 | 1.540811 | 0.012354 | 0.347875 | 17 | 9 | 0.138698 | 0 | 24 | False | 160 | 3.343587e+07 | 3.879229e+05 | 86.192050 | 6.877834 | 15 | 1.430914e+07 | 5.569032e+05 | 25.694124 | 7.462355 | 16 | 2.560230e+07 | 7.042575e+05 | 36.353615 | 6.241222 | 1.193671 | 0 | 1.221132 | 0.584520 | 0.636612 | -5.977424 | 8.026530 | 6 | 5250.0 | 4.5 | 0.00 | VARIABLE | 8.114163 | -2.437789 | 272.998405 | 0.288058 | 100001.0 | 4730.0000 | 4654.0000 | 4815.1860 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 52.619335 | 50.774014 | 54.351917 | 1248.619100 | 1167.59110 | 1329.647200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 293 | AP Sgr | DCEP | 0.7040 | 5.347 | 5.012 | 4.883 | 0.10 | 0.16 | NaN | NaN | 9.49 | 0.05 | 7160 | 452 | b | LII | 273.26040 | -23.11728 | 0.052143 | * 12 Sgr | 273.260399 | -23.117278 | 0.000 | 0.000 | 90.0 | 162 | 18 13 02.49577 | -23 07 02.2008 | deltaCep | ** |V* |cC*|* |IR | -18.000 | NaN | F7/8Ib/II | NaN | 1.1190 | 0.89 | -3.76 | NaN | NaN | NaN | 7.480 | 6.590 | NaN | 5.266 | 4.980 | 4.781 | NaN | NaN | NaN | NaN | NaN | 0.059859 | 369295551293819386 | 4066429066901946368 | 2.789409 | 0.000005 | NaN | NaN | NaN | NaN | NaN | NaN | 1742.004679 | 0.000007 | 1708.619495 | 0.000007 | 1708.562862 | 0.000007 | 6.819941 | 0.000181 | 7.367004 | 0.000534 | 6.230906 | 0.000417 | 0.514234 | 0.000592 | 0.553702 | 0.001808 | 0.346663 | 0.001294 | -0.322702 | 0.219827 | 0.491346 | 0.001903 | NaN | NaN | 3.097986 | 0.002570 | NaN | NaN | 15 | 14 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
175 | 1635721458409799680 | Gaia DR2 4080122796947250176 | 4080122796947250176 | 1083813113 | 2015.5 | 281.322900 | 0.047327 | -20.647394 | 0.046506 | 0.985906 | 0.047238 | 20.871054 | -0.277034 | 0.084209 | -3.003036 | 0.074312 | 0.490582 | -0.090673 | -0.456344 | -0.465149 | -0.310522 | -0.316285 | -0.589274 | -0.290148 | 0.054784 | 0.313523 | 165 | 165 | 163 | 2 | 1.409752 | 183.67055 | 0.000000 | 0.000000e+00 | 31 | True | 114.273964 | 1.491184 | 0.009397 | 0.173071 | 19 | 11 | 0.063020 | 0 | 25 | False | 183 | 2.324845e+07 | 2.367790e+05 | 98.186290 | 7.272381 | 20 | 9.949220e+06 | 4.127846e+05 | 24.102695 | 7.856915 | 21 | 1.848780e+07 | 5.027952e+05 | 36.770042 | 6.594707 | 1.223179 | 0 | 1.262208 | 0.584535 | 0.677674 | 14.871642 | 3.980214 | 9 | 6000.0 | 3.5 | 0.00 | VARIABLE | 13.758472 | -7.958443 | 280.596149 | 2.376358 | 100001.0 | 4720.0000 | 4630.0000 | 4822.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 50.089706 | 47.993020 | 52.055965 | 1121.914300 | 1046.07080 | 1197.757800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 296 | V350 Sgr | DCEP | 0.7122 | 5.641 | 5.279 | 5.133 | 0.18 | 0.24 | NaN | NaN | 9.73 | 0.05 | 7092 | 452 | b | LII | 281.32291 | -20.64738 | 0.061332 | V* V350 Sgr | 281.322901 | -20.647381 | 0.000 | 0.000 | 90.0 | 181 | 18 45 17.49620 | -20 38 50.5717 | deltaCep | V* |cC*|IR |* |SB* | 11.600 | NaN | F8Ib/II | NaN | 0.9859 | -0.28 | -3.00 | NaN | NaN | NaN | 8.330 | 7.470 | NaN | 5.694 | 5.273 | 5.122 | NaN | NaN | NaN | NaN | NaN | 0.046745 | 369295551293819386 | 4080122796947250176 | NaN | NaN | 2.852066 | 0.000013 | NaN | NaN | NaN | NaN | 1711.602476 | 0.000018 | 1711.542360 | 0.000018 | 1711.582289 | 0.000018 | 7.251237 | 0.000214 | 7.828172 | 0.000739 | 6.584583 | 0.000492 | 0.398445 | 0.000640 | 0.503183 | 0.002069 | 0.363001 | 0.001303 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 19 | 17 | 19 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
176 | 1635721458409799680 | Gaia DR2 4085919765884068736 | 4085919765884068736 | 1449012947 | 2015.5 | 282.749472 | 0.049049 | -20.295252 | 0.047469 | 1.248455 | 0.041093 | 30.381370 | 0.305106 | 0.098171 | -5.139698 | 0.094110 | 0.571233 | 0.164916 | -0.595523 | -0.508365 | -0.019388 | -0.477728 | -0.650906 | -0.300364 | -0.032167 | 0.550380 | 141 | 141 | 138 | 3 | 8.575284 | 326.39584 | 0.000000 | 0.000000e+00 | 31 | True | 191.667330 | 1.507241 | 0.011950 | 0.232252 | 16 | 10 | 0.083271 | 0 | 23 | False | 166 | 4.343274e+07 | 3.609619e+05 | 120.325010 | 6.593823 | 16 | 1.692417e+07 | 6.225806e+05 | 27.183895 | 7.280120 | 18 | 3.423093e+07 | 7.768923e+05 | 44.061363 | 5.925873 | 1.177800 | 0 | 1.354247 | 0.686297 | 0.667949 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 14.668573 | -9.007219 | 281.958540 | 2.616319 | 100001.0 | 4419.2500 | 4360.0000 | 4537.5950 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 65.211880 | 61.854656 | 66.996315 | 1461.310500 | 1390.50150 | 1532.119600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 294 | BB Sgr | DCEP | 0.8220 | 5.044 | 4.653 | 4.500 | 0.08 | 0.14 | NaN | NaN | 9.44 | 0.05 | 7203 | 452 | b | LII | 282.74947 | -20.29523 | 0.080404 | V* BB Sgr | 282.749471 | -20.295230 | 0.000 | 0.000 | 90.0 | 221 | 18 50 59.87305 | -20 17 42.8283 | deltaCep | V* |cC*|* |IR | 6.000 | NaN | G0Ib | NaN | 1.2485 | 0.31 | -5.14 | NaN | NaN | NaN | 7.530 | 6.690 | NaN | 5.230 | 4.795 | 4.572 | NaN | NaN | NaN | NaN | NaN | 0.079806 | 369295551293819386 | 4085919765884068736 | 5.191731 | 0.000052 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.974571 | 0.000073 | 1706.569174 | 0.000073 | 1706.679513 | 0.000073 | 6.629171 | 0.000272 | 7.214079 | 0.000331 | 5.931249 | 0.000324 | 0.332563 | 0.000821 | 0.424869 | 0.001430 | 0.241353 | 0.001423 | 0.322423 | 0.233998 | 0.311911 | 0.003330 | NaN | NaN | 1.208801 | 0.014017 | NaN | NaN | 17 | 16 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
177 | 1635721458409799680 | Gaia DR2 4092905375639902464 | 4092905375639902464 | 1643333351 | 2015.5 | 277.972210 | 0.037587 | -19.125099 | 0.035596 | 1.460081 | 0.044714 | 32.653430 | -1.681381 | 0.073594 | -6.030203 | 0.064971 | 0.151680 | 0.068110 | -0.237842 | -0.216226 | -0.353252 | -0.115594 | -0.358894 | -0.299005 | 0.239510 | 0.212224 | 178 | 178 | 175 | 3 | 6.272303 | 312.86377 | 0.000000 | 0.000000e+00 | 31 | True | 244.458510 | 1.505092 | 0.011651 | 0.098069 | 20 | 11 | 0.049463 | 0 | 25 | False | 168 | 4.729613e+07 | 4.407955e+05 | 107.297210 | 6.501302 | 16 | 1.688048e+07 | 3.547621e+05 | 47.582542 | 7.282926 | 14 | 4.042383e+07 | 7.359520e+05 | 54.927260 | 5.745327 | 1.211607 | 0 | 1.537600 | 0.781624 | 0.755975 | 19.377589 | 2.823633 | 9 | 5750.0 | 1.5 | 0.00 | VARIABLE | 13.706295 | -4.459637 | 277.549059 | 4.105511 | 100001.0 | 4287.5650 | 4198.9530 | 4398.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 63.761720 | 60.599770 | 66.481280 | 1237.820200 | 1182.92260 | 1292.717800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 295 | U Sgr | DCEP | 0.8290 | 4.506 | 4.100 | 3.912 | 0.08 | 0.14 | NaN | NaN | 8.85 | 0.05 | 7371 | 452 | a | LII | 277.97221 | -19.12507 | 0.104202 | V* U Sgr | 277.972217 | -19.125073 | 0.000 | 0.000 | 90.0 | 413 | 18 31 53.33218 | -19 07 30.2627 | deltaCep | V* |** |cC*|*iC|IR |* | 2.200 | NaN | G1Ib | NaN | 1.4601 | -1.68 | -6.03 | NaN | NaN | NaN | 7.810 | 6.680 | NaN | 4.550 | 4.130 | 4.000 | NaN | NaN | NaN | NaN | NaN | 0.097033 | 369295551293819386 | 4092905375639902464 | 6.093326 | 0.000052 | NaN | NaN | NaN | NaN | NaN | NaN | 1700.851656 | 0.000073 | 1701.131003 | 0.000073 | 1700.517295 | 0.000073 | 6.353576 | 0.000544 | 7.014666 | 0.000904 | 5.625439 | 0.003481 | 0.672855 | 0.001622 | 0.949294 | 0.003816 | 0.560370 | 0.016486 | -0.318796 | 0.233975 | 0.501924 | 0.002918 | NaN | NaN | 3.100112 | 0.006010 | NaN | NaN | 18 | 17 | 16 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
178 | 1635721458409799680 | Gaia DR2 4154536747505387648 | 4154536747505387648 | 1225115776 | 2015.5 | 275.612784 | 0.041785 | -10.124772 | 0.041016 | 0.490294 | 0.052026 | 9.424084 | 1.517433 | 0.082747 | 0.118532 | 0.074848 | -0.185472 | 0.285768 | -0.121228 | 0.019116 | -0.499168 | -0.060585 | -0.399106 | -0.105908 | 0.342871 | 0.119982 | 145 | 145 | 143 | 2 | 0.334826 | 142.95401 | 0.000000 | 0.000000e+00 | 31 | True | 249.560350 | 1.445787 | 0.011952 | -0.082457 | 17 | 9 | 0.051177 | 0 | 17 | False | 147 | 3.430461e+06 | 2.741360e+04 | 125.137184 | 9.349984 | 17 | 1.234094e+06 | 3.641803e+04 | 33.886898 | 10.123017 | 16 | 3.235698e+06 | 7.428295e+04 | 43.559097 | 8.486999 | 1.302971 | 0 | 1.636018 | 0.773033 | 0.862985 | 3.811406 | 5.487281 | 2 | 5750.0 | 4.5 | 0.00 | VARIABLE | 20.623484 | 1.739649 | 275.675639 | 13.203995 | 100001.0 | 4897.6665 | 4274.7500 | 6055.0000 | 0.7880 | 0.3359 | 2.0180 | 0.3698 | 0.1716 | 1.0556 | 200111.0 | 35.060158 | 22.938446 | 46.022568 | 637.205200 | 545.08100 | 729.329400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 285 | V458 Sct | CEP(B) | 0.6848 | 7.173 | 6.697 | 6.562 | 0.09 | 0.08 | NaN | NaN | 10.99 | 0.20 | 6488 | 468 | c* | SZI | 275.61278 | -10.12477 | 0.015083 | V* V458 Sct | 275.612777 | -10.124772 | 0.000 | 0.000 | 90.0 | 11 | 18 22 27.06654 | -10 07 29.1800 | Cepheid | Ce*|V* |* |IR | 3.810 | NaN | NaN | NaN | 0.4903 | 0.70 | -3.70 | NaN | NaN | NaN | 10.740 | 9.810 | NaN | 7.173 | 6.697 | 6.562 | NaN | NaN | NaN | NaN | NaN | 0.023592 | 369295551293819386 | 4154536747505387648 | 5.612644 | 0.000031 | NaN | NaN | NaN | NaN | NaN | NaN | 1705.086140 | 0.000044 | 1705.352714 | 0.000044 | 1705.379738 | 0.000044 | 9.315949 | 0.000207 | 10.170422 | 0.001656 | 8.519591 | 0.001132 | 0.284126 | 0.000464 | 0.329260 | 0.002141 | 0.230307 | 0.001172 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 13 | 12 | 13 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
179 | 1635721458409799680 | Gaia DR2 4156450099578283776 | 4156450099578283776 | 806740406 | 2015.5 | 279.513774 | 0.045240 | -8.368947 | 0.055005 | 0.429402 | 0.066752 | 6.432774 | -0.707245 | 0.091895 | -2.975487 | 0.078828 | 0.134040 | 0.098495 | -0.411125 | -0.184577 | -0.614407 | 0.177250 | -0.575490 | -0.523247 | 0.290938 | -0.009984 | 151 | 151 | 149 | 2 | 4.956349 | 244.60153 | 0.000000 | 0.000000e+00 | 31 | True | 257.700620 | 1.398802 | 0.011321 | 0.076602 | 17 | 10 | 0.058335 | 0 | 17 | False | 151 | 5.514478e+06 | 7.839028e+04 | 70.346440 | 8.834605 | 17 | 1.612467e+06 | 9.594732e+04 | 16.805750 | 9.832662 | 16 | 5.817548e+06 | 2.186073e+05 | 26.611858 | 7.850070 | 1.347365 | 0 | 1.982592 | 0.998056 | 0.984535 | 5.906765 | 4.220625 | 3 | 4000.0 | 4.5 | 0.00 | VARIABLE | 23.964056 | -0.858324 | 279.735314 | 14.749396 | 100001.0 | 4073.5250 | 3723.0000 | 4968.4450 | 0.8080 | 0.5006 | 1.5830 | 0.4355 | 0.2419 | 0.7840 | 200111.0 | 87.123146 | 58.564354 | 104.300940 | 1882.969600 | 1505.62330 | 2260.316000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 286 | Y Sct | DCEP | 1.0146 | 6.460 | 5.894 | 5.627 | 0.23 | 0.20 | NaN | NaN | 11.02 | 0.05 | 6510 | 451 | a | LIII | 279.51378 | -8.36893 | 0.064395 | V* Y Sct | 279.513777 | -8.368934 | 0.000 | 0.000 | 90.0 | 106 | 18 38 03.30639 | -08 22 08.1620 | deltaCep | V* |cC*|* |IR | 14.200 | NaN | F7 | NaN | 0.4294 | -0.71 | -2.98 | NaN | NaN | NaN | 11.200 | 9.690 | NaN | 6.482 | 5.852 | 5.589 | NaN | NaN | NaN | NaN | NaN | 0.047405 | 369295551293819386 | 4156450099578283776 | 5.739829 | 0.000128 | NaN | NaN | NaN | NaN | NaN | NaN | 1703.921344 | 0.000181 | 1738.271483 | 0.000181 | 1738.180964 | 0.000181 | 8.879663 | 0.001044 | 9.928561 | 0.004593 | 7.923689 | 0.001806 | 0.643328 | 0.001022 | 1.054196 | 0.017039 | 0.579142 | 0.003606 | NaN | NaN | 0.136722 | 0.001861 | NaN | NaN | 1.799268 | 0.024691 | NaN | NaN | 17 | 15 | 14 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
180 | 1635721458409799680 | Gaia DR2 4175017625462647168 | 4175017625462647168 | 163589993 | 2015.5 | 268.161245 | 0.069394 | -6.143596 | 0.068688 | 1.361059 | 0.083443 | 16.311155 | -3.233863 | 0.134873 | -4.646433 | 0.111281 | 0.222494 | 0.133869 | -0.431350 | -0.354966 | -0.317958 | -0.198828 | -0.579318 | -0.435904 | 0.129777 | 0.236592 | 162 | 162 | 146 | 16 | 20.656680 | 847.90320 | 0.206494 | 1.262432e+01 | 31 | True | 20.386755 | 1.392681 | 0.017614 | -0.054355 | 17 | 9 | 0.082650 | 0 | 27 | False | 171 | 1.120474e+08 | 9.296995e+05 | 120.519990 | 5.564861 | 17 | 2.029338e+07 | 4.147623e+06 | 4.892775 | 7.083002 | 16 | 1.031119e+08 | 1.945327e+06 | 53.004948 | 4.728648 | 1.101367 | 0 | 2.354354 | 1.518141 | 0.836214 | -0.399696 | 3.576916 | 6 | 4250.0 | 4.5 | 0.00 | VARIABLE | 20.598392 | 10.120471 | 268.085341 | 17.283464 | 101001.0 | 3859.0000 | 3486.0000 | 4000.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 148.018250 | 137.766890 | 181.388630 | 4377.482000 | 4044.05900 | 4710.905000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 251 | Y Oph | DCEPS | 1.2336 | 3.374 | 2.882 | 2.673 | 0.06 | 0.12 | NaN | NaN | 9.70 | 0.05 | 7141 | 452 | b | LII | 268.16126 | -6.14357 | 0.109620 | V* Y Oph | 268.161259 | -6.143576 | 0.000 | 0.000 | 90.0 | 330 | 17 52 38.70211 | -06 08 36.8752 | deltaCep | V* |cC*|IR |* |SB* | -7.200 | NaN | G3Ia | NaN | 1.3611 | -3.23 | -4.65 | NaN | NaN | NaN | 7.610 | 6.210 | NaN | 3.370 | 2.850 | 2.680 | NaN | NaN | NaN | NaN | NaN | 0.087746 | 369295551293819386 | 4175017625462647168 | 17.124841 | 0.002846 | NaN | NaN | NaN | NaN | NaN | NaN | 1714.863770 | 0.004025 | 1714.124990 | 0.004025 | 1714.346872 | 0.004025 | 5.522178 | 0.000938 | 6.413885 | 0.002587 | 4.644426 | 0.001208 | 0.318921 | 0.002655 | 0.401927 | 0.022834 | 0.245091 | 0.005178 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | 14 | 14 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
181 | 1635721458409799680 | Gaia DR2 4190143160245024256 | 4190143160245024256 | 139133696 | 2015.5 | 298.087496 | 0.048704 | -11.366923 | 0.025921 | 0.737999 | 0.052144 | 14.152988 | 7.826320 | 0.095624 | -10.641468 | 0.049673 | 0.191035 | 0.127138 | -0.409902 | -0.225656 | -0.100064 | -0.227233 | 0.402803 | -0.241038 | -0.385651 | 0.204260 | 257 | 257 | 250 | 7 | 4.273906 | 351.45828 | 0.000000 | 0.000000e+00 | 31 | True | 89.831210 | 1.565575 | 0.009055 | -0.013729 | 29 | 12 | 0.060118 | 0 | 33 | True | 281 | 1.775883e+07 | 1.410171e+05 | 125.933920 | 7.564830 | 31 | 8.136993e+06 | 2.588289e+05 | 31.437725 | 8.075229 | 31 | 1.337618e+07 | 2.350023e+05 | 56.919357 | 6.946090 | 1.211407 | 0 | 1.129139 | 0.510399 | 0.618740 | 12.858437 | 3.012009 | 16 | 5250.0 | 4.5 | 0.00 | VARIABLE | 29.423981 | -18.605506 | 297.895383 | 9.393806 | 100001.0 | 5010.5024 | 4921.8350 | 5055.0050 | 1.5913 | 1.0959 | 2.2031 | 0.7903 | 0.5339 | 1.0571 | 200111.0 | 49.984410 | 49.108196 | 51.801582 | 1418.694800 | 1281.94030 | 1555.449300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 11 | V1162 Aql | DCEPS | 0.7305 | 6.133 | 5.813 | 5.663 | 0.01 | 0.07 | NaN | NaN | 11.11 | 0.05 | 6609 | 450 | a | LII | 298.08746 | -11.36687 | 0.229615 | V* V1162 Aql | 298.087462 | -11.366877 | 0.000 | 0.000 | 90.0 | 68 | 19 52 20.99091 | -11 22 00.7572 | deltaCep | V* |cC*|* |IR | 12.700 | NaN | G2Ib | NaN | 0.7380 | 7.86 | -10.83 | NaN | NaN | NaN | 8.730 | 7.810 | NaN | 6.082 | 5.746 | 5.627 | NaN | NaN | NaN | NaN | NaN | 0.204748 | 369295549951641967 | 4190143160245024256 | 5.376680 | 0.000040 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.669983 | 0.000056 | 1706.700173 | 0.000056 | 1706.835547 | 0.000056 | 7.536922 | 0.000091 | 8.033792 | 0.000251 | 6.925183 | 0.000371 | 0.426957 | 0.000540 | 0.537560 | 0.001115 | 0.316903 | 0.001373 | 0.325564 | 0.233789 | 0.310980 | 0.001291 | 0.084530 | 0.001207 | 4.587333 | 0.003556 | 2.955971 | 0.012480 | 30 | 28 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
182 | 1635721458409799680 | Gaia DR2 4204653587029046400 | 4204653587029046400 | 75973621 | 2015.5 | 287.086544 | 0.039491 | -7.437768 | 0.039116 | 0.943546 | 0.047614 | 19.816631 | -0.609484 | 0.080432 | -5.379820 | 0.072534 | 0.170686 | -0.048343 | -0.226368 | -0.175554 | -0.470933 | -0.092783 | -0.234426 | -0.117784 | 0.050533 | 0.126206 | 167 | 167 | 166 | 1 | 6.421044 | 304.87220 | 0.000000 | 0.000000e+00 | 31 | False | 101.247110 | 1.510082 | 0.009049 | 0.061906 | 19 | 11 | 0.051389 | 0 | 20 | False | 167 | 2.162863e+07 | 1.342476e+05 | 161.110000 | 7.350793 | 18 | 8.332715e+06 | 2.062118e+05 | 40.408535 | 8.049422 | 19 | 1.821842e+07 | 3.789922e+05 | 48.070690 | 6.610643 | 1.227592 | 0 | 1.438779 | 0.698629 | 0.740150 | 2.556339 | 2.257236 | 8 | 4750.0 | 4.5 | 0.00 | VARIABLE | 28.198576 | -7.127352 | 287.552177 | 14.966448 | 100001.0 | 4384.0000 | 4342.0500 | 4453.9100 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 62.361347 | 60.419018 | 63.572163 | 1294.219200 | 1202.96230 | 1385.476200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 16 | V496 Aql | DCEPS | 0.8330 | 5.564 | 5.136 | 4.966 | 0.05 | 0.11 | NaN | NaN | 10.68 | 0.05 | 6775 | 450 | b | LII | 287.08654 | -7.43775 | 0.067570 | V* V496 Aql | 287.086547 | -7.437745 | 0.000 | 0.000 | 90.0 | 152 | 19 08 20.77122 | -07 26 15.8826 | deltaCep | SB*|V* |cC*|* |IR | 1.400 | NaN | F8/G0Iab/b | NaN | 0.9435 | -0.61 | -5.38 | NaN | NaN | NaN | 8.880 | 7.790 | NaN | 5.565 | 5.138 | 4.904 | NaN | NaN | NaN | NaN | NaN | 0.083921 | 369295551293819386 | 4204653587029046400 | 6.806009 | 0.000099 | NaN | NaN | NaN | NaN | NaN | NaN | 1703.801516 | 0.000139 | 1703.403706 | 0.000139 | 1704.417263 | 0.000139 | 7.344262 | 0.000134 | 8.021019 | 0.005127 | 6.574221 | 0.001980 | 0.305240 | 0.000942 | 0.421889 | 0.008569 | 0.179868 | 0.066425 | NaN | NaN | 0.274359 | 0.001931 | NaN | NaN | 4.883798 | 0.008782 | NaN | NaN | 17 | 16 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
183 | 1635721458409799680 | Gaia DR2 4253603501158148736 | 4253603501158148736 | 1605838337 | 2015.5 | 280.611749 | 0.046436 | -5.340852 | 0.052457 | 0.376317 | 0.064852 | 5.802721 | -1.036999 | 0.092505 | -1.303586 | 0.081757 | 0.013039 | 0.143772 | -0.401737 | -0.131358 | -0.556960 | 0.117787 | -0.456854 | -0.445962 | 0.255420 | 0.035432 | 142 | 142 | 142 | 0 | 5.494852 | 248.57670 | 0.000000 | 0.000000e+00 | 31 | False | 251.788100 | 1.410304 | 0.014396 | 0.104292 | 16 | 10 | 0.056890 | 0 | 16 | False | 142 | 1.191379e+06 | 1.191343e+04 | 100.002990 | 10.498241 | 16 | 3.807407e+05 | 1.541726e+04 | 24.695745 | 11.399815 | 16 | 1.167698e+06 | 3.055453e+04 | 38.216843 | 9.593594 | 1.299703 | 0 | 1.806221 | 0.901573 | 0.904648 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 27.155337 | -0.440563 | 281.096068 | 17.690611 | 100001.0 | 4035.0952 | 3927.2375 | 4157.9624 | 0.5417 | 0.2193 | 1.8481 | 0.2393 | 0.0789 | 0.7506 | 200111.0 | 47.674790 | 44.898853 | 50.329430 | 542.859500 | 421.72656 | 663.992430 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 280 | CM Sct | DCEP | 0.5930 | 8.300 | 7.818 | 7.558 | 0.15 | 0.12 | NaN | NaN | 11.60 | 0.07 | 6153 | 450 | c | LIII | 280.61176 | -5.34084 | 0.057178 | V* CM Sct | 280.611754 | -5.340846 | 0.000 | 0.000 | 90.0 | 63 | 18 42 26.82087 | -05 20 27.0457 | deltaCep | V* |cC*|* |IR | 39.800 | NaN | NaN | NaN | 0.3763 | -1.04 | -1.30 | NaN | NaN | NaN | 11.930 | 10.930 | NaN | 8.220 | 7.751 | 7.492 | NaN | NaN | NaN | NaN | NaN | 0.025819 | 369295551293819386 | 4253603501158148736 | 3.917711 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1711.967695 | 0.000031 | 1712.028314 | 0.000031 | 1712.106734 | 0.000031 | 10.510180 | 0.000492 | 11.409274 | 0.001065 | 9.596180 | 0.000328 | 0.403793 | 0.000794 | 0.511605 | 0.001693 | 0.331128 | 0.001060 | 0.128177 | 0.220698 | 0.353719 | 0.006479 | NaN | NaN | 4.406574 | 0.015141 | NaN | NaN | 14 | 14 | 13 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
184 | 1635721458409799680 | Gaia DR2 4256744187345732224 | 4256744187345732224 | 1669717963 | 2015.5 | 280.532969 | 0.046590 | -4.293492 | 0.047619 | 0.320928 | 0.052406 | 6.123836 | -1.126822 | 0.090510 | -2.477709 | 0.079264 | 0.279971 | 0.061286 | -0.341785 | -0.310543 | -0.394503 | -0.193566 | -0.425284 | -0.184798 | -0.007223 | 0.164759 | 148 | 148 | 145 | 3 | 7.318285 | 300.52260 | 0.000000 | 0.000000e+00 | 31 | True | 259.005770 | 1.376281 | 0.012920 | 0.148743 | 18 | 11 | 0.059278 | 0 | 20 | False | 164 | 2.044029e+06 | 1.924518e+04 | 106.209900 | 9.912148 | 19 | 4.975644e+05 | 1.793304e+04 | 27.745676 | 11.109265 | 20 | 2.178985e+06 | 5.094299e+04 | 42.773006 | 8.916285 | 1.309448 | 0 | 2.192981 | 1.197117 | 0.995864 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 28.050844 | 0.108258 | 281.098389 | 18.740906 | 100001.0 | 4473.7230 | 3800.1700 | 5569.0000 | 1.1035 | 0.6269 | 1.8655 | 0.5420 | 0.3090 | 0.8027 | 200111.0 | 53.083630 | 34.256610 | 73.568650 | 1016.933040 | 791.22840 | 1242.637700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 284 | TY Sct | DCEP | 1.0435 | 7.232 | 6.633 | 6.365 | 0.37 | 0.34 | NaN | NaN | 11.83 | 0.05 | 5990 | 446 | a | LIII | 280.53298 | -4.29349 | 0.039094 | V* TY Sct | 280.532974 | -4.293482 | 0.000 | 0.000 | 90.0 | 77 | 18 42 07.91382 | -04 17 36.5342 | deltaCep | V* |cC*|* |IR | 25.000 | NaN | F8 | NaN | 0.3209 | -1.13 | -2.48 | NaN | NaN | NaN | 13.070 | 11.000 | NaN | 7.377 | 6.802 | 6.492 | NaN | NaN | NaN | NaN | NaN | 0.042190 | 369295551293819386 | 4256744187345732224 | 3.757861 | 0.000017 | NaN | NaN | NaN | NaN | NaN | NaN | 1710.741800 | 0.000024 | 1710.358343 | 0.000024 | 1710.435748 | 0.000024 | 9.919531 | 0.000236 | 11.041836 | 0.000488 | 8.877979 | 0.000192 | 0.529772 | 0.002006 | 0.411086 | 0.001980 | 0.263579 | 0.000886 | 0.205022 | 0.219867 | 0.330263 | 0.002404 | NaN | NaN | 6.647796 | 0.007104 | NaN | NaN | 17 | 15 | 13 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
185 | 1635721458409799680 | Gaia DR2 4265371574109405824 | 4265371574109405824 | 755895730 | 2015.5 | 284.351107 | 0.041132 | -0.730239 | 0.035994 | 0.399871 | 0.042511 | 9.406328 | -1.711275 | 0.090003 | -2.149620 | 0.073270 | 0.099119 | -0.027265 | -0.441205 | -0.099459 | -0.224229 | -0.137305 | -0.343992 | 0.042482 | -0.200237 | -0.183032 | 168 | 168 | 164 | 4 | 5.278678 | 271.97592 | 0.000000 | 0.000000e+00 | 31 | False | 310.914100 | 1.478408 | 0.011283 | 0.039484 | 19 | 10 | 0.059578 | 0 | 20 | False | 168 | 1.112927e+06 | 1.393746e+04 | 79.851500 | 10.572199 | 16 | 3.714203e+05 | 1.876944e+04 | 19.788568 | 11.426723 | 18 | 1.032572e+06 | 3.328556e+04 | 31.021630 | 9.727118 | 1.261532 | 0 | 1.699605 | 0.854525 | 0.845080 | 24.899739 | 6.947814 | 2 | 4750.0 | 4.5 | 0.00 | VARIABLE | 32.962072 | -1.660473 | 285.497441 | 21.940281 | 100001.0 | 4140.1200 | 4018.9000 | 4370.2000 | 0.7150 | 0.2815 | 1.9237 | 0.3420 | 0.1505 | 0.7146 | 200111.0 | 39.874035 | 35.786022 | 42.315716 | 420.849550 | 356.37780 | 485.321300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 15 | V493 Aql | DCEP | 0.4753 | 8.464 | 8.001 | 7.817 | 0.03 | 0.00 | NaN | NaN | 11.52 | 0.07 | 6344 | 447 | c | LIII | 284.35112 | -0.73023 | 0.057055 | TYC 5115-227-1 | 284.351096 | -0.730239 | 0.077 | 0.062 | 82.0 | 0 | 18 57 24.263 | -00 43 48.86 | Star | * |* | NaN | NaN | NaN | NaN | NaN | -4.30 | -1.70 | NaN | NaN | NaN | 12.370 | 11.090 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.039253 | 369295551293819386 | 4265371574109405824 | 4.182775 | 0.000086 | 2.988056 | 0.000059 | NaN | NaN | NaN | NaN | 1713.357279 | 0.000023 | 1713.463580 | 0.000023 | 1713.323883 | 0.000023 | 10.560273 | 0.002520 | 11.321291 | 0.001639 | 9.687185 | 0.000414 | 0.449556 | 0.003563 | 0.585742 | 0.002318 | 0.410405 | 0.000585 | NaN | NaN | 0.401868 | 0.003244 | NaN | NaN | 4.249828 | 0.011379 | NaN | NaN | 17 | 16 | 18 | NaN | NaN | DCEP | NaN | MULTI | F/1O |
186 | 1635721458409799680 | Gaia DR2 4267397694768545920 | 4267397694768545920 | 784340794 | 2015.5 | 287.057289 | 0.045546 | 1.298632 | 0.043866 | 0.888077 | 0.054475 | 16.302520 | -0.272375 | 0.085239 | -4.554703 | 0.078572 | 0.106742 | -0.187243 | -0.249010 | -0.180131 | -0.142081 | -0.103895 | -0.395170 | -0.364618 | 0.083302 | 0.101145 | 112 | 112 | 112 | 0 | 2.536226 | 147.72716 | 0.000000 | 1.358042e-15 | 31 | True | 183.512970 | 1.448994 | 0.011687 | 0.018737 | 13 | 9 | 0.053572 | 0 | 19 | False | 103 | 3.142343e+07 | 3.358933e+05 | 93.551820 | 6.945232 | 12 | 1.054727e+07 | 4.891150e+05 | 21.563990 | 7.793538 | 12 | 3.054887e+07 | 8.738495e+05 | 34.958965 | 6.049432 | 1.307818 | 0 | 1.744106 | 0.848306 | 0.895800 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 36.005608 | -3.141169 | 288.669805 | 23.639155 | 100001.0 | 3955.6667 | 3911.7068 | 4045.9900 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 110.662800 | 105.777054 | 113.164050 | 2701.325000 | 2476.57370 | 2926.076200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 9 | TT Aql | DCEP | 1.1384 | 4.634 | 4.174 | 3.998 | 0.22 | 0.19 | NaN | NaN | 9.94 | 0.05 | 7176 | 451 | a | LIII | 287.05729 | 1.29866 | 0.100404 | V* TT Aql | 287.057290 | 1.298652 | 0.000 | 0.000 | 90.0 | 246 | 19 08 13.74971 | +01 17 55.1462 | deltaCep | ** |V* |cC*|IR |* | 3.000 | NaN | G0/2Ib | NaN | 0.8881 | -0.27 | -4.56 | NaN | NaN | NaN | 7.860 | 6.500 | NaN | 4.670 | 4.448 | 4.206 | NaN | NaN | NaN | NaN | NaN | 0.070724 | 369295551293819386 | 4267397694768545920 | NaN | NaN | 2.258614 | 0.000002 | NaN | NaN | NaN | NaN | 1751.602008 | 0.000003 | 1751.545097 | 0.000003 | 1751.567972 | 0.000003 | 6.609096 | 0.000575 | 7.394690 | 0.001637 | 5.848356 | 0.001252 | 1.006989 | 0.001547 | 1.154051 | 0.003770 | 0.666589 | 0.003294 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 14 | 13 | 13 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
187 | 1635721458409799680 | Gaia DR2 4267549637851481344 | 4267549637851481344 | 244228187 | 2015.5 | 286.164235 | 0.038347 | 1.306144 | 0.037806 | 0.421025 | 0.044920 | 9.372765 | 0.285276 | 0.075223 | -2.511711 | 0.072275 | 0.068282 | 0.073556 | -0.191888 | -0.259384 | -0.284345 | -0.180945 | -0.252454 | -0.245831 | 0.124463 | 0.179973 | 177 | 177 | 175 | 2 | 0.079732 | 170.80480 | 0.000000 | 0.000000e+00 | 31 | False | 104.467440 | 1.423304 | 0.011371 | 0.088669 | 20 | 11 | 0.051252 | 0 | 20 | False | 177 | 1.204644e+07 | 2.325977e+05 | 51.790890 | 7.986218 | 20 | 3.672103e+06 | 2.644926e+05 | 13.883574 | 8.939101 | 20 | 1.074240e+07 | 5.010427e+05 | 21.440084 | 7.184167 | 1.196577 | 0 | 1.754934 | 0.952883 | 0.802052 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 35.603161 | -2.343923 | 287.703324 | 23.757482 | 100001.0 | 3933.3333 | 3910.0000 | 3988.2500 | 0.4703 | 0.2129 | 1.8244 | 0.2283 | 0.1126 | 0.8411 | 200111.0 | 147.279820 | 143.251770 | 149.042880 | 4677.612000 | 3966.15360 | 5389.070000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 8 | SZ Aql | DCEP | 1.2340 | 5.836 | 5.337 | 5.121 | 0.18 | 0.24 | NaN | NaN | 11.33 | 0.05 | 6527 | 447 | a | LII | 286.16423 | 1.30616 | 0.061123 | V* SZ Aql | 286.164233 | 1.306154 | 0.000 | 0.000 | 90.0 | 164 | 19 04 39.41599 | +01 18 22.1560 | deltaCep | V* |cC*|* |IR | 7.000 | NaN | F8/G0Ib | NaN | 0.4210 | 0.29 | -2.51 | NaN | NaN | NaN | 9.920 | 7.920 | NaN | 5.735 | 5.333 | 5.139 | NaN | NaN | NaN | NaN | NaN | 0.039182 | 369295551293819386 | 4267549637851481344 | 10.602812 | 0.000091 | NaN | NaN | NaN | NaN | NaN | NaN | 1691.851480 | 0.000128 | 1692.346371 | 0.000128 | 1691.948798 | 0.000128 | 7.876726 | 0.000236 | 8.660909 | 0.000551 | 7.001432 | 0.000662 | 0.751493 | 0.000839 | 0.913091 | 0.001990 | 0.525458 | 0.002409 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18 | 17 | 15 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
188 | 1635721458409799680 | Gaia DR2 4269036830424588800 | 4269036830424588800 | 828653881 | 2015.5 | 288.197138 | 0.046751 | 3.557399 | 0.044733 | 0.690107 | 0.049826 | 13.850221 | -1.813866 | 0.103752 | -4.508334 | 0.098334 | 0.596430 | -0.099731 | -0.028942 | -0.239627 | -0.075245 | -0.187944 | -0.213195 | -0.258695 | -0.023239 | 0.470286 | 211 | 211 | 208 | 3 | 2.226053 | 250.47069 | 0.000000 | 0.000000e+00 | 31 | True | 88.392910 | 1.457364 | 0.008443 | 0.251503 | 25 | 11 | 0.074647 | 0 | 42 | False | 338 | 1.207479e+07 | 7.585217e+04 | 159.188400 | 7.983667 | 33 | 4.250465e+06 | 9.887083e+04 | 42.990080 | 8.780297 | 37 | 1.074994e+07 | 1.770048e+05 | 60.732440 | 7.183405 | 1.242291 | 0 | 1.596892 | 0.796630 | 0.800262 | 6.595607 | 2.909758 | 14 | 6000.0 | 3.5 | 0.00 | VARIABLE | 38.538827 | -3.114904 | 290.241769 | 25.726983 | 100001.0 | 4798.0000 | 4163.0000 | 6194.0000 | 0.2155 | 0.0413 | 1.5924 | 0.1220 | 0.0172 | 0.6030 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 6 | FN Aql | DCEPS | 0.9769 | 5.940 | 5.485 | 5.291 | -0.06 | -0.09 | NaN | NaN | 11.47 | 0.05 | 6520 | 445 | a | LIII | 288.19715 | 3.55741 | 0.059650 | V* FN Aql | 288.197146 | 3.557418 | 0.000 | 0.000 | 90.0 | 158 | 19 12 47.31501 | +03 33 26.7045 | deltaCep | V* |cC*|IR |* | 12.900 | NaN | F8/G0Iab/b | NaN | 0.6901 | -1.81 | -4.51 | NaN | NaN | NaN | 9.580 | 7.960 | NaN | 6.067 | 5.556 | 5.327 | NaN | NaN | NaN | NaN | NaN | 0.075323 | 369295549951641967 | 4269036830424588800 | 9.480547 | 0.000140 | NaN | NaN | NaN | NaN | NaN | NaN | 1699.145590 | 0.000198 | 1699.115338 | 0.000198 | 1700.199323 | 0.000198 | 7.898905 | 0.001443 | 8.667331 | 0.003793 | 7.120553 | 0.000758 | 0.475268 | 0.005938 | 0.531498 | 0.015612 | 0.276635 | 0.000960 | NaN | NaN | 0.086625 | 0.003285 | 0.125131 | 0.002248 | 1.699261 | 0.111845 | 6.096186 | 0.033549 | 33 | 29 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
189 | 1635721458409799680 | Gaia DR2 4303770918113986304 | 4303770918113986304 | 365759460 | 2015.5 | 299.387594 | 0.027977 | 11.043660 | 0.023267 | 0.300351 | 0.042532 | 7.061707 | 0.112402 | 0.060439 | -4.269274 | 0.046139 | 0.060850 | -0.047778 | 0.135817 | -0.170072 | 0.158526 | -0.224073 | 0.039275 | -0.476381 | -0.135257 | 0.139242 | 256 | 256 | 248 | 8 | 8.439798 | 479.53592 | 0.000000 | 0.000000e+00 | 31 | False | 257.255250 | 1.545096 | 0.007535 | 0.107947 | 29 | 13 | 0.040495 | 0 | 31 | False | 273 | 2.327696e+06 | 1.535212e+04 | 151.620500 | 9.771050 | 29 | 1.067714e+06 | 2.438711e+04 | 43.781890 | 10.280252 | 29 | 1.771347e+06 | 2.818132e+04 | 62.855377 | 9.141161 | 1.219687 | 0 | 1.139091 | 0.509202 | 0.629889 | 33.736211 | 3.528210 | 10 | 5000.0 | 4.5 | 0.00 | VARIABLE | 50.494427 | -9.273851 | 304.210325 | 31.059154 | 100001.0 | 5020.4500 | 4903.4775 | 5149.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 44.242380 | 42.060850 | 46.378365 | 1120.320600 | 892.38890 | 1348.252200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 19 | V733 Aql | DCEP | 0.7909 | 8.333 | 7.936 | 7.851 | 0.08 | 0.14 | NaN | NaN | 12.72 | 0.07 | 6329 | 410 | c | LII | 299.38759 | 11.04368 | 0.073997 | V* V733 Aql | 299.387593 | 11.043678 | 0.000 | 0.000 | 90.0 | 56 | 19 57 33.02235 | +11 02 37.2413 | deltaCep | cC*|* |V* |IR | 28.700 | NaN | K0 | NaN | 0.3004 | 0.11 | -4.27 | NaN | NaN | NaN | 10.960 | 10.090 | NaN | 8.278 | 7.902 | 7.820 | NaN | NaN | NaN | NaN | NaN | 0.066197 | 369295549951641967 | 4303770918113986304 | 6.179260 | 0.000026 | NaN | NaN | NaN | NaN | NaN | NaN | 1746.899271 | 0.000037 | 1746.843476 | 0.000037 | 1746.903861 | 0.000037 | 9.718406 | 0.000122 | 10.215195 | 0.000623 | 9.104276 | 0.000246 | 0.370874 | 0.000429 | 0.438800 | 0.002677 | 0.273982 | 0.001305 | 0.382353 | 0.233787 | 0.294152 | 0.001101 | NaN | NaN | 4.842077 | 0.004736 | NaN | NaN | 31 | 27 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
190 | 1635721458409799680 | Gaia DR2 4306046593639867776 | 4306046593639867776 | 121071797 | 2015.5 | 288.658723 | 0.036840 | 6.482522 | 0.037573 | 0.441209 | 0.045593 | 9.677101 | -3.968451 | 0.075105 | -7.072703 | 0.071102 | 0.377821 | -0.006044 | -0.195810 | -0.287910 | -0.138991 | -0.196918 | -0.388362 | -0.413904 | 0.047385 | 0.315276 | 156 | 156 | 155 | 1 | 4.955089 | 252.28984 | 0.000000 | 0.000000e+00 | 31 | True | 364.753450 | 1.410186 | 0.008667 | 0.270649 | 18 | 11 | 0.053930 | 0 | 18 | False | 156 | 2.665410e+05 | 5.488613e+03 | 48.562546 | 12.123956 | 18 | 8.654657e+04 | 6.067018e+03 | 14.265091 | 13.008264 | 18 | 2.735251e+05 | 1.529874e+04 | 17.878925 | 11.169427 | 1.350905 | 0 | 1.838837 | 0.884308 | 0.954529 | 28.949563 | 8.594248 | 6 | 5500.0 | 3.5 | 0.00 | VARIABLE | 41.348207 | -2.170403 | 291.218018 | 28.557761 | 100001.0 | 3940.2500 | 3877.0000 | 4100.0000 | 0.9277 | 0.8319 | 1.3460 | 0.4655 | 0.3943 | 0.6201 | 200111.0 | 20.783487 | 19.195448 | 21.467148 | 93.805140 | 80.01805 | 107.592224 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 17 | V526 Aql | CEP | 0.6244 | 9.609 | 9.174 | 8.981 | 0.50 | 0.47 | NaN | NaN | 13.20 | 0.07 | 5481 | 386 | c | LIII | 288.65879 | 6.48261 | 0.395579 | V* V526 Aql | 288.658741 | 6.482553 | 0.000 | 0.000 | 90.0 | 15 | 19 14 38.09773 | +06 28 57.1900 | Cepheid | Ce*|V* |* |IR | 28.950 | NaN | NaN | NaN | 0.4412 | -3.97 | -7.07 | NaN | NaN | NaN | NaN | NaN | NaN | 9.795 | 9.225 | 9.029 | NaN | NaN | NaN | NaN | NaN | 0.125705 | 369295551293819386 | 4306046593639867776 | 6.884410 | 0.000018 | NaN | NaN | NaN | NaN | NaN | NaN | 1708.934662 | 0.000025 | 1708.901599 | 0.000025 | 1708.863837 | 0.000025 | 12.110727 | 0.000098 | 13.002258 | 0.000405 | 11.170273 | 0.000218 | 0.845485 | 0.000475 | 0.985745 | 0.002866 | 0.766861 | 0.001539 | NaN | NaN | 0.318457 | 0.000601 | NaN | NaN | 5.157518 | 0.003045 | NaN | NaN | 17 | 17 | 17 | NaN | NaN | T2CEP | W_VIR | NOT_APPLICABLE | NaN |
191 | 1635721458409799680 | Gaia DR2 4307944836090489600 | 4307944836090489600 | 410680641 | 2015.5 | 290.259783 | 0.047114 | 8.516328 | 0.045980 | 0.553951 | 0.055081 | 10.057045 | 2.141418 | 0.114079 | -1.653254 | 0.100460 | 0.054811 | -0.125963 | -0.466803 | 0.098358 | 0.050932 | 0.063088 | -0.367666 | 0.154772 | -0.237071 | -0.169912 | 113 | 113 | 113 | 0 | 3.826906 | 173.65564 | 0.000000 | 0.000000e+00 | 31 | True | 221.825600 | 1.402531 | 0.011904 | 0.160602 | 13 | 9 | 0.071638 | 0 | 17 | False | 141 | 3.418605e+06 | 4.756432e+04 | 71.873310 | 9.353744 | 15 | 1.014216e+06 | 5.985060e+04 | 16.945797 | 10.336062 | 17 | 3.471368e+06 | 1.274692e+05 | 27.232983 | 8.410668 | 1.312109 | 0 | 1.925393 | 0.982318 | 0.943075 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 43.889535 | -2.627362 | 293.375093 | 30.326294 | 100001.0 | 4000.4402 | 3941.7100 | 4161.3525 | 1.1642 | 0.7189 | 2.1490 | 0.5300 | 0.3229 | 1.1103 | 200111.0 | 56.461517 | 52.179400 | 58.156567 | 735.581670 | 636.92590 | 834.237400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 18 | V600 Aql | DCEP | 0.8596 | 6.960 | 6.447 | 6.206 | 0.03 | 0.09 | NaN | NaN | 11.13 | 0.05 | 6827 | 446 | a | LII | 290.25978 | 8.51633 | 0.012686 | V* V600 Aql | 290.259773 | 8.516335 | 0.000 | 0.000 | 90.0 | 79 | 19 21 02.34563 | +08 30 58.8057 | deltaCep | cC*|V* |* |IR | 2.100 | NaN | F8v | NaN | 0.5540 | 2.14 | -1.65 | NaN | NaN | NaN | 11.450 | 10.090 | NaN | 6.876 | 6.366 | 6.146 | NaN | NaN | NaN | NaN | NaN | 0.041933 | 369295551293819386 | 4307944836090489600 | 7.239958 | 0.000092 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.740754 | 0.000131 | 1706.698017 | 0.000131 | 1858.823018 | 0.000131 | 9.349115 | 0.000299 | 10.329634 | 0.000854 | 8.395448 | 0.000683 | 0.523119 | 0.000948 | 0.687555 | 0.002693 | 0.433494 | 0.001368 | NaN | NaN | 0.465389 | 0.003268 | NaN | NaN | 4.823177 | 0.014168 | NaN | NaN | 16 | 14 | 14 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
192 | 1635721458409799680 | Gaia DR2 4312361436842603520 | 4312361436842603520 | 306557642 | 2015.5 | 287.316627 | 0.044410 | 10.552466 | 0.042136 | 0.930370 | 0.056988 | 16.325720 | 0.261367 | 0.091553 | -5.240083 | 0.087243 | 0.292824 | -0.462277 | 0.114338 | -0.082631 | -0.288819 | 0.065497 | -0.292887 | -0.311609 | 0.109402 | 0.109418 | 159 | 159 | 159 | 0 | 6.837085 | 306.79540 | 0.000000 | 0.000000e+00 | 31 | True | 118.630510 | 1.469209 | 0.008142 | 0.116126 | 18 | 10 | 0.055588 | 0 | 22 | False | 177 | 1.484717e+07 | 2.339486e+05 | 63.463383 | 7.759257 | 20 | 4.831863e+06 | 3.087876e+05 | 15.647851 | 8.641102 | 20 | 1.317246e+07 | 5.058032e+05 | 26.042665 | 6.962752 | 1.212644 | 0 | 1.678349 | 0.881845 | 0.796505 | -13.281267 | 6.533926 | 8 | 4250.0 | 4.5 | 0.00 | VARIABLE | 44.343138 | 0.888845 | 290.366522 | 32.775512 | 100001.0 | 4030.0000 | 3974.0000 | 4220.1553 | 0.6787 | 0.2446 | 2.0082 | 0.3340 | 0.1126 | 0.9338 | 200111.0 | 68.360380 | 62.338696 | 70.300570 | 1110.513500 | 1018.31070 | 1202.716400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 5 | FM Aql | DCEP | 0.7863 | 5.657 | 5.210 | 5.007 | 0.24 | 0.21 | NaN | NaN | 9.76 | 0.05 | 7326 | 450 | a | LIII | 287.31662 | 10.55249 | 0.089784 | V* FM Aql | 287.316626 | 10.552489 | 0.000 | 0.000 | 90.0 | 159 | 19 09 15.99017 | +10 33 08.9588 | deltaCep | V* |cC*|* |IR | -5.100 | NaN | F2I | NaN | 0.9304 | 0.26 | -5.24 | NaN | NaN | NaN | 9.050 | 7.890 | NaN | 5.790 | 5.257 | 5.029 | NaN | NaN | NaN | NaN | NaN | 0.081322 | 369295551293819386 | 4312361436842603520 | NaN | NaN | 1.982445 | 0.000007 | NaN | NaN | NaN | NaN | 1754.687479 | 0.000010 | 1754.663445 | 0.000010 | 1754.247872 | 0.000010 | 7.654802 | 0.000269 | 8.435673 | 0.000753 | 6.839145 | 0.000733 | 0.520362 | 0.000736 | 0.706266 | 0.001937 | 0.418820 | 0.001220 | NaN | NaN | 0.287825 | 0.001285 | NaN | NaN | 6.553196 | 0.004980 | NaN | NaN | 18 | 17 | 15 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
193 | 1635721458409799680 | Gaia DR2 4313179507891570304 | 4313179507891570304 | 1296337730 | 2015.5 | 287.501725 | 0.039595 | 12.536536 | 0.032956 | 0.477475 | 0.050336 | 9.485855 | -1.703734 | 0.074834 | -4.948063 | 0.062508 | 0.115456 | -0.389616 | 0.072444 | -0.356129 | -0.193048 | -0.438611 | 0.032782 | -0.044184 | -0.115703 | -0.000207 | 241 | 241 | 233 | 8 | 10.416735 | 529.45123 | 0.000000 | 0.000000e+00 | 31 | True | 295.585820 | 1.369217 | 0.009679 | -0.103494 | 27 | 11 | 0.046328 | 0 | 29 | True | 249 | 1.811067e+06 | 1.613936e+04 | 112.214264 | 10.043529 | 29 | 4.717482e+05 | 1.836977e+04 | 25.680681 | 11.167112 | 28 | 2.052218e+06 | 5.190495e+04 | 39.538006 | 8.981361 | 1.393635 | 0 | 2.185751 | 1.123583 | 1.062168 | 7.487814 | 0.931820 | 4 | 5250.0 | 4.5 | 0.00 | VARIABLE | 46.187875 | 1.642552 | 290.923976 | 34.713192 | 100001.0 | 3646.5000 | 3541.0000 | 4104.6304 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 64.659550 | 51.031345 | 68.569860 | 665.985840 | 569.49023 | 762.481450 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 20 | V916 Aql | DCEP | 1.1284 | 7.367 | 6.764 | 6.515 | 0.39 | 0.36 | NaN | NaN | 12.28 | 0.05 | 6311 | 428 | a | LIII | 287.50172 | 12.53654 | 0.020897 | V* V916 Aql | 287.501732 | 12.536558 | 0.000 | 0.000 | 90.0 | 39 | 19 10 00.41570 | +12 32 11.6074 | deltaCep | * |IR |cC*|V* |Ce* | 17.900 | NaN | NaN | NaN | 0.4775 | -1.70 | -4.95 | NaN | NaN | NaN | 12.220 | 10.860 | NaN | 7.561 | 6.947 | 6.723 | NaN | NaN | NaN | NaN | NaN | 0.081114 | 369295551293819386 | 4313179507891570304 | 13.439993 | 0.000215 | NaN | NaN | NaN | NaN | NaN | NaN | 1685.407427 | 0.000303 | 1685.212341 | 0.000303 | 1685.646449 | 0.000303 | 10.083503 | 0.001358 | 11.197573 | 0.001906 | 9.074700 | 0.000558 | 0.987329 | 0.010693 | 1.475969 | 0.016403 | 0.964800 | 0.002113 | NaN | NaN | 0.366303 | 0.004560 | 0.108769 | 0.002795 | 4.960789 | 0.028899 | 3.625536 | 0.065815 | 26 | 23 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
194 | 1635721458409799680 | Gaia DR2 4505300988492333312 | 4505300988492333312 | 480751108 | 2015.5 | 281.475412 | 0.033451 | 12.336098 | 0.045599 | 0.233258 | 0.047424 | 4.918619 | -4.218347 | 0.070113 | -10.097625 | 0.083652 | 0.178491 | -0.013072 | -0.132089 | -0.144583 | -0.415754 | -0.046691 | -0.383805 | -0.212922 | 0.200035 | 0.161474 | 138 | 138 | 135 | 3 | 4.533235 | 216.71365 | 0.000000 | 0.000000e+00 | 31 | False | 246.958680 | 1.498945 | 0.011985 | 0.126447 | 16 | 12 | 0.054587 | 0 | 28 | False | 213 | 2.322686e+06 | 2.546840e+04 | 91.198740 | 9.773389 | 27 | 9.626976e+05 | 4.060846e+04 | 23.706827 | 10.392663 | 26 | 2.065583e+06 | 4.707576e+04 | 43.877850 | 8.974313 | 1.303784 | 0 | 1.418350 | 0.619274 | 0.799076 | 97.002038 | 8.964545 | 2 | 5000.0 | 4.5 | 0.00 | VARIABLE | 43.339767 | 6.800906 | 283.764368 | 35.228673 | 100001.0 | 4472.6665 | 4421.1900 | 4760.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 221 | BB Her | DCEP | 0.8755 | 8.076 | 7.675 | 7.538 | 0.26 | 0.23 | NaN | NaN | 12.66 | 0.06 | 5950 | 418 | c | LIII | 281.47543 | 12.33614 | 0.162569 | V* BB Her | 281.475431 | 12.336142 | 0.000 | 0.000 | 90.0 | 73 | 18 45 54.10346 | +12 20 10.1101 | deltaCep | V* |cC*|* |IR |Ce* | 88.400 | NaN | G5 | NaN | 0.2333 | -4.22 | -10.10 | NaN | NaN | NaN | 11.100 | 10.020 | NaN | 8.083 | 7.649 | 7.508 | NaN | NaN | NaN | NaN | NaN | 0.169622 | 369295549951641967 | 4505300988492333312 | 6.831755 | 0.000082 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.330840 | 0.000116 | 1706.202467 | 0.000116 | 1706.722538 | 0.000116 | 9.753723 | 0.000196 | 10.358858 | 0.000650 | 8.997485 | 0.000284 | 0.455279 | 0.000402 | 0.592121 | 0.001187 | 0.370000 | 0.000681 | NaN | NaN | 0.477959 | 0.002508 | NaN | NaN | 4.511371 | 0.004614 | NaN | NaN | 23 | 21 | 20 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
195 | 1635721458409799680 | Gaia DR2 4514145288240593408 | 4514145288240593408 | 1335366512 | 2015.5 | 284.561446 | 0.081703 | 17.360874 | 0.086114 | 1.809758 | 0.107038 | 16.907692 | -1.067562 | 0.157799 | -9.692630 | 0.166947 | 0.258503 | 0.103438 | 0.113899 | -0.427685 | -0.073229 | -0.412756 | -0.085009 | -0.166191 | -0.389717 | 0.257756 | 393 | 393 | 353 | 40 | 65.832740 | 6571.56150 | 0.489952 | 9.953280e+01 | 31 | True | 3.763247 | 1.641871 | 0.023324 | 0.004681 | 46 | 13 | 0.099495 | 0 | 49 | False | 400 | 1.652037e+08 | 6.821180e+05 | 242.192320 | 5.143316 | 40 | 7.083167e+07 | 2.843675e+06 | 24.908497 | 5.725820 | 38 | 1.185033e+08 | 1.209207e+06 | 98.000820 | 4.577594 | 1.146069 | 0 | 1.148225 | 0.582503 | 0.565722 | -14.748833 | 1.894145 | 21 | 5500.0 | 4.5 | 0.00 | VARIABLE | 49.204962 | 6.363258 | 288.223142 | 39.883414 | 100001.0 | 4900.0000 | 4811.0000 | 4941.6665 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 65.833200 | 64.727715 | 68.291466 | 2250.966300 | 2091.83800 | 2410.094700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 4 | FF Aql | DCEPS | 0.6504 | 4.030 | 3.741 | 3.525 | 0.04 | 0.10 | NaN | NaN | 8.71 | 0.37 | 7592 | 455 | c* | LII | 284.56145 | 17.36091 | 0.131328 | HD 176155A | 284.561447 | 17.360914 | 0.001 | 0.001 | 0.0 | 2 | 18 58 14.7472 | +17 21 39.290 | SB* | IR |* |SB*|** |** | NaN | NaN | NaN | NaN | 1.6400 | -0.10 | -9.33 | NaN | NaN | NaN | 6.081 | 5.353 | NaN | 4.030 | 3.740 | 3.520 | NaN | NaN | NaN | NaN | NaN | 0.144658 | 369295549951641967 | 4514145288240593408 | NaN | NaN | 4.471146 | 0.000176 | NaN | NaN | NaN | NaN | 1750.028472 | 0.000250 | 1749.970727 | 0.000250 | 1749.993661 | 0.000250 | 5.109919 | 0.001024 | 5.588660 | 0.000590 | 4.571758 | 0.001754 | 0.290166 | 0.003059 | 0.319313 | 0.002005 | 0.181722 | 0.006188 | NaN | NaN | 0.179074 | 0.010001 | NaN | NaN | 3.177493 | 0.055332 | NaN | NaN | 25 | 25 | 25 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
196 | 1635721458409799680 | Gaia DR2 5235910694044165760 | 5235910694044165760 | 1651169640 | 2015.5 | 176.136937 | 0.024629 | -67.305250 | 0.026206 | 0.680675 | 0.031565 | 21.564470 | -6.751979 | 0.050844 | -0.942527 | 0.047639 | -0.047951 | -0.183205 | -0.325879 | 0.023829 | 0.200794 | 0.099845 | -0.154074 | 0.218211 | 0.156634 | 0.010515 | 239 | 239 | 235 | 4 | -0.164255 | 225.83585 | 0.000000 | 0.000000e+00 | 31 | True | 223.327440 | 1.538004 | 0.006936 | -0.075671 | 27 | 18 | 0.036251 | 0 | 30 | True | 264 | 5.671616e+06 | 4.909212e+04 | 115.530080 | 8.804099 | 27 | 2.568371e+06 | 9.838260e+04 | 26.105947 | 9.327244 | 29 | 4.573443e+06 | 1.140002e+05 | 40.117867 | 8.111312 | 1.259220 | 0 | 1.215932 | 0.523145 | 0.692787 | -2.679308 | 9.374521 | 4 | 6250.0 | 2.5 | 0.00 | VARIABLE | 296.530921 | -5.268526 | 221.712985 | -58.957416 | 100001.0 | 4917.0000 | 4849.3250 | 5100.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 32.141150 | 29.875937 | 33.044506 | 544.024500 | 503.99810 | 584.050840 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 248 | RT Mus | DCEP | 0.4894 | 7.181 | 6.809 | 6.660 | 0.12 | 0.09 | NaN | NaN | 10.50 | 0.05 | 7464 | 447 | b | LIII | 176.13701 | -67.30525 | 0.101319 | V* RT Mus | 176.137012 | -67.305246 | 0.000 | 0.000 | 90.0 | 85 | 11 44 32.88298 | -67 18 18.8866 | deltaCep | cC*|V* |* |IR | -1.800 | NaN | F8 | NaN | 0.6807 | -6.75 | -0.94 | NaN | NaN | NaN | 9.690 | 8.570 | NaN | 7.025 | 6.727 | 6.600 | NaN | NaN | NaN | NaN | NaN | 0.105670 | 369295549951641967 | 5235910694044165760 | 3.086133 | 0.000007 | NaN | NaN | NaN | NaN | NaN | NaN | 1690.538185 | 0.000010 | 1690.541636 | 0.000010 | 1690.593934 | 0.000010 | 8.701271 | 0.000346 | 9.224060 | 0.000477 | 8.064565 | 0.000342 | 0.636147 | 0.000900 | 0.796446 | 0.001915 | 0.459137 | 0.001298 | 0.078115 | 0.219752 | 0.369000 | 0.000984 | 0.163995 | 0.001184 | 4.199970 | 0.002539 | 2.084586 | 0.006531 | 30 | 25 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
197 | 1635721458409799680 | Gaia DR2 5238808628736339584 | 5238808628736339584 | 1051704902 | 2015.5 | 164.288338 | 0.025428 | -65.134744 | 0.026673 | 0.265594 | 0.027140 | 9.786026 | -5.717193 | 0.046859 | 2.453828 | 0.045153 | -0.063618 | 0.007492 | -0.494296 | 0.010548 | 0.289568 | 0.068825 | -0.513265 | 0.202955 | 0.025673 | -0.115020 | 254 | 254 | 254 | 0 | 2.692048 | 313.25888 | 0.000000 | 0.000000e+00 | 31 | True | 218.677290 | 1.495427 | 0.006648 | -0.017653 | 29 | 17 | 0.037792 | 0 | 32 | False | 278 | 4.247109e+06 | 6.634325e+04 | 64.017200 | 9.118133 | 32 | 1.839060e+06 | 1.219435e+05 | 15.081251 | 9.689898 | 30 | 3.946070e+06 | 1.780923e+05 | 22.157440 | 8.271508 | 1.362134 | 0 | 1.418390 | 0.571766 | 0.846624 | -11.380968 | 17.356522 | 3 | 6000.0 | 1.5 | 0.00 | VARIABLE | 291.288012 | -4.879380 | 212.355052 | -61.369019 | 100001.0 | 5149.0000 | 4456.3335 | 5942.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 63.460876 | 47.652596 | 84.722050 | 2550.342000 | 2115.91970 | 2984.764400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 70 | XX Car | DCEP | 1.1963 | 7.176 | 6.745 | 6.566 | 0.20 | 0.17 | NaN | NaN | 12.72 | 0.05 | 7423 | 406 | b | LIII | 164.28840 | -65.13475 | 0.095961 | V* XX Car | 164.288397 | -65.134755 | 0.000 | 0.000 | 90.0 | 84 | 10 57 09.21518 | -65 08 05.1177 | deltaCep | V* |cC*|* |IR | -11.400 | NaN | G0 | NaN | 0.2656 | -5.72 | 2.45 | NaN | NaN | NaN | 10.460 | 9.420 | 8.80 | 7.410 | 6.897 | 6.686 | NaN | NaN | NaN | NaN | NaN | 0.096434 | 369295549951641967 | 5238808628736339584 | 31.448603 | 0.000330 | NaN | NaN | NaN | NaN | NaN | NaN | 1661.063101 | 0.000466 | 1663.098293 | 0.000466 | 1661.238623 | 0.000466 | 8.659997 | 0.000370 | 9.313016 | 0.006983 | 7.852836 | 0.004899 | 1.177347 | 0.000794 | 1.509609 | 0.013011 | 1.407349 | 0.012662 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30 | 28 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
198 | 1635721458409799680 | Gaia DR2 5240441472232302848 | 5240441472232302848 | 1345845252 | 2015.5 | 165.566882 | 0.023851 | -64.262893 | 0.022019 | 0.329524 | 0.026614 | 12.381757 | -5.144734 | 0.045670 | 3.148443 | 0.040609 | -0.061040 | -0.209788 | -0.438894 | 0.001607 | 0.188609 | 0.087496 | -0.230164 | 0.186296 | 0.264132 | -0.027791 | 284 | 284 | 279 | 5 | 7.495084 | 488.58990 | 0.000000 | 0.000000e+00 | 31 | True | 234.889050 | 1.475557 | 0.006576 | -0.078328 | 32 | 19 | 0.035212 | 0 | 37 | False | 318 | 4.970252e+06 | 4.403032e+04 | 112.882480 | 8.947420 | 34 | 1.914018e+06 | 7.696035e+04 | 24.870176 | 9.646523 | 28 | 4.341653e+06 | 7.915996e+04 | 54.846584 | 8.167782 | 1.258622 | 0 | 1.478742 | 0.699103 | 0.779638 | -8.260591 | 9.605231 | 4 | 5750.0 | 1.5 | 0.00 | VARIABLE | 291.420235 | -3.858976 | 211.629252 | -60.402618 | 100001.0 | 4446.1970 | 4354.2964 | 4503.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 82.089760 | 80.031780 | 85.591450 | 2372.616000 | 2051.61910 | 2693.612800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 71 | XY Car | DCEP | 1.0946 | 6.915 | 6.419 | 6.227 | 0.07 | 0.04 | NaN | NaN | 11.99 | 0.05 | 7402 | 429 | b | LIII | 165.56694 | -64.26290 | 0.093131 | V* XY Car | 165.566933 | -64.262907 | 0.000 | 0.000 | 90.0 | 80 | 11 02 16.06403 | -64 15 46.4647 | deltaCep | V* |cC*|* |IR | -5.700 | NaN | G5 | NaN | 0.3295 | -5.15 | 3.15 | NaN | NaN | NaN | 10.690 | 9.490 | NaN | 6.960 | 6.440 | 6.171 | NaN | NaN | NaN | NaN | NaN | 0.093491 | 369295549951641967 | 5240441472232302848 | 12.438020 | 0.000084 | NaN | NaN | NaN | NaN | NaN | NaN | 1661.429600 | 0.000119 | 1662.203473 | 0.000119 | 1662.620707 | 0.000119 | 8.849494 | 0.000253 | 9.596326 | 0.000189 | 8.059210 | 0.000157 | 0.680592 | 0.000719 | 0.705466 | 0.000763 | 0.486671 | 0.000683 | NaN | NaN | 0.034975 | 0.001167 | 0.136119 | 0.001220 | 4.402027 | 0.038730 | 1.098412 | 0.012732 | 36 | 32 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
199 | 1635721458409799680 | Gaia DR2 5245796334347122944 | 5245796334347122944 | 552283052 | 2015.5 | 150.015328 | 0.023763 | -66.276233 | 0.025744 | 0.857880 | 0.026276 | 32.648663 | -5.479877 | 0.052108 | 2.390055 | 0.049831 | -0.037805 | -0.019266 | -0.287191 | 0.066481 | 0.214770 | 0.091362 | -0.220220 | 0.044910 | -0.048714 | 0.075725 | 263 | 263 | 255 | 8 | 5.700086 | 399.43370 | 0.000000 | 0.000000e+00 | 31 | False | 77.352230 | 1.569380 | 0.006535 | 0.059052 | 30 | 19 | 0.039423 | 0 | 36 | False | 301 | 1.056895e+07 | 3.531078e+04 | 299.312400 | 8.128285 | 34 | 5.165915e+06 | 6.720718e+04 | 76.865520 | 8.568521 | 34 | 7.516270e+06 | 5.508631e+04 | 136.445340 | 7.571914 | 1.199947 | 0 | 0.996606 | 0.440235 | 0.556371 | 18.077630 | 1.334912 | 18 | 6000.0 | 2.5 | 0.00 | VARIABLE | 286.854948 | -8.911838 | 207.276726 | -66.916176 | 100001.0 | 5644.7500 | 5300.0000 | 6036.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 25.015999 | 21.878061 | 28.376286 | 572.412700 | 542.90936 | 601.916100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 347 | V397 Car | DCEPS | 0.3145 | 6.857 | 6.533 | 6.404 | -0.08 | 0.06 | NaN | NaN | 10.42 | 0.07 | 7678 | 447 | c* | LEM | 150.01539 | -66.27624 | 0.093281 | V* V397 Car | 150.015387 | -66.276243 | 0.000 | 0.000 | 90.0 | 34 | 10 00 03.69283 | -66 16 34.4752 | deltaCep | cC*|* |V* |IR | 18.080 | NaN | F8Ib/II | NaN | 0.8579 | -5.54 | 2.75 | NaN | NaN | NaN | 9.070 | 8.290 | NaN | 6.857 | 6.533 | 6.404 | NaN | NaN | NaN | NaN | NaN | 0.092665 | 369295549951641967 | 5245796334347122944 | NaN | NaN | 2.063439 | 0.000009 | NaN | NaN | NaN | NaN | 1690.807016 | 0.000013 | 1690.772148 | 0.000013 | 1690.704409 | 0.000013 | 8.090565 | 0.000139 | 8.524661 | 0.000374 | 7.540595 | 0.000385 | 0.186407 | 0.000333 | 0.225013 | 0.000730 | 0.128184 | 0.000991 | NaN | NaN | 0.100618 | 0.002423 | NaN | NaN | 4.294410 | 0.028527 | NaN | NaN | 31 | 30 | 30 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
200 | 1635721458409799680 | Gaia DR2 5253795384546671104 | 5253795384546671104 | 780821676 | 2015.5 | 158.018371 | 0.144154 | -61.782617 | 0.144688 | -1.124873 | 0.170918 | -6.581354 | -5.908855 | 0.282259 | 2.569842 | 0.264318 | -0.106255 | -0.143242 | -0.203295 | 0.079124 | 0.090470 | 0.119761 | -0.069843 | 0.324053 | 0.122004 | -0.095519 | 283 | 283 | 274 | 9 | 61.664043 | 5726.75200 | 0.971280 | 1.665190e+02 | 31 | False | 1.030584 | 1.688034 | 0.048296 | -0.061827 | 32 | 19 | 0.148428 | 0 | 37 | False | 318 | 3.971196e+04 | 1.292614e+04 | 3.072220 | 14.191062 | 0 | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 287.234728 | -3.234658 | 203.223273 | -61.503614 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 66 | UY Car | DCEP | 0.7438 | 7.248 | 6.887 | 6.821 | 0.13 | 0.10 | NaN | NaN | 11.57 | 0.07 | 7589 | 436 | c | LIII | 158.01846 | -61.78265 | 0.194024 | V* UY Car | 158.018424 | -61.782628 | 0.000 | 0.000 | 90.0 | 57 | 10 32 04.42185 | -61 46 57.4596 | deltaCep | V* |cC*|* |IR | NaN | NaN | G | NaN | NaN | -5.91 | 2.57 | NaN | NaN | NaN | 9.683 | 9.347 | 9.47 | 7.283 | 6.974 | 6.910 | NaN | NaN | NaN | NaN | NaN | 0.099874 | 369295549951641967 | 5253795384546671104 | 5.542248 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1679.922650 | 0.000032 | 1679.680489 | 0.000032 | 1718.528956 | 0.000032 | 8.694564 | 0.000186 | 9.182812 | 0.000268 | 8.093655 | 0.000219 | 0.639440 | 0.000635 | 0.813463 | 0.001015 | 0.505725 | 0.000916 | 0.137345 | 0.233768 | 0.366755 | 0.000748 | NaN | NaN | 4.597067 | 0.001993 | NaN | NaN | 35 | 32 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
201 | 1635721458409799680 | Gaia DR2 5254070090673438592 | 5254070090673438592 | 952318351 | 2015.5 | 160.595909 | 0.020469 | -61.165901 | 0.023076 | 0.330475 | 0.025346 | 13.038325 | -6.238191 | 0.043561 | 3.131553 | 0.044349 | -0.065946 | 0.006083 | -0.329549 | 0.096789 | 0.099908 | 0.113755 | -0.279189 | 0.116409 | 0.243361 | -0.097491 | 281 | 281 | 276 | 5 | 2.938739 | 344.55243 | 0.000000 | 0.000000e+00 | 31 | False | 305.491940 | 1.538826 | 0.005849 | -0.028531 | 32 | 18 | 0.035353 | 0 | 38 | False | 324 | 1.749021e+06 | 1.089180e+04 | 160.581440 | 10.081378 | 35 | 7.472974e+05 | 1.579256e+04 | 47.319588 | 10.667654 | 35 | 1.421271e+06 | 2.085486e+04 | 68.150590 | 9.380228 | 1.239876 | 0 | 1.287426 | 0.586276 | 0.701150 | 11.421220 | 6.306281 | 5 | 5500.0 | 2.0 | 0.00 | VARIABLE | 288.003193 | -2.091907 | 203.887458 | -60.165553 | 100001.0 | 4786.7700 | 4728.4700 | 4873.2666 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 39.458652 | 38.070362 | 40.437664 | 736.460450 | 640.25476 | 832.666140 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 54 | EY Car | DCEP | 0.4588 | 8.352 | 7.953 | 7.808 | -0.17 | -0.18 | NaN | NaN | 11.53 | 0.07 | 7563 | 437 | c | SZI | 160.59597 | -61.16591 | 0.109763 | V* EY Car | 160.595965 | -61.165915 | 0.000 | 0.000 | 90.0 | 51 | 10 42 23.03162 | -61 09 57.2932 | deltaCep | V* |cC*|* |IR | 25.433 | NaN | NaN | NaN | 0.3305 | -6.24 | 3.13 | NaN | NaN | NaN | 11.050 | 10.350 | NaN | 8.285 | 7.941 | 7.804 | NaN | NaN | NaN | NaN | NaN | 0.108191 | 369295549951641967 | 5254070090673438592 | 2.876475 | 0.000010 | 2.034831 | 0.000018 | NaN | NaN | NaN | NaN | 1689.923189 | 0.000005 | 1724.586853 | 0.000005 | 1724.642056 | 0.000005 | 10.022121 | 0.000129 | 10.576105 | 0.000215 | 9.351792 | 0.000171 | 0.386407 | 0.000183 | 0.516607 | 0.000304 | 0.216141 | 0.000242 | NaN | NaN | 0.372016 | 0.001534 | NaN | NaN | 4.301994 | 0.002913 | NaN | NaN | 34 | 29 | 27 | NaN | NaN | DCEP | NaN | MULTI | F/1O |
202 | 1635721458409799680 | Gaia DR2 5254097093074642944 | 5254097093074642944 | 1088805318 | 2015.5 | 159.834651 | 0.022405 | -61.152432 | 0.025081 | 0.328375 | 0.029099 | 11.284710 | -6.168824 | 0.046326 | 2.521374 | 0.044781 | 0.061312 | -0.081088 | -0.234505 | -0.078694 | 0.327420 | 0.021619 | -0.195361 | 0.299477 | -0.002472 | -0.039208 | 252 | 252 | 248 | 4 | 3.882629 | 338.20563 | 0.000000 | 0.000000e+00 | 31 | False | 257.173160 | 1.520802 | 0.006495 | -0.046352 | 29 | 17 | 0.033908 | 0 | 32 | False | 279 | 5.344243e+06 | 2.820563e+04 | 189.474330 | 8.868650 | 31 | 2.288300e+06 | 4.605693e+04 | 49.684155 | 9.452606 | 30 | 4.363691e+06 | 5.544382e+04 | 78.704740 | 8.162285 | 1.244702 | 0 | 1.290321 | 0.583956 | 0.706366 | -12.217070 | 4.392587 | 6 | 5750.0 | 2.0 | 0.00 | VARIABLE | 287.674426 | -2.256511 | 203.381307 | -60.434138 | 100001.0 | 5236.3335 | 4964.0000 | 5671.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 55.273766 | 47.125324 | 61.504955 | 2069.388400 | 1772.14730 | 2366.629400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 61 | HW Car | DCEP | 0.9638 | 7.239 | 6.814 | 6.663 | 0.09 | 0.06 | NaN | NaN | 12.06 | 0.07 | 7567 | 427 | c | LIII | 159.83471 | -61.15244 | 0.106832 | V* HW Car | 159.834706 | -61.152443 | 0.000 | 0.000 | 90.0 | 36 | 10 39 20.32942 | -61 09 08.7936 | deltaCep | V* |cC*|* |IR | -12.220 | NaN | G2/3Ib/II | NaN | 0.3284 | -6.17 | 2.52 | NaN | NaN | NaN | 10.100 | 9.090 | NaN | 7.142 | 6.720 | 6.571 | NaN | NaN | NaN | NaN | NaN | 0.103295 | 369295549951641967 | 5254097093074642944 | 9.197827 | 0.000073 | NaN | NaN | NaN | NaN | NaN | NaN | 1713.359162 | 0.000104 | 1713.051721 | 0.000104 | 1713.465640 | 0.000104 | 8.805459 | 0.000113 | 9.391597 | 0.000387 | 8.116901 | 0.000350 | 0.279268 | 0.000418 | 0.343472 | 0.001527 | 0.212768 | 0.001060 | NaN | NaN | 0.088018 | 0.001792 | NaN | NaN | 6.882696 | 0.009462 | NaN | NaN | 31 | 30 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
203 | 1635721458409799680 | Gaia DR2 5254295559276699392 | 5254295559276699392 | 1624625745 | 2015.5 | 159.074209 | 0.023699 | -61.012557 | 0.026637 | 0.373767 | 0.027768 | 13.460349 | -6.209583 | 0.047234 | 2.787032 | 0.049917 | 0.140132 | -0.129122 | -0.333439 | -0.098620 | 0.133138 | -0.064487 | -0.362678 | 0.164071 | 0.086912 | 0.181388 | 250 | 250 | 242 | 8 | 4.270917 | 341.82330 | 0.000000 | 0.000000e+00 | 31 | False | 241.930590 | 1.534978 | 0.006027 | -0.042513 | 29 | 17 | 0.039522 | 0 | 37 | False | 296 | 4.363723e+06 | 2.849227e+04 | 153.154600 | 9.088723 | 33 | 6.220865e+05 | 1.383149e+05 | 4.497609 | 10.866761 | 35 | 3.347728e+06 | 4.944003e+04 | 67.712910 | 8.450045 | 0.909731 | 0 | 2.416717 | 1.778038 | 0.638679 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 287.285064 | -2.314926 | 202.677779 | -60.621127 | 101001.0 | 4135.0000 | 3498.0000 | 4335.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 84.807304 | 77.162460 | 118.507180 | 1894.363200 | 1662.30690 | 2126.419400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 67 | UZ Car | DCEP | 0.7164 | 7.646 | 7.257 | 7.110 | 0.13 | 0.10 | NaN | NaN | 11.70 | 0.07 | 7583 | 434 | c | LIII | 159.07427 | -61.01257 | 0.115235 | V* UZ Car | 159.074265 | -61.012569 | 0.000 | 0.000 | 90.0 | 60 | 10 36 17.82350 | -61 00 45.2493 | deltaCep | V* |cC*|* |IR | -21.400 | NaN | G0 | NaN | 0.3738 | -6.21 | 2.79 | NaN | NaN | NaN | 10.220 | 9.380 | NaN | 7.569 | 7.221 | 7.079 | NaN | NaN | NaN | NaN | NaN | 0.105499 | 369295549951641967 | 5254295559276699392 | 5.204555 | 0.000007 | NaN | NaN | NaN | NaN | NaN | NaN | 1681.528903 | 0.000010 | 1681.519162 | 0.000010 | 1681.712596 | 0.000010 | 9.062549 | 0.000179 | 9.563523 | 0.000646 | 8.443892 | 0.000405 | 0.572339 | 0.000577 | 0.721705 | 0.002615 | 0.465822 | 0.002376 | 0.177726 | 0.233763 | 0.354789 | 0.000572 | 0.099201 | 0.000779 | 4.508709 | 0.004438 | 2.826929 | 0.012892 | 33 | 28 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
204 | 1635721458409799680 | Gaia DR2 5254662177677566464 | 5254662177677566464 | 1014794053 | 2015.5 | 155.345675 | 0.028528 | -61.074076 | 0.029773 | 0.286733 | 0.030156 | 9.508356 | -6.371556 | 0.058335 | 3.939011 | 0.057823 | -0.225443 | 0.019047 | -0.389000 | 0.231081 | 0.106456 | 0.254501 | -0.333419 | 0.093170 | 0.048329 | -0.059307 | 209 | 209 | 208 | 1 | 4.263989 | 300.74088 | 0.000000 | 1.980234e-15 | 31 | False | 224.210720 | 1.549570 | 0.007968 | -0.059498 | 24 | 16 | 0.044745 | 0 | 30 | False | 249 | 6.897266e+06 | 5.998741e+04 | 114.978560 | 8.591673 | 28 | 3.169066e+06 | 1.085010e+05 | 29.207705 | 9.099060 | 28 | 5.335626e+06 | 1.039413e+05 | 51.333057 | 7.943956 | 1.233053 | 0 | 1.155104 | 0.507387 | 0.647717 | -2.852562 | 6.468162 | 5 | 5750.0 | 2.0 | 0.00 | VARIABLE | 285.772712 | -3.304805 | 200.349369 | -62.040468 | 100001.0 | 5332.3300 | 5008.5900 | 5815.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 68.870310 | 57.911743 | 78.061190 | 3454.831300 | 2872.67480 | 4036.987800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 343 | AQ Car | DCEP | 0.9898 | 7.138 | 6.757 | 6.618 | -0.30 | -0.16 | NaN | NaN | 12.14 | 0.05 | 7658 | 425 | b | LEM | 155.34573 | -61.07409 | 0.108511 | V* AQ Car | 155.345732 | -61.074093 | 0.000 | 0.000 | 90.0 | 88 | 10 21 22.97559 | -61 04 26.7344 | deltaCep | V* |cC*|* |IR | 1.400 | NaN | F8/G0Ib | NaN | 0.2867 | -6.37 | 3.94 | NaN | NaN | NaN | 9.730 | 8.840 | NaN | 7.244 | 6.811 | 6.620 | NaN | NaN | NaN | NaN | NaN | 0.116108 | 369295549951641967 | 5254662177677566464 | 9.768108 | 0.000105 | NaN | NaN | NaN | NaN | NaN | NaN | 1673.115115 | 0.000149 | 1672.927203 | 0.000149 | 1673.516186 | 0.000149 | 8.586136 | 0.000187 | 9.086472 | 0.000314 | 7.958856 | 0.000239 | 0.504545 | 0.000615 | 0.661843 | 0.001573 | 0.329023 | 0.000696 | NaN | NaN | 0.049485 | 0.001603 | 0.147625 | 0.001304 | 1.097712 | 0.023975 | 5.400098 | 0.010830 | 28 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
205 | 1635721458409799680 | Gaia DR2 5255066591776722432 | 5255066591776722432 | 1340059487 | 2015.5 | 155.084832 | 0.026073 | -59.376609 | 0.025708 | 0.345360 | 0.029865 | 11.563930 | -5.857801 | 0.054970 | 2.578071 | 0.050692 | 0.093604 | -0.094981 | -0.232512 | 0.071171 | 0.338115 | 0.105360 | -0.223576 | 0.125987 | -0.074863 | 0.254531 | 227 | 227 | 223 | 4 | 4.093554 | 314.28250 | 0.000000 | 0.000000e+00 | 31 | True | 242.069800 | 1.495227 | 0.007839 | -0.045717 | 26 | 16 | 0.041973 | 0 | 28 | False | 242 | 2.011899e+06 | 1.163717e+04 | 172.885590 | 9.929351 | 26 | 8.017887e+05 | 1.901235e+04 | 42.172000 | 10.591238 | 26 | 1.688451e+06 | 2.596928e+04 | 65.017270 | 9.193198 | 1.237756 | 0 | 1.398040 | 0.661887 | 0.736153 | -3.211718 | 5.521631 | 5 | 4750.0 | 2.0 | -0.50 | VARIABLE | 284.739254 | -1.951135 | 197.471851 | -61.031435 | 100001.0 | 5009.2500 | 4510.5000 | 5594.2500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 35.974052 | 28.843706 | 44.369590 | 734.115300 | 632.11240 | 836.118160 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 59 | GZ Car | DCEPS(B) | 0.6190 | 8.126 | 7.698 | 7.528 | -0.07 | -0.08 | NaN | NaN | 11.75 | 0.11 | 7681 | 433 | c* | SZI | 155.08487 | -59.37662 | 0.080773 | V* GZ Car | 155.084881 | -59.376620 | 0.000 | 0.000 | 90.0 | 77 | 10 20 20.37147 | -59 22 35.8323 | deltaCep | cC*|V* |* |IR | -3.210 | NaN | G5 | NaN | 0.3454 | -5.86 | 2.58 | NaN | NaN | NaN | 11.150 | 10.200 | NaN | 8.126 | 7.698 | 7.528 | NaN | NaN | NaN | NaN | NaN | 0.099200 | 369295549951641967 | 5255066591776722432 | 4.154210 | 0.000045 | NaN | NaN | NaN | NaN | NaN | NaN | 1723.813662 | 0.000064 | 1723.859061 | 0.000064 | 1723.859591 | 0.000064 | 9.920044 | 0.000115 | 10.535692 | 0.000323 | 9.163969 | 0.000143 | 0.284751 | 0.000424 | 0.298445 | 0.000755 | 0.195767 | 0.000627 | -0.393969 | 0.225120 | 0.515338 | 0.002746 | NaN | NaN | 4.021233 | 0.003806 | NaN | NaN | 26 | 24 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
206 | 1635721458409799680 | Gaia DR2 5255220656517219840 | 5255220656517219840 | 1167605349 | 2015.5 | 156.711937 | 0.023613 | -59.669532 | 0.026217 | 0.263065 | 0.029025 | 9.063525 | -7.304970 | 0.051591 | 3.590089 | 0.049525 | 0.093789 | -0.202344 | -0.148456 | 0.092409 | 0.169040 | 0.147112 | 0.022124 | 0.192255 | -0.013368 | 0.200716 | 236 | 236 | 231 | 5 | 4.441096 | 333.31375 | 0.000000 | 0.000000e+00 | 31 | False | 241.717350 | 1.519150 | 0.007958 | -0.033785 | 27 | 17 | 0.039611 | 0 | 31 | False | 274 | 4.086108e+06 | 6.940807e+04 | 58.870790 | 9.160091 | 28 | 1.770443e+06 | 8.700289e+04 | 20.349240 | 9.731183 | 28 | 3.605107e+06 | 1.136106e+05 | 31.732153 | 8.369624 | 1.315568 | 0 | 1.361559 | 0.571092 | 0.790467 | -1.075380 | 14.138813 | 3 | 6500.0 | 2.0 | -0.25 | VARIABLE | 285.593511 | -1.756690 | 199.048978 | -60.612313 | 100001.0 | 4570.4800 | 4459.2500 | 5020.0625 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 86.085270 | 71.356610 | 90.433395 | 2913.397200 | 2389.91580 | 3436.878700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 65 | UW Car | DCEP | 0.7280 | 7.356 | 6.947 | 6.760 | 0.09 | 0.06 | NaN | NaN | 11.36 | 0.07 | 7652 | 439 | c | LIII | 156.71199 | -59.66954 | 0.099990 | V* UW Car | 156.711999 | -59.669548 | 0.000 | 0.000 | 90.0 | 53 | 10 26 50.87986 | -59 40 10.3720 | deltaCep | V* |cC*|* |IR | -14.800 | NaN | G0 | NaN | 0.2631 | -7.31 | 3.59 | NaN | NaN | NaN | 10.330 | 9.470 | NaN | 7.285 | 6.859 | 6.672 | NaN | NaN | NaN | NaN | NaN | 0.126162 | 369295549951641967 | 5255220656517219840 | 5.346315 | 0.000022 | NaN | NaN | NaN | NaN | NaN | NaN | 1681.522673 | 0.000031 | 1681.528792 | 0.000031 | 1681.665098 | 0.000031 | 9.029192 | 0.000149 | 9.644564 | 0.000317 | 8.310934 | 0.000303 | 0.692592 | 0.000592 | 0.871380 | 0.001442 | 0.546025 | 0.000942 | 0.029627 | 0.233772 | 0.398675 | 0.000871 | 0.165111 | 0.000872 | 4.470703 | 0.002255 | 2.536715 | 0.005524 | 29 | 28 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
207 | 1635721458409799680 | Gaia DR2 5255254711361371520 | 5255254711361371520 | 979929432 | 2015.5 | 157.070132 | 0.027029 | -59.350179 | 0.027809 | 0.320416 | 0.030748 | 10.420779 | -6.626156 | 0.052578 | 2.238823 | 0.051357 | 0.184682 | -0.241171 | -0.207930 | 0.187351 | 0.155444 | 0.246256 | 0.040076 | 0.220222 | 0.039943 | 0.261966 | 274 | 274 | 271 | 3 | 5.962863 | 427.68414 | 0.000000 | 1.729690e-15 | 31 | False | 136.053670 | 1.484087 | 0.008376 | 0.094846 | 31 | 17 | 0.041093 | 0 | 38 | False | 305 | 8.528856e+06 | 9.127933e+04 | 93.436880 | 8.361138 | 34 | 3.261867e+06 | 1.330648e+05 | 24.513378 | 9.067722 | 34 | 7.636902e+06 | 1.951037e+05 | 39.142773 | 7.554627 | 1.277870 | 0 | 1.513095 | 0.706584 | 0.806511 | -4.087644 | 3.974972 | 16 | 5750.0 | 1.5 | 0.00 | VARIABLE | 285.581425 | -1.389442 | 198.816092 | -60.263292 | 100001.0 | 4374.0000 | 4333.0000 | 4443.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 116.110810 | 112.507080 | 118.318550 | 4445.853500 | 3766.03540 | 5125.671400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 74 | YZ Car | DCEP | 1.2592 | 6.432 | 5.985 | 5.800 | 0.00 | -0.03 | NaN | NaN | 12.15 | 0.05 | 7668 | 425 | b | LIII | 157.07020 | -59.35019 | 0.131039 | V* YZ Car | 157.070188 | -59.350188 | 0.000 | 0.000 | 90.0 | 103 | 10 28 16.84516 | -59 21 00.6776 | deltaCep | V* |cC*|* |IR |SB* | 3.000 | NaN | G5 | NaN | 0.3204 | -6.63 | 2.24 | NaN | NaN | NaN | 9.110 | 8.240 | NaN | 6.306 | 5.949 | 5.787 | NaN | NaN | NaN | NaN | NaN | 0.108409 | 369295549951641967 | 5255254711361371520 | 18.177577 | 0.000468 | NaN | NaN | NaN | NaN | NaN | NaN | 1654.686088 | 0.000662 | 1655.029174 | 0.000662 | 1655.344532 | 0.000662 | 8.298982 | 0.000735 | 8.974500 | 0.000391 | 7.518969 | 0.000283 | 0.715218 | 0.005328 | 0.921948 | 0.004892 | 0.507377 | 0.001339 | NaN | NaN | 0.339486 | 0.003013 | 0.244219 | 0.004205 | 4.278117 | 0.010610 | 2.503795 | 0.015553 | 32 | 30 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
208 | 1635721458409799680 | Gaia DR2 5257664497238811776 | 5257664497238811776 | 1623375373 | 2015.5 | 148.858955 | 0.026488 | -58.429689 | 0.027883 | 0.355165 | 0.030146 | 11.781349 | -5.501188 | 0.054357 | 2.668644 | 0.050450 | 0.159575 | -0.148989 | -0.356641 | -0.077490 | 0.328495 | -0.025474 | -0.262310 | 0.126591 | -0.053116 | 0.301780 | 218 | 218 | 215 | 3 | 4.076085 | 304.24637 | 0.000000 | 0.000000e+00 | 31 | True | 220.911040 | 1.516711 | 0.007599 | -0.096152 | 25 | 16 | 0.042869 | 0 | 46 | True | 348 | 4.069998e+06 | 4.490329e+04 | 90.639190 | 9.164380 | 40 | 1.677114e+06 | 6.134077e+04 | 27.340930 | 9.789982 | 38 | 3.770270e+06 | 8.651913e+04 | 43.577300 | 8.320989 | 1.338424 | 0 | 1.468993 | 0.625602 | 0.843391 | 31.284451 | 5.831411 | 5 | 6250.0 | 2.0 | 0.00 | VARIABLE | 281.573180 | -3.056758 | 191.417815 | -62.796823 | 100001.0 | 5199.7100 | 4412.0000 | 6297.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 45.359745 | 30.928686 | 63.002506 | 1355.040900 | 1170.38150 | 1539.700300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 58 | GX Car | DCEP | 0.8571 | 7.197 | 6.763 | 6.555 | 0.14 | 0.11 | NaN | NaN | 11.55 | 0.07 | 7791 | 437 | c | LIII | 148.85901 | -58.42970 | 0.111225 | V* GX Car | 148.859000 | -58.429700 | 0.000 | 0.000 | 90.0 | 55 | 09 55 26.16004 | -58 25 46.9214 | deltaCep | V* |cC*|* |IR | 31.280 | NaN | F8II | NaN | 0.3552 | -5.50 | 2.67 | NaN | NaN | NaN | 10.460 | 9.420 | 9.53 | 7.285 | 6.788 | 6.578 | NaN | NaN | NaN | NaN | NaN | 0.094772 | 369295549951641967 | 5257664497238811776 | 7.196194 | 0.000031 | NaN | NaN | NaN | NaN | NaN | NaN | 1672.045555 | 0.000044 | 1671.931143 | 0.000044 | 1672.089844 | 0.000044 | 8.952298 | 0.000343 | 9.583963 | 0.000620 | 8.219686 | 0.000457 | 0.649741 | 0.000915 | 0.831611 | 0.000955 | 0.515614 | 0.001417 | NaN | NaN | 0.307654 | 0.000797 | 0.119382 | 0.001509 | 4.935226 | 0.005761 | 3.156888 | 0.006623 | 38 | 33 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
209 | 1635721458409799680 | Gaia DR2 5258574068220187648 | 5258574068220187648 | 139966197 | 2015.5 | 153.886894 | 0.025473 | -58.174439 | 0.028100 | 0.365269 | 0.032335 | 11.296439 | -5.905642 | 0.050533 | 2.456525 | 0.049603 | -0.034494 | -0.186106 | -0.148137 | 0.171383 | 0.394120 | 0.257347 | -0.191986 | 0.306917 | -0.069727 | 0.091620 | 216 | 216 | 213 | 3 | 6.652201 | 374.33096 | 0.000000 | 0.000000e+00 | 31 | True | 311.702420 | 1.481588 | 0.009119 | 0.048403 | 25 | 16 | 0.036377 | 0 | 28 | True | 245 | 1.397170e+06 | 1.170035e+04 | 119.412605 | 10.325243 | 26 | 5.175077e+05 | 1.484034e+04 | 34.871685 | 11.066596 | 25 | 1.245297e+06 | 2.930411e+04 | 42.495632 | 9.523738 | 1.261697 | 0 | 1.542858 | 0.741353 | 0.801505 | -8.560835 | 5.706160 | 4 | 6250.0 | 2.0 | 0.00 | VARIABLE | 283.556837 | -1.292544 | 194.790627 | -60.676797 | 100001.0 | 4244.0474 | 4109.3100 | 4356.9270 | 0.2030 | 0.0929 | 2.0526 | 0.0950 | 0.0453 | 0.8289 | 200111.0 | 45.214200 | 42.901726 | 48.227802 | 597.537700 | 514.71040 | 680.365050 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 50 | CN Car | DCEP | 0.6931 | 8.345 | 7.848 | 7.704 | 0.21 | 0.18 | NaN | NaN | 12.14 | 0.07 | 7761 | 426 | c | LIII | 153.88695 | -58.17445 | 0.114690 | V* CN Car | 153.886942 | -58.174449 | 0.000 | 0.000 | 90.0 | 52 | 10 15 32.86603 | -58 10 28.0171 | deltaCep | V* |cC*|* |IR | 9.000 | NaN | NaN | NaN | 0.3653 | -5.91 | 2.46 | NaN | NaN | NaN | 11.770 | 10.740 | NaN | 8.413 | 7.952 | 7.808 | NaN | NaN | NaN | NaN | NaN | 0.099141 | 369295551293819386 | 5258574068220187648 | 4.932552 | 0.000055 | NaN | NaN | NaN | NaN | NaN | NaN | 1682.566609 | 0.000078 | 1682.567695 | 0.000078 | 1682.624777 | 0.000078 | 10.238495 | 0.000650 | 10.937829 | 0.000522 | 9.458331 | 0.000327 | 0.614424 | 0.002563 | 0.743769 | 0.001622 | 0.488689 | 0.001780 | -0.089438 | 0.225085 | 0.426471 | 0.002236 | 0.118510 | 0.002457 | 4.354881 | 0.010569 | 2.672038 | 0.030231 | 23 | 21 | 19 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
210 | 1635721458409799680 | Gaia DR2 5302258008774271488 | 5302258008774271488 | 780002809 | 2015.5 | 127.182024 | 0.022077 | -60.122564 | 0.026212 | 0.760332 | 0.022711 | 33.478413 | -4.062178 | 0.050156 | 2.477931 | 0.054257 | 0.022932 | 0.004286 | -0.440617 | 0.006658 | 0.281588 | -0.012475 | -0.495220 | -0.063729 | -0.091106 | 0.132587 | 220 | 220 | 217 | 3 | 4.644324 | 321.85162 | 0.000000 | 0.000000e+00 | 31 | True | 130.018420 | 1.549772 | 0.006109 | 0.079799 | 25 | 15 | 0.045163 | 0 | 61 | False | 448 | 2.556567e+07 | 2.045905e+05 | 124.960210 | 7.169222 | 50 | 1.152371e+07 | 3.485785e+05 | 33.059147 | 7.697408 | 51 | 1.936089e+07 | 3.467974e+05 | 55.827660 | 6.544607 | 1.208049 | 0 | 1.152801 | 0.528185 | 0.624616 | 26.315012 | 3.064788 | 27 | 6000.0 | 2.0 | 0.00 | VARIABLE | 275.249526 | -12.285248 | 176.346446 | -72.442214 | 100001.0 | 4861.3335 | 4813.3400 | 4891.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 62.933804 | 62.172665 | 64.195080 | 1992.894500 | 1886.20970 | 2099.579300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 346 | V Car | DCEP | 0.8259 | 5.753 | 5.402 | 5.274 | -0.06 | 0.08 | NaN | NaN | 10.27 | 0.05 | 7915 | 447 | b | LEM | 127.18206 | -60.12257 | 0.068244 | V* V Car | 127.182059 | -60.122574 | 0.000 | 0.000 | 90.0 | 115 | 08 28 43.69423 | -60 07 21.2673 | deltaCep | V* |cC*|IR |* | 16.100 | 0.000054 | F8Ib/II | NaN | 0.7603 | -4.06 | 2.48 | NaN | NaN | NaN | 8.140 | 7.310 | NaN | 5.673 | 5.330 | 5.176 | NaN | NaN | NaN | NaN | NaN | 0.073754 | 369295549951641967 | 5302258008774271488 | 6.696949 | 0.000015 | NaN | NaN | NaN | NaN | NaN | NaN | 1656.968771 | 0.000021 | 1656.929552 | 0.000021 | 1657.096064 | 0.000021 | 7.108105 | 0.000188 | 7.597661 | 0.000371 | 6.500369 | 0.000218 | 0.510817 | 0.000447 | 0.663425 | 0.001019 | 0.381654 | 0.000695 | NaN | NaN | 0.338538 | 0.002023 | 0.101088 | 0.000977 | 4.968463 | 0.003267 | 3.020639 | 0.013065 | 46 | 46 | 46 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
211 | 1635721458409799680 | Gaia DR2 5307761545524640256 | 5307761545524640256 | 1585652729 | 2015.5 | 147.172826 | 0.027636 | -55.519528 | 0.030497 | 0.207293 | 0.035746 | 5.799020 | -6.255851 | 0.057295 | 3.303246 | 0.055221 | -0.014569 | -0.300394 | -0.218213 | 0.122138 | 0.184330 | 0.264695 | -0.297347 | 0.392264 | 0.216317 | 0.175578 | 223 | 223 | 213 | 10 | 9.700293 | 474.05273 | 0.000000 | 0.000000e+00 | 31 | False | 273.443270 | 1.461784 | 0.008608 | -0.027319 | 25 | 14 | 0.041542 | 0 | 42 | False | 353 | 2.201802e+06 | 1.624420e+04 | 135.543880 | 9.831420 | 39 | 7.459685e+05 | 2.026342e+04 | 36.813545 | 10.669587 | 40 | 2.018661e+06 | 3.793524e+04 | 53.213340 | 8.999262 | 1.255621 | 0 | 1.670325 | 0.838167 | 0.832158 | 14.952918 | 10.203984 | 8 | 5750.0 | 2.0 | 0.00 | VARIABLE | 279.028547 | -1.369459 | 185.561213 | -61.447076 | 100001.0 | 4269.8325 | 4029.8250 | 5208.6665 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 98.149895 | 65.956630 | 110.189230 | 2884.813500 | 2131.78420 | 3637.842800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 313 | FN Vel | CEP | 0.7263 | 7.686 | 7.264 | 7.067 | 0.15 | 0.12 | NaN | NaN | 11.64 | 0.07 | 7891 | 435 | c | LIII | 147.17288 | -55.51954 | 0.118676 | V* FN Vel | 147.172874 | -55.519542 | 0.000 | 0.000 | 90.0 | 27 | 09 48 41.48965 | -55 31 10.3510 | Cepheid | ** |Ce*|V* |* |IR | 14.950 | NaN | F9II+? | NaN | 0.2073 | -5.96 | 3.37 | NaN | NaN | NaN | 11.240 | 10.250 | NaN | 7.855 | 7.344 | 7.137 | NaN | NaN | NaN | NaN | NaN | 0.109653 | 369295549951641967 | 5307761545524640256 | 5.324018 | 0.000026 | NaN | NaN | NaN | NaN | NaN | NaN | 1671.654358 | 0.000036 | 1671.585126 | 0.000036 | 1671.607111 | 0.000036 | 9.788014 | 0.000136 | 10.565958 | 0.000393 | 8.952647 | 0.000149 | 0.470788 | 0.000670 | 0.604002 | 0.001743 | 0.378838 | 0.000502 | 0.299796 | 0.233781 | 0.318616 | 0.001099 | 0.072448 | 0.001640 | 4.605081 | 0.005284 | 2.698974 | 0.013622 | 38 | 35 | 36 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
212 | 1635721458409799680 | Gaia DR2 5308893149150949248 | 5308893149150949248 | 134049418 | 2015.5 | 145.292721 | 0.024384 | -53.816038 | 0.024821 | 0.164944 | 0.029660 | 5.561196 | -4.572688 | 0.049766 | 2.959519 | 0.050930 | 0.013512 | -0.365489 | -0.031242 | 0.151805 | 0.264187 | 0.113497 | -0.131731 | 0.119558 | -0.163993 | 0.268147 | 245 | 245 | 233 | 12 | 11.183088 | 558.67004 | 0.000000 | 0.000000e+00 | 31 | False | 398.414060 | 1.422801 | 0.006991 | -0.020550 | 28 | 16 | 0.040017 | 0 | 51 | False | 398 | 6.367761e+05 | 5.222447e+03 | 121.930595 | 11.178399 | 42 | 2.105725e+05 | 7.256486e+03 | 29.018530 | 12.042884 | 43 | 6.619620e+05 | 1.386536e+04 | 47.742157 | 10.209837 | 1.370237 | 0 | 1.833047 | 0.864485 | 0.968562 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 277.097121 | -0.774192 | 181.492097 | -60.954815 | 100001.0 | 4072.0000 | 3900.6667 | 4246.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 77.167940 | 70.972885 | 84.095890 | 1475.025800 | 1048.04170 | 1902.009800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 308 | CS Vel | DCEP | 0.7712 | 8.771 | 8.246 | 8.011 | 0.12 | 0.09 | NaN | NaN | 12.63 | 0.05 | 8231 | 414 | b | LIII | 145.29275 | -53.81606 | 0.100850 | V* CS Vel | 145.292754 | -53.816051 | 0.000 | 0.000 | 90.0 | 83 | 09 41 10.26096 | -53 48 57.7827 | deltaCep | *iC|V* |cC*|IR | 27.530 | NaN | NaN | NaN | 0.1649 | -4.57 | 2.96 | NaN | NaN | NaN | 12.460 | 11.240 | NaN | 8.786 | 8.295 | 8.071 | NaN | NaN | NaN | NaN | NaN | 0.084426 | 369295549951641967 | 5308893149150949248 | 5.904818 | 0.000029 | NaN | NaN | NaN | NaN | NaN | NaN | 1666.794975 | 0.000041 | 1666.770565 | 0.000041 | 1666.871156 | 0.000041 | 11.103050 | 0.000165 | 11.975824 | 0.000193 | 10.185242 | 0.000105 | 0.545812 | 0.000760 | 0.748318 | 0.000805 | 0.462636 | 0.000590 | 0.294961 | 0.233806 | 0.320049 | 0.001333 | NaN | NaN | 4.799260 | 0.003865 | NaN | NaN | 41 | 39 | 38 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
213 | 1635721458409799680 | Gaia DR2 5309174967720762496 | 5309174967720762496 | 1018747587 | 2015.5 | 144.214407 | 0.025957 | -53.032779 | 0.023928 | 0.312308 | 0.028536 | 10.944298 | -5.111487 | 0.054429 | 3.956855 | 0.045869 | -0.063917 | -0.164916 | -0.391738 | 0.060626 | 0.326147 | 0.115961 | -0.175485 | 0.145806 | -0.046767 | 0.055095 | 238 | 238 | 227 | 11 | 11.406555 | 558.29130 | 0.000000 | 1.874072e-15 | 31 | False | 273.966670 | 1.458335 | 0.006182 | 0.068669 | 29 | 15 | 0.040253 | 0 | 46 | False | 376 | 2.260078e+06 | 1.748449e+04 | 129.261870 | 9.803057 | 42 | 7.135011e+05 | 2.085355e+04 | 34.214850 | 10.717901 | 45 | 2.161397e+06 | 4.035477e+04 | 53.559887 | 8.925083 | 1.272035 | 0 | 1.792818 | 0.914844 | 0.877974 | 14.329658 | 7.293524 | 3 | 5500.0 | 1.5 | 0.00 | VARIABLE | 276.096845 | -0.613226 | 179.434683 | -60.800502 | 100001.0 | 4165.0000 | 4011.0134 | 4423.3335 | 0.7045 | 0.3576 | 1.4970 | 0.3602 | 0.1636 | 0.7391 | 200111.0 | 71.370180 | 63.277225 | 76.955310 | 1380.982900 | 1174.92140 | 1587.044400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 306 | AE Vel | DCEP | 0.8533 | 7.589 | 7.096 | 6.867 | 0.14 | 0.11 | NaN | NaN | 11.80 | 0.07 | 8026 | 433 | c | LIII | 144.21444 | -53.03280 | 0.104266 | V* AE Vel | 144.214443 | -53.032796 | 0.000 | 0.000 | 90.0 | 49 | 09 36 51.46635 | -53 01 58.0663 | deltaCep | cC*|* |V* |IR | 14.900 | NaN | NaN | NaN | 0.3123 | -5.11 | 3.96 | NaN | NaN | NaN | 11.500 | 10.400 | NaN | 7.512 | 7.103 | 6.887 | NaN | NaN | NaN | NaN | NaN | 0.100193 | 369295549951641967 | 5309174967720762496 | 7.134312 | 0.000027 | NaN | NaN | NaN | NaN | NaN | NaN | 1661.734296 | 0.000038 | 1661.698277 | 0.000038 | 1661.859728 | 0.000038 | 9.692136 | 0.000217 | 10.507200 | 0.000540 | 8.829743 | 0.000231 | 0.685186 | 0.000726 | 0.899713 | 0.001429 | 0.551108 | 0.000797 | NaN | NaN | 0.378495 | 0.001283 | 0.209036 | 0.001030 | 4.914265 | 0.004176 | 2.640347 | 0.006729 | 40 | 38 | 38 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
214 | 1635721458409799680 | Gaia DR2 5311598634949142400 | 5311598634949142400 | 1319874143 | 2015.5 | 139.319633 | 0.020641 | -53.084848 | 0.022574 | 0.208720 | 0.024604 | 8.483041 | -4.098905 | 0.044688 | 3.473838 | 0.042663 | -0.121959 | -0.164281 | -0.224362 | 0.138215 | 0.191909 | 0.171350 | -0.176469 | 0.153535 | -0.088575 | 0.010209 | 239 | 239 | 237 | 2 | 6.227169 | 392.70224 | 0.000000 | 0.000000e+00 | 31 | True | 330.226040 | 1.551298 | 0.006345 | 0.016413 | 27 | 15 | 0.034403 | 0 | 44 | False | 379 | 1.318440e+06 | 6.458457e+03 | 204.141660 | 10.388215 | 39 | 5.970840e+05 | 1.179870e+04 | 50.605920 | 10.911300 | 40 | 1.019411e+06 | 1.200679e+04 | 84.902900 | 9.741046 | 1.226067 | 0 | 1.170254 | 0.523085 | 0.647169 | 25.671283 | 6.327863 | 3 | 6500.0 | 2.5 | 0.00 | VARIABLE | 274.010967 | -2.688400 | 174.834727 | -62.783694 | 100001.0 | 4960.2500 | 4850.2246 | 5097.3250 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 49.409138 | 46.787487 | 51.676216 | 1331.445900 | 1061.42040 | 1601.471400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 310 | DK Vel | DCEP | 0.3947 | 8.820 | 8.496 | 8.386 | 0.16 | 0.13 | NaN | NaN | 12.67 | 0.12 | 8421 | 418 | c | LIII | 139.31967 | -53.08486 | 0.091652 | V* DK Vel | 139.319662 | -53.084863 | 0.000 | 0.000 | 90.0 | 23 | 09 17 16.71893 | -53 05 05.5058 | deltaCep | V* |** |cC*|* |IR | 25.670 | NaN | NaN | NaN | 0.2087 | -4.10 | 3.47 | NaN | NaN | NaN | 11.490 | 10.720 | NaN | 8.872 | 8.509 | 8.398 | NaN | NaN | NaN | NaN | NaN | 0.083281 | 369295549951641967 | 5311598634949142400 | NaN | NaN | 2.481647 | 0.000006 | NaN | NaN | NaN | NaN | 1668.851901 | 0.000008 | 1668.854208 | 0.000008 | 1668.896766 | 0.000008 | 10.408075 | 0.000080 | 10.923543 | 0.000183 | 9.755612 | 0.000112 | 0.292321 | 0.000390 | 0.367498 | 0.000644 | 0.220635 | 0.000551 | NaN | NaN | 0.141020 | 0.000990 | NaN | NaN | 4.594781 | 0.008466 | NaN | NaN | 37 | 33 | 34 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
215 | 1635721458409799680 | Gaia DR2 5311616398935271168 | 5311616398935271168 | 1394158816 | 2015.5 | 140.006273 | 0.022653 | -52.856185 | 0.024612 | 0.094581 | 0.026217 | 3.607662 | -4.374375 | 0.047664 | 3.875544 | 0.047792 | -0.020930 | -0.332489 | -0.315325 | 0.003580 | 0.233202 | 0.026598 | -0.397549 | 0.169360 | -0.016456 | 0.197864 | 254 | 254 | 245 | 9 | 12.989443 | 650.59120 | 0.000000 | 0.000000e+00 | 31 | False | 309.046600 | 1.409631 | 0.005911 | 0.017802 | 29 | 16 | 0.039136 | 0 | 48 | False | 388 | 7.884322e+05 | 6.275556e+03 | 125.635430 | 10.946455 | 41 | 2.281164e+05 | 7.344351e+03 | 31.060122 | 11.955996 | 41 | 8.398048e+05 | 1.738377e+04 | 48.309704 | 9.951474 | 1.354487 | 0 | 2.004522 | 1.009542 | 0.994981 | 55.081470 | 1.760436 | 2 | 6000.0 | 2.0 | 0.00 | VARIABLE | 274.137814 | -2.233190 | 175.183942 | -62.339415 | 100001.0 | 3887.6667 | 3692.0000 | 4204.1650 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 311 | EX Vel | DCEP | 1.1217 | 8.365 | 7.733 | 7.553 | 0.07 | 0.04 | NaN | NaN | 13.30 | 0.07 | 8871 | 393 | c | LIII | 140.00634 | -52.85616 | 0.170634 | V* EX Vel | 140.006304 | -52.856201 | 0.000 | 0.000 | 90.0 | 43 | 09 20 01.51303 | -52 51 22.3254 | deltaCep | V* |cC*|* |IR | 32.500 | NaN | NaN | NaN | 0.0946 | -4.37 | 3.88 | NaN | NaN | NaN | 12.470 | 11.550 | NaN | 8.270 | 7.701 | 7.528 | NaN | NaN | NaN | NaN | NaN | 0.090586 | 369295549951641967 | 5311616398935271168 | 13.239579 | 0.000758 | NaN | NaN | NaN | NaN | NaN | NaN | 1639.382577 | 0.001072 | 1639.053273 | 0.001072 | 1639.698382 | 0.001072 | 10.853251 | 0.001545 | 11.859876 | 0.000296 | 9.894739 | 0.000147 | 0.507980 | 0.000785 | 0.653266 | 0.000941 | 0.419112 | 0.000496 | NaN | NaN | 0.056117 | 0.025045 | NaN | NaN | 4.914108 | 2.684559 | NaN | NaN | 40 | 40 | 40 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
216 | 1635721458409799680 | Gaia DR2 5312196047720402048 | 5312196047720402048 | 190750454 | 2015.5 | 143.348840 | 0.023769 | -52.755846 | 0.024010 | 0.275207 | 0.026328 | 10.453095 | -4.980123 | 0.048962 | 3.858117 | 0.049242 | -0.279525 | -0.263590 | -0.322205 | 0.284841 | 0.162445 | 0.327630 | -0.322847 | 0.189948 | 0.037639 | -0.212934 | 248 | 248 | 236 | 12 | 10.234583 | 527.04790 | 0.000000 | 0.000000e+00 | 31 | False | 398.267150 | 1.386648 | 0.006521 | -0.010840 | 28 | 15 | 0.041851 | 0 | 47 | False | 381 | 6.788992e+05 | 4.701336e+03 | 144.405580 | 11.108852 | 38 | 1.909694e+05 | 5.375076e+03 | 35.528690 | 12.148978 | 40 | 7.165665e+05 | 1.310831e+04 | 54.665043 | 10.123778 | 1.336775 | 0 | 2.025200 | 1.040126 | 0.985074 | 11.780697 | 3.116113 | 10 | 5500.0 | 1.5 | 0.00 | VARIABLE | 275.524109 | -0.759456 | 178.253080 | -60.936486 | 100001.0 | 4077.8200 | 3984.4200 | 4184.4053 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 47.532307 | 45.141663 | 49.786870 | 562.839700 | 472.40204 | 653.277400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 312 | FG Vel | DCEP | 0.8098 | 8.509 | 7.961 | 7.719 | 0.02 | -0.01 | NaN | NaN | 12.45 | 0.07 | 8239 | 420 | c | LIII | 143.34883 | -52.75586 | 0.056082 | V* FG Vel | 143.348876 | -52.755862 | 0.000 | 0.000 | 90.0 | 25 | 09 33 23.73015 | -52 45 21.1043 | deltaCep | V* |cC*|IR | 11.780 | NaN | NaN | NaN | 0.2752 | -4.98 | 3.86 | NaN | NaN | NaN | NaN | NaN | NaN | 8.442 | 7.906 | 7.665 | NaN | NaN | NaN | NaN | NaN | 0.097646 | 369295549951641967 | 5312196047720402048 | 6.453800 | 0.000065 | NaN | NaN | NaN | NaN | NaN | NaN | 1661.533655 | 0.000092 | 1661.502105 | 0.000092 | 1661.539714 | 0.000092 | 11.061425 | 0.000268 | 12.069070 | 0.000356 | 10.076856 | 0.000118 | 0.416159 | 0.001145 | 0.536439 | 0.001448 | 0.356852 | 0.000544 | NaN | NaN | 0.340282 | 0.001732 | 0.069565 | 0.001727 | 4.890671 | 0.010048 | 3.443304 | 0.028130 | 39 | 36 | 40 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
217 | 1635721458409799680 | Gaia DR2 5313887130948758016 | 5313887130948758016 | 902093112 | 2015.5 | 142.920692 | 0.028170 | -49.654989 | 0.029102 | 0.391059 | 0.032465 | 12.045588 | -5.690577 | 0.056362 | 3.709855 | 0.054636 | -0.069757 | -0.252721 | -0.393970 | 0.123893 | 0.305185 | 0.163908 | -0.399525 | 0.161600 | -0.039924 | 0.059799 | 219 | 219 | 216 | 3 | 7.746649 | 412.45316 | 0.000000 | 0.000000e+00 | 31 | True | 241.813170 | 1.418537 | 0.008993 | 0.072744 | 25 | 16 | 0.040275 | 0 | 48 | False | 353 | 4.933637e+06 | 6.279906e+04 | 78.562280 | 8.955448 | 45 | 1.646408e+06 | 5.389621e+04 | 30.547749 | 9.810044 | 45 | 5.496274e+06 | 1.218660e+05 | 45.100960 | 7.911749 | 1.447752 | 0 | 1.898295 | 0.854596 | 1.043699 | 31.491871 | 7.927117 | 7 | 5500.0 | 1.5 | 0.00 | VARIABLE | 273.221401 | 1.334685 | 173.927596 | -58.707833 | 102001.0 | 4061.8625 | 3906.0000 | 4445.3604 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 91.343130 | 76.262740 | 98.778370 | 2046.196900 | 1779.76610 | 2312.627700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 368 | DR Vel | DCEP | 1.0492 | 6.583 | 6.035 | 5.811 | -0.01 | 0.13 | NaN | NaN | 11.36 | 0.05 | 8054 | 439 | b | LEM | 142.92073 | -49.65500 | 0.097440 | V* DR Vel | 142.920729 | -49.655005 | 0.000 | 0.000 | 90.0 | 63 | 09 31 40.97506 | -49 39 18.0192 | deltaCep | NaN | 20.500 | NaN | NaN | NaN | 0.3911 | -5.69 | 3.71 | NaN | NaN | NaN | 10.500 | 9.250 | NaN | 6.440 | 5.947 | 5.732 | NaN | NaN | NaN | NaN | NaN | 0.105292 | 369295549951641967 | 5313887130948758016 | 11.200643 | 0.000133 | NaN | NaN | NaN | NaN | NaN | NaN | 1639.544618 | 0.000189 | 1639.431416 | 0.000189 | 1639.585292 | 0.000189 | 8.877501 | 0.000144 | 9.833331 | 0.000284 | 7.946682 | 0.000172 | 0.550620 | 0.000658 | 0.713780 | 0.001364 | 0.478360 | 0.000861 | NaN | NaN | 0.031830 | 0.000860 | 0.193846 | 0.001966 | 3.429708 | 0.045838 | 0.378744 | 0.005540 | 39 | 35 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
218 | 1635721458409799680 | Gaia DR2 5324034867356093056 | 5324034867356093056 | 39015344 | 2015.5 | 137.065547 | 0.032432 | -51.436255 | 0.040065 | 1.007410 | 0.037289 | 27.016060 | -10.491429 | 0.065326 | 5.633114 | 0.070415 | -0.093611 | -0.331213 | -0.259449 | 0.094029 | 0.181569 | 0.099443 | -0.622356 | 0.275866 | 0.038353 | 0.127907 | 168 | 168 | 166 | 2 | 1.563448 | 189.97081 | 0.000000 | 0.000000e+00 | 31 | True | 118.026710 | 1.480627 | 0.009100 | -0.234697 | 19 | 13 | 0.050982 | 0 | 45 | False | 309 | 2.460709e+07 | 1.528952e+05 | 160.940920 | 7.210715 | 36 | 3.367831e+06 | 7.367449e+05 | 4.571232 | 9.033012 | 34 | 2.167202e+07 | 3.289273e+05 | 65.886960 | 6.422172 | 1.017587 | 0 | 2.610841 | 1.822297 | 0.788544 | 9.370789 | 2.501225 | 17 | 5750.0 | 2.0 | 0.00 | VARIABLE | 271.863115 | -2.558834 | 170.233604 | -62.411852 | 101001.0 | 3830.0000 | 3489.0000 | 3915.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 96.079560 | 91.952810 | 115.778150 | 1789.582900 | 1690.04140 | 1889.124400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 367 | BG Vel | DCEP | 0.8403 | 5.410 | 4.972 | 4.797 | -0.10 | 0.04 | NaN | NaN | 10.52 | 0.05 | 8000 | 446 | b| | LEM | 137.06562 | -51.43628 | 0.187375 | V* BG Vel | 137.065619 | -51.436279 | 0.000 | 0.000 | 90.0 | 93 | 09 08 15.74864 | -51 26 10.6049 | deltaCep | cC*|IR |V* |* |SB* | 10.900 | 0.000036 | F7/8II | NaN | 1.0074 | -10.49 | 5.63 | NaN | NaN | NaN | 8.820 | 7.690 | NaN | 5.529 | 5.085 | 4.875 | NaN | NaN | NaN | NaN | NaN | 0.184575 | 369295549951641967 | 5324034867356093056 | 6.924363 | 0.000048 | NaN | NaN | NaN | NaN | NaN | NaN | 1649.160907 | 0.000067 | 1649.163576 | 0.000067 | 1649.368842 | 0.000067 | 7.222505 | 0.000110 | 7.928703 | 0.000227 | 6.442942 | 0.000214 | 0.356073 | 0.000504 | 0.460251 | 0.001379 | 0.285629 | 0.001734 | NaN | NaN | 0.284615 | 0.001546 | NaN | NaN | 5.100472 | 0.006544 | NaN | NaN | 29 | 25 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
219 | 1635721458409799680 | Gaia DR2 5327836325732931840 | 5327836325732931840 | 1684103498 | 2015.5 | 131.232855 | 0.024606 | -50.560020 | 0.029295 | 0.407380 | 0.029342 | 13.884062 | -4.874204 | 0.049437 | 4.413171 | 0.056292 | -0.266073 | -0.187506 | -0.127327 | 0.210989 | 0.272083 | 0.242390 | -0.431694 | 0.249286 | -0.033480 | -0.174918 | 203 | 203 | 201 | 2 | 4.057615 | 286.95230 | 0.000000 | 0.000000e+00 | 31 | False | 244.198030 | 1.466721 | 0.007435 | -0.070357 | 24 | 15 | 0.043656 | 0 | 28 | True | 231 | 3.614442e+06 | 5.054781e+04 | 71.505424 | 9.293263 | 25 | 1.367514e+06 | 5.377636e+04 | 25.429650 | 10.011559 | 25 | 3.397763e+06 | 8.015243e+04 | 42.391270 | 8.433937 | 1.318399 | 0 | 1.577622 | 0.718296 | 0.859325 | -1.409990 | 7.378575 | 8 | 6250.0 | 2.0 | 0.00 | VARIABLE | 268.813036 | -4.788253 | 162.611785 | -63.974537 | 100001.0 | 4512.2500 | 4260.0000 | 4873.4004 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 54.240360 | 46.499115 | 60.854076 | 1098.784400 | 970.03960 | 1227.529300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 371 | ST Vel | DCEP | 0.7678 | 7.244 | 6.734 | 6.538 | -0.14 | 0.00 | NaN | NaN | 11.19 | 0.07 | 8158 | 442 | c | LEM | 131.23288 | -50.56004 | 0.091036 | V* ST Vel | 131.232888 | -50.560039 | 0.000 | 0.000 | 90.0 | 59 | 08 44 55.89324 | -50 33 36.1408 | deltaCep | cC*|V* |* |IR |SB* | 7.400 | NaN | K | NaN | 0.4074 | -4.87 | 4.41 | NaN | NaN | NaN | 10.890 | 9.690 | NaN | 7.215 | 6.681 | 6.484 | NaN | NaN | NaN | NaN | NaN | 0.101916 | 369295549951641967 | 5327836325732931840 | 5.859351 | 0.000013 | NaN | NaN | NaN | NaN | NaN | NaN | 1715.991575 | 0.000019 | 1715.893926 | 0.000019 | 1716.050275 | 0.000019 | 9.204985 | 0.000126 | 9.958570 | 0.000320 | 8.388412 | 0.000196 | 0.574939 | 0.000518 | 0.727697 | 0.001799 | 0.460993 | 0.001314 | 0.025960 | 0.233778 | 0.399762 | 0.000988 | NaN | NaN | 4.455060 | 0.004030 | NaN | NaN | 23 | 22 | 21 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
220 | 1635721458409799680 | Gaia DR2 5329838158460391296 | 5329838158460391296 | 99654822 | 2015.5 | 131.222759 | 0.030701 | -46.342961 | 0.036130 | 0.408669 | 0.041087 | 9.946515 | -4.550365 | 0.062899 | 4.676230 | 0.067783 | -0.138933 | -0.372466 | 0.091255 | 0.012653 | 0.443752 | 0.033742 | -0.203011 | -0.032052 | 0.045347 | -0.029334 | 202 | 202 | 198 | 4 | 3.560051 | 270.89685 | 0.000000 | 0.000000e+00 | 31 | False | 147.370360 | 1.540307 | 0.009868 | -0.161332 | 23 | 14 | 0.043659 | 0 | 33 | False | 248 | 1.091270e+07 | 1.169825e+05 | 93.284960 | 8.093534 | 26 | 4.729312e+06 | 1.886883e+05 | 25.064146 | 8.664393 | 28 | 8.617476e+06 | 2.115564e+05 | 40.733707 | 7.423470 | 1.223051 | 0 | 1.240924 | 0.570859 | 0.670065 | 26.421811 | 4.622618 | 10 | 6250.0 | 2.0 | 0.00 | VARIABLE | 265.493629 | -2.179080 | 157.481464 | -60.496641 | 100001.0 | 5232.7334 | 4749.1000 | 6280.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 63.570880 | 44.136326 | 77.177870 | 2729.767300 | 2330.63720 | 3128.897500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 373 | SX Vel | DCEP | 0.9800 | 6.500 | 6.133 | 5.991 | -0.18 | -0.04 | NaN | NaN | 11.49 | 0.05 | 8334 | 439 | b | LEM | 131.22279 | -46.34299 | 0.129617 | V* SX Vel | 131.222787 | -46.342981 | 0.000 | 0.000 | 90.0 | 105 | 08 44 53.46890 | -46 20 34.7328 | deltaCep | V* |cC*|* |IR | 30.900 | 0.000103 | F8II | NaN | 0.4087 | -4.55 | 4.68 | NaN | NaN | NaN | 9.190 | 8.330 | NaN | 6.540 | 6.110 | 5.946 | NaN | NaN | NaN | NaN | NaN | 0.101134 | 369295549951641967 | 5329838158460391296 | 9.561128 | 0.000443 | NaN | NaN | NaN | NaN | NaN | NaN | 1706.715950 | 0.000627 | 1707.688052 | 0.000627 | 1707.796322 | 0.000627 | 7.973036 | 0.000344 | 8.525668 | 0.000430 | 7.354811 | 0.000467 | 0.599419 | 0.001600 | 0.797626 | 0.002641 | 0.483332 | 0.001792 | NaN | NaN | 0.313371 | 0.003766 | NaN | NaN | 4.819644 | 0.006168 | NaN | NaN | 25 | 22 | 21 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
221 | 1635721458409799680 | Gaia DR2 5332375453374624640 | 5332375453374624640 | 915092055 | 2015.5 | 178.073783 | 0.021236 | -65.404182 | 0.021178 | 0.264245 | 0.026353 | 10.027018 | -5.913366 | 0.041904 | 0.328285 | 0.038155 | 0.005606 | -0.175570 | -0.461445 | -0.031270 | 0.162848 | 0.048377 | -0.319505 | 0.301148 | 0.185756 | 0.055422 | 305 | 305 | 299 | 6 | 4.522024 | 417.00848 | 0.000000 | 0.000000e+00 | 31 | True | 241.672070 | 1.486912 | 0.005653 | -0.110930 | 34 | 17 | 0.032846 | 0 | 39 | False | 331 | 3.374636e+06 | 3.431708e+04 | 98.336940 | 9.367798 | 39 | 1.296798e+06 | 5.443976e+04 | 23.820782 | 10.069208 | 38 | 2.963565e+06 | 8.757362e+04 | 33.840843 | 8.582384 | 1.262466 | 0 | 1.486824 | 0.701410 | 0.785414 | -23.762887 | 4.035968 | 8 | 6250.0 | 2.0 | 0.00 | VARIABLE | 296.824698 | -3.236110 | 219.983975 | -57.119071 | 100001.0 | 5076.9330 | 4469.1797 | 6175.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 58.873062 | 39.796566 | 75.973800 | 2074.597000 | 1726.88650 | 2422.307400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 332 | UU Mus | DCEP | 1.0658 | 7.469 | 7.004 | 6.818 | 0.11 | 0.19 | NaN | NaN | 12.51 | 0.05 | 7097 | 414 | b | ROM | 178.07385 | -65.40418 | 0.101044 | V* UU Mus | 178.073844 | -65.404184 | 0.000 | 0.000 | 90.0 | 104 | 11 52 17.72254 | -65 24 15.0607 | deltaCep | cC*|V* |* |IR | -15.700 | NaN | F7/G0p | NaN | 0.2642 | -5.91 | 0.33 | NaN | NaN | NaN | 10.500 | 9.540 | NaN | 7.602 | 7.119 | 6.966 | NaN | NaN | NaN | NaN | NaN | 0.091798 | 369295549951641967 | 5332375453374624640 | 11.637346 | 0.000043 | NaN | NaN | NaN | NaN | NaN | NaN | 1699.918991 | 0.000060 | 1746.710740 | 0.000060 | 1700.257248 | 0.000060 | 9.334342 | 0.000453 | 10.084551 | 0.000267 | 8.591762 | 0.000166 | 0.797464 | 0.001066 | 0.857417 | 0.001616 | 0.592235 | 0.001070 | NaN | NaN | 0.079545 | 0.002665 | 0.366000 | 0.004010 | 2.097780 | 0.033374 | 0.536381 | 0.007433 | 37 | 32 | 35 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
222 | 1635721458409799680 | Gaia DR2 5333259323269569792 | 5333259323269569792 | 396732720 | 2015.5 | 177.316650 | 0.022804 | -63.078576 | 0.019725 | 0.335107 | 0.026335 | 12.725000 | -8.428934 | 0.047624 | 1.860059 | 0.036400 | -0.030376 | -0.212683 | -0.292616 | -0.014442 | 0.186242 | 0.045122 | -0.245804 | 0.062669 | 0.201610 | -0.031107 | 292 | 292 | 287 | 5 | 4.291847 | 395.86246 | 0.000000 | 0.000000e+00 | 31 | False | 288.741580 | 1.533127 | 0.005749 | -0.106713 | 33 | 19 | 0.035647 | 0 | 34 | False | 300 | 2.136354e+06 | 1.759194e+04 | 121.439400 | 9.864182 | 30 | 9.578310e+05 | 3.489869e+04 | 27.446047 | 10.398166 | 31 | 1.691801e+06 | 3.681970e+04 | 45.948257 | 9.191047 | 1.240259 | 0 | 1.207119 | 0.533983 | 0.673136 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 295.962271 | -1.051196 | 216.545663 | -55.739298 | 100001.0 | 4923.0000 | 4844.5674 | 5101.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 39.941936 | 37.203020 | 41.245712 | 844.252440 | 732.71360 | 955.791260 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 137 | BK Cen | CEP(B) | 0.5016 | 8.339 | 7.947 | 7.772 | 0.07 | 0.06 | NaN | NaN | 11.62 | 0.16 | 7268 | 437 | c* | SZI | 177.31672 | -63.07858 | 0.115666 | V* BK Cen | 177.316730 | -63.078584 | 0.000 | 0.000 | 90.0 | 80 | 11 49 16.01512 | -63 04 42.9036 | Cepheid | Ce*|V* |** |IR |* | -16.000 | NaN | G5 | NaN | 0.3351 | -8.43 | 1.86 | NaN | NaN | NaN | 11.040 | 10.190 | NaN | 8.339 | 7.947 | 7.772 | NaN | NaN | NaN | NaN | NaN | 0.133792 | 369295549951641967 | 5333259323269569792 | 3.175263 | 0.000007 | NaN | NaN | NaN | NaN | NaN | NaN | 1689.120828 | 0.000009 | 1689.308506 | 0.000009 | 1688.970061 | 0.000009 | 9.837465 | 0.000082 | 10.382133 | 0.000216 | 9.180878 | 0.000138 | 0.520868 | 0.000835 | 0.482980 | 0.001122 | 0.407022 | 0.001003 | 0.121499 | 0.219755 | 0.355758 | 0.001027 | NaN | NaN | 5.306827 | 0.004078 | NaN | NaN | 34 | 26 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
223 | 1635721458409799680 | Gaia DR2 5333340824575196800 | 5333340824575196800 | 324124746 | 2015.5 | 175.243845 | 0.024185 | -62.692475 | 0.025602 | 0.621361 | 0.030001 | 20.711150 | -6.649776 | 0.045931 | 1.500431 | 0.044455 | 0.143726 | -0.107835 | -0.476314 | -0.117738 | 0.278793 | -0.032431 | -0.365793 | 0.254737 | 0.072778 | 0.180630 | 297 | 297 | 296 | 1 | 3.198098 | 374.38336 | 0.000000 | 0.000000e+00 | 31 | False | 225.327290 | 1.576180 | 0.006150 | -0.041440 | 34 | 18 | 0.036367 | 0 | 41 | False | 338 | 7.020892e+06 | 4.785606e+04 | 146.708530 | 8.572385 | 36 | 3.394091e+06 | 9.154413e+04 | 37.076010 | 9.024579 | 37 | 5.225909e+06 | 7.347697e+04 | 71.123090 | 7.966515 | 1.227764 | 0 | 1.058064 | 0.452194 | 0.605870 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 294.950368 | -0.917737 | 214.867113 | -56.136357 | 100001.0 | 5653.7500 | 5232.2246 | 6014.0630 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 28.050741 | 24.790289 | 32.752525 | 724.318900 | 668.04520 | 780.592600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 140 | UZ Cen | CEP(B) | 0.5230 | 7.335 | 6.957 | 6.767 | -0.19 | -0.20 | NaN | NaN | 10.69 | 0.16 | 7465 | 446 | c* | SZI | 175.24388 | -62.69248 | 0.061198 | V* UZ Cen | 175.243907 | -62.692481 | 0.000 | 0.000 | 90.0 | 98 | 11 40 58.53774 | -62 41 32.9319 | Cepheid | Ce*|V* |** |* |IR | -5.100 | NaN | F3Ib/II | NaN | 0.6214 | -6.65 | 1.50 | NaN | NaN | NaN | 9.600 | 8.300 | NaN | 7.335 | 6.957 | 6.767 | NaN | NaN | NaN | NaN | NaN | 0.105663 | 369295549951641967 | 5333340824575196800 | 3.334994 | 0.000007 | 2.355877 | 0.000017 | NaN | NaN | NaN | NaN | 1690.170915 | 0.000008 | 1690.126745 | 0.000008 | 1690.200260 | 0.000008 | 8.534994 | 0.000209 | 8.992452 | 0.000606 | 7.942136 | 0.000287 | 0.402652 | 0.000295 | 0.540066 | 0.000857 | 0.352432 | 0.000405 | NaN | NaN | 0.286567 | 0.001068 | NaN | NaN | 4.068592 | 0.003603 | NaN | NaN | 34 | 31 | 30 | NaN | NaN | DCEP | NaN | MULTI | F/1O |
224 | 1635721458409799680 | Gaia DR2 5334449269746243328 | 5334449269746243328 | 1529092563 | 2015.5 | 171.304039 | 0.023829 | -61.369148 | 0.027294 | 0.424661 | 0.031512 | 13.476233 | -7.161994 | 0.051799 | 2.174298 | 0.052407 | -0.026098 | -0.122226 | -0.235409 | 0.124145 | 0.050533 | 0.161603 | -0.150498 | 0.048647 | 0.148603 | -0.074983 | 313 | 313 | 308 | 5 | 7.003341 | 509.22382 | 0.000000 | 0.000000e+00 | 31 | False | 124.614510 | 1.581960 | 0.007406 | -0.125350 | 36 | 16 | 0.038059 | 0 | 39 | False | 328 | 8.124163e+06 | 4.205773e+04 | 193.166960 | 8.413919 | 36 | 4.027807e+06 | 8.057200e+04 | 49.990158 | 8.838716 | 34 | 5.574227e+06 | 7.819497e+04 | 71.286255 | 7.896459 | 1.181910 | 0 | 0.942258 | 0.424797 | 0.517461 | -7.302515 | 1.665084 | 12 | 6500.0 | 2.5 | 0.00 | VARIABLE | 292.792336 | -0.206412 | 210.828169 | -56.523711 | 100001.0 | 5746.2500 | 5420.5000 | 6425.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 42.600143 | 34.074840 | 47.874184 | 1782.604100 | 1573.86940 | 1991.338900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 135 | AZ Cen | DCEPS | 0.5066 | 7.222 | 6.944 | 6.831 | 0.09 | 0.06 | NaN | NaN | 11.55 | 0.05 | 7392 | 437 | b | LIII | 171.30410 | -61.36916 | 0.113421 | V* AZ Cen | 171.304104 | -61.369157 | 0.000 | 0.000 | 90.0 | 110 | 11 25 12.98485 | -61 22 08.9665 | deltaCep | cC*|* |IR |V* | -12.100 | NaN | F7V | NaN | 0.4247 | -7.16 | 2.17 | NaN | NaN | NaN | 9.220 | 8.410 | NaN | 7.267 | 6.983 | 6.836 | NaN | NaN | NaN | NaN | NaN | 0.116014 | 369295549951641967 | 5334449269746243328 | NaN | NaN | 3.211825 | 0.000014 | NaN | NaN | NaN | NaN | 1688.200276 | 0.000020 | 1688.207339 | 0.000020 | 1688.237270 | 0.000020 | 8.417039 | 0.000148 | 8.813442 | 0.000265 | 7.892190 | 0.000149 | 0.290842 | 0.000435 | 0.367407 | 0.000741 | 0.219590 | 0.000481 | NaN | NaN | 0.061112 | 0.002278 | NaN | NaN | 4.400611 | 0.018708 | NaN | NaN | 32 | 32 | 30 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
225 | 1635721458409799680 | Gaia DR2 5334506135119058304 | 5334506135119058304 | 756593947 | 2015.5 | 171.273921 | 0.027168 | -60.734612 | 0.025582 | 0.549468 | 0.032249 | 17.038387 | -6.711683 | 0.053534 | 1.993255 | 0.047485 | -0.093971 | -0.186453 | -0.302215 | 0.002381 | 0.051275 | 0.079521 | -0.405010 | 0.183666 | 0.273577 | -0.121589 | 268 | 268 | 265 | 3 | 2.614518 | 323.52158 | 0.000000 | 0.000000e+00 | 31 | False | 200.413400 | 1.518706 | 0.007418 | -0.059861 | 30 | 19 | 0.038469 | 0 | 36 | False | 313 | 7.305322e+06 | 5.340338e+04 | 136.795120 | 8.529267 | 34 | 3.050957e+06 | 8.614626e+04 | 35.416008 | 9.140298 | 34 | 5.924163e+06 | 1.031921e+05 | 57.409103 | 7.830352 | 1.228573 | 0 | 1.309946 | 0.611031 | 0.698915 | -11.393930 | 9.969517 | 3 | 6000.0 | 2.0 | 0.00 | VARIABLE | 292.570938 | 0.388426 | 209.998940 | -56.086413 | 100001.0 | 5113.6500 | 4604.0000 | 5933.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 40.918396 | 30.397083 | 50.478910 | 1031.468400 | 936.46500 | 1126.471800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 134 | AY Cen | DCEP | 0.7251 | 6.808 | 6.431 | 6.249 | 0.08 | 0.05 | NaN | NaN | 10.86 | 0.07 | 7496 | 444 | c | LIII | 171.27398 | -60.73462 | 0.108010 | V* AY Cen | 171.273980 | -60.734621 | 0.000 | 0.000 | 90.0 | 63 | 11 25 05.75519 | -60 44 04.6342 | deltaCep | V* |cC*|* |IR | -15.500 | NaN | K0 | NaN | 0.5495 | -6.71 | 1.99 | NaN | NaN | NaN | 9.740 | 8.810 | NaN | 6.778 | 6.454 | 6.279 | NaN | NaN | NaN | NaN | NaN | 0.108522 | 369295549951641967 | 5334506135119058304 | 5.309958 | 0.000013 | NaN | NaN | NaN | NaN | NaN | NaN | 1685.984382 | 0.000019 | 1685.936835 | 0.000019 | 1686.032557 | 0.000019 | 8.489376 | 0.000098 | 9.076557 | 0.000186 | 7.791287 | 0.000212 | 0.466021 | 0.000367 | 0.591744 | 0.000916 | 0.354041 | 0.000875 | 0.222469 | 0.233796 | 0.341530 | 0.001263 | NaN | NaN | 4.647610 | 0.002745 | NaN | NaN | 33 | 32 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
226 | 1635721458409799680 | Gaia DR2 5334591003669216000 | 5334591003669216000 | 758977420 | 2015.5 | 178.389683 | 0.019204 | -62.852196 | 0.019325 | 0.234283 | 0.024573 | 9.534306 | -6.344954 | 0.040399 | 0.952528 | 0.038114 | 0.029176 | -0.093009 | -0.213897 | 0.029767 | 0.057242 | 0.058760 | -0.214044 | 0.108266 | 0.181266 | 0.085837 | 326 | 326 | 314 | 12 | 3.215347 | 395.23657 | 0.000000 | 0.000000e+00 | 31 | False | 273.271330 | 1.515746 | 0.005938 | -0.031018 | 37 | 19 | 0.031408 | 0 | 40 | False | 345 | 2.381264e+06 | 1.511632e+04 | 157.529370 | 9.746346 | 35 | 9.392102e+05 | 2.156706e+04 | 43.548363 | 10.419481 | 37 | 1.939275e+06 | 2.569494e+04 | 75.473045 | 9.042821 | 1.208805 | 0 | 1.376660 | 0.673135 | 0.703526 | -13.486609 | 4.084723 | 8 | 6250.0 | 2.5 | 0.25 | VARIABLE | 296.384739 | -0.718514 | 216.878752 | -55.235811 | 100001.0 | 4402.7550 | 4344.6665 | 4511.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 82.278130 | 78.376850 | 84.492966 | 2291.720000 | 1877.86000 | 2705.579800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 136 | BB Cen | DCEPS | 0.6018 | 7.922 | 7.539 | 7.369 | 0.22 | 0.19 | NaN | NaN | 12.31 | 0.13 | 7140 | 421 | c* | LIII | 178.38976 | -62.85220 | 0.128199 | V* BB Cen | 178.389742 | -62.852200 | 0.000 | 0.000 | 90.0 | 63 | 11 53 33.53819 | -62 51 07.9186 | deltaCep | V* |cC*|* |IR | -13.490 | NaN | F5 | NaN | 0.2343 | -6.35 | 0.95 | NaN | NaN | NaN | 10.990 | 10.110 | NaN | 7.922 | 7.539 | 7.369 | NaN | NaN | NaN | NaN | NaN | 0.099449 | 369295549951641967 | 5334591003669216000 | NaN | NaN | 3.997645 | 0.000011 | NaN | NaN | NaN | NaN | 1687.900403 | 0.000015 | 1687.884743 | 0.000015 | 1687.993099 | 0.000015 | 9.723760 | 0.000059 | 10.324281 | 0.000214 | 9.021945 | 0.000141 | 0.337617 | 0.000255 | 0.425950 | 0.001065 | 0.226492 | 0.000606 | NaN | NaN | 0.166198 | 0.000953 | NaN | NaN | 3.541140 | 0.004562 | NaN | NaN | 35 | 31 | 31 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
227 | 1635721458409799680 | Gaia DR2 5336389564126521728 | 5336389564126521728 | 1281795000 | 2015.5 | 175.700842 | 0.025771 | -58.993388 | 0.030152 | 0.099202 | 0.030966 | 3.203606 | -6.408767 | 0.049994 | 1.716461 | 0.053584 | 0.124227 | -0.230324 | -0.493582 | -0.147648 | 0.106478 | -0.112166 | -0.627789 | 0.024853 | 0.119413 | 0.107494 | 260 | 260 | 252 | 8 | 8.547338 | 488.78937 | 0.000000 | 0.000000e+00 | 31 | False | 338.516800 | 1.444014 | 0.006972 | 0.005320 | 30 | 17 | 0.042041 | 0 | 39 | False | 311 | 7.348866e+05 | 8.729912e+03 | 84.180300 | 11.022815 | 35 | 2.518057e+05 | 1.223470e+04 | 20.581268 | 11.848724 | 35 | 7.479153e+05 | 2.227590e+04 | 33.575090 | 10.077289 | 1.360375 | 0 | 1.771436 | 0.825910 | 0.945526 | -10.738821 | 3.564004 | 5 | 6000.0 | 3.5 | 0.00 | VARIABLE | 294.180686 | 2.707254 | 210.741412 | -53.296770 | 100001.0 | 4075.5000 | 3891.7798 | 4410.4200 | 0.4780 | 0.0680 | 1.7908 | 0.1940 | 0.0279 | 0.7150 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 138 | KK Cen | DCEP | 1.0857 | 8.713 | 8.117 | 7.955 | 0.24 | 0.21 | NaN | NaN | 13.62 | 0.07 | 7526 | 349 | c | LIII | 175.70090 | -58.99340 | 0.115934 | V* KK Cen | 175.700895 | -58.993395 | 0.000 | 0.000 | 90.0 | 59 | 11 42 48.21491 | -58 59 36.2238 | deltaCep | NaN | -2.300 | NaN | NaN | NaN | 0.0992 | -6.41 | 1.72 | NaN | NaN | NaN | 12.770 | 13.680 | NaN | 8.862 | 8.195 | 8.022 | NaN | NaN | NaN | NaN | NaN | 0.102837 | 369295549951641967 | 5336389564126521728 | 12.183114 | 0.000084 | NaN | NaN | NaN | NaN | NaN | NaN | 1669.083236 | 0.000119 | 1668.937684 | 0.000119 | 1669.170658 | 0.000119 | 10.904282 | 0.000122 | 11.709675 | 0.001144 | 10.023955 | 0.000216 | 0.756581 | 0.000666 | 1.018414 | 0.002559 | 0.615435 | 0.001246 | NaN | NaN | 0.230210 | 0.000982 | 0.170105 | 0.001026 | 4.436104 | 0.002932 | 1.019787 | 0.007726 | 35 | 34 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
228 | 1635721458409799680 | Gaia DR2 5337191279923824384 | 5337191279923824384 | 411800413 | 2015.5 | 168.042125 | 0.024499 | -61.754867 | 0.024510 | 0.703772 | 0.030089 | 23.389390 | -7.062522 | 0.055277 | 1.710435 | 0.050203 | -0.032549 | -0.024231 | -0.177054 | 0.064682 | -0.010573 | 0.064632 | -0.092365 | 0.181237 | 0.117536 | -0.067782 | 298 | 298 | 295 | 3 | 5.966356 | 457.82250 | 0.000000 | 0.000000e+00 | 31 | False | 79.125680 | 1.549341 | 0.006677 | -0.002855 | 34 | 19 | 0.039482 | 0 | 39 | True | 314 | 1.419109e+07 | 7.567333e+04 | 187.530900 | 7.808327 | 35 | 6.133032e+06 | 1.318540e+05 | 46.513824 | 8.382200 | 36 | 1.102677e+07 | 1.272440e+05 | 86.658420 | 7.155799 | 1.209196 | 0 | 1.226401 | 0.573873 | 0.652527 | -18.781986 | 2.013362 | 20 | 5750.0 | 2.0 | 0.00 | VARIABLE | 291.472664 | -1.111836 | 209.360458 | -57.912894 | 100001.0 | 5167.3335 | 4764.7500 | 5794.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 43.398724 | 34.518585 | 51.042240 | 1209.802900 | 1126.72680 | 1292.878900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 63 | IT Car | DCEP | 0.8770 | 6.309 | 5.924 | 5.779 | 0.14 | 0.11 | NaN | NaN | 10.92 | 0.05 | 7517 | 444 | b| | LIII | 168.04219 | -61.75487 | 0.110826 | V* IT Car | 168.042189 | -61.754875 | 0.000 | 0.000 | 90.0 | 85 | 11 12 10.12546 | -61 45 17.5492 | deltaCep | V* |cC*|* |IR | -14.000 | NaN | F8Iab/b | NaN | 0.7038 | -7.15 | 1.54 | NaN | NaN | NaN | 8.830 | 7.900 | NaN | 6.266 | 5.930 | 5.795 | NaN | NaN | NaN | NaN | NaN | 0.112634 | 369295549951641967 | 5337191279923824384 | 7.532001 | 0.000137 | NaN | NaN | NaN | NaN | NaN | NaN | 1680.754852 | 0.000194 | 1680.776448 | 0.000194 | 1680.920858 | 0.000194 | 7.799157 | 0.000149 | 8.344794 | 0.000299 | 7.144725 | 0.000244 | 0.278034 | 0.000337 | 0.361668 | 0.000894 | 0.229602 | 0.000906 | NaN | NaN | 0.240104 | 0.001679 | 0.048440 | 0.001551 | 5.397928 | 0.008932 | 2.322367 | 0.032533 | 34 | 33 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
229 | 1635721458409799680 | Gaia DR2 5337634589276921856 | 5337634589276921856 | 1369186170 | 2015.5 | 167.685754 | 0.023091 | -60.750273 | 0.025594 | 0.355160 | 0.029333 | 12.108058 | -6.707265 | 0.045494 | 2.076090 | 0.049568 | 0.028903 | -0.062253 | -0.417360 | 0.062690 | 0.015625 | 0.082946 | -0.382124 | 0.228103 | 0.220883 | 0.097294 | 296 | 296 | 292 | 4 | 3.441411 | 376.79800 | 0.000000 | 0.000000e+00 | 31 | False | 225.309500 | 1.515633 | 0.006333 | -0.067485 | 33 | 16 | 0.036959 | 0 | 42 | True | 349 | 5.389507e+06 | 2.033595e+04 | 265.023620 | 8.859493 | 37 | 2.332144e+06 | 3.498526e+04 | 66.660740 | 9.432000 | 40 | 4.359781e+06 | 4.768215e+04 | 91.434250 | 8.163259 | 1.241658 | 0 | 1.268742 | 0.572507 | 0.696235 | -10.040196 | 3.010763 | 5 | 6250.0 | 2.0 | 0.00 | VARIABLE | 290.935991 | -0.245459 | 207.777320 | -57.346985 | 100001.0 | 4869.0747 | 4753.6733 | 5010.2100 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 61.601820 | 58.180115 | 64.629050 | 1921.620200 | 1665.15360 | 2178.087000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 57 | GH Car | DCEPS | 0.7578 | 7.188 | 6.872 | 6.668 | 0.22 | 0.19 | NaN | NaN | 12.18 | 0.09 | 7416 | 424 | c* | LIII | 167.68581 | -60.75028 | 0.101473 | V* GH Car | 167.685813 | -60.750282 | 0.000 | 0.000 | 90.0 | 66 | 11 10 44.59523 | -60 45 01.0135 | deltaCep | V* |cC*|* |IR |*iC|SB* | -10.040 | NaN | F8 | NaN | 0.3552 | -6.71 | 2.08 | NaN | NaN | NaN | 9.920 | 9.040 | 8.61 | 7.188 | 6.872 | 6.668 | NaN | NaN | NaN | NaN | NaN | 0.108829 | 369295549951641967 | 5337634589276921856 | 5.725484 | 0.000038 | NaN | NaN | NaN | NaN | NaN | NaN | 1680.936195 | 0.000053 | 1680.832304 | 0.000053 | 1681.006928 | 0.000053 | 8.824663 | 0.000125 | 9.392523 | 0.000241 | 8.133257 | 0.000164 | 0.232717 | 0.000557 | 0.320508 | 0.001262 | 0.185457 | 0.000910 | NaN | NaN | 0.139650 | 0.001878 | NaN | NaN | 4.336367 | 0.011569 | NaN | NaN | 37 | 32 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
230 | 1635721458409799680 | Gaia DR2 5337764640889249536 | 5337764640889249536 | 450736098 | 2015.5 | 168.588360 | 0.030454 | -60.052918 | 0.025185 | 0.297908 | 0.032991 | 9.029888 | -4.591652 | 0.058077 | 1.500200 | 0.048199 | -0.171138 | -0.069297 | -0.415757 | 0.041315 | 0.197703 | 0.074231 | -0.165333 | 0.165138 | -0.024331 | -0.157194 | 222 | 222 | 222 | 0 | 1.945572 | 259.35577 | 0.000000 | 0.000000e+00 | 31 | False | 243.351330 | 1.497163 | 0.006900 | -0.060081 | 25 | 17 | 0.042086 | 0 | 31 | False | 258 | 3.529108e+06 | 3.265311e+04 | 108.078770 | 9.319203 | 30 | 1.379007e+06 | 5.482184e+04 | 25.154337 | 10.002472 | 29 | 3.031603e+06 | 8.106341e+04 | 37.397926 | 8.557739 | 1.249780 | 0 | 1.444733 | 0.683269 | 0.761464 | -10.703608 | 9.673512 | 5 | 6000.0 | 2.0 | 0.00 | VARIABLE | 291.090206 | 0.567709 | 207.437250 | -56.540374 | 100001.0 | 4508.8066 | 4389.0200 | 4626.9500 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 73.453200 | 69.750015 | 77.517334 | 2008.919800 | 1662.98940 | 2354.850000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 56 | FR Car | DCEP | 1.0301 | 7.470 | 7.012 | 6.835 | 0.11 | 0.08 | NaN | NaN | 12.41 | 0.05 | 7410 | 417 | b | LIII | 168.58840 | -60.05292 | 0.072212 | V* FR Car | 168.588400 | -60.052925 | 0.000 | 0.000 | 90.0 | 66 | 11 14 21.21590 | -60 03 10.5291 | deltaCep | V* |cC*|* |IR | -6.900 | NaN | G5 | NaN | 0.2979 | -4.59 | 1.50 | NaN | NaN | NaN | 10.700 | 9.640 | NaN | 7.505 | 6.965 | 6.791 | NaN | NaN | NaN | NaN | NaN | 0.074873 | 369295549951641967 | 5337764640889249536 | 10.709600 | 0.000061 | NaN | NaN | NaN | NaN | NaN | NaN | 1670.186966 | 0.000086 | 1670.057117 | 0.000086 | 1670.354702 | 0.000086 | 9.267842 | 0.000094 | 9.921148 | 0.000224 | 8.512422 | 0.000167 | 0.510503 | 0.000396 | 0.701600 | 0.001134 | 0.421873 | 0.000927 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 27 | 26 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
231 | 1635721458409799680 | Gaia DR2 5338024572321721216 | 5338024572321721216 | 232562436 | 2015.5 | 164.461080 | 0.023454 | -60.742085 | 0.022118 | 0.374159 | 0.026633 | 14.048674 | -5.861164 | 0.045858 | 1.224790 | 0.041398 | -0.066126 | -0.072579 | -0.380609 | 0.035211 | 0.155559 | 0.073653 | -0.258611 | 0.253043 | 0.014996 | -0.054132 | 287 | 287 | 285 | 2 | 2.355072 | 338.75302 | 0.000000 | 0.000000e+00 | 31 | False | 214.954100 | 1.510474 | 0.006467 | -0.041707 | 33 | 18 | 0.035198 | 0 | 37 | False | 320 | 2.967361e+06 | 1.490472e+04 | 199.088750 | 9.507440 | 35 | 1.305569e+06 | 2.828411e+04 | 46.159107 | 10.061889 | 36 | 2.342969e+06 | 2.993882e+04 | 78.258560 | 8.837503 | 1.229556 | 0 | 1.224385 | 0.554449 | 0.669936 | 6.143225 | 2.122544 | 8 | 6000.0 | 2.0 | 0.00 | VARIABLE | 289.489255 | -0.869949 | 205.728411 | -58.486675 | 100001.0 | 5175.1150 | 4805.6100 | 5732.9023 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 37.190865 | 30.305902 | 43.129982 | 893.814400 | 787.39810 | 1000.230700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 51 | CY Car | DCEP | 0.6300 | 7.949 | 7.565 | 7.430 | 0.11 | 0.08 | NaN | NaN | 11.74 | 0.07 | 7496 | 434 | c | LIII | 164.46114 | -60.74209 | 0.106659 | V* CY Car | 164.461132 | -60.742090 | 0.000 | 0.000 | 90.0 | 51 | 10 57 50.67169 | -60 44 31.5233 | deltaCep | V* |cC*|* |IR | 8.600 | NaN | G0 | NaN | 0.3742 | -5.86 | 1.23 | NaN | NaN | NaN | 10.670 | 9.890 | NaN | 7.869 | 7.496 | 7.363 | NaN | NaN | NaN | NaN | NaN | 0.092810 | 369295549951641967 | 5338024572321721216 | 4.266183 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.589541 | 0.000012 | 1687.583273 | 0.000012 | 1687.641161 | 0.000012 | 9.442629 | 0.000100 | 9.988805 | 0.000617 | 8.788438 | 0.000394 | 0.468036 | 0.000474 | 0.581211 | 0.002540 | 0.338775 | 0.001689 | 0.202206 | 0.224983 | 0.341365 | 0.000763 | 0.115485 | 0.000668 | 4.351148 | 0.002372 | 2.591841 | 0.007989 | 35 | 28 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
232 | 1635721458409799680 | Gaia DR2 5338036117182452096 | 5338036117182452096 | 1537821487 | 2015.5 | 166.056070 | 0.031146 | -60.979914 | 0.027315 | 0.424007 | 0.034523 | 12.281926 | -7.255838 | 0.055990 | 2.527183 | 0.047876 | 0.060582 | -0.145277 | -0.509149 | -0.028593 | 0.284341 | 0.073833 | -0.196720 | 0.312603 | 0.078853 | 0.141582 | 287 | 287 | 282 | 5 | 5.280850 | 419.93457 | 0.000000 | 0.000000e+00 | 31 | False | 111.168450 | 1.474901 | 0.007102 | 0.069556 | 32 | 18 | 0.041111 | 0 | 37 | False | 299 | 9.135809e+06 | 1.231090e+05 | 74.209114 | 8.286498 | 32 | 3.094931e+06 | 1.500563e+05 | 20.625137 | 9.124761 | 32 | 8.204723e+06 | 3.061783e+05 | 26.797205 | 7.476760 | 1.236853 | 0 | 1.648000 | 0.838263 | 0.809738 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 290.294924 | -0.766334 | 207.066396 | -58.080509 | 100001.0 | 4886.4300 | 4185.0000 | 6170.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 72 | XZ Car | DCEP | 1.2214 | 6.251 | 5.759 | 5.572 | 0.19 | 0.16 | NaN | NaN | 11.76 | 0.05 | 7463 | 433 | b | LIII | 166.05614 | -60.97993 | 0.135120 | V* XZ Car | 166.056134 | -60.979925 | 0.000 | 0.000 | 90.0 | 84 | 11 04 13.47216 | -60 58 47.7311 | deltaCep | V* |cC*|* |IR | 1.500 | NaN | K5 | NaN | 0.4240 | -7.26 | 2.53 | NaN | NaN | NaN | 10.110 | 8.670 | NaN | 6.295 | 5.740 | 5.507 | NaN | NaN | NaN | NaN | NaN | 0.119092 | 369295549951641967 | 5338036117182452096 | 16.659975 | 0.000208 | NaN | NaN | NaN | NaN | NaN | NaN | 1658.341006 | 0.000293 | 1657.255405 | 0.000293 | 1658.384928 | 0.000293 | 8.188246 | 0.000115 | 8.902260 | 0.000342 | 7.383531 | 0.000178 | 0.670287 | 0.000398 | 0.890123 | 0.000957 | 0.553955 | 0.000642 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 34 | 31 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
233 | 1635721458409799680 | Gaia DR2 5338207327417387520 | 5338207327417387520 | 1339311914 | 2015.5 | 163.136672 | 0.025003 | -60.526754 | 0.024841 | 0.137282 | 0.031168 | 4.404560 | -7.178707 | 0.046179 | 3.027558 | 0.042821 | -0.007189 | -0.384090 | -0.444114 | -0.068775 | 0.249641 | 0.094092 | -0.220202 | 0.365770 | 0.200726 | 0.060805 | 265 | 265 | 261 | 4 | 1.988816 | 302.94373 | 0.000000 | 0.000000e+00 | 31 | True | 391.520700 | 1.500460 | 0.007566 | -0.094620 | 30 | 18 | 0.034957 | 0 | 32 | False | 284 | 6.813359e+05 | 7.474363e+03 | 91.156380 | 11.104962 | 29 | 2.839149e+05 | 1.073954e+04 | 26.436403 | 11.718418 | 28 | 6.144616e+05 | 1.614450e+04 | 38.060116 | 10.290683 | 1.318551 | 0 | 1.427735 | 0.613456 | 0.814280 | -11.672657 | 4.877230 | 6 | 6500.0 | 2.5 | 0.00 | VARIABLE | 288.810460 | -0.956585 | 204.576959 | -58.817338 | 100001.0 | 4449.3027 | 4354.0000 | 4931.5234 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 52 | DY Car | DCEP | 0.6697 | 9.160 | 8.729 | 8.563 | 0.07 | 0.04 | NaN | NaN | 12.96 | 0.07 | 7635 | 396 | c | LIII | 163.13667 | -60.52679 | 0.130149 | V* DY Car | 163.136734 | -60.526767 | 0.000 | 0.000 | 90.0 | 35 | 10 52 32.81627 | -60 31 36.3608 | deltaCep | cC*|V* |IR |* | -11.670 | NaN | NaN | NaN | 0.1373 | -7.18 | 3.03 | NaN | NaN | NaN | 12.760 | 11.380 | NaN | 9.113 | 8.767 | 8.612 | NaN | NaN | NaN | NaN | NaN | 0.120761 | 369295549951641967 | 5338207327417387520 | 4.674164 | 0.000011 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.561440 | 0.000015 | 1684.546462 | 0.000015 | 1684.588619 | 0.000015 | 10.938006 | 0.000230 | 11.547057 | 0.000546 | 10.190875 | 0.000356 | 0.663365 | 0.000779 | 0.882107 | 0.001782 | 0.565686 | 0.001428 | 0.065996 | 0.224983 | 0.381113 | 0.000887 | 0.157949 | 0.000831 | 4.311305 | 0.002543 | 2.358105 | 0.005944 | 31 | 27 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
234 | 1635721458409799680 | Gaia DR2 5338359442320395904 | 5338359442320395904 | 1238747227 | 2015.5 | 164.450727 | 0.024663 | -59.732180 | 0.025608 | 0.478973 | 0.029342 | 16.323925 | -5.965910 | 0.048255 | 2.171477 | 0.047665 | -0.085996 | -0.207134 | -0.429794 | 0.034579 | 0.183312 | 0.119309 | -0.392973 | 0.213130 | 0.199751 | -0.041251 | 351 | 351 | 322 | 29 | 15.610695 | 893.58185 | 0.089619 | 2.997457e+00 | 31 | False | 84.701010 | 1.495652 | 0.006353 | -0.069946 | 40 | 19 | 0.036522 | 0 | 46 | False | 396 | 3.605972e+07 | 1.809981e+06 | 19.922703 | 6.795810 | 38 | 2.381421e+07 | 1.374616e+06 | 17.324270 | 6.909298 | 40 | 3.978215e+07 | 4.506593e+06 | 8.827545 | 5.762699 | 1.763640 | 0 | 1.146598 | 0.113488 | 1.033111 | 18.100981 | 4.532586 | 17 | 5000.0 | 1.0 | 0.00 | VARIABLE | 289.057026 | 0.042808 | 204.332294 | -57.796037 | 102001.0 | 5143.4500 | 4323.0430 | 7019.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 323 | U Car | DCEP | 1.5885 | 4.133 | 3.683 | 3.510 | 0.17 | 0.25 | NaN | NaN | 10.98 | 0.05 | 7574 | 443 | b | ROM | 164.45078 | -59.73219 | 0.103373 | V* U Car | 164.450778 | -59.732189 | 0.000 | 0.000 | 90.0 | 196 | 10 57 48.18669 | -59 43 55.8802 | deltaCep | V* |cC*|* |IR | 2.100 | NaN | G5/8Iab | NaN | 0.4790 | -5.97 | 2.37 | NaN | NaN | NaN | 7.210 | 6.110 | NaN | 4.430 | 3.940 | 3.790 | NaN | NaN | NaN | NaN | NaN | 0.098407 | 369295549951641967 | 5338359442320395904 | 38.717914 | 0.001595 | NaN | NaN | NaN | NaN | NaN | NaN | 1652.176325 | 0.002256 | 1651.255138 | 0.002256 | 1617.057366 | 0.002256 | 5.924272 | 0.000623 | 6.570710 | 0.000591 | 5.175639 | 0.000732 | 1.034248 | 0.002076 | 1.355838 | 0.002323 | 0.714751 | 0.002279 | NaN | NaN | 0.505593 | 0.003332 | 0.333169 | 0.001889 | 4.752956 | 0.003625 | 2.700491 | 0.010232 | 27 | 34 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
235 | 1635721458409799680 | Gaia DR2 5338438297925480320 | 5338438297925480320 | 453708566 | 2015.5 | 162.898985 | 0.022646 | -59.384993 | 0.023035 | 0.375058 | 0.026242 | 14.292014 | -5.547370 | 0.044439 | 2.498277 | 0.044103 | -0.162731 | -0.223013 | -0.444123 | 0.119687 | 0.258658 | 0.188184 | -0.296621 | 0.202931 | 0.094024 | -0.103522 | 288 | 288 | 285 | 3 | 7.783356 | 506.53640 | 0.000000 | 0.000000e+00 | 31 | False | 255.994340 | 1.502960 | 0.006074 | -0.118540 | 33 | 17 | 0.036120 | 0 | 37 | True | 327 | 2.971271e+06 | 3.112064e+04 | 95.475880 | 9.506010 | 36 | 1.291180e+06 | 5.615739e+04 | 22.992167 | 10.073921 | 36 | 2.384862e+06 | 5.686350e+04 | 41.940125 | 8.818262 | 1.237195 | 0 | 1.255659 | 0.567911 | 0.687748 | -6.317801 | 10.392826 | 7 | 5750.0 | 2.0 | 0.00 | VARIABLE | 288.198075 | 0.014390 | 202.832291 | -58.120593 | 100001.0 | 4791.0500 | 4710.6333 | 4908.6470 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 45.208115 | 43.067947 | 46.764810 | 970.175400 | 855.68020 | 1084.670700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 69 | WW Car | DCEP | 0.6699 | 7.723 | 7.338 | 7.186 | 0.00 | -0.03 | NaN | NaN | 11.62 | 0.07 | 7551 | 435 | c | LIII | 162.89903 | -59.38501 | 0.102083 | V* WW Car | 162.899032 | -59.385004 | 0.000 | 0.000 | 90.0 | 56 | 10 51 35.76775 | -59 23 06.0136 | deltaCep | ** |V* |cC*|* |IR | -13.300 | NaN | F9II+? | NaN | 0.3751 | -5.55 | 2.50 | NaN | NaN | NaN | 10.550 | 9.680 | NaN | 7.758 | 7.425 | 7.275 | NaN | NaN | NaN | NaN | NaN | 0.094302 | 369295549951641967 | 5338438297925480320 | 4.677665 | 0.000021 | NaN | NaN | NaN | NaN | NaN | NaN | 1722.728876 | 0.000029 | 1722.745045 | 0.000029 | 1722.777435 | 0.000029 | 9.410356 | 0.000247 | 9.974891 | 0.000631 | 8.727144 | 0.000348 | 0.654619 | 0.000752 | 0.820929 | 0.001423 | 0.501015 | 0.000789 | 0.119550 | 0.224984 | 0.365485 | 0.000874 | 0.156139 | 0.000912 | 4.489973 | 0.002171 | 2.558928 | 0.006729 | 33 | 34 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
236 | 1635721458409799680 | Gaia DR2 5339394082770287232 | 5339394082770287232 | 600469451 | 2015.5 | 167.421347 | 0.028520 | -58.837715 | 0.024771 | 0.795640 | 0.034582 | 23.007395 | -9.689901 | 0.052484 | 2.350053 | 0.044450 | -0.222406 | -0.331832 | -0.280386 | 0.021366 | 0.307000 | 0.158274 | -0.105974 | 0.237860 | 0.205563 | -0.203588 | 269 | 269 | 268 | 1 | 5.871528 | 421.03943 | 0.000000 | 0.000000e+00 | 31 | False | 214.408340 | 1.589688 | 0.007061 | 0.008100 | 31 | 18 | 0.037649 | 0 | 36 | False | 291 | 4.440929e+07 | 3.513872e+05 | 126.382790 | 6.569681 | 30 | 2.057823e+07 | 6.648771e+05 | 30.950436 | 7.067868 | 33 | 3.240106e+07 | 5.745015e+05 | 56.398575 | 5.985522 | 1.192978 | 0 | 1.082346 | 0.498187 | 0.584159 | -20.556473 | 3.934843 | 14 | 6000.0 | 2.0 | 0.00 | VARIABLE | 290.085239 | 1.472654 | 205.137785 | -56.090600 | 100001.0 | 5500.6700 | 5093.7650 | 5937.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 58.602985 | 50.305656 | 68.339700 | 2832.673600 | 2643.07540 | 3022.271700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 53 | ER Car | DCEP | 0.8875 | 5.360 | 5.020 | 4.899 | 0.15 | 0.12 | NaN | NaN | 10.12 | 0.05 | 7641 | 448 | b| | LIII | 167.42143 | -58.83773 | 0.162846 | V* ER Car | 167.421428 | -58.837725 | 0.000 | 0.000 | 90.0 | 111 | 11 09 41.14273 | -58 50 15.8110 | deltaCep | V* |cC*|* |IR |*iC | -18.100 | NaN | G1Iab/b | NaN | 0.7956 | -9.69 | 2.35 | NaN | NaN | NaN | 7.590 | 6.790 | NaN | 5.264 | 4.969 | 4.812 | NaN | NaN | NaN | NaN | NaN | 0.154547 | 369295549951641967 | 5339394082770287232 | 7.720813 | 0.000048 | NaN | NaN | NaN | NaN | NaN | NaN | 1713.682985 | 0.000068 | 1713.596882 | 0.000068 | 1713.656564 | 0.000068 | 6.605694 | 0.000191 | 7.083204 | 0.000691 | 6.012287 | 0.001740 | 0.486253 | 0.000848 | 0.716482 | 0.003306 | 0.263937 | 0.006740 | NaN | NaN | 0.359726 | 0.001206 | NaN | NaN | 5.190804 | 0.004234 | NaN | NaN | 27 | 22 | 23 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
237 | 1635721458409799680 | Gaia DR2 5350852677538959104 | 5350852677538959104 | 389169192 | 2015.5 | 162.757551 | 0.025566 | -58.590585 | 0.029035 | 0.203354 | 0.033949 | 5.990051 | -6.630990 | 0.051383 | 3.121310 | 0.054173 | 0.016180 | -0.209771 | -0.301854 | -0.094926 | 0.119573 | -0.034918 | -0.327618 | 0.146563 | 0.221078 | 0.057147 | 237 | 237 | 234 | 3 | 11.132762 | 558.22030 | 0.000000 | 0.000000e+00 | 31 | True | 323.157380 | 1.407615 | 0.007086 | 0.064438 | 28 | 16 | 0.038408 | 0 | 35 | False | 271 | 7.734894e+05 | 9.229470e+03 | 83.806480 | 10.967230 | 28 | 2.281097e+05 | 1.177969e+04 | 19.364650 | 11.956029 | 27 | 8.174324e+05 | 2.694104e+04 | 30.341534 | 9.980790 | 1.351721 | 0 | 1.975239 | 0.988799 | 0.986440 | 7.123834 | 6.501499 | 7 | 5250.0 | 1.0 | 0.00 | VARIABLE | 287.778974 | 0.693181 | 201.669051 | -57.616949 | 100001.0 | 3729.0000 | 3677.6667 | 4238.7000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 92.155620 | 71.324905 | 94.746210 | 1479.476000 | 1099.12870 | 1859.823200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 55 | FI Car | DCEP | 1.1290 | 8.350 | 7.797 | 7.502 | 0.31 | 0.28 | NaN | NaN | 13.28 | 0.07 | 7845 | 380 | c | LIII | 162.75762 | -58.59061 | 0.157478 | V* FI Car | 162.757606 | -58.590599 | 0.000 | 0.000 | 90.0 | 43 | 10 51 01.82533 | -58 35 26.1553 | deltaCep | V* |cC*|IR |* | 13.000 | NaN | NaN | NaN | 0.2034 | -6.63 | 3.12 | NaN | NaN | NaN | 12.620 | 11.530 | NaN | 8.418 | 7.880 | 7.583 | NaN | NaN | NaN | NaN | NaN | 0.113598 | 369295549951641967 | 5350852677538959104 | 13.454930 | 0.000162 | NaN | NaN | NaN | NaN | NaN | NaN | 1657.972354 | 0.000229 | 1657.561913 | 0.000229 | 1657.660281 | 0.000229 | 10.905731 | 0.000123 | 11.915213 | 0.000287 | 9.972416 | 0.000181 | 0.542956 | 0.000360 | 0.731875 | 0.001150 | 0.467912 | 0.000506 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 27 | 28 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
238 | 1635721458409799680 | Gaia DR2 5351161399785606016 | 5351161399785606016 | 1209740912 | 2015.5 | 161.136162 | 0.033002 | -57.565358 | 0.032410 | 0.512082 | 0.041380 | 12.375090 | -6.213358 | 0.061901 | 2.485784 | 0.055471 | 0.012342 | -0.315063 | -0.362693 | 0.050664 | 0.269040 | 0.210953 | -0.103644 | 0.324653 | 0.183921 | 0.198375 | 207 | 207 | 207 | 0 | 1.637126 | 235.98468 | 0.000000 | 0.000000e+00 | 31 | False | 117.791030 | 1.513265 | 0.008966 | 0.157230 | 24 | 16 | 0.043165 | 0 | 33 | False | 259 | 2.212565e+07 | 2.494546e+05 | 88.696075 | 7.326126 | 28 | 8.112173e+06 | 2.805349e+05 | 28.916801 | 8.078546 | 26 | 1.828232e+07 | 3.479413e+05 | 52.544260 | 6.606842 | 1.192936 | 0 | 1.471704 | 0.752420 | 0.719284 | 23.708107 | 7.125902 | 13 | 5500.0 | 4.5 | 0.00 | VARIABLE | 286.547602 | 1.212852 | 199.188450 | -57.494123 | 100001.0 | 4483.5000 | 4253.1333 | 4895.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 108.759230 | 91.242065 | 120.859980 | 4306.215000 | 3800.22300 | 4812.207000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 348 | VY Car | DCEP | 1.2785 | 5.404 | 4.958 | 4.792 | -0.06 | 0.08 | NaN | NaN | 11.22 | 0.05 | 7627 | 441 | b | LEM | 161.13621 | -57.56537 | 0.103089 | V* VY Car | 161.136212 | -57.565368 | 0.000 | 0.000 | 90.0 | 182 | 10 44 32.69081 | -57 33 55.3260 | deltaCep | V* |** |cC*|* |IR | -1.200 | NaN | F7Iab/b | NaN | 0.5121 | -6.21 | 2.49 | NaN | NaN | NaN | 7.700 | 6.870 | NaN | 5.605 | 5.067 | 4.864 | NaN | NaN | NaN | NaN | NaN | 0.103728 | 369295549951641967 | 5351161399785606016 | 18.873022 | 0.000165 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.488484 | 0.000234 | 1684.438739 | 0.000234 | 1685.134266 | 0.000234 | 7.148190 | 0.000115 | 7.820553 | 0.000460 | 6.428688 | 0.000426 | 0.645248 | 0.000307 | 0.781321 | 0.001384 | 0.488421 | 0.001353 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28 | 26 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
239 | 1635721458409799680 | Gaia DR2 5351331755370445056 | 5351331755370445056 | 1311574755 | 2015.5 | 161.234721 | 0.027785 | -56.289543 | 0.031423 | 0.406078 | 0.037423 | 10.851131 | -7.205732 | 0.052942 | 2.671230 | 0.056481 | -0.036746 | -0.334362 | -0.310204 | 0.039077 | 0.255935 | 0.170042 | -0.249958 | 0.308213 | 0.142751 | 0.095749 | 261 | 261 | 259 | 2 | 1.112257 | 279.19214 | 0.000000 | 0.000000e+00 | 31 | True | 127.458110 | 1.486771 | 0.008476 | 0.008758 | 30 | 16 | 0.038490 | 0 | 36 | False | 285 | 7.927363e+06 | 5.510485e+04 | 143.859620 | 8.440544 | 34 | 2.889261e+06 | 7.360667e+04 | 39.252705 | 9.199421 | 34 | 7.204425e+06 | 1.348084e+05 | 53.441960 | 7.617922 | 1.273272 | 0 | 1.581499 | 0.758877 | 0.822622 | 11.352845 | 4.566715 | 11 | 6000.0 | 2.0 | 0.00 | VARIABLE | 285.998352 | 2.365772 | 197.638616 | -56.535570 | 100001.0 | 5003.4550 | 4292.4697 | 6064.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 60.909980 | 41.467712 | 82.758760 | 2094.843800 | 1806.50620 | 2383.181200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 314 | SV Vel | DCEP | 1.1491 | 6.370 | 5.944 | 5.769 | 0.12 | 0.09 | NaN | NaN | 11.77 | 0.05 | 7632 | 433 | b| | LIII | 161.23478 | -56.28955 | 0.121344 | V* SV Vel | 161.234777 | -56.289554 | 0.000 | 0.000 | 90.0 | 87 | 10 44 56.34639 | -56 17 22.3951 | deltaCep | V* |cC*|* |IR | 4.200 | NaN | F7II | NaN | 0.4061 | -7.21 | 2.67 | NaN | NaN | NaN | 8.730 | 7.910 | NaN | 6.251 | 5.846 | 5.655 | NaN | NaN | NaN | NaN | NaN | 0.119116 | 369295549951641967 | 5351331755370445056 | 14.107121 | 0.000106 | NaN | NaN | NaN | NaN | NaN | NaN | 1665.186236 | 0.000151 | 1737.333864 | 0.000151 | 1653.617921 | 0.000151 | 8.071890 | 0.000749 | 8.990747 | 0.001094 | 7.511985 | 0.000645 | 1.219576 | 0.002339 | 0.612644 | 0.002645 | 0.412258 | 0.001394 | NaN | NaN | 0.420890 | 0.000826 | 0.221012 | 0.000543 | 3.590327 | 0.001686 | 0.529570 | 0.003616 | 32 | 28 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
240 | 1635721458409799680 | Gaia DR2 5351428787262634624 | 5351428787262634624 | 336500592 | 2015.5 | 158.295138 | 0.028010 | -58.498623 | 0.032124 | 0.301149 | 0.035838 | 8.403101 | -9.084709 | 0.061366 | 2.291378 | 0.066221 | 0.158412 | -0.150338 | -0.023055 | 0.133712 | 0.174933 | 0.149946 | -0.034268 | 0.101131 | -0.048259 | 0.223754 | 243 | 243 | 240 | 3 | 11.506213 | 581.89954 | 0.000000 | 0.000000e+00 | 31 | False | 70.674350 | 1.595215 | 0.007787 | 0.023405 | 28 | 17 | 0.047045 | 0 | 33 | False | 280 | 1.173074e+07 | 1.258889e+05 | 93.183290 | 8.015052 | 31 | 6.158352e+06 | 2.353663e+05 | 26.164967 | 8.377727 | 32 | 7.861892e+06 | 1.615370e+05 | 48.669300 | 7.523102 | 1.195171 | 0 | 0.854624 | 0.362675 | 0.491950 | -16.749554 | 3.107003 | 16 | 5000.0 | 2.0 | -0.25 | VARIABLE | 285.687625 | -0.334166 | 198.438803 | -59.219861 | 100001.0 | 5636.2500 | 5440.6997 | 5755.2300 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 75.329580 | 72.247150 | 80.841900 | 5159.253000 | 4229.33900 | 6089.167000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 73 | Y Car | DCEP(B) | 0.5611 | 6.802 | 6.573 | 6.477 | -0.05 | -0.06 | NaN | NaN | 10.69 | 0.19 | 7682 | 445 | c* | SZI | 158.29521 | -58.49864 | 0.148839 | V* Y Car | 158.295213 | -58.498633 | 0.000 | 0.000 | 90.0 | 116 | 10 33 10.85109 | -58 29 55.0778 | deltaCep | V* |cC*|* |IR |SB* | -12.900 | NaN | F0/3 | NaN | 0.3011 | -9.09 | 2.29 | NaN | NaN | NaN | 8.750 | 8.160 | NaN | 6.802 | 6.573 | 6.477 | NaN | NaN | NaN | NaN | NaN | 0.145223 | 369295549951641967 | 5351428787262634624 | NaN | NaN | 3.639966 | 0.000010 | NaN | NaN | NaN | NaN | 1684.757550 | 0.000015 | 1684.812933 | 0.000015 | 1684.891687 | 0.000015 | 7.950476 | 0.000183 | 8.296596 | 0.000623 | 7.482370 | 0.008262 | 0.376283 | 0.000398 | 0.430960 | 0.001085 | 0.227643 | 0.001514 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29 | 25 | 24 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
241 | 1635721458409799680 | Gaia DR2 5351721738384434048 | 5351721738384434048 | 1261472405 | 2015.5 | 157.296788 | 0.028072 | -57.613392 | 0.030595 | 0.560716 | 0.037466 | 14.966096 | -7.072803 | 0.057344 | 2.257035 | 0.054277 | -0.017437 | -0.220825 | -0.212073 | 0.066356 | 0.395419 | 0.179757 | -0.122794 | 0.299496 | -0.016583 | 0.135611 | 236 | 236 | 233 | 3 | 5.361027 | 361.80185 | 0.000000 | 0.000000e+00 | 31 | False | 140.996320 | 1.610491 | 0.008107 | -0.022861 | 27 | 15 | 0.039749 | 0 | 36 | False | 278 | 9.481168e+06 | 1.230365e+05 | 77.059820 | 8.246211 | 31 | 4.783268e+06 | 2.201499e+05 | 21.727318 | 8.652077 | 31 | 6.641241e+06 | 1.849512e+05 | 35.908073 | 7.706297 | 1.204968 | 0 | 0.945780 | 0.405866 | 0.539914 | -4.072004 | 4.880106 | 12 | 6500.0 | 2.5 | 0.00 | VARIABLE | 284.781081 | 0.156528 | 196.485679 | -58.981748 | 100001.0 | 5731.3335 | 5306.1500 | 6442.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 35.052940 | 27.745617 | 40.895620 | 1194.445600 | 1074.43300 | 1314.458100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 345 | UX Car | DCEP | 0.5661 | 6.992 | 6.728 | 6.620 | -0.10 | 0.04 | NaN | NaN | 10.82 | 0.05 | 7698 | 444 | b | LEM | 157.29685 | -57.61341 | 0.135754 | V* UX Car | 157.296845 | -57.613401 | 0.000 | 0.000 | 90.0 | 111 | 10 29 11.24287 | -57 36 48.2451 | deltaCep | cC*|V* |* |IR | 10.400 | 0.000035 | F2II | NaN | 0.5607 | -7.07 | 2.26 | NaN | NaN | NaN | 9.360 | 8.620 | NaN | 7.102 | 6.870 | 6.706 | NaN | NaN | NaN | NaN | NaN | 0.115075 | 369295549951641967 | 5351721738384434048 | 3.682210 | 0.000006 | NaN | NaN | NaN | NaN | NaN | NaN | 1684.946898 | 0.000009 | 1684.943783 | 0.000009 | 1684.973297 | 0.000009 | 8.076014 | 0.000387 | 8.449446 | 0.000721 | 7.594699 | 0.000883 | 0.694967 | 0.000340 | 0.881576 | 0.000861 | 0.535369 | 0.000762 | -0.653144 | 0.220063 | 0.592210 | 0.003617 | 0.293828 | 0.001458 | 4.020853 | 0.002603 | 2.646487 | 0.007443 | 32 | 31 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
242 | 1635721458409799680 | Gaia DR2 5352181712213705856 | 5352181712213705856 | 726459293 | 2015.5 | 159.035783 | 0.028459 | -56.043226 | 0.025360 | 0.229834 | 0.033641 | 6.832002 | -7.739495 | 0.057198 | 3.388009 | 0.050441 | -0.082759 | -0.283453 | -0.356736 | 0.125271 | 0.235277 | 0.248557 | -0.135661 | 0.267894 | 0.171071 | 0.137342 | 232 | 232 | 230 | 2 | 1.797992 | 264.59350 | 0.000000 | 0.000000e+00 | 31 | False | 271.371520 | 1.484749 | 0.006347 | 0.023333 | 27 | 15 | 0.041089 | 0 | 31 | True | 267 | 1.455817e+06 | 1.937747e+04 | 75.129370 | 10.280599 | 28 | 5.214969e+05 | 2.260657e+04 | 23.068377 | 11.058259 | 29 | 1.354730e+06 | 3.372379e+04 | 40.171330 | 9.432288 | 1.288779 | 0 | 1.625971 | 0.777660 | 0.848310 | 9.556788 | 6.069134 | 6 | 6500.0 | 2.5 | 0.00 | VARIABLE | 284.805872 | 1.992184 | 195.697041 | -57.193850 | 100001.0 | 4332.0000 | 4206.2400 | 4557.3804 | 0.3160 | 0.1293 | 0.9581 | 0.1692 | 0.0699 | 0.5790 | 200111.0 | 68.857560 | 62.215412 | 73.036575 | 1504.360000 | 1164.05080 | 1844.669200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 315 | XX Vel | DCEP | 0.8441 | 8.246 | 7.767 | 7.574 | 0.11 | 0.08 | NaN | NaN | 12.51 | 0.07 | 7760 | 415 | c | LIII | 159.03585 | -56.04324 | 0.143907 | V* XX Vel | 159.035842 | -56.043241 | 0.000 | 0.000 | 90.0 | 47 | 10 36 08.60218 | -56 02 35.6672 | deltaCep | V* |cC*|* |IR | 15.000 | NaN | NaN | NaN | 0.2298 | -7.74 | 3.39 | NaN | NaN | NaN | 12.000 | 10.640 | NaN | 8.284 | 7.747 | 7.548 | NaN | NaN | NaN | NaN | NaN | 0.130953 | 369295549951641967 | 5352181712213705856 | 6.984766 | 0.000036 | NaN | NaN | NaN | NaN | NaN | NaN | 1678.686912 | 0.000051 | 1678.493525 | 0.000051 | 1678.499196 | 0.000051 | 10.217286 | 0.000630 | 10.832724 | 0.001335 | 9.313351 | 0.000787 | 0.928794 | 0.007824 | 0.766283 | 0.002503 | 0.433591 | 0.001439 | NaN | NaN | 0.484213 | 0.003443 | 0.224528 | 0.003297 | 5.240576 | 0.005364 | 3.974454 | 0.016443 | 28 | 26 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
243 | 1635721458409799680 | Gaia DR2 5355057622305532928 | 5355057622305532928 | 139745357 | 2015.5 | 155.170913 | 0.150463 | -55.321381 | 0.144341 | -0.809395 | 0.176980 | -4.573359 | -6.902093 | 0.306256 | 4.173505 | 0.283407 | -0.034252 | -0.228199 | -0.339360 | 0.117055 | 0.281810 | 0.178406 | -0.186477 | 0.224142 | -0.080907 | 0.165871 | 213 | 213 | 210 | 3 | 37.750877 | 2309.75830 | 0.782291 | 6.491748e+01 | 31 | False | 1.539661 | 1.448918 | 0.029739 | -0.050301 | 25 | 15 | 0.163206 | 0 | 46 | False | 370 | 6.487905e+04 | 2.034574e+04 | 3.188827 | 13.658105 | 0 | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | -3.224565 | 2.622342 | 15 | 5500.0 | 1.5 | 0.00 | VARIABLE | 282.568864 | 1.474928 | 191.803555 | -58.160991 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 369 | RY Vel | DCEP | 1.4493 | 5.638 | 5.136 | 4.920 | -0.05 | 0.09 | NaN | NaN | 11.85 | 0.05 | 7774 | 432 | b | LEM | 155.17097 | -55.32140 | 0.134708 | V* RY Vel | 155.170966 | -55.321399 | 0.000 | 0.000 | 90.0 | 118 | 10 20 41.03176 | -55 19 17.0359 | deltaCep | V* |cC*|IR |* | -10.400 | NaN | F5Ib/II | NaN | 0.6100 | -6.90 | 4.17 | NaN | NaN | NaN | 9.710 | 7.860 | NaN | 5.533 | 5.226 | 4.806 | NaN | NaN | NaN | NaN | NaN | 0.125020 | 369295549951641967 | 5355057622305532928 | 28.166159 | 0.000386 | NaN | NaN | NaN | NaN | NaN | NaN | 1620.389937 | 0.000546 | 1620.363572 | 0.000546 | 1620.852729 | 0.000546 | 7.823794 | 0.000278 | 8.676967 | 0.000502 | 6.955758 | 0.000521 | 0.847924 | 0.000784 | 1.139540 | 0.001766 | 0.697763 | 0.001339 | NaN | NaN | 0.507202 | 0.001702 | 0.309632 | 0.002226 | 4.717201 | 0.003160 | 2.815202 | 0.007988 | 36 | 35 | 34 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
244 | 1635721458409799680 | Gaia DR2 5436296928693979392 | 5436296928693979392 | 47812574 | 2015.5 | 143.461877 | 0.017338 | -36.615737 | 0.023757 | 0.292384 | 0.028568 | 10.234822 | -6.968931 | 0.034947 | 5.849991 | 0.047047 | 0.046000 | 0.036756 | -0.368909 | 0.154090 | 0.250774 | 0.146561 | -0.430686 | 0.035273 | -0.079893 | 0.215249 | 391 | 391 | 379 | 12 | 4.839166 | 521.74194 | 0.000000 | 0.000000e+00 | 31 | True | 257.302030 | 1.584702 | 0.005402 | -0.000171 | 45 | 17 | 0.035508 | 0 | 49 | False | 413 | 3.897166e+06 | 4.127853e+04 | 94.411450 | 9.211493 | 47 | 1.980684e+06 | 8.255054e+04 | 23.993593 | 9.609350 | 48 | 2.826892e+06 | 7.026971e+04 | 40.229160 | 8.633647 | 1.233608 | 0 | 0.975703 | 0.397857 | 0.577847 | 27.510312 | 4.448300 | 14 | 6250.0 | 2.0 | -0.25 | VARIABLE | 264.536932 | 11.124135 | 162.674351 | -47.502935 | 100001.0 | 5286.5000 | 5083.8950 | 5466.6570 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 51.816128 | 48.457134 | 56.028408 | 1889.285300 | 1587.69260 | 2190.878000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 1 | T Ant | DCEP | 0.7707 | 7.914 | 7.602 | 7.494 | -0.20 | -0.23 | NaN | NaN | 12.35 | 0.05 | 8706 | 427 | b | LIII | 143.46191 | -36.61576 | 0.126262 | V* T Ant | 143.461915 | -36.615762 | 0.000 | 0.000 | 90.0 | 67 | 09 33 50.85957 | -36 36 56.7423 | deltaCep | V* |cC*|*iC|IR |* | 29.500 | 0.000098 | G5 | NaN | 0.2924 | -6.97 | 5.85 | NaN | NaN | NaN | 9.930 | 9.260 | NaN | 8.048 | 7.667 | 7.562 | NaN | NaN | NaN | NaN | NaN | 0.141032 | 369295549951641967 | 5436296928693979392 | 5.898395 | 0.000017 | NaN | NaN | NaN | NaN | NaN | NaN | 1755.779147 | 0.000025 | 1755.731990 | 0.000025 | 1779.369647 | 0.000025 | 9.114833 | 0.000290 | 9.519715 | 0.000664 | 8.578170 | 0.000521 | 0.747076 | 0.000946 | 0.979438 | 0.001676 | 0.592389 | 0.001465 | -0.067401 | 0.233766 | 0.427427 | 0.000726 | 0.154758 | 0.000782 | 4.644087 | 0.006631 | 2.935168 | 0.003301 | 45 | 43 | 43 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
245 | 1635721458409799680 | Gaia DR2 5506374096132016512 | 5506374096132016512 | 83778582 | 2015.5 | 114.575843 | 0.060173 | -48.601410 | 0.061703 | 1.260995 | 0.064282 | 19.616655 | -4.062171 | 0.124459 | 5.290631 | 0.118314 | 0.194464 | 0.168661 | -0.209321 | -0.007567 | 0.299270 | 0.037558 | -0.245868 | 0.105643 | -0.062191 | 0.140571 | 267 | 267 | 246 | 21 | 43.868910 | 3053.17920 | 0.356852 | 5.744673e+01 | 31 | True | 7.111528 | 1.610205 | 0.018033 | -0.157670 | 30 | 16 | 0.074431 | 0 | 37 | False | 295 | 1.251201e+08 | 4.171874e+05 | 299.913480 | 5.445048 | 28 | 6.299548e+07 | 7.950134e+05 | 79.238266 | 5.853115 | 28 | 8.391114e+07 | 4.240860e+05 | 197.863510 | 4.952371 | 1.174125 | 0 | 0.900743 | 0.408067 | 0.492677 | 14.831363 | 1.106143 | 13 | 6250.0 | 2.0 | -0.25 | VARIABLE | 261.313309 | -12.857806 | 137.346345 | -68.040231 | 100001.0 | 5790.3335 | 5560.0000 | 6035.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 55.370476 | 50.971905 | 60.053158 | 3105.028300 | 2899.64620 | 3310.410400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 359 | MY Pup | DCEPS | 0.7555 | 4.333 | 4.050 | 3.950 | -0.25 | -0.11 | NaN | NaN | 9.54 | 0.05 | 8096 | 450 | b| | LEM | 114.57587 | -48.60144 | 0.124234 | * y03 Pup | 114.575870 | -48.601433 | 0.000 | 0.000 | 90.0 | 95 | 07 38 18.20876 | -48 36 05.1591 | deltaCep | cC*|UV |IR |* |V* | 14.830 | NaN | F7Ib/II | NaN | 1.2610 | -4.06 | 5.29 | NaN | NaN | NaN | 6.320 | 5.680 | NaN | 4.452 | 4.151 | 4.109 | NaN | NaN | NaN | NaN | NaN | 0.103389 | 369295551293819386 | 5506374096132016512 | 5.692962 | 0.000682 | NaN | NaN | NaN | NaN | NaN | NaN | 1751.385034 | 0.000965 | 1751.061078 | 0.000965 | 1779.827281 | 0.000965 | 5.435738 | 0.001062 | 5.846868 | 0.000772 | 4.962090 | 0.000822 | 0.133142 | 0.002696 | 0.180982 | 0.002196 | 0.076684 | 0.003371 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 20 | 23 | 21 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
246 | 1635721458409799680 | Gaia DR2 5519196703818908800 | 5519196703818908800 | 816153895 | 2015.5 | 122.705472 | 0.025371 | -47.698529 | 0.034546 | 0.616138 | 0.030874 | 19.956720 | -6.803052 | 0.052117 | 7.999856 | 0.068080 | -0.111149 | -0.107958 | -0.119531 | 0.038084 | 0.121041 | 0.051234 | -0.537322 | 0.167120 | 0.129212 | -0.033868 | 213 | 213 | 211 | 2 | 7.587645 | 400.54288 | 0.000000 | 0.000000e+00 | 31 | True | 111.241940 | 1.575735 | 0.008176 | -0.117633 | 24 | 14 | 0.050222 | 0 | 28 | False | 246 | 1.132699e+07 | 7.260343e+04 | 156.011800 | 8.053080 | 28 | 5.476992e+06 | 1.437031e+05 | 38.113255 | 8.505033 | 27 | 7.898171e+06 | 1.177669e+05 | 67.066130 | 7.518104 | 1.180822 | 0 | 0.986929 | 0.451953 | 0.534976 | 18.565460 | 3.071521 | 8 | 5000.0 | 2.0 | -0.75 | VARIABLE | 263.228652 | -7.694956 | 148.209053 | -64.669494 | 100001.0 | 5649.0000 | 5240.0000 | 6245.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 35.998287 | 29.455074 | 41.837180 | 1188.898300 | 1094.02760 | 1283.769000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 366 | AX Vel | CEP(B) | 0.4138 | 6.773 | 6.478 | 6.366 | -0.15 | -0.01 | NaN | NaN | 10.03 | 0.05 | 8120 | 448 | b | LEM | 122.70552 | -47.69856 | 0.161389 | V* AX Vel | 122.705516 | -47.698563 | 0.000 | 0.000 | 90.0 | 104 | 08 10 49.32380 | -47 41 54.8274 | Cepheid | Ce*|V* |* |IR | 24.200 | 0.000081 | F6II | NaN | 0.6161 | -6.80 | 8.00 | NaN | NaN | NaN | 8.780 | 8.160 | NaN | 6.815 | 6.429 | 6.403 | NaN | NaN | NaN | NaN | NaN | 0.162772 | 369295549951641967 | 5519196703818908800 | 3.672245 | 0.000045 | 2.592817 | 0.000119 | NaN | NaN | NaN | NaN | 1724.043042 | 0.000014 | 1724.048514 | 0.000014 | 1724.031562 | 0.000014 | 7.989782 | 0.000217 | 8.406317 | 0.000425 | 7.452705 | 0.000311 | 0.388338 | 0.000308 | 0.476435 | 0.000601 | 0.293537 | 0.000440 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 28 | 27 | 24 | NaN | NaN | DCEP | NaN | MULTI | F/1O |
247 | 1635721458409799680 | Gaia DR2 5519380077440172672 | 5519380077440172672 | 1555821449 | 2015.5 | 122.999835 | 0.052469 | -46.644320 | 0.049262 | 1.216967 | 0.056958 | 21.366066 | -4.405166 | 0.100530 | 6.768308 | 0.090556 | 0.069413 | 0.076962 | -0.348546 | 0.001834 | 0.280847 | 0.084544 | -0.344318 | 0.240977 | -0.145994 | 0.102255 | 237 | 237 | 215 | 22 | 28.515162 | 1501.59720 | 0.247844 | 2.091936e+01 | 31 | True | 14.398947 | 1.648809 | 0.015580 | 0.134845 | 27 | 14 | 0.061331 | 0 | 35 | True | 293 | 1.164388e+08 | 5.955365e+05 | 195.519230 | 5.523121 | 29 | 6.095871e+07 | 1.255699e+06 | 48.545616 | 5.888799 | 29 | 6.942926e+07 | 8.012782e+05 | 86.648130 | 5.158063 | 1.119798 | 0 | 0.730735 | 0.365677 | 0.365058 | 28.809397 | 2.003148 | 13 | 6000.0 | 2.0 | 0.00 | VARIABLE | 262.440821 | -6.959550 | 147.409924 | -63.654536 | 100001.0 | 6059.6665 | 5951.3335 | 6158.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 50.228687 | 48.637352 | 52.073970 | 3064.737500 | 2873.17600 | 3256.299000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 365 | AH Vel | DCEPS | 0.6260 | 4.568 | 4.327 | 4.235 | -0.05 | 0.09 | NaN | NaN | 9.41 | 0.05 | 8074 | 450 | b| | LEM | 122.99987 | -46.64435 | 0.139036 | V* AH Vel | 122.999863 | -46.644349 | 0.000 | 0.000 | 90.0 | 147 | 08 11 59.96702 | -46 38 39.6561 | deltaCep | V* |cC*|IR |* | 28.810 | NaN | F7Ib/II | NaN | 1.2170 | -4.41 | 6.77 | NaN | NaN | NaN | 6.350 | 5.760 | NaN | 4.788 | 4.424 | 4.296 | NaN | NaN | NaN | NaN | NaN | 0.125172 | 369295549951641967 | 5519380077440172672 | NaN | NaN | 4.226461 | 0.000121 | NaN | NaN | NaN | NaN | 1718.143258 | 0.000171 | 1718.174052 | 0.000171 | 1718.034831 | 0.000171 | 5.530327 | 0.001597 | 5.894575 | 0.001083 | 5.108949 | 0.001516 | 0.292301 | 0.002884 | 0.379131 | 0.003724 | 0.187663 | 0.004531 | NaN | NaN | 0.183424 | 0.011894 | NaN | NaN | 3.581810 | 0.081798 | NaN | NaN | 21 | 24 | 21 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
248 | 1635721458409799680 | Gaia DR2 5521459979795304320 | 5521459979795304320 | 1121981738 | 2015.5 | 129.420069 | 0.026685 | -47.361949 | 0.032830 | 0.851743 | 0.034860 | 24.433538 | -6.729725 | 0.054807 | 4.174293 | 0.056180 | -0.160240 | -0.175041 | -0.104685 | 0.127925 | 0.378393 | 0.212820 | -0.175128 | 0.284988 | -0.059823 | -0.029334 | 206 | 206 | 206 | 0 | 0.932194 | 219.56787 | 0.000000 | 0.000000e+00 | 31 | False | 82.136566 | 1.545260 | 0.008417 | -0.102590 | 24 | 15 | 0.039347 | 0 | 27 | False | 230 | 1.590418e+07 | 1.649739e+05 | 96.404240 | 7.684587 | 25 | 7.026331e+06 | 2.927985e+05 | 23.997156 | 8.234567 | 26 | 1.221825e+07 | 2.989399e+05 | 40.871925 | 7.044398 | 1.210033 | 0 | 1.190169 | 0.549980 | 0.640189 | 1.177489 | 3.914831 | 14 | 5750.0 | 2.0 | 0.00 | VARIABLE | 265.544873 | -3.777619 | 156.450273 | -62.017236 | 100001.0 | 4841.1450 | 4782.0000 | 4878.8600 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 44.799230 | 44.109287 | 45.914257 | 993.180400 | 930.33210 | 1056.028800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 374 | T Vel | DCEP | 0.6665 | 6.170 | 5.782 | 5.632 | -0.02 | 0.12 | NaN | NaN | 10.06 | 0.05 | 8084 | 448 | b | LEM | 129.42011 | -47.36197 | 0.124417 | V* T Vel | 129.420112 | -47.361967 | 0.000 | 0.000 | 90.0 | 139 | 08 37 40.82685 | -47 21 43.0823 | deltaCep | V* |cC*|* |IR | 8.000 | 0.000027 | G0II | NaN | 0.8517 | -6.73 | 4.17 | NaN | NaN | NaN | 8.920 | 7.680 | NaN | 6.112 | 5.792 | 5.637 | NaN | NaN | NaN | NaN | NaN | 0.122748 | 369295549951641967 | 5521459979795304320 | 4.639849 | 0.000018 | NaN | NaN | NaN | NaN | NaN | NaN | 1718.044337 | 0.000026 | 1755.188957 | 0.000026 | 1718.047959 | 0.000026 | 7.709708 | 0.000196 | 8.261672 | 0.000358 | 7.046423 | 0.000315 | 0.521627 | 0.001502 | 0.680551 | 0.002427 | 0.425236 | 0.002127 | 0.108065 | 0.225057 | 0.368837 | 0.001798 | 0.163711 | 0.000910 | 4.438912 | 0.004413 | 2.719308 | 0.012346 | 26 | 25 | 26 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
249 | 1635721458409799680 | Gaia DR2 5523162573544337408 | 5523162573544337408 | 1308466208 | 2015.5 | 129.255401 | 0.022116 | -44.114654 | 0.036260 | 0.546744 | 0.031681 | 17.258026 | -4.663950 | 0.046646 | 5.695849 | 0.065692 | -0.157852 | -0.125262 | -0.194389 | 0.237412 | 0.336511 | 0.259454 | -0.572537 | 0.303989 | -0.193709 | -0.044467 | 216 | 216 | 211 | 5 | 4.127577 | 300.79300 | 0.000000 | 0.000000e+00 | 31 | False | 209.434800 | 1.522507 | 0.007236 | -0.053772 | 25 | 12 | 0.049599 | 0 | 34 | False | 268 | 1.237974e+07 | 1.059384e+06 | 11.685795 | 7.956587 | 27 | 1.207648e+07 | 8.379832e+05 | 14.411362 | 7.646537 | 27 | 3.088712e+07 | 1.742446e+06 | 17.726303 | 6.037477 | 3.470476 | 0 | 1.609061 | -0.310050 | 1.919110 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 262.881968 | -1.910763 | 152.831346 | -59.293302 | 102011.0 | 5095.6333 | 4284.4497 | 6938.0000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 370 | RZ Vel | DCEP | 1.3096 | 4.919 | 4.474 | 4.298 | 0.05 | 0.19 | NaN | NaN | 10.83 | 0.05 | 8249 | 445 | b | LEM | 129.25543 | -44.11468 | 0.118686 | V* RZ Vel | 129.255429 | -44.114679 | 0.000 | 0.000 | 90.0 | 183 | 08 37 01.30293 | -44 06 52.8444 | deltaCep | V* |cC*|IR |* |SB* | 24.900 | NaN | G1Ib | NaN | 0.5467 | -4.66 | 5.70 | NaN | NaN | NaN | 8.507 | 7.260 | NaN | 5.022 | 4.471 | 4.321 | NaN | NaN | NaN | NaN | NaN | 0.114107 | 369295549951641967 | 5523162573544337408 | 20.497635 | 0.000369 | NaN | NaN | NaN | NaN | NaN | NaN | 1678.809336 | 0.000521 | 1678.253151 | 0.000521 | 1678.375818 | 0.000521 | 6.656542 | 0.000282 | 7.309884 | 0.000394 | 5.897434 | 0.000361 | 0.964510 | 0.000862 | 1.234470 | 0.001174 | 0.815683 | 0.001150 | NaN | NaN | 0.258488 | 0.000916 | NaN | NaN | 4.939141 | 0.003574 | NaN | NaN | 22 | 25 | 25 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
250 | 1635721458409799680 | Gaia DR2 5537860123428416640 | 5537860123428416640 | 462490838 | 2015.5 | 119.693073 | 0.024552 | -38.994335 | 0.031229 | 0.139121 | 0.034080 | 4.082205 | -1.503954 | 0.050141 | 3.323685 | 0.061424 | -0.186427 | -0.176029 | -0.345861 | 0.079943 | 0.411820 | 0.136746 | -0.132764 | 0.139242 | -0.081296 | -0.035681 | 205 | 205 | 198 | 7 | 9.957960 | 461.00372 | 0.000000 | 0.000000e+00 | 31 | True | 400.159670 | 1.425786 | 0.007317 | -0.074090 | 24 | 13 | 0.041749 | 0 | 27 | False | 221 | 4.493213e+05 | 6.679858e+03 | 67.265100 | 11.556973 | 25 | 1.533197e+05 | 9.251256e+03 | 16.572847 | 12.387394 | 25 | 4.837914e+05 | 1.845352e+04 | 26.216751 | 10.550275 | 1.417941 | 0 | 1.837119 | 0.830421 | 1.006699 | 82.521446 | 5.043980 | 4 | 5500.0 | 1.0 | -0.25 | VARIABLE | 254.625671 | -4.968705 | 136.204033 | -57.766389 | 100001.0 | 4222.0000 | 3939.0000 | 4529.3500 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 272 | NT Pup | DCEP | 1.1921 | 9.149 | 8.445 | 8.261 | -0.02 | -0.05 | NaN | NaN | 14.20 | 0.07 | 11805 | 409 | c | LIII | 119.69308 | -38.99439 | 0.198922 | V* NT Pup | 119.693082 | -38.994349 | 0.000 | 0.000 | 90.0 | 19 | 07 58 46.33963 | -38 59 39.6574 | deltaCep | cC*|V* |IR | 82.520 | NaN | NaN | NaN | 0.1391 | -1.50 | 3.32 | NaN | NaN | NaN | 11.000 | NaN | NaN | 9.037 | 8.426 | 8.255 | NaN | NaN | NaN | NaN | NaN | 0.056546 | 369295549951641967 | 5537860123428416640 | 15.558211 | 0.000219 | NaN | NaN | NaN | NaN | NaN | NaN | 1730.742031 | 0.000309 | 1730.675450 | 0.000309 | 1730.745119 | 0.000309 | 11.461843 | 0.000276 | 12.338678 | 0.000288 | 10.546927 | 0.000291 | 0.776148 | 0.002446 | 1.138097 | 0.001949 | 0.607684 | 0.002492 | NaN | NaN | 0.307274 | 0.000939 | 0.101423 | 0.001456 | 4.979682 | 0.006437 | 3.109859 | 0.021649 | 24 | 25 | 24 | NaN | NaN | T2CEP | W_VIR | NOT_APPLICABLE | NaN |
251 | 1635721458409799680 | Gaia DR2 5541507237862358912 | 5541507237862358912 | 773118373 | 2015.5 | 123.093322 | 0.024286 | -36.943742 | 0.026381 | 0.567616 | 0.029561 | 19.201212 | -4.561175 | 0.054361 | 3.734500 | 0.052695 | 0.087096 | -0.017889 | -0.293792 | 0.046618 | 0.173163 | 0.058197 | -0.244205 | -0.001552 | -0.159241 | 0.114694 | 264 | 264 | 261 | 3 | 4.964441 | 384.68872 | 0.000000 | 0.000000e+00 | 31 | False | 73.332300 | 1.539059 | 0.007032 | -0.047236 | 30 | 17 | 0.040291 | 0 | 35 | False | 278 | 1.368643e+07 | 2.504429e+05 | 54.648903 | 7.847640 | 30 | 6.355755e+06 | 3.771322e+05 | 16.852858 | 8.343471 | 31 | 1.061318e+07 | 3.530293e+05 | 30.063177 | 7.197306 | 1.239837 | 0 | 1.146164 | 0.495830 | 0.650334 | 23.854219 | 3.530241 | 18 | 6500.0 | 2.0 | -0.25 | VARIABLE | 254.324196 | -1.607630 | 139.307380 | -54.862905 | 100001.0 | 4998.5000 | 4945.0000 | 5115.7600 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 57.400528 | 54.799300 | 58.649280 | 1853.042100 | 1693.91350 | 2012.170800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 358 | AT Pup | DCEP | 0.8238 | 6.400 | 6.054 | 5.930 | -0.22 | -0.08 | NaN | NaN | 10.93 | 0.05 | 8484 | 445 | b | LEM | 123.09335 | -36.94376 | 0.102490 | V* AT Pup | 123.093347 | -36.943758 | 0.000 | 0.000 | 90.0 | 108 | 08 12 22.40321 | -36 56 37.5301 | deltaCep | V* |cC*|IR |* | 28.000 | 0.000093 | F5 | NaN | 0.5676 | -4.56 | 3.74 | NaN | NaN | NaN | 8.830 | 8.070 | NaN | 6.289 | 5.963 | 5.866 | NaN | NaN | NaN | NaN | NaN | 0.091372 | 369295549951641967 | 5541507237862358912 | 6.664229 | 0.000103 | NaN | NaN | NaN | NaN | NaN | NaN | 1746.234435 | 0.000145 | 1746.101462 | 0.000145 | 1746.186369 | 0.000145 | 7.708550 | 0.000755 | 8.144364 | 0.001371 | 7.155168 | 0.000890 | 0.770280 | 0.001247 | 0.955485 | 0.001950 | 0.593078 | 0.002654 | NaN | NaN | 0.379403 | 0.001001 | 0.149236 | 0.001183 | 4.892879 | 0.003787 | 2.751084 | 0.007615 | 30 | 27 | 28 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
252 | 1635721458409799680 | Gaia DR2 5546476927338700416 | 5546476927338700416 | 547670999 | 2015.5 | 123.267547 | 0.017912 | -34.578513 | 0.021695 | 0.584438 | 0.026037 | 22.446424 | -3.521954 | 0.038135 | 2.823563 | 0.045405 | -0.040007 | -0.226903 | 0.002894 | -0.006707 | 0.155170 | 0.111341 | -0.234282 | 0.129830 | 0.212883 | -0.126422 | 302 | 302 | 299 | 3 | 7.743856 | 523.61370 | 0.000000 | 0.000000e+00 | 31 | False | 239.549000 | 1.434875 | 0.005868 | -0.035834 | 34 | 15 | 0.034561 | 0 | 41 | False | 329 | 4.312987e+07 | 5.499718e+05 | 78.421970 | 6.601420 | 34 | 1.217254e+07 | 5.765416e+05 | 21.113033 | 7.637935 | 34 | 4.011452e+07 | 1.396477e+06 | 28.725517 | 5.753666 | 1.212317 | 0 | 1.884269 | 1.036515 | 0.847754 | 23.245876 | 4.731211 | 17 | 5250.0 | 0.5 | 0.00 | VARIABLE | 252.427457 | -0.187161 | 138.056622 | -52.611806 | 100001.0 | 3955.0000 | 3879.3333 | 4087.5000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 197.115460 | 184.543240 | 204.879960 | 8564.895500 | 7912.82030 | 9216.971000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 360 | RS Pup | DCEP | 1.6169 | 4.365 | 3.828 | 3.619 | 0.07 | 0.21 | NaN | NaN | 11.09 | 0.05 | 8585 | 444 | b | LEM | 123.26757 | -34.57853 | 0.090643 | V* RS Pup | 123.267565 | -34.578526 | 0.000 | 0.000 | 90.0 | 301 | 08 13 04.21571 | -34 34 42.6918 | deltaCep | V* |cC*|* |RNe|IR |ISM|ISM | 24.600 | NaN | F8Iab | NaN | 0.5844 | -3.52 | 2.82 | NaN | NaN | NaN | 8.000 | 6.700 | NaN | 4.440 | 3.940 | 3.710 | NaN | NaN | NaN | NaN | NaN | 0.069968 | 369295549951641967 | 5546476927338700416 | 41.464114 | 0.000998 | NaN | NaN | NaN | NaN | NaN | NaN | 1675.315815 | 0.001411 | 1675.899831 | 0.001411 | 1676.620681 | 0.001411 | 6.459386 | 0.000279 | 7.299099 | 0.000689 | 5.579583 | 0.000699 | 0.943118 | 0.001435 | 1.274071 | 0.002935 | 0.895452 | 0.004192 | NaN | NaN | 0.454691 | 0.000783 | 0.221224 | 0.001045 | 5.100652 | 0.003735 | 3.671603 | 0.006301 | 31 | 32 | 30 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
253 | 1635721458409799680 | Gaia DR2 5613541295473114496 | 5613541295473114496 | 1024567563 | 2015.5 | 111.617669 | 0.018816 | -25.926769 | 0.027275 | 0.514558 | 0.031464 | 16.353756 | -3.528715 | 0.041715 | 3.152704 | 0.053959 | 0.186567 | 0.097483 | -0.110110 | 0.008212 | 0.178470 | 0.037356 | -0.191646 | 0.072656 | -0.048447 | 0.091135 | 288 | 288 | 288 | 0 | 3.520644 | 374.48970 | 0.000000 | 0.000000e+00 | 31 | True | 220.258930 | 1.506750 | 0.006547 | 0.012954 | 33 | 17 | 0.037799 | 0 | 40 | False | 329 | 4.526570e+06 | 2.841762e+04 | 159.287460 | 9.048943 | 40 | 1.850624e+06 | 4.361234e+04 | 42.433490 | 9.683093 | 38 | 3.846588e+06 | 5.655288e+04 | 68.017530 | 8.299231 | 1.258616 | 0 | 1.383862 | 0.634151 | 0.749712 | 36.604143 | 3.956672 | 6 | 4500.0 | 4.5 | 0.00 | VARIABLE | 239.863529 | -4.444385 | 119.186148 | -47.199420 | 100001.0 | 4674.1650 | 4454.0000 | 4866.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 43.498768 | 40.136623 | 47.905420 | 813.700900 | 735.05634 | 892.345500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 163 | VZ Cma | DCEPS | 0.4950 | 7.221 | 6.806 | 6.605 | -0.06 | 0.00 | NaN | NaN | 11.13 | 0.10 | 8903 | 449 | c* | LII | 111.61769 | -25.92679 | 0.102123 | V* VZ CMa | 111.617686 | -25.926782 | 0.000 | 0.000 | 90.0 | 68 | 07 26 28.24471 | -25 55 36.4156 | deltaCep | NaN | 36.600 | NaN | F5II | NaN | 0.5146 | -3.53 | 3.15 | NaN | NaN | NaN | 10.330 | 9.460 | 9.56 | 7.221 | 6.806 | 6.605 | NaN | 9.88 | 9.27 | 8.50 | NaN | 0.073345 | 369295549951641967 | 5613541295473114496 | NaN | NaN | 3.126527 | 0.000009 | NaN | NaN | NaN | NaN | 1755.883606 | 0.000012 | 1755.890486 | 0.000012 | 1755.978673 | 0.000012 | 8.994085 | 0.000100 | 9.627338 | 0.000229 | 8.258840 | 0.000228 | 0.332285 | 0.000320 | 0.430627 | 0.000681 | 0.251499 | 0.000599 | NaN | NaN | 0.101559 | 0.000937 | NaN | NaN | 3.931585 | 0.008417 | NaN | NaN | 36 | 34 | 32 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
254 | 1635721458409799680 | Gaia DR2 5613972681993587200 | 5613972681993587200 | 1586184497 | 2015.5 | 115.495839 | 0.021443 | -25.876170 | 0.029443 | 0.334660 | 0.037644 | 8.890149 | -2.133030 | 0.048514 | 2.460051 | 0.061053 | 0.113274 | -0.168030 | -0.189720 | 0.193626 | -0.085339 | 0.157613 | -0.048677 | 0.225713 | -0.289948 | 0.092056 | 298 | 298 | 297 | 1 | 2.692793 | 361.25925 | 0.000000 | 0.000000e+00 | 31 | True | 207.041920 | 1.525766 | 0.007564 | -0.012515 | 34 | 15 | 0.040605 | 0 | 36 | False | 316 | 5.854193e+06 | 5.088128e+04 | 115.055950 | 8.769698 | 34 | 2.512754e+06 | 8.402466e+04 | 29.904963 | 9.351013 | 34 | 4.803282e+06 | 9.531189e+04 | 50.395410 | 8.058075 | 1.249709 | 0 | 1.292938 | 0.581315 | 0.711623 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 241.506489 | -1.365387 | 124.124157 | -46.340640 | 100001.0 | 5024.3335 | 4806.0464 | 5115.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 62.847233 | 60.638970 | 68.685830 | 2267.675300 | 1887.36470 | 2647.985800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 362 | WX Pup | DCEP | 0.9512 | 7.134 | 6.721 | 6.572 | -0.15 | -0.01 | NaN | NaN | 11.94 | 0.05 | 9351 | 441 | b | LEM | 115.49585 | -25.87618 | 0.051036 | V* WX Pup | 115.495849 | -25.876181 | 0.000 | 0.000 | 90.0 | 91 | 07 41 59.00370 | -25 52 34.2511 | deltaCep | V* |cC*|IR |* | 51.600 | 0.000172 | G0 | NaN | 0.3347 | -2.13 | 2.46 | NaN | NaN | NaN | 9.990 | 9.090 | NaN | 7.032 | 6.710 | 6.539 | NaN | NaN | NaN | NaN | NaN | 0.050468 | 369295549951641967 | 5613972681993587200 | 8.934224 | 0.000030 | NaN | NaN | NaN | NaN | NaN | NaN | 1740.415203 | 0.000043 | 1740.487280 | 0.000043 | 1740.646541 | 0.000043 | 8.739580 | 0.000088 | 9.312386 | 0.000198 | 8.042701 | 0.000193 | 0.569142 | 0.000460 | 0.728413 | 0.001010 | 0.432670 | 0.000937 | NaN | NaN | 0.400549 | 0.000672 | NaN | NaN | 4.840176 | 0.001784 | NaN | NaN | 36 | 32 | 31 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
255 | 1635721458409799680 | Gaia DR2 5614312705966204288 | 5614312705966204288 | 923983032 | 2015.5 | 117.016036 | 0.020194 | -25.577771 | 0.027331 | 0.122721 | 0.038899 | 3.154834 | -2.496259 | 0.054841 | 2.966309 | 0.053476 | 0.048182 | -0.055465 | -0.354437 | -0.012686 | 0.304006 | 0.068288 | -0.395243 | 0.290113 | -0.120424 | -0.096298 | 354 | 354 | 351 | 3 | 4.991942 | 493.78552 | 0.000000 | 0.000000e+00 | 31 | False | 264.298580 | 1.514616 | 0.006642 | -0.061084 | 40 | 15 | 0.038179 | 0 | 41 | False | 363 | 2.518881e+06 | 2.943348e+04 | 85.578760 | 9.685347 | 39 | 9.320549e+05 | 3.929354e+04 | 23.720310 | 10.427784 | 40 | 2.136770e+06 | 5.555329e+04 | 38.463420 | 8.937526 | 1.218328 | 0 | 1.490258 | 0.742437 | 0.747821 | NaN | NaN | 0 | NaN | NaN | NaN | VARIABLE | 241.933370 | -0.030335 | 125.923229 | -45.704932 | 100001.0 | 4313.7900 | 4245.0000 | 4389.7773 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 356 | AD Pup | DCEP | 1.1333 | 7.723 | 7.341 | 7.144 | -0.20 | -0.06 | NaN | NaN | 13.12 | 0.07 | 10588 | 434 | c | LEM | 117.01605 | -25.57778 | 0.056090 | V* AD Pup | 117.016047 | -25.577784 | 0.000 | 0.000 | 90.0 | 81 | 07 48 03.85140 | -25 34 40.0231 | deltaCep | V* |cC*|* |IR |SB* | 51.154 | NaN | F8 | NaN | 0.1227 | -2.50 | 2.97 | NaN | NaN | NaN | 10.810 | 9.990 | NaN | 7.661 | 7.243 | 7.046 | NaN | NaN | NaN | NaN | NaN | 0.060092 | 369295549951641967 | 5614312705966204288 | 13.598920 | 0.000118 | NaN | NaN | NaN | NaN | NaN | NaN | 1728.510085 | 0.000168 | 1728.447731 | 0.000168 | 1728.948770 | 0.000168 | 9.503143 | 0.000135 | 10.141953 | 0.000297 | 8.784684 | 0.000158 | 0.744819 | 0.000552 | 0.923847 | 0.001135 | 0.554987 | 0.000582 | NaN | NaN | 0.243702 | 0.000571 | NaN | NaN | 5.037191 | 0.002239 | NaN | NaN | 38 | 35 | 37 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
256 | 1635721458409799680 | Gaia DR2 5711201189563596416 | 5711201189563596416 | 356558958 | 2015.5 | 119.240416 | 0.029803 | -22.825424 | 0.027403 | 0.351249 | 0.042740 | 8.218287 | -3.033803 | 0.057613 | 2.841002 | 0.055739 | 0.213648 | 0.190149 | -0.410970 | -0.093747 | 0.312946 | -0.050151 | -0.150917 | 0.069468 | -0.084360 | 0.172940 | 258 | 258 | 257 | 1 | 2.157066 | 302.84003 | 0.000000 | 0.000000e+00 | 31 | False | 155.335250 | 1.575883 | 0.008099 | 0.016987 | 29 | 13 | 0.039729 | 0 | 35 | False | 285 | 7.808735e+06 | 2.581075e+04 | 302.538100 | 8.456914 | 33 | 3.741843e+06 | 4.691517e+04 | 79.757640 | 8.918674 | 33 | 5.764106e+06 | 4.392297e+04 | 131.232160 | 7.860090 | 1.217348 | 0 | 1.058584 | 0.461761 | 0.596824 | 41.621806 | 1.806127 | 9 | 5750.0 | 4.5 | 0.00 | VARIABLE | 240.607501 | 3.121520 | 127.649915 | -42.518238 | 100001.0 | 5101.4927 | 5019.3500 | 5347.5130 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 66.569480 | 60.585120 | 68.766150 | 2704.171000 | 2232.24950 | 3176.092300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 273 | V335 Pup | DCEPS | 0.6866 | 7.124 | 6.819 | 6.675 | 0.09 | 0.06 | NaN | NaN | 11.99 | 0.08 | 9417 | 444 | c* | LIII | 119.24043 | -22.82545 | 0.104012 | V* V335 Pup | 119.240430 | -22.825437 | 0.000 | 0.000 | 90.0 | 39 | 07 56 57.70313 | -22 49 31.5718 | deltaCep | V* |cC*|* |IR | 41.620 | NaN | F3II | NaN | 0.3512 | -3.03 | 2.84 | NaN | NaN | NaN | 9.580 | 9.180 | 9.16 | 7.124 | 6.819 | 6.675 | NaN | 9.66 | 8.96 | 8.11 | NaN | 0.064423 | 369295549951641967 | 5711201189563596416 | NaN | NaN | 4.861031 | 0.000041 | NaN | NaN | NaN | NaN | 1784.840543 | 0.000057 | 1784.791381 | 0.000057 | 1784.900000 | 0.000057 | 8.458945 | 0.000167 | 8.920549 | 0.000380 | 7.861117 | 0.000214 | 0.176293 | 0.000573 | 0.239516 | 0.001551 | 0.133932 | 0.000579 | NaN | NaN | 0.115379 | 0.002336 | 0.059874 | 0.004132 | 3.923480 | 0.041475 | 2.226232 | 0.035546 | 31 | 29 | 31 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
257 | 1635721458409799680 | Gaia DR2 5823134325151372032 | 5823134325151372032 | 369386330 | 2015.5 | 240.294628 | 0.025658 | -63.776549 | 0.018816 | 1.075261 | 0.030130 | 35.687683 | -2.244327 | 0.047880 | -2.804482 | 0.039858 | 0.213558 | -0.057465 | -0.522367 | -0.178613 | -0.077766 | -0.205077 | -0.336261 | -0.115999 | 0.343732 | -0.078903 | 333 | 333 | 324 | 9 | 8.766335 | 594.59930 | 0.000000 | 3.148266e-15 | 31 | False | 289.273100 | 1.550091 | 0.005639 | 0.072061 | 38 | 16 | 0.035976 | 0 | 45 | False | 369 | 5.870837e+07 | 5.580283e+05 | 105.206790 | 6.266616 | 36 | 2.593439e+07 | 9.113234e+05 | 28.457947 | 6.816698 | 41 | 4.040380e+07 | 9.267169e+05 | 43.598866 | 5.745864 | 1.129962 | 0 | 1.070834 | 0.550082 | 0.520752 | 6.026501 | 3.278674 | 19 | 6000.0 | 2.0 | 0.00 | VARIABLE | 322.129472 | -8.223855 | 252.836683 | -42.096717 | 100001.0 | 5356.5000 | 5062.5000 | 5976.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 53.014248 | 42.592552 | 59.350550 | 2084.512000 | 1988.94790 | 2180.076200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 304 | S TrA | DCEP | 0.8010 | 5.021 | 4.696 | 4.581 | 0.21 | 0.18 | NaN | NaN | 9.53 | 0.05 | 7328 | 451 | b | LIII | 240.29465 | -63.77654 | 0.047677 | V* S TrA | 240.294650 | -63.776537 | 0.000 | 0.000 | 90.0 | 154 | 16 01 10.71590 | -63 46 35.5324 | deltaCep | V* |cC*|IR |* | 2.200 | NaN | F8II | NaN | 1.0753 | -2.24 | -2.80 | NaN | NaN | NaN | 7.190 | 6.410 | NaN | 4.948 | 4.780 | 4.594 | NaN | NaN | NaN | NaN | NaN | 0.055675 | 369295549951641967 | 5823134325151372032 | 6.316626 | 0.000111 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.965319 | 0.000158 | 1687.366307 | 0.000158 | 1687.275726 | 0.000158 | 6.222012 | 0.000685 | 6.593539 | 0.000769 | 5.631915 | 0.000457 | 0.580652 | 0.001258 | 0.821754 | 0.002439 | 0.518189 | 0.001559 | NaN | NaN | 0.309048 | 0.001593 | 0.134099 | 0.001321 | 4.407023 | 0.007842 | 2.625055 | 0.009977 | 32 | 36 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
258 | 1635721458409799680 | Gaia DR2 5824226655600824704 | 5824226655600824704 | 424962886 | 2015.5 | 232.707545 | 0.016303 | -65.599360 | 0.023405 | 0.888756 | 0.031891 | 27.868816 | -4.750396 | 0.029169 | -7.875164 | 0.048130 | 0.254234 | -0.068738 | -0.258667 | -0.141287 | -0.055522 | -0.114071 | -0.398264 | -0.004067 | 0.199226 | 0.149296 | 468 | 468 | 460 | 8 | 8.468964 | 760.33600 | 0.000000 | 0.000000e+00 | 31 | False | 94.291490 | 1.573695 | 0.005935 | 0.058808 | 53 | 17 | 0.034671 | 0 | 66 | False | 536 | 1.760076e+07 | 3.110058e+04 | 565.930400 | 7.574537 | 59 | 8.608636e+06 | 5.541943e+04 | 155.336070 | 8.014052 | 60 | 1.250053e+07 | 5.132667e+04 | 243.548390 | 7.019599 | 1.199332 | 0 | 0.994453 | 0.439516 | 0.554937 | -25.235211 | 1.011822 | 30 | 6000.0 | 2.0 | 0.25 | VARIABLE | 318.422313 | -7.641820 | 249.339516 | -44.813426 | 100001.0 | 5549.3335 | 5300.0000 | 5943.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 32.374466 | 28.227526 | 35.492170 | 895.495200 | 845.01640 | 945.973940 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 302 | LR TrA | DCEPS | 0.3852 | 6.307 | 6.020 | 5.880 | 0.31 | 0.28 | NaN | NaN | 10.16 | 0.07 | 7176 | 450 | c* | LIII | 232.70760 | -65.59933 | 0.136267 | V* LR TrA | 232.707594 | -65.599326 | 0.000 | 0.000 | 90.0 | 40 | 15 30 49.82261 | -65 35 57.5746 | deltaCep | * |IR |V* |Ce*|cC*|SB* | -25.240 | NaN | F8II | NaN | 0.8888 | -4.74 | -7.42 | NaN | NaN | NaN | 8.610 | 7.800 | NaN | 6.307 | 6.020 | 5.880 | NaN | NaN | NaN | NaN | NaN | 0.142553 | 369295549951641967 | 5824226655600824704 | NaN | NaN | 2.428287 | 0.000008 | NaN | NaN | NaN | NaN | 1732.512258 | 0.000012 | 1732.505653 | 0.000012 | 1732.498045 | 0.000012 | 7.581978 | 0.000050 | 8.017918 | 0.000107 | 7.021276 | 0.000143 | 0.124307 | 0.000202 | 0.153816 | 0.000695 | 0.090662 | 0.000731 | NaN | NaN | 0.063916 | 0.002063 | NaN | NaN | 5.030730 | 0.029661 | NaN | NaN | 59 | 57 | 55 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
259 | 1635721458409799680 | Gaia DR2 5824464493705913472 | 5824464493705913472 | 1033943777 | 2015.5 | 229.940413 | 0.018241 | -66.496075 | 0.036803 | 1.475448 | 0.037119 | 39.748653 | -5.112891 | 0.031427 | -8.316635 | 0.069976 | 0.378647 | -0.154348 | -0.397156 | -0.310156 | -0.439949 | -0.175001 | -0.779251 | -0.027774 | 0.456733 | 0.174711 | 386 | 386 | 378 | 8 | 7.745885 | 626.14124 | 0.000000 | 0.000000e+00 | 31 | False | 255.262440 | 1.577448 | 0.005865 | 0.042561 | 44 | 16 | 0.052471 | 0 | 58 | False | 461 | 5.116600e+07 | 3.088481e+05 | 165.667190 | 6.415912 | 50 | 2.410744e+07 | 5.250886e+05 | 45.911180 | 6.896010 | 49 | 3.564285e+07 | 4.894481e+05 | 72.822525 | 5.881989 | 1.167773 | 0 | 1.014021 | 0.480098 | 0.533923 | -19.041625 | 2.474544 | 27 | 6000.0 | 2.0 | 0.00 | VARIABLE | 316.976800 | -7.757933 | 248.295339 | -46.049804 | 100001.0 | 5220.0000 | 5113.3335 | 5412.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 38.351290 | 35.678406 | 39.968033 | 983.867740 | 946.37960 | 1021.355900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 303 | R TrA | DCEP | 0.5301 | 5.257 | 4.946 | 4.831 | 0.19 | 0.16 | NaN | NaN | 8.87 | 0.05 | 7519 | 451 | b | LIII | 229.94047 | -66.49604 | 0.150959 | V* R TrA | 229.940468 | -66.496039 | 0.000 | 0.000 | 90.0 | 158 | 15 19 45.71231 | -66 29 45.7417 | deltaCep | V* |cC*|IR |* | -13.200 | NaN | F7Ib/II | NaN | 1.4754 | -5.11 | -8.32 | NaN | NaN | NaN | 6.960 | 6.390 | NaN | 5.340 | 5.012 | 4.849 | NaN | NaN | NaN | NaN | NaN | 0.151320 | 369295549951641967 | 5824464493705913472 | 3.389323 | 0.000006 | NaN | NaN | NaN | NaN | NaN | NaN | 1695.661460 | 0.000008 | 1695.682191 | 0.000008 | 1695.681943 | 0.000008 | 6.438563 | 0.000139 | 6.860128 | 0.000339 | 5.905787 | 0.000296 | 0.469699 | 0.000832 | 0.602763 | 0.001516 | 0.390365 | 0.001245 | 0.316721 | 0.219770 | 0.296168 | 0.001323 | 0.114970 | 0.000855 | 4.204472 | 0.002595 | 2.118323 | 0.012046 | 49 | 48 | 44 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
260 | 1635721458409799680 | Gaia DR2 5829232354047904256 | 5829232354047904256 | 1386974757 | 2015.5 | 241.829170 | 0.031372 | -62.910572 | 0.027249 | 0.877189 | 0.041349 | 21.214285 | -1.426630 | 0.057785 | -2.766595 | 0.052587 | 0.326735 | -0.007060 | -0.572988 | -0.252947 | 0.114447 | -0.331332 | -0.328114 | -0.211893 | 0.346867 | 0.031077 | 315 | 315 | 312 | 3 | 7.638018 | 536.85140 | 0.000000 | 0.000000e+00 | 31 | False | 92.963390 | 1.598645 | 0.006938 | 0.069156 | 36 | 15 | 0.040943 | 0 | 42 | False | 336 | 1.361990e+07 | 1.119302e+05 | 121.682090 | 7.852931 | 38 | 6.907212e+06 | 2.164442e+05 | 31.912197 | 8.253131 | 36 | 9.255845e+06 | 1.917367e+05 | 48.273716 | 7.345880 | 1.186724 | 0 | 0.907251 | 0.400200 | 0.507051 | -12.225930 | 3.361264 | 19 | 6000.0 | 3.5 | 0.00 | VARIABLE | 323.231842 | -8.042601 | 253.428137 | -41.082771 | 100001.0 | 5668.7500 | 5544.0000 | 5884.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 27.512815 | 25.536673 | 28.764921 | 704.229100 | 655.82360 | 752.634640 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 305 | U TrA | CEP(B) | 0.4097 | 6.542 | 6.351 | 6.286 | -0.15 | -0.16 | NaN | NaN | 9.89 | 0.19 | 7207 | 455 | c* | SZI | 241.82919 | -62.91056 | 0.055063 | V* U TrA | 241.829184 | -62.910561 | 0.000 | 0.000 | 90.0 | 121 | 16 07 19.00415 | -62 54 38.0179 | Cepheid | Ce*|V* |* |IR | -11.800 | NaN | F8Ib/II | NaN | 0.8772 | -1.43 | -2.77 | NaN | NaN | NaN | 8.430 | 7.890 | NaN | 6.542 | 6.351 | 6.286 | NaN | NaN | NaN | NaN | NaN | 0.048248 | 369295549951641967 | 5829232354047904256 | 2.567202 | 0.000006 | NaN | NaN | NaN | NaN | NaN | NaN | 1698.106460 | 0.000008 | 1698.164054 | 0.000008 | 1698.199555 | 0.000008 | 7.740121 | 0.000108 | 8.107104 | 0.000216 | 7.265627 | 0.000242 | 0.449565 | 0.000386 | 0.540402 | 0.000787 | 0.335047 | 0.000653 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 36 | 35 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
261 | 1635721458409799680 | Gaia DR2 5835124087174043136 | 5835124087174043136 | 1222207309 | 2015.5 | 244.715952 | 0.037271 | -57.899803 | 0.022119 | 1.061575 | 0.042210 | 25.150066 | -1.414971 | 0.066314 | -2.286722 | 0.056479 | 0.520148 | -0.144479 | -0.538861 | -0.370207 | 0.001136 | -0.417359 | -0.352279 | -0.144830 | 0.174512 | -0.111542 | 428 | 428 | 410 | 18 | 11.669510 | 835.09656 | 0.000000 | 0.000000e+00 | 31 | False | 325.823100 | 1.539703 | 0.006811 | -0.074486 | 50 | 14 | 0.045771 | 0 | 58 | True | 478 | 6.533579e+07 | 3.339066e+05 | 195.670820 | 6.150488 | 43 | 2.581339e+07 | 1.035485e+06 | 24.928799 | 6.821775 | 50 | 4.823391e+07 | 9.935034e+05 | 48.549320 | 5.553539 | 1.133334 | 0 | 1.268237 | 0.671288 | 0.596949 | -1.376339 | 2.654813 | 24 | 5750.0 | 2.0 | 0.25 | VARIABLE | 327.753546 | -5.403481 | 253.732765 | -35.879893 | 100001.0 | 5065.7500 | 4575.2500 | 5856.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 64.837326 | 48.518850 | 79.484600 | 2494.135000 | 2350.85060 | 2637.419400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 333 | S Nor | DCEP | 0.9892 | 4.674 | 4.288 | 4.149 | 0.02 | 0.10 | NaN | NaN | 9.67 | 0.05 | 7232 | 451 | b | ROM | 244.71597 | -57.89979 | 0.056223 | V* S Nor | 244.715964 | -57.899793 | 0.000 | 0.000 | 90.0 | 321 | 16 18 51.83133 | -57 53 59.2536 | deltaCep | SB*|V* |cC*|IR |* |*iC | 5.830 | NaN | F8/G0Ib | NaN | 1.0616 | -1.42 | -2.29 | NaN | NaN | NaN | 7.490 | 6.490 | NaN | 4.868 | 4.504 | 4.216 | NaN | NaN | NaN | NaN | NaN | 0.041681 | 369295549951641967 | 5835124087174043136 | 9.753759 | 0.000088 | NaN | NaN | NaN | NaN | NaN | NaN | 1677.802089 | 0.000125 | 1677.251660 | 0.000125 | 1678.491023 | 0.000125 | 6.152215 | 0.000181 | 6.694971 | 0.000618 | 5.517237 | 0.001218 | 0.500275 | 0.000564 | 0.562972 | 0.002389 | 0.343095 | 0.002031 | NaN | NaN | 0.084516 | 0.001237 | NaN | NaN | 6.316662 | 0.015157 | NaN | NaN | 37 | 33 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
262 | 1635721458409799680 | Gaia DR2 5848500161483878400 | 5848500161483878400 | 1290428101 | 2015.5 | 222.626197 | 0.022852 | -67.497632 | 0.026939 | 1.015782 | 0.035968 | 28.241020 | -3.301760 | 0.036416 | -2.249064 | 0.052382 | 0.127097 | -0.256127 | -0.332331 | -0.250529 | 0.053625 | -0.184023 | -0.395392 | 0.025980 | 0.301004 | 0.214701 | 283 | 283 | 281 | 2 | 2.578891 | 340.36493 | 0.000000 | 0.000000e+00 | 31 | False | 136.416660 | 1.547482 | 0.007711 | 0.099171 | 32 | 18 | 0.037524 | 0 | 44 | False | 343 | 2.687902e+07 | 1.165848e+05 | 230.553420 | 7.114832 | 38 | 1.186798e+07 | 1.987586e+05 | 59.710533 | 7.665446 | 39 | 2.085462e+07 | 2.048480e+05 | 101.805374 | 6.463914 | 1.217403 | 0 | 1.201532 | 0.550614 | 0.650918 | 8.689985 | 1.573210 | 16 | 6250.0 | 2.0 | 0.00 | VARIABLE | 313.973787 | -7.214963 | 245.050472 | -48.118836 | 100001.0 | 5285.0000 | 4791.5000 | 6169.0000 | 1.6430 | 1.3264 | 2.3170 | 0.8590 | 0.6060 | 1.1850 | 200111.0 | 39.196190 | 28.767643 | 47.685993 | 1079.847300 | 1021.91327 | 1137.781400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 160 | AV Cir | DCEP | 0.4864 | 5.582 | 5.236 | 5.093 | 0.17 | 0.14 | NaN | NaN | 9.68 | 0.05 | 7371 | 450 | b| | LIII | 222.62624 | -67.49762 | 0.072851 | V* AV Cir | 222.626234 | -67.497622 | 0.000 | 0.000 | 90.0 | 53 | 14 50 30.29625 | -67 29 51.4400 | deltaCep | V* |** |cC*|* |IR | 8.690 | NaN | F7II | NaN | 1.0158 | -3.30 | -2.25 | NaN | NaN | NaN | 8.290 | 7.440 | NaN | 5.580 | 5.231 | 5.107 | NaN | NaN | NaN | NaN | NaN | 0.061922 | 369295549951641967 | 5848500161483878400 | NaN | NaN | 3.065255 | 0.000008 | NaN | NaN | NaN | NaN | 1693.957076 | 0.000011 | 1693.945493 | 0.000011 | 1693.979349 | 0.000011 | 7.097150 | 0.000073 | 7.639723 | 0.000172 | 6.439378 | 0.000462 | 0.243739 | 0.000289 | 0.313260 | 0.000729 | 0.186934 | 0.001472 | NaN | NaN | 0.068629 | 0.001232 | NaN | NaN | 4.579018 | 0.021099 | NaN | NaN | 37 | 36 | 36 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
263 | 1635721458409799680 | Gaia DR2 5855468247702904704 | 5855468247702904704 | 845813466 | 2015.5 | 190.520889 | 0.025719 | -69.407564 | 0.022302 | 1.000182 | 0.029113 | 34.355537 | -4.179905 | 0.043637 | -2.126723 | 0.040511 | -0.143793 | -0.027481 | -0.597400 | 0.064422 | -0.128200 | 0.106298 | -0.369436 | 0.089252 | 0.483221 | -0.005692 | 313 | 313 | 292 | 21 | 12.938428 | 720.74550 | 0.000000 | 0.000000e+00 | 31 | False | 287.850520 | 1.570379 | 0.006524 | 0.119305 | 36 | 18 | 0.034258 | 0 | 46 | False | 356 | 5.920536e+07 | 7.858186e+05 | 75.342260 | 6.257463 | 38 | 2.737682e+07 | 7.894980e+05 | 34.676243 | 6.757930 | 38 | 4.342427e+07 | 8.385193e+05 | 51.786854 | 5.667589 | 1.195856 | 0 | 1.090342 | 0.500467 | 0.589874 | 2.781700 | 3.107861 | 22 | 6000.0 | 2.0 | 0.00 | VARIABLE | 302.104191 | -6.550849 | 231.277211 | -56.440748 | 100001.0 | 5076.4966 | 4981.0000 | 5097.0300 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 65.163480 | 64.639520 | 67.686080 | 2540.736600 | 2416.30740 | 2665.165800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 247 | R Mus | DCEP | 0.8757 | 4.904 | 4.577 | 4.465 | -0.08 | -0.11 | NaN | NaN | 9.66 | 0.05 | 7523 | 450 | b| | LIII | 190.52094 | -69.40756 | 0.066133 | V* R Mus | 190.520940 | -69.407555 | 0.000 | 0.000 | 90.0 | 134 | 12 42 05.02561 | -69 24 27.1966 | deltaCep | ** |V* |cC*|IR |* | 3.800 | 0.000013 | F7Ib | NaN | 1.0002 | -4.18 | -2.13 | NaN | NaN | NaN | 7.110 | 6.330 | NaN | 4.900 | 4.642 | 4.469 | NaN | NaN | NaN | NaN | NaN | 0.072692 | 369295549951641967 | 5855468247702904704 | 7.510276 | 0.000053 | NaN | NaN | NaN | NaN | NaN | NaN | 1715.685208 | 0.000075 | 1715.749304 | 0.000075 | 1678.631492 | 0.000075 | 6.099444 | 0.000274 | 6.554118 | 0.001562 | 5.554744 | 0.000915 | 0.708043 | 0.001083 | 0.750564 | 0.005717 | 0.577576 | 0.002615 | NaN | NaN | 0.294863 | 0.001621 | 0.188745 | 0.002047 | 5.026962 | 0.005652 | 3.064630 | 0.005865 | 31 | 29 | 29 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
264 | 1635721458409799680 | Gaia DR2 5855852527008107008 | 5855852527008107008 | 639820602 | 2015.5 | 183.195813 | 0.091689 | -70.151795 | 0.100856 | 1.131409 | 0.116695 | 9.695432 | -8.015800 | 0.192610 | -1.673648 | 0.181443 | -0.065277 | -0.095168 | -0.255252 | 0.101831 | -0.082613 | 0.134002 | -0.185887 | 0.145845 | 0.256072 | -0.065609 | 263 | 263 | 244 | 19 | 60.497940 | 5496.67600 | 0.586385 | 1.430749e+02 | 31 | False | 2.750155 | 1.505705 | 0.026724 | -0.090616 | 30 | 15 | 0.103372 | 0 | 39 | False | 309 | 8.046674e+07 | 5.809871e+05 | 138.500050 | 5.924324 | 28 | 3.862756e+07 | 1.159473e+06 | 33.314754 | 6.384145 | 30 | 5.751341e+07 | 8.595146e+05 | 66.913826 | 5.362497 | 1.194791 | 0 | 1.021648 | 0.459820 | 0.561827 | 4.526675 | 4.995949 | 15 | 5750.0 | 2.0 | 0.00 | VARIABLE | 299.636149 | -7.527787 | 229.111573 | -58.809512 | 100001.0 | 5404.2500 | 5205.0000 | 5752.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 57.776886 | 51.002003 | 62.285007 | 2565.338400 | 2252.07520 | 2878.601600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 331 | S Mus | DCEP | 0.9850 | 4.500 | 4.139 | 4.005 | 0.13 | 0.21 | NaN | NaN | 9.53 | 0.05 | 7576 | 450 | b | ROM | 183.19591 | -70.15179 | 0.120242 | V* S Mus | 183.195914 | -70.151788 | 0.000 | 0.000 | 90.0 | 220 | 12 12 47.01946 | -70 09 06.4365 | deltaCep | ** |** |V* |cC*|IR |* |SB* | -1.910 | NaN | F6Ib+B5V | NaN | 1.1314 | -8.02 | -1.67 | NaN | NaN | NaN | 7.010 | 6.170 | NaN | 4.490 | 4.160 | 4.037 | NaN | NaN | NaN | NaN | NaN | 0.126924 | 369295549951641967 | 5855852527008107008 | 9.658900 | 0.000134 | NaN | NaN | NaN | NaN | NaN | NaN | 1670.665382 | 0.000189 | 1670.762508 | 0.000189 | 1679.519340 | 0.000189 | 5.865398 | 0.000338 | 6.337624 | 0.000639 | 5.282944 | 0.000937 | 0.450081 | 0.001840 | 0.564556 | 0.008654 | 0.373318 | 0.003611 | NaN | NaN | 0.148688 | 0.003163 | 0.102291 | 0.001909 | 6.340095 | 0.020232 | 4.731929 | 0.044118 | 25 | 27 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
265 | 1635721458409799680 | Gaia DR2 5868451040512196224 | 5868451040512196224 | 1225299502 | 2015.5 | 202.889156 | 0.091918 | -61.582373 | 0.112558 | 0.483817 | 0.154478 | 3.131951 | -5.908236 | 0.164146 | -1.834233 | 0.212242 | 0.198531 | -0.158781 | -0.299355 | -0.122275 | -0.042358 | -0.068962 | -0.046891 | 0.317152 | 0.307240 | 0.345013 | 497 | 497 | 485 | 12 | 111.393570 | 18805.14500 | 0.872977 | 3.111175e+02 | 31 | False | 1.229720 | 1.574933 | 0.031992 | 0.019930 | 56 | 17 | 0.117961 | 0 | 69 | False | 538 | 4.990919e+07 | 1.133181e+05 | 440.434480 | 6.442914 | 52 | 2.402280e+07 | 2.082326e+05 | 115.365210 | 6.899829 | 62 | 3.640726e+07 | 2.015034e+05 | 180.678120 | 5.858950 | 1.210800 | 0 | 1.040879 | 0.456915 | 0.583964 | -6.966683 | 1.361004 | 24 | 6000.0 | 2.0 | 0.00 | VARIABLE | 307.686717 | 0.918450 | 229.847223 | -47.163708 | 100001.0 | 5169.2354 | 5080.0000 | 5295.9350 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 147 | V659 Cen | DCEP | 0.7499 | 5.177 | 4.907 | 4.651 | 0.09 | 0.06 | NaN | NaN | 9.38 | 0.07 | 7504 | 451 | c | LIII | 202.88921 | -61.58236 | 0.103064 | V* V659 Cen | 202.889210 | -61.582365 | 0.000 | 0.000 | 90.0 | 83 | 13 31 33.41039 | -61 34 56.5146 | deltaCep | ** |V* |cC*|IR |UV |* | -6.970 | NaN | F6/7Ib+B6V | NaN | 0.4838 | -5.91 | -1.83 | 0.0100 | 0.0 | 234.0 | 7.190 | 6.490 | NaN | 5.216 | 4.939 | 4.682 | NaN | NaN | NaN | NaN | NaN | 0.095889 | 369295549951641967 | 5868451040512196224 | 5.622828 | 0.000045 | NaN | NaN | NaN | NaN | NaN | NaN | 1722.326272 | 0.000064 | 1688.576084 | 0.000064 | 1767.878459 | 0.000064 | 6.390941 | 0.000273 | 6.829429 | 0.000634 | 5.826916 | 0.000239 | 0.213612 | 0.000965 | 0.264582 | 0.002272 | 0.126240 | 0.000728 | NaN | NaN | 0.164457 | 0.002549 | NaN | NaN | 4.146596 | 0.021771 | NaN | NaN | 38 | 41 | 33 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
266 | 1635721458409799680 | Gaia DR2 5868480143187802240 | 5868480143187802240 | 1140949919 | 2015.5 | 199.742796 | 0.023122 | -62.382345 | 0.027856 | 0.556828 | 0.038559 | 14.440938 | -5.544255 | 0.041331 | -2.357867 | 0.048704 | 0.156355 | -0.068291 | -0.313620 | -0.040187 | 0.165408 | 0.008793 | -0.250281 | 0.176711 | 0.217833 | 0.374325 | 361 | 361 | 356 | 5 | 5.450761 | 515.27057 | 0.000000 | 0.000000e+00 | 31 | True | 97.938470 | 1.507753 | 0.007721 | -0.000865 | 42 | 16 | 0.035518 | 0 | 51 | False | 414 | 1.109387e+07 | 5.181291e+04 | 214.114010 | 8.075658 | 46 | 4.551416e+06 | 7.907801e+04 | 57.556023 | 8.706022 | 44 | 9.289996e+06 | 1.028917e+05 | 90.289070 | 7.341881 | 1.247663 | 0 | 1.364141 | 0.630364 | 0.733777 | -24.234218 | 2.198964 | 19 | 6250.0 | 2.0 | 0.00 | VARIABLE | 306.116832 | 0.319020 | 228.669867 | -48.647221 | 100001.0 | 4656.6772 | 4566.0400 | 4749.6050 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 63.585297 | 61.121500 | 66.134720 | 1712.823600 | 1537.32690 | 1888.320300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 143 | V378 Cen | DCEPS | 0.8102 | 6.328 | 5.909 | 5.743 | 0.08 | 0.05 | NaN | NaN | 11.38 | 0.05 | 6993 | 441 | b| | LIII | 199.74286 | -62.38233 | 0.119192 | V* V378 Cen | 199.742848 | -62.382335 | 0.000 | 0.000 | 90.0 | 93 | 13 18 58.28350 | -62 22 56.4057 | deltaCep | cC*|* |V* |IR | -17.700 | NaN | F5Iab/b | NaN | 0.5568 | -5.54 | -2.36 | NaN | NaN | NaN | 9.630 | 8.540 | 8.93 | 6.379 | 5.947 | 5.777 | NaN | NaN | NaN | NaN | NaN | 0.093384 | 369295549951641967 | 5868480143187802240 | 6.459751 | 0.000033 | NaN | NaN | NaN | NaN | NaN | NaN | 1683.022552 | 0.000047 | 1682.957827 | 0.000047 | 1721.968590 | 0.000047 | 8.081346 | 0.000113 | 8.710398 | 0.000207 | 7.339149 | 0.000197 | 0.309268 | 0.000385 | 0.411138 | 0.001076 | 0.254092 | 0.000820 | NaN | NaN | 0.278577 | 0.001629 | 0.094269 | 0.001398 | 4.550685 | 0.006641 | 3.197783 | 0.020449 | 43 | 41 | 39 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
267 | 1635721458409799680 | Gaia DR2 5871738271033526016 | 5871738271033526016 | 361639407 | 2015.5 | 207.684489 | 0.018596 | -57.580510 | 0.022806 | 0.841311 | 0.034035 | 24.718979 | -5.792509 | 0.056140 | -1.793203 | 0.053808 | 0.083659 | -0.042753 | -0.160970 | 0.182687 | -0.200822 | 0.270693 | -0.216461 | -0.277241 | 0.024052 | 0.084127 | 460 | 460 | 459 | 1 | 5.616139 | 644.28735 | 0.000000 | 0.000000e+00 | 31 | False | 89.475900 | 1.550805 | 0.004879 | 0.065712 | 52 | 14 | 0.039116 | 0 | 58 | False | 482 | 1.834185e+07 | 1.351103e+05 | 135.754600 | 7.529758 | 52 | 8.651868e+06 | 2.432312e+05 | 35.570550 | 8.008614 | 54 | 1.364057e+07 | 2.230425e+05 | 61.156784 | 6.924839 | 1.215387 | 0 | 1.083775 | 0.478856 | 0.604919 | -24.929982 | 2.680091 | 30 | 6250.0 | 2.5 | 0.00 | VARIABLE | 310.839506 | 4.377954 | 229.926878 | -42.486016 | 100001.0 | 5066.0000 | 4960.7400 | 5135.9800 | 1.6380 | 1.3069 | 2.1641 | 0.8483 | 0.6495 | 1.1181 | 200111.0 | 43.342260 | 42.169193 | 45.201096 | 1114.752700 | 1044.95320 | 1184.552100 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 144 | V381 Cen | CEP | 0.7058 | 6.143 | 5.822 | 5.703 | 0.02 | -0.01 | NaN | NaN | 10.33 | 0.05 | 7235 | 449 | b| | LIII | 207.68454 | -57.58050 | 0.103807 | V* V381 Cen | 207.684536 | -57.580502 | 0.000 | 0.000 | 90.0 | 90 | 13 50 44.28859 | -57 34 49.8067 | PulsV*WVir | WV*|V* |* |IR |Ce* | -30.800 | NaN | F8Ib/II | NaN | 0.8413 | -5.79 | -1.79 | NaN | NaN | NaN | 8.440 | 7.690 | NaN | 6.057 | 5.723 | 5.623 | NaN | NaN | NaN | NaN | NaN | 0.093988 | 369295549951641967 | 5871738271033526016 | 5.078903 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1690.702702 | 0.000011 | 1690.683339 | 0.000011 | 1721.243430 | 0.000011 | 7.427886 | 0.000172 | 7.885655 | 0.000356 | 6.846390 | 0.000675 | 0.616849 | 0.000695 | 0.756753 | 0.001537 | 0.498649 | 0.002701 | 0.134026 | 0.233762 | 0.367739 | 0.000546 | 0.130040 | 0.000544 | 4.377341 | 0.001821 | 2.494083 | 0.006062 | 49 | 45 | 44 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
268 | 1635721458409799680 | Gaia DR2 5871922507947292032 | 5871922507947292032 | 1122522156 | 2015.5 | 205.077654 | 0.021883 | -57.613184 | 0.030793 | 0.537343 | 0.042194 | 12.735098 | -4.019668 | 0.063125 | -1.131056 | 0.077868 | 0.115941 | -0.233015 | 0.034332 | 0.171834 | -0.217908 | 0.268898 | -0.407984 | -0.251488 | 0.056613 | 0.016881 | 339 | 339 | 338 | 1 | 2.758777 | 408.62555 | 0.000000 | 0.000000e+00 | 31 | True | 104.535120 | 1.530867 | 0.005931 | 0.013613 | 38 | 15 | 0.050150 | 0 | 49 | False | 391 | 1.924252e+07 | 2.318465e+05 | 82.996830 | 7.477711 | 40 | 7.715677e+06 | 3.872320e+05 | 19.925203 | 8.132953 | 44 | 1.462361e+07 | 4.647868e+05 | 31.463049 | 6.849284 | 1.160933 | 0 | 1.283669 | 0.655242 | 0.628427 | -27.917091 | 3.436509 | 19 | 6000.0 | 2.0 | 0.25 | VARIABLE | 309.462347 | 4.637571 | 228.283564 | -43.193405 | 100001.0 | 5189.0000 | 4540.0000 | 5953.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 65.517160 | 49.779510 | 85.587570 | 2803.751200 | 2485.08860 | 3122.413800 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 326 | XX Cen | DCEP | 1.0396 | 5.937 | 5.544 | 5.396 | 0.04 | 0.12 | NaN | NaN | 11.07 | 0.05 | 7015 | 445 | b | ROM | 205.07768 | -57.61317 | 0.070595 | V* XX Cen | 205.077686 | -57.613179 | 0.000 | 0.000 | 90.0 | 157 | 13 40 18.64469 | -57 36 47.4440 | deltaCep | V* |cC*|IR |* |SB* | -18.100 | NaN | F7/8II | NaN | 0.5373 | -4.02 | -1.13 | NaN | NaN | NaN | 8.720 | 7.300 | NaN | 5.848 | 5.525 | 5.388 | NaN | NaN | NaN | NaN | NaN | 0.064724 | 369295549951641967 | 5871922507947292032 | 10.949466 | 0.000106 | NaN | NaN | NaN | NaN | NaN | NaN | 1707.638109 | 0.000150 | 1806.186396 | 0.000150 | 1707.790603 | 0.000150 | 7.466768 | 0.000138 | 8.032993 | 0.000281 | 6.795106 | 0.000282 | 0.750698 | 0.000498 | 0.930767 | 0.000908 | 0.579908 | 0.000784 | NaN | NaN | 0.275964 | 0.000738 | NaN | NaN | 4.466450 | 0.002146 | NaN | NaN | 42 | 36 | 41 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
269 | 1635721458409799680 | Gaia DR2 5873984023533350400 | 5873984023533350400 | 1506422675 | 2015.5 | 223.146842 | 0.246498 | -63.809860 | 0.269726 | 1.744906 | 0.345022 | 5.057371 | -4.778794 | 0.443338 | -5.107998 | 0.516575 | 0.128120 | -0.220849 | -0.336036 | -0.104028 | -0.211681 | -0.047674 | -0.377642 | -0.021107 | 0.241103 | 0.039096 | 684 | 684 | 673 | 11 | 387.923340 | 351735.40000 | 2.905083 | 5.237344e+03 | 31 | False | 0.111013 | 1.402250 | 0.105285 | 0.036426 | 79 | 18 | 0.267184 | 0 | 90 | False | 719 | 9.890574e+07 | 9.107226e+05 | 108.601390 | 5.700312 | 69 | 4.342046e+07 | 2.082654e+06 | 20.848623 | 6.257152 | 68 | 7.288526e+07 | 7.937313e+05 | 91.826120 | 5.105321 | 1.175925 | 0 | 1.151831 | 0.556840 | 0.594991 | -18.034541 | 1.848622 | 32 | 5750.0 | 2.0 | 0.00 | VARIABLE | 315.825276 | -4.013215 | 243.068676 | -44.686585 | 100001.0 | 5192.0000 | 4865.5000 | 5684.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 45.677780 | 38.112396 | 52.013900 | 1365.977200 | 1063.10860 | 1668.845700 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 161 | AX Cir | DCEP | 0.7221 | 4.299 | 3.879 | 3.780 | -0.01 | -0.04 | NaN | NaN | 8.41 | 0.17 | 7603 | 452 | c | LIII | 223.14690 | -63.80983 | 0.142346 | * 26 Cir | 223.146889 | -63.809838 | 0.000 | 0.000 | 90.0 | 112 | 14 52 35.25324 | -63 48 35.4172 | deltaCep | ** |V* |cC*|IR |* |SB* | -18.030 | NaN | F8II | NaN | 1.7449 | -4.78 | -5.11 | 0.0067 | 0.0 | 344.0 | 6.660 | 5.960 | NaN | 4.246 | 3.851 | 3.756 | NaN | NaN | NaN | NaN | NaN | 0.108421 | 369295549951641967 | 5873984023533350400 | 5.275967 | 0.000153 | NaN | NaN | NaN | NaN | NaN | NaN | 1690.745195 | 0.000216 | 1690.815783 | 0.000216 | 1690.767446 | 0.000216 | 5.626411 | 0.000648 | 6.087518 | 0.000518 | 5.056970 | 0.000761 | 0.357495 | 0.003085 | 0.428568 | 0.002010 | 0.301031 | 0.004543 | 0.347662 | 0.235857 | 0.304432 | 0.008315 | NaN | NaN | 3.939708 | 0.017185 | NaN | NaN | 48 | 54 | 54 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
270 | 1635721458409799680 | Gaia DR2 5877460679352962048 | 5877460679352962048 | 1126188358 | 2015.5 | 221.674869 | 0.032310 | -61.461959 | 0.031635 | 0.995196 | 0.040231 | 24.736950 | -5.354632 | 0.046685 | -3.920177 | 0.066383 | 0.085785 | -0.069011 | -0.764871 | -0.204189 | -0.029210 | -0.156561 | -0.283480 | -0.018855 | 0.207723 | 0.040479 | 345 | 345 | 342 | 3 | 10.181795 | 675.41046 | 0.000000 | 1.539122e-15 | 31 | True | 106.694290 | 1.555459 | 0.007109 | 0.076139 | 39 | 15 | 0.044047 | 0 | 49 | False | 379 | 2.297066e+07 | 1.037896e+05 | 221.319400 | 7.285432 | 42 | 1.111614e+07 | 1.874040e+05 | 59.316420 | 7.736504 | 42 | 1.672138e+07 | 1.781755e+05 | 93.847840 | 6.703740 | 1.211873 | 0 | 1.032764 | 0.451072 | 0.581692 | -22.041258 | 1.440899 | 23 | 6500.0 | 2.5 | 0.00 | VARIABLE | 316.250015 | -1.607044 | 240.891367 | -42.816566 | 100001.0 | 5761.9500 | 5200.0000 | 6499.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 30.384600 | 23.883581 | 37.306614 | 916.810850 | 862.56320 | 971.058530 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 162 | BP Cir | CEP | 0.3799 | 5.918 | 5.612 | 5.483 | 0.02 | -0.01 | NaN | NaN | 9.74 | 0.05 | 7326 | 450 | b| | LIII | 221.67492 | -61.46194 | 0.110591 | V* BP Cir | 221.674917 | -61.461942 | 0.000 | 0.000 | 90.0 | 67 | 14 46 41.98011 | -61 27 42.9903 | deltaCep | cC*|** |V* |IR |Ce*|* |*iC | -22.040 | NaN | F2/3II+B6V | NaN | 0.9952 | -5.36 | -3.92 | NaN | NaN | NaN | 8.120 | 7.520 | NaN | 5.840 | 5.577 | 5.441 | NaN | NaN | NaN | NaN | NaN | 0.102862 | 369295549951641967 | 5877460679352962048 | NaN | NaN | 2.398121 | 0.000005 | NaN | NaN | NaN | NaN | 1697.026303 | 0.000007 | 1697.002653 | 0.000007 | 1697.198130 | 0.000007 | 7.288328 | 0.000072 | 7.734219 | 0.000185 | 6.695440 | 0.003906 | 0.281950 | 0.000431 | 0.341787 | 0.001111 | 0.176446 | 0.018102 | NaN | NaN | 0.135207 | 0.001187 | 0.016257 | 0.000766 | 4.594862 | 0.008979 | 4.482771 | 0.057135 | 41 | 40 | 38 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
271 | 1635721458409799680 | Gaia DR2 5877533315817003648 | 5877533315817003648 | 213110016 | 2015.5 | 219.299845 | 0.023951 | -62.010916 | 0.026286 | 1.014842 | 0.031892 | 31.821453 | -2.250779 | 0.037238 | -3.589887 | 0.055132 | 0.054336 | -0.135792 | -0.754964 | -0.022398 | -0.039586 | -0.028349 | -0.521546 | 0.047560 | 0.198781 | -0.040627 | 415 | 415 | 414 | 1 | 3.550235 | 518.39260 | 0.000000 | 0.000000e+00 | 31 | False | 249.130780 | 1.538235 | 0.005294 | -0.000189 | 47 | 16 | 0.039935 | 0 | 53 | False | 442 | 4.976226e+07 | 2.667568e+05 | 186.545400 | 6.446115 | 43 | 2.106871e+07 | 4.541807e+05 | 46.388382 | 7.042293 | 45 | 3.861089e+07 | 5.172193e+05 | 74.650910 | 5.795146 | 1.199294 | 0 | 1.247148 | 0.596178 | 0.650970 | 8.382274 | 2.349093 | 20 | 5750.0 | 2.0 | 0.25 | VARIABLE | 314.998651 | -1.642645 | 239.799519 | -43.783296 | 100001.0 | 5100.3335 | 4704.0000 | 5865.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 58.196410 | 44.010605 | 68.416170 | 2064.816400 | 1962.33260 | 2167.300000 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 148 | V737 Cen | DCEP | 0.8492 | 4.951 | 4.573 | 4.432 | 0.14 | 0.11 | NaN | NaN | 9.48 | 0.05 | 7403 | 451 | b| | LIII | 219.29986 | -62.01090 | 0.063028 | V* V737 Cen | 219.299866 | -62.010901 | 0.000 | 0.000 | 90.0 | 51 | 14 37 11.96784 | -62 00 39.2423 | deltaCep | ** |cC*|* |V* |IR | 8.380 | NaN | G0/1Ib | NaN | 1.0148 | -2.25 | -3.59 | NaN | NaN | NaN | 7.740 | 6.770 | NaN | 4.932 | 4.623 | 4.355 | NaN | NaN | NaN | NaN | NaN | 0.065676 | 369295549951641967 | 5877533315817003648 | 7.066260 | 0.000068 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.404538 | 0.000096 | 1687.341604 | 0.000096 | 1687.315913 | 0.000096 | 6.425427 | 0.000134 | 6.964986 | 0.001187 | 5.773157 | 0.000291 | 0.318444 | 0.000510 | 0.404774 | 0.001854 | 0.231443 | 0.000649 | NaN | NaN | 0.226336 | 0.001611 | 0.021476 | 0.001332 | 4.933034 | 0.014465 | 2.711540 | 0.096587 | 44 | 39 | 39 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
272 | 1635721458409799680 | Gaia DR2 5891675303053080704 | 5891675303053080704 | 1628440962 | 2015.5 | 218.137795 | 0.027222 | -56.887745 | 0.033763 | 1.339657 | 0.044743 | 29.941076 | -6.399333 | 0.080859 | -7.031011 | 0.081583 | -0.333456 | -0.197613 | -0.039754 | 0.132597 | 0.229665 | 0.082926 | -0.205758 | -0.218451 | 0.073250 | -0.142533 | 230 | 230 | 227 | 3 | 7.510158 | 419.80838 | 0.000000 | 1.890584e-15 | 31 | True | 194.780290 | 1.499132 | 0.006887 | -0.018826 | 26 | 12 | 0.054287 | 0 | 30 | False | 257 | 4.031974e+07 | 3.934288e+05 | 102.482930 | 6.674571 | 28 | 1.705076e+07 | 6.474314e+05 | 26.336004 | 7.272029 | 28 | 3.210144e+07 | 7.186786e+05 | 44.667310 | 5.995609 | 1.219060 | 0 | 1.276420 | 0.597457 | 0.678963 | -15.758947 | 3.607254 | 15 | 6000.0 | 2.0 | 0.00 | VARIABLE | 316.444557 | 3.307570 | 236.235995 | -39.367438 | 100001.0 | 5210.0000 | 4729.5400 | 6022.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 37.669502 | 28.195763 | 45.711716 | 941.944700 | 896.47150 | 987.417900 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 325 | V Cen | DCEP | 0.7399 | 5.019 | 4.642 | 4.498 | 0.04 | 0.12 | NaN | NaN | 9.18 | 0.05 | 7459 | 451 | b | ROM | 218.13785 | -56.88772 | 0.142483 | V* V Cen | 218.137845 | -56.887715 | 0.000 | 0.000 | 90.0 | 224 | 14 32 33.08280 | -56 53 15.7748 | deltaCep | V* |cC*|* |IR | -18.900 | NaN | F5Ib/II | NaN | 1.3397 | -6.40 | -7.03 | NaN | NaN | NaN | 7.840 | 6.930 | NaN | 5.179 | 4.997 | 4.644 | NaN | NaN | NaN | NaN | NaN | 0.147361 | 369295549951641967 | 5891675303053080704 | 5.494570 | 0.000023 | NaN | NaN | NaN | NaN | NaN | NaN | 1725.309319 | 0.000032 | 1725.220769 | 0.000032 | 1725.462303 | 0.000032 | 6.551814 | 0.000252 | 7.110082 | 0.000820 | 5.927436 | 0.000503 | 0.580562 | 0.000738 | 0.705470 | 0.002365 | 0.368723 | 0.001299 | 0.357744 | 0.233783 | 0.301444 | 0.001112 | NaN | NaN | 4.540081 | 0.002702 | NaN | NaN | 27 | 27 | 27 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
273 | 1635721458409799680 | Gaia DR2 5960623272099513856 | 5960623272099513856 | 1015199695 | 2015.5 | 264.406505 | 0.049193 | -40.813549 | 0.047898 | 0.839785 | 0.052174 | 16.095882 | -0.427039 | 0.097294 | -1.588256 | 0.083782 | -0.133968 | 0.065801 | -0.515460 | 0.108114 | -0.444913 | 0.199689 | -0.689450 | -0.245611 | 0.378009 | -0.306988 | 148 | 148 | 146 | 2 | 6.087583 | 268.89740 | 0.000000 | 0.000000e+00 | 31 | False | 137.036620 | 1.551539 | 0.012023 | 0.020441 | 17 | 10 | 0.067446 | 0 | 18 | False | 148 | 2.904687e+07 | 1.674763e+05 | 173.438690 | 7.030617 | 16 | 1.393150e+07 | 3.218455e+05 | 43.286290 | 7.491394 | 17 | 2.122855e+07 | 2.492246e+05 | 85.178410 | 6.444619 | 1.210459 | 0 | 1.046775 | 0.460776 | 0.585999 | 11.611354 | 2.341834 | 7 | 6250.0 | 2.0 | 0.00 | VARIABLE | 349.029639 | -4.865984 | 265.564772 | -17.460347 | 100001.0 | 5518.6665 | 5083.4670 | 6322.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 44.571102 | 33.963520 | 52.529310 | 1660.114500 | 1519.57640 | 1800.652600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 277 | V950 Sco | DCEPS | 0.5289 | 5.729 | 5.425 | 5.295 | 0.21 | 0.18 | NaN | NaN | 10.07 | 0.05 | 6933 | 452 | b| | LIII | 264.40651 | -40.81354 | 0.036029 | V* V950 Sco | 264.406508 | -40.813543 | 0.000 | 0.000 | 90.0 | 53 | 17 37 37.56188 | -40 48 48.7532 | deltaCep | cC*|IR |* |V* | 11.610 | NaN | F6Ib/II | NaN | 0.8398 | -0.43 | -1.59 | NaN | NaN | NaN | 7.990 | 7.260 | NaN | 5.719 | 5.439 | 5.241 | NaN | NaN | NaN | NaN | NaN | 0.025492 | 369295551293819386 | 5960623272099513856 | NaN | NaN | 3.380197 | 0.000025 | NaN | NaN | NaN | NaN | 1703.941442 | 0.000035 | 1703.873522 | 0.000035 | 1702.598916 | 0.000035 | 7.051635 | 0.000672 | 7.511665 | 0.001548 | 6.114543 | 0.025330 | 0.274803 | 0.001693 | 0.321554 | 0.003689 | 0.896187 | 0.056121 | NaN | NaN | 0.094179 | 0.016643 | NaN | NaN | 3.944447 | 1.009840 | NaN | NaN | 15 | 14 | 12 | NaN | NaN | DCEP | NaN | FIRST_OVERTONE | NaN |
274 | 1635721458409799680 | Gaia DR2 6026412893938675712 | 6026412893938675712 | 1161445993 | 2015.5 | 254.582293 | 0.048524 | -33.609129 | 0.033172 | 1.130588 | 0.055226 | 20.471851 | 1.998442 | 0.095491 | -6.318977 | 0.056524 | 0.330403 | -0.114795 | -0.390770 | -0.272564 | -0.404961 | -0.117470 | -0.756980 | -0.246772 | 0.446243 | 0.165455 | 268 | 268 | 266 | 2 | 3.605395 | 351.52972 | 0.000000 | 0.000000e+00 | 31 | False | 199.737690 | 1.523333 | 0.008575 | 0.166366 | 30 | 13 | 0.058932 | 0 | 33 | False | 277 | 3.872276e+07 | 4.013640e+05 | 96.477910 | 6.718450 | 27 | 1.586642e+07 | 6.215633e+05 | 25.526638 | 7.350191 | 27 | 3.287354e+07 | 9.525453e+05 | 34.511260 | 5.969804 | 1.258690 | 0 | 1.380387 | 0.631741 | 0.748646 | -20.862981 | 5.575101 | 10 | 6250.0 | 2.5 | 0.00 | VARIABLE | 350.412617 | 5.666715 | 256.970483 | -10.864588 | 100001.0 | 4919.7500 | 4676.5864 | 5011.6665 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 50.489067 | 48.654060 | 55.876022 | 1345.431300 | 1256.22100 | 1434.641600 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 274 | RV Sco | DCEP | 0.7826 | 5.081 | 4.694 | 4.543 | 0.11 | 0.08 | NaN | NaN | 9.36 | 0.05 | 7210 | 452 | b | LIII | 254.58229 | -33.60911 | 0.069107 | CD-33 11607A | 254.582288 | -33.609108 | 0.017 | 0.017 | 90.0 | 1 | 16 58 19.749 | -33 36 32.79 | Star | * |** | NaN | NaN | NaN | NaN | NaN | 4.40 | -6.60 | NaN | NaN | NaN | 8.188 | 7.167 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.076223 | 369295549951641967 | 6026412893938675712 | 14.597656 | 0.000085 | NaN | NaN | NaN | NaN | NaN | NaN | 1711.280407 | 0.000120 | 1841.236550 | 0.000120 | 1841.028974 | 0.000120 | 6.670710 | 0.000095 | 7.173227 | 0.000796 | 5.949984 | 0.000183 | 0.550533 | 0.000442 | 1.179539 | 0.003748 | 0.369265 | 0.000937 | NaN | NaN | 0.191271 | 0.000670 | NaN | NaN | 6.326687 | 0.004048 | NaN | NaN | 29 | 23 | 23 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
275 | 1635721458409799680 | Gaia DR2 6053622679932061056 | 6053622679932061056 | 1590898651 | 2015.5 | 188.327748 | 0.034200 | -63.506370 | 0.031274 | 0.783238 | 0.044713 | 17.517078 | -3.881711 | 0.057239 | -1.288958 | 0.055441 | 0.170595 | -0.495099 | -0.452151 | -0.324006 | 0.116385 | -0.202725 | -0.410083 | 0.161215 | 0.281768 | 0.305953 | 263 | 263 | 256 | 7 | 5.915886 | 407.32703 | 0.000000 | 0.000000e+00 | 31 | False | 240.503920 | 1.416565 | 0.007513 | -0.033495 | 30 | 17 | 0.043891 | 0 | 38 | False | 316 | 4.448068e+06 | 3.403234e+04 | 130.701200 | 9.067937 | 35 | 1.402384e+06 | 4.036617e+04 | 34.741560 | 9.984221 | 35 | 4.487365e+06 | 8.700720e+04 | 51.574635 | 8.131942 | 1.324114 | 0 | 1.852280 | 0.916285 | 0.935995 | 7.462246 | 4.585498 | 3 | 6000.0 | 2.0 | 0.00 | VARIABLE | 300.911857 | -0.705740 | 223.254194 | -52.695988 | 100001.0 | 4555.3700 | 3995.8625 | 5880.0000 | 0.6425 | 0.2885 | 1.9610 | 0.3360 | 0.1539 | 0.8763 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 171 | VW Cru | DCEP | 0.7214 | 6.805 | 6.261 | 6.051 | 0.19 | 0.16 | NaN | NaN | 10.51 | 0.07 | 7370 | 447 | c | LIII | 188.32783 | -63.50638 | 0.136666 | V* VW Cru | 188.327786 | -63.506364 | 0.000 | 0.000 | 90.0 | 46 | 12 33 18.66854 | -63 30 22.9108 | deltaCep | Em*|V* |cC*|* |IR | 7.460 | NaN | K0 | NaN | 0.7832 | -3.88 | -1.29 | NaN | NaN | NaN | 11.100 | 9.870 | NaN | 6.916 | 6.349 | 6.131 | NaN | NaN | NaN | NaN | NaN | 0.063397 | 369295549951641967 | 6053622679932061056 | 5.265672 | 0.000025 | NaN | NaN | NaN | NaN | NaN | NaN | 1687.000456 | 0.000036 | 1686.959992 | 0.000036 | 1687.003254 | 0.000036 | 9.014389 | 0.000255 | 9.908496 | 0.000445 | 8.118739 | 0.001885 | 0.492258 | 0.000854 | 0.621749 | 0.001954 | 0.370093 | 0.008646 | 0.100184 | 0.233893 | 0.377767 | 0.002256 | 0.117018 | 0.001032 | 4.593634 | 0.004175 | 2.514997 | 0.020462 | 36 | 32 | 32 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
276 | 1635721458409799680 | Gaia DR2 6054829806275577216 | 6054829806275577216 | 1625467568 | 2015.5 | 185.337933 | 0.021635 | -62.281635 | 0.023077 | 1.139748 | 0.027632 | 41.247375 | -10.887597 | 0.041096 | -0.647527 | 0.040574 | 0.082088 | -0.030391 | -0.499784 | -0.058177 | 0.044184 | -0.044458 | -0.516382 | 0.119644 | 0.184217 | 0.165450 | 347 | 347 | 337 | 10 | 3.948221 | 443.67535 | 0.000000 | 0.000000e+00 | 31 | False | 264.663120 | 1.546975 | 0.005338 | -0.071547 | 39 | 18 | 0.033826 | 0 | 50 | False | 417 | 5.304769e+07 | 3.467826e+05 | 152.971050 | 6.376699 | 43 | 2.258104e+07 | 4.835328e+05 | 46.700123 | 6.967029 | 45 | 3.987361e+07 | 6.384179e+05 | 62.456917 | 5.760206 | 1.177330 | 0 | 1.206823 | 0.590329 | 0.616494 | -4.734981 | 2.923299 | 21 | 6000.0 | 2.0 | 0.00 | VARIABLE | 299.441256 | 0.386031 | 220.234108 | -52.653745 | 100001.0 | 5134.0000 | 4727.5000 | 5940.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 52.639687 | 39.323498 | 62.081467 | 1734.382100 | 1664.10770 | 1804.656500 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 170 | T Cru | DCEP | 0.8282 | 4.941 | 4.541 | 4.407 | 0.14 | 0.11 | NaN | NaN | 9.37 | 0.05 | 7599 | 450 | b| | LIII | 185.33804 | -62.28163 | 0.180694 | V* T Cru | 185.338033 | -62.281632 | 0.000 | 0.000 | 90.0 | 126 | 12 21 21.12802 | -62 16 53.8763 | deltaCep | V* |cC*|IR |* | -6.000 | NaN | G2Ib | NaN | 1.1397 | -10.89 | -0.65 | NaN | NaN | NaN | 7.420 | 6.570 | NaN | 4.928 | 4.624 | 4.441 | NaN | NaN | NaN | NaN | NaN | 0.169056 | 369295549951641967 | 6054829806275577216 | 6.732870 | 0.000054 | NaN | NaN | NaN | NaN | NaN | NaN | 1718.166306 | 0.000076 | 1718.164669 | 0.000076 | 1718.308972 | 0.000076 | 6.298021 | 0.000257 | 6.813583 | 0.000327 | 5.678950 | 0.000447 | 0.401071 | 0.001375 | 0.510983 | 0.001450 | 0.324574 | 0.001204 | NaN | NaN | 0.289802 | 0.001589 | 0.047530 | 0.001858 | 4.982491 | 0.004683 | 3.367122 | 0.066033 | 39 | 41 | 39 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
277 | 1635721458409799680 | Gaia DR2 6055722403534963840 | 6055722403534963840 | 949270190 | 2015.5 | 195.794488 | 0.020626 | -60.877468 | 0.027465 | 0.446249 | 0.031135 | 14.332885 | -3.421322 | 0.039105 | -0.747901 | 0.049640 | 0.089436 | -0.082318 | -0.408743 | -0.020874 | -0.072392 | -0.029429 | -0.511968 | 0.100555 | 0.199499 | 0.325945 | 312 | 312 | 310 | 2 | 3.203570 | 390.37506 | 0.000000 | 0.000000e+00 | 31 | False | 269.971560 | 1.476330 | 0.005968 | -0.015971 | 35 | 17 | 0.038531 | 0 | 46 | False | 398 | 2.923577e+06 | 1.755737e+04 | 166.515690 | 9.523580 | 45 | 1.029361e+06 | 2.301436e+04 | 44.726913 | 10.319968 | 45 | 2.603145e+06 | 3.762697e+04 | 69.182960 | 8.723174 | 1.242487 | 0 | 1.596794 | 0.796389 | 0.800405 | -18.777262 | 5.851562 | 4 | 6250.0 | 2.0 | 0.00 | VARIABLE | 304.360688 | 1.961709 | 225.044230 | -48.486718 | 100001.0 | 4892.7500 | 4208.4697 | 6194.0000 | 0.5605 | 0.1710 | 2.2551 | 0.3285 | 0.0960 | 1.0556 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 146 | V496 Cen | DCEP | 0.6458 | 7.424 | 6.977 | 6.784 | 0.09 | 0.06 | NaN | NaN | 11.07 | 0.07 | 7145 | 444 | c | LIII | 195.79452 | -60.87746 | 0.063189 | V* V496 Cen | 195.794519 | -60.877465 | 0.000 | 0.000 | 90.0 | 54 | 13 03 10.68449 | -60 52 38.8750 | deltaCep | cC*|V* |* |IR | -18.780 | NaN | G5 | NaN | 0.4462 | -3.42 | -0.75 | NaN | NaN | NaN | 11.030 | 10.000 | NaN | 7.379 | 6.996 | 6.812 | NaN | NaN | NaN | NaN | NaN | 0.054283 | 369295549951641967 | 6055722403534963840 | 4.424524 | 0.000011 | NaN | NaN | NaN | NaN | NaN | NaN | 1688.661452 | 0.000016 | 1688.639635 | 0.000016 | 1688.826040 | 0.000016 | 9.458853 | 0.000104 | 10.205728 | 0.000235 | 8.646734 | 0.000133 | 0.491192 | 0.000448 | 0.620407 | 0.001042 | 0.403284 | 0.000595 | 0.196605 | 0.224980 | 0.342999 | 0.000729 | 0.109859 | 0.000853 | 4.503161 | 0.002546 | 2.781559 | 0.007209 | 43 | 42 | 42 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
278 | 1635721458409799680 | Gaia DR2 6057514092119497472 | 6057514092119497472 | 810821989 | 2015.5 | 183.248566 | 0.029899 | -62.096824 | 0.029696 | 0.290882 | 0.037959 | 7.663132 | -5.349920 | 0.055480 | 0.453068 | 0.051084 | 0.247006 | 0.135754 | -0.489392 | 0.033244 | 0.430803 | 0.013446 | 0.059007 | 0.008293 | 0.215659 | 0.219702 | 231 | 231 | 226 | 5 | 7.710004 | 424.92093 | 0.000000 | 0.000000e+00 | 31 | True | 348.201780 | 1.424416 | 0.007353 | -0.033770 | 26 | 14 | 0.039765 | 0 | 29 | True | 246 | 1.050223e+06 | 9.861354e+03 | 106.498890 | 10.635161 | 25 | 3.285648e+05 | 1.108811e+04 | 29.632166 | 11.559835 | 25 | 1.080410e+06 | 2.926586e+04 | 36.917070 | 9.677949 | 1.341595 | 0 | 1.881887 | 0.924674 | 0.957212 | -20.474630 | 0.347776 | 2 | 6000.0 | 2.0 | 0.00 | VARIABLE | 298.450579 | 0.439966 | 218.815075 | -53.155563 | 100001.0 | 3811.5000 | 3796.0000 | 3885.0000 | 0.9160 | 0.5762 | 1.7843 | 0.4147 | 0.2574 | 0.8411 | 200111.0 | 69.849860 | 67.231895 | 70.421455 | 927.704160 | 747.69810 | 1107.710200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 165 | AD Cru | DCEP | 0.8060 | 8.198 | 7.661 | 7.387 | 0.11 | 0.08 | NaN | NaN | 12.10 | 0.07 | 7075 | 427 | c | LIII | 183.24861 | -62.09682 | 0.075335 | V* AD Cru | 183.248615 | -62.096826 | 0.000 | 0.000 | 90.0 | 50 | 12 12 59.66764 | -62 05 48.5719 | deltaCep | V* |cC*|* |IR | -20.470 | NaN | NaN | NaN | 0.2909 | -5.35 | 0.45 | NaN | NaN | NaN | 12.190 | 11.070 | NaN | 8.104 | 7.632 | 7.365 | NaN | NaN | NaN | NaN | NaN | 0.083221 | 369295549951641967 | 6057514092119497472 | 6.397262 | 0.000075 | NaN | NaN | NaN | NaN | NaN | NaN | 1760.579816 | 0.000106 | 1760.595384 | 0.000106 | 1760.928405 | 0.000106 | 10.471354 | 0.000538 | 11.360812 | 0.002064 | 9.601401 | 0.000340 | 0.629323 | 0.002373 | 0.736975 | 0.008376 | 0.413873 | 0.001144 | NaN | NaN | 0.420270 | 0.001645 | 0.100957 | 0.001488 | 4.538660 | 0.007109 | 2.282432 | 0.018595 | 26 | 23 | 24 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
279 | 1635721458409799680 | Gaia DR2 6058439910929477120 | 6058439910929477120 | 960041533 | 2015.5 | 187.917935 | 0.060227 | -59.423941 | 0.062406 | 1.777744 | 0.087312 | 20.360730 | -12.688842 | 0.117405 | -4.109973 | 0.112670 | 0.190097 | -0.152340 | -0.332379 | -0.042516 | -0.165625 | -0.025774 | -0.196440 | 0.191400 | 0.237809 | 0.233724 | 416 | 416 | 377 | 39 | 57.255010 | 5134.70850 | 0.430414 | 7.794576e+01 | 31 | False | 4.902711 | 1.625055 | 0.014182 | -0.083629 | 49 | 18 | 0.071013 | 0 | 62 | True | 438 | 1.504904e+08 | 5.623183e+05 | 267.624970 | 5.244594 | 43 | 7.773563e+07 | 8.888868e+05 | 87.452790 | 5.624838 | 42 | 9.745444e+07 | 5.103934e+05 | 190.939820 | 4.789916 | 1.164128 | 0 | 0.834922 | 0.380244 | 0.454678 | -22.694182 | 0.913685 | 18 | 6250.0 | 2.5 | 0.00 | VARIABLE | 300.416253 | 3.351227 | 218.914994 | -49.644100 | 100001.0 | 6044.0000 | 5838.5000 | 6309.0000 | 1.2997 | 0.8126 | 1.9580 | 0.6910 | 0.4053 | 0.9550 | 200111.0 | 39.303290 | 36.070880 | 42.118730 | 1857.164300 | 1745.09530 | 1969.233300 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 167 | BG Cru | DCEPS | 0.5241 | 4.237 | 3.975 | 3.878 | -0.08 | -0.11 | NaN | NaN | 8.68 | 0.05 | 7678 | 451 | b | LIII | 187.91804 | -59.42392 | 0.206532 | * 35 Cru | 187.918042 | -59.423923 | 0.000 | 0.000 | 90.0 | 114 | 12 31 40.33011 | -59 25 26.1224 | deltaCep | V* |cC*|IR |* | -22.690 | NaN | F7Ib/II | NaN | 1.7777 | -12.69 | -4.11 | NaN | NaN | NaN | 6.190 | 5.530 | NaN | 4.159 | 3.839 | 3.862 | NaN | NaN | NaN | NaN | NaN | 0.206737 | 369295551293819386 | 6058439910929477120 | 3.342477 | 0.000136 | NaN | NaN | NaN | NaN | NaN | NaN | 1768.856699 | 0.000192 | 1691.844231 | 0.000192 | 1691.792309 | 0.000192 | 5.263669 | 0.009029 | 5.647538 | 0.001004 | 4.808581 | 0.001099 | 0.171710 | 0.029441 | 0.209270 | 0.002172 | 0.100241 | 0.003226 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 36 | 33 | 37 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
280 | 1635721458409799680 | Gaia DR2 6059635702888301952 | 6059635702888301952 | 255378444 | 2015.5 | 190.358420 | 0.024456 | -59.794186 | 0.029130 | 0.620995 | 0.038395 | 16.173777 | -4.360298 | 0.047163 | -2.014414 | 0.050599 | 0.125267 | -0.223051 | -0.318687 | -0.035147 | -0.211705 | -0.014210 | -0.489433 | 0.248877 | 0.332267 | 0.271437 | 358 | 358 | 354 | 4 | 5.987528 | 531.40980 | 0.000000 | 0.000000e+00 | 31 | False | 102.918396 | 1.570051 | 0.006572 | 0.070566 | 41 | 20 | 0.038340 | 0 | 44 | False | 383 | 1.111848e+07 | 1.289609e+05 | 86.215866 | 8.073253 | 43 | 5.030241e+06 | 2.239572e+05 | 22.460724 | 8.597416 | 42 | 8.090354e+06 | 2.247483e+05 | 35.997400 | 7.492001 | 1.180071 | 0 | 1.105415 | 0.524163 | 0.581252 | -3.774091 | 3.563892 | 22 | 6750.0 | 2.0 | -0.25 | VARIABLE | 301.672127 | 3.053090 | 220.771593 | -49.193974 | 100001.0 | 4977.9800 | 4940.0000 | 5016.6665 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 47.787037 | 47.052853 | 48.524662 | 1263.361200 | 1146.83100 | 1379.891400 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 166 | AG Cru | DCEP | 0.5840 | 6.674 | 6.353 | 6.230 | 0.08 | 0.05 | NaN | NaN | 10.44 | 0.05 | 7371 | 447 | b | LIII | 190.35825 | -59.79412 | 0.388737 | V* AG Cru | 190.358457 | -59.794178 | 0.000 | 0.000 | 90.0 | 104 | 12 41 26.02964 | -59 47 39.0392 | deltaCep | NaN | -3.770 | NaN | F8Ib/II | NaN | 0.6210 | -4.36 | -2.01 | NaN | NaN | NaN | 9.050 | 8.265 | NaN | 6.629 | 6.368 | 6.256 | NaN | NaN | NaN | NaN | NaN | 0.074449 | 369295549951641967 | 6059635702888301952 | 3.838340 | 0.000008 | NaN | NaN | NaN | NaN | NaN | NaN | 1691.295042 | 0.000011 | 1691.233562 | 0.000011 | 1691.313921 | 0.000011 | 7.991242 | 0.000104 | 8.430264 | 0.000184 | 7.415379 | 0.000202 | 0.692438 | 0.000456 | 0.899666 | 0.000670 | 0.573658 | 0.000833 | 0.240798 | 0.219747 | 0.319343 | 0.000898 | NaN | NaN | 4.022496 | 0.003307 | NaN | NaN | 42 | 41 | 42 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
281 | 1635721458409799680 | Gaia DR2 6059764002146656128 | 6059764002146656128 | 1690092073 | 2015.5 | 191.592780 | 0.029763 | -59.124727 | 0.030909 | 0.523545 | 0.045930 | 11.398756 | -5.820501 | 0.057571 | -0.265789 | 0.054600 | 0.285398 | -0.161152 | -0.461605 | -0.178161 | -0.251756 | -0.177155 | -0.520463 | 0.313371 | 0.416752 | 0.454377 | 315 | 315 | 312 | 3 | 3.560922 | 403.15958 | 0.000000 | 0.000000e+00 | 31 | False | 127.569600 | 1.550434 | 0.008149 | 0.034027 | 36 | 18 | 0.045139 | 0 | 47 | False | 385 | 1.067290e+07 | 7.814005e+04 | 136.586870 | 8.117660 | 43 | 4.601370e+06 | 1.349710e+05 | 34.091545 | 8.694170 | 43 | 8.717963e+06 | 1.463242e+05 | 59.579760 | 7.410882 | 1.247958 | 0 | 1.283287 | 0.576510 | 0.706777 | -31.968746 | 2.960495 | 15 | 6000.0 | 2.0 | 0.25 | VARIABLE | 302.280538 | 3.740614 | 220.936875 | -48.283113 | 100001.0 | 5325.3335 | 5070.5000 | 5948.0000 | NaN | NaN | NaN | NaN | NaN | NaN | 200111.0 | 47.065514 | 37.727192 | 51.915237 | 1605.046300 | 1406.79930 | 1803.293200 | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 172 | X Cru | DCEP | 0.7938 | 6.521 | 6.125 | 5.935 | 0.15 | 0.12 | NaN | NaN | 10.76 | 0.07 | 7283 | 446 | c | LIII | 191.59278 | -59.12476 | 0.117598 | V* X Cru | 191.592829 | -59.124726 | 0.000 | 0.000 | 90.0 | 71 | 12 46 22.27897 | -59 07 29.0143 | deltaCep | NaN | -25.000 | NaN | G0/2Ib | NaN | 0.5235 | -5.82 | -0.27 | NaN | NaN | NaN | 8.970 | 8.100 | NaN | 6.578 | 6.143 | 5.952 | NaN | NaN | NaN | NaN | NaN | 0.090312 | 369295549951641967 | 6059764002146656128 | 6.220398 | 0.000019 | NaN | NaN | NaN | NaN | NaN | NaN | 1686.678358 | 0.000027 | 1686.629172 | 0.000027 | 1686.790105 | 0.000027 | 8.068369 | 0.000145 | 8.645024 | 0.000237 | 7.383290 | 0.000155 | 0.446316 | 0.000865 | 0.579628 | 0.000802 | 0.330433 | 0.000656 | 0.300051 | 0.233802 | 0.318540 | 0.001391 | 0.076587 | 0.001209 | 4.655622 | 0.006543 | 2.655414 | 0.020512 | 43 | 41 | 42 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
282 | 1635721458409799680 | Gaia DR2 6060173364061645696 | 6060173364061645696 | 1361041338 | 2015.5 | 193.591577 | 0.029797 | -58.430632 | 0.036430 | 1.021483 | 0.044819 | 22.791525 | -9.480311 | 0.055045 | -3.986843 | 0.060099 | 0.070831 | -0.108017 | -0.564343 | -0.062909 | -0.210847 | -0.002640 | -0.566472 | 0.035770 | 0.244581 | 0.321936 | 368 | 368 | 356 | 12 | 7.952664 | 605.72400 | 0.000000 | 3.831189e+00 | 31 | False | 258.323150 | 1.579968 | 0.008338 | -0.003536 | 43 | 16 | 0.044122 | 0 | 59 | False | 489 | 3.705151e+06 | 6.065083e+05 | 6.108986 | 9.266351 | 0 | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | NaN | NaN | 0 | NaN | NaN | NaN | 1.327235 | 2.932025 | 19 | 6000.0 | 3.5 | 0.00 | VARIABLE | 303.316341 | 4.438932 | 221.599419 | -47.118520 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | http://geadata.esac.esa.int/data-server/datali... | http://geadata.esac.esa.int/data-server/data?R... | 169 | S Cru | DCEP | 0.6712 | 5.086 | 4.755 | 4.632 | 0.11 | 0.08 | NaN | NaN | 9.13 | 0.05 | 7593 | 451 | b | LIII | 193.59166 | -58.43061 | 0.175273 | V* S Cru | 193.591655 | -58.430615 | 0.000 | 0.000 | 90.0 | 160 | 12 54 21.99728 | -58 25 50.2146 | deltaCep | V* |cC*|IR |* | -6.100 | NaN | F7Ib/II | NaN | 1.0215 | -9.48 | -3.99 | NaN | NaN | NaN | 7.340 | 6.580 | NaN | 5.007 | 4.695 | 4.562 | NaN | NaN | NaN | NaN | NaN | 0.159410 | 369295549951641967 | 6060173364061645696 | 4.689715 | 0.000010 | NaN | NaN | NaN | NaN | NaN | NaN | 1724.146376 | 0.000014 | 1686.619990 | 0.000014 | 1686.705341 | 0.000014 | 6.362666 | 0.000245 | 6.805267 | 0.000623 | 5.788154 | 0.000359 | 0.636294 | 0.000918 | 0.783717 | 0.001961 | 0.502649 | 0.001206 | 0.048097 | 0.224978 | 0.386336 | 0.000765 | 0.147813 | 0.000841 | 4.279729 | 0.003821 | 2.513532 | 0.004373 | 45 | 46 | 47 | NaN | NaN | DCEP | NaN | FUNDAMENTAL | NaN |
On errors, Genovali et al. 2014:
The individual NIR measurements of the former sample cover the entire pulsation cycle and the accuracy of mean J, H, Ks magnitudes is typically better than 0.01 mag
# Define all the columns we wish to keep
columns_to_keep = ['designation', 'ra', 'ra_error', 'dec', 'dec_error',
'mode_best_classification', 'parallax', 'parallax_error',
'pf', 'pf_error',
'u', 'B_x', 'V', 'g', 'R_x', 'r_xa', 'i', 'z', '<Jmag>',
'<Hmag>', '<Kmag>',
'[Fe/H]', 'e_[Fe/H]']
data = data_all[columns_to_keep].copy()
# Rename this columns into my own formatting
data = data.rename(columns = {'designation':'ID_Gaia', 'mode_best_classification':'var_type',
'parallax':'omega_exp', 'parallax_error':'omega_sigma',
'pf':'P_exp', 'pf_error':'P_sigma',
'u':'m_exp_U', 'B_x':'m_exp_B', 'V':'m_exp_V', 'g':'m_exp_g',
'R_x':'m_exp_R', 'r_xa':'m_exp_rxa', 'i':'m_exp_I', 'z':'m_exp_Z',
'<Jmag>':'m_exp_J', '<Hmag>':'m_exp_H', '<Kmag>':'m_exp_K',
'[Fe/H]':'FeH_exp', 'e_[Fe/H]':'FeH_sigma'})
# A user-kept list of all band names and wavelengths [microm] in the model
all_band_names = np.array(['U', 'B', 'V', 'g',
'R', 'rxa', 'I', 'Z',
'J', 'H', 'K'])
all_band_wavelengths = np.array([.365, .445, .551, .464,
.658, .658, .806, .900,
1.22, 1.63, 2.19])
# Drop everything that isn't FUNdamental mode
data = data[data.var_type == 'FUNDAMENTAL']
# Drop cepheids without periods in the range 2.0 > log10(P) > 0.4
log_P = np.log10(np.asarray(data['P_exp']))
data = data[np.logical_and(log_P < 2.0, log_P > 0.4)]
data['log_P_exp'] = np.log10(data['P_exp']) - 1.0
# Count how many measurements are in each band so the user can decide where
# to go from here - which bands to use, and if any cepheids have too little
# band information to be usable.
band_count = {}
for a_band in all_band_names:
band_count[a_band] = np.count_nonzero(np.isfinite(
data['m_exp_'+ a_band]))
print("Band {} contains {} measurements".format(a_band,
band_count[a_band]))
Band U contains 0 measurements Band B contains 214 measurements Band V contains 184 measurements Band g contains 0 measurements Band R contains 9 measurements Band rxa contains 0 measurements Band I contains 0 measurements Band Z contains 0 measurements Band J contains 230 measurements Band H contains 230 measurements Band K contains 230 measurements
# Remove measurement bands that have less than 3/4 of cephs
N_stars = data.shape[0]
band_names = []
band_wavelengths = []
band_frac = 0.99
print("Removing bands with fewer than {:.0f} measurements.".format(band_frac
*N_stars))
for a_band, a_lambda in zip(all_band_names, all_band_wavelengths):
if band_count[a_band] > band_frac*N_stars:
band_names.append(a_band)
band_wavelengths.append(a_lambda)
# Remove Cepheids without measurements in all remaining bands
for a_band in band_names:
data = data[np.isfinite(data['m_exp_' + a_band])]
# Report on progress
N_stars = data.shape[0]
N_bands = len(band_names)
print('\nThere are now {} Cepheids in the final model.'.format(N_stars))
print('\nThe remaining {} bands in the model are: \n{}'.format(N_bands,
band_names))
print('\nWith wavelengths: \n{}'.format(band_wavelengths))
Removing bands with fewer than 228 measurements. There are now 230 Cepheids in the final model. The remaining 3 bands in the model are: ['J', 'H', 'K'] With wavelengths: [1.22, 1.63, 2.19]
We'll want to add in some estimates of magnitude and FeH uncertainty into the model.
# Time for a really shitty estimate on apparent magnitude errors because they
# aren't in the data!!
# N.B.: the scatter is a lot bigger so it's not a huuuuge problem.
for a_band in band_names:
data['m_sigma_' + a_band] = 0.01
# Reset the index as we've removed quite a few stars
data.reset_index(drop=True, inplace=True)
# Set any nan metallicity error guesses to 0.1
data['FeH_sigma'] = np.where(np.isfinite(data['FeH_sigma']),
data['FeH_sigma'], 0.1)
Lastly, add our own star ID column to make internal stuff a bit easier, so we're only dealing with an integer number opposed to crazy amounts of mad Gaia ID stuff.
data['ID'] = pd.Series(np.arange(data.shape[0]))
We define a PLR relation class with a number of useful methods. Each instance stores its own PLR parameters.
def PLR_magnitude(a, b, c, P, FeH):
"""Returns the result of the metallacity-independent Leavitt Law given a
period.
"""
return a * (np.log10(P) - 1) + b * FeH + c
def calculate_extinction_coefficients(wavelength):
"""Calculates coefficients of the extinction law from Cardelli et al. 1989.
Fully supports vector input because BATDOG is a fucking badass
"""
# Typecast as a 1D numpy array if we need to
if type(wavelength) != np.ndarray:
wavelength = np.asarray([wavelength], dtype=np.float).flatten()
# Calculate some mad shit!
a_i = np.empty(wavelength.size)
b_i = np.empty(wavelength.size)
for x, i in zip(1 / wavelength, range(wavelength.size)):
# IR:
if 0.3 <= x and x <= 1.1:
a_i[i] = 0.574 * x**1.61
b_i[i] = -0.527 * x**1.61
# Optical/NIR:
elif 1.1 <= x and x <= 3.3:
y = x - 1.82
a_i[i] = (1 + 0.17699*y - 0.50447*y**2 - 0.02427*y**3
+ 0.72085*y**4 + 0.01979*y**5 - 0.77530*y**6 + 0.32999*y**7)
b_i[i] = (1.41338*y + 2.28305*y**2 + 1.07233*y**3 - 5.38434*y**4
- 0.62251*y**5 + 5.30260*y**6 - 2.09002*y**7)
# Oh fuck it's ERROR TIME
else:
raise ValueError('Input wavelength of {} not supported.'
.format(1/x))
return [a_i, b_i]
class ParallaxPrior:
"""The following class should be created for each type of prior. It stores
information about the stars' prior on parallax, which is dependent on its
right ascension and declination in 3D space.
The class was coded with a philosophy of having lots of values kept in
class-wide dictionaries. This means that they can easily be accessed and
checked.
N.B. All inbound angles must be in radians.
"""
def __init__(self, ra=0, dec=0, r=0, r_sigma=0, prior_type='finite_cloud'):
"""Initialisation of the class. Makes some local copies of things
we'll be needing for the duration of our stay.
"""
# A boolean to record whether the user changed boundary behaviour
self.set_boundaries_to_zero = True
# Set the type of prior
if prior_type == 'finite_cloud':
self.prior_mode = prior_type
# Keep a local copy of the locations of stars to consider for priors,
# converted into cartesians to make later maths easier
self.distribution = np.zeros((ra.size, 3))
self.distribution_r = np.asarray(r.copy())
self.distribution_sigma = np.asarray(r_sigma.copy())
# Calc x, y, z
self.distribution[:, 0] = np.cos(dec) * np.cos(ra)
self.distribution[:, 1] = np.cos(dec) * np.sin(ra)
self.distribution[:, 2] = np.sin(dec)
# Initialise class-wide copies of histogram information
self.bin_widths = {}
self.bin_numbers = {}
self.bin_centres = {}
self.prior_histograms = {}
self.filtered_histograms = {}
self.fits = {}
self.fast_access_fits = np.zeros(1)
# Set evaluate_multiple_priors to the right thing:
self.evaluate_multiple_priors = \
self.evaluate_multiple_priors_finite_cloud
elif prior_type == 'decreasing_space_density':
self.prior_mode = prior_type
else:
raise TypeError('specified prior_type not supported.')
def make_histograms(self, ID, ra, dec, beam_width,
user_set_boundaries_to_zero=True, boundary_points=5):
"""Uses a Gaussian beam to sample histograms from stellar_distribution
and saves the results of these histograms.
"""
# Quit if this function isn't actually needed. We raise an error,
# because it shouldn't be getting called.
if self.prior_mode != 'finite_cloud':
raise TypeError('only the finite_cloud prior_type is currently supported by plot_priors.')
# Record the users' boundary preferences in the class-wide boolean
self.set_boundaries_to_zero = user_set_boundaries_to_zero
# Firstly, we create an array of beam unit vectors in Cartesians.
# Later vector maths is much easier in arbitraty Cartesians centred on
# Gaia, so we make the change now so my head hurts less later :)
test_stars = np.zeros((ID.size, 3))
test_stars[:, 0] = np.cos(dec) * np.cos(ra)
test_stars[:, 1] = np.cos(dec) * np.sin(ra)
test_stars[:, 2] = np.sin(dec)
# Calculate angles between test stars and the distribution with a fancy
# formula from: https://stackoverflow.com/questions/2827393/angles-between-two-n-dimensional-vectors-in-python/13849249#13849249
# This is done with a fast matrix method too because BATDOG is too cool
# for for loops
angles_between = np.arccos(np.clip(test_stars @ self.distribution.T,
-1.0, 1.0))
# Calculate the distance from and along the beam of each star, and use
# this to compute a weight value for the star from a Gaussian of
# standard deviation beam_width
distances_from_beam = self.distribution_r * np.sin(angles_between)
distances_along_beam = self.distribution_r * np.cos(angles_between)
star_weights = norm(0, beam_width).pdf(distances_from_beam)
# Loop over all the test stars and make some absolutely-sick-stograms.
# Unfortunately, this has to be done with a for loop, since astropy's
# Knuth rule and numpy's histogram methods both only take 1D data.
# Also, it's quite naughty to use Knuth's rule on a weighted histogram.
# However, I couldn't find a bin rule for weighted histograms, and it
# comes up with the best guesses anyway regardless of the weighting.
i = 0
for test_star, an_ID in zip(distances_along_beam, ID):
# Calculate optimal bin widths using Knuth's rule
self.bin_widths[an_ID] = knuth_bin_width(test_star)
# Convert said bin width into a number of bins
self.bin_numbers[an_ID] = int(((test_star.max() - test_star.min())
/ self.bin_widths[an_ID]))
# Calculate the resulting prior histogram for this
self.prior_histograms[an_ID], bin_edges = np.histogram(
test_star,
bins=self.bin_numbers[an_ID],
weights=star_weights[i])
# Set the boundaries of the histogram to zero. This is...
# *technically* extrapolation, but... it's also, like, necessary.
# We do this for boundary_points points opposed to just one,
# because a well-defined and long boundary behaves better with the
# filtering methods.
if self.set_boundaries_to_zero:
# Boundary_array forces the inserted/appended values to be an
# array of length boundary_points, giving us our desired number
# of zero points.
boundary_array = np.arange(1, boundary_points + 1)
bin_edges = np.append(
np.insert(bin_edges, 0,
bin_edges[0] - boundary_array*self.bin_widths[an_ID]),
bin_edges[-1] + boundary_array * self.bin_widths[an_ID])
self.prior_histograms[an_ID] = np.append(
np.insert(
self.prior_histograms[an_ID], 0, 0.0 * boundary_array),
0.0 * boundary_array)
self.bin_numbers[an_ID] += boundary_points * 2
# Convert bin edges (meh) into bin centres (yassss!) by finding the
# mean value between each point with a clever array thing that I'm
# actually proud of thinking of yay
self.bin_centres[an_ID] = (bin_edges[1:] + bin_edges[:-1]) / 2
i += 1
def fit_priors(self, ID, filter_window_size=5, filter_polynomial_order=3,
fit_type='slinear'):
"""Fits cubic splines to a filtered version of the histogram data.
We filter using a Savitzky-Golay filter, which helps to smooth out
input data. Then, interpolation is performed by
"""
# Quit if this function isn't actually needed. We raise an error,
# because it shouldn't be getting called.
if self.prior_mode != 'finite_cloud':
raise TypeError('only the finite_cloud prior_type is currently supported by plot_priors.')
# Apply filters and interpolate a fit
for an_ID in ID:
# Calculation of derivatives (the deriv kwarg) at points causes mad
# fuckery (it makes things WORSE) so don't do it
self.filtered_histograms[an_ID] = savgol_filter(
self.prior_histograms[an_ID],
filter_window_size,
filter_polynomial_order,
deriv=0)
# Check that none of the filter results are negative (the Savgol
# filter knows not of probability being +ve only.) We also make
# sure the boundaries are still zero.
self.filtered_histograms[an_ID][0] = 0.0
self.filtered_histograms[an_ID][-1] = 0.0
self.filtered_histograms[an_ID] = np.where(
self.filtered_histograms[an_ID] < 0,
0.0, self.filtered_histograms[an_ID])
# Use scipy's cubic interpolation to create a cubic fit function
# for every star. Note that this fit is done in parallax space
# (hence the one over), NOT r-space! This makes calls to these
# functions faster as there aren't any conversions.
self.fits[an_ID] = interpolate(1 / self.bin_centres[an_ID] * 1e3,
self.filtered_histograms[an_ID],
kind=fit_type,
bounds_error=False,
fill_value=0.0)
def plot_priors(self, ID, r_min=30000, r_max=70000,
true_distribution=False, ra=0, dec=0, test_points=100):
"""Plots the histograms for a set of *ID* histograms. Can also be
plotted against a true distribution by specifying the location of
the function with true_distribution.
"""
# Quit if this function isn't actually needed. We raise an error,
# because it shouldn't be getting called.
if self.prior_mode != 'finite_cloud':
raise TypeError('only the finite_cloud prior_type is currently supported by plot_priors.')
# Range of r values to plot over
r_range = np.linspace(r_min, r_max, num=test_points)
# Loop over all the stars
for an_ID, array_index in zip(ID, range(ID.size)):
plt.figure(figsize=(8, 6))
# The prior histogram values
plt.plot(self.bin_centres[an_ID], self.prior_histograms[an_ID],
'k--', lw=1, label='Prior')
# The filtered prior
plt.plot(self.bin_centres[an_ID], self.filtered_histograms[an_ID],
'g--', lw=1, label='Filtered prior')
# The spline fit to the filtered data
# Get values of the spline. This is done in a for loop call so that
# any errors arising from invalid input parallaxes can be caught.
fit_results = np.zeros(test_points)
for a_point in range(test_points):
fit_results[a_point] = self.evaluate_a_single_prior(
an_ID, 1 / r_range[a_point] * 1e3)
plt.plot(r_range, fit_results, 'b-', lw=1, ms=0,
label='Spline fit to filtered data')
# Plot the real distribution if requested
if true_distribution != False:
# Work out Cartesian unit vectors for each star
u_x = np.cos(dec[array_index]) * np.cos(ra[array_index])
u_y = np.cos(dec[array_index]) * np.sin(ra[array_index])
u_z = np.sin(dec[array_index])
# Work out appropriate x, y, z ranges for the star
x_range = np.linspace(r_min*u_x, r_max*u_x, num=test_points)
y_range = np.linspace(r_min*u_y, r_max*u_y, num=test_points)
z_range = np.linspace(r_min*u_z, r_max*u_z, num=test_points)
# Plot the true distribution on the figure
dist_to_plot = true_distribution(x_range, y_range, z_range)
normalisation_factor = (self.prior_histograms[an_ID].max()
/ dist_to_plot.max())
plt.plot(r_range, dist_to_plot * normalisation_factor,
'r-', lw=1, label='True distribution')
# Final bits of plot formatting
plt.legend()
# plt.ylim(0, kDist.max()*1.1)
plt.xlim(r_min,r_max)
plt.ylabel('Probability')
plt.xlabel('Distance (pc)')
plt.title('Parallax prior (in distance space) for star {}'
.format(an_ID))
plt.show()
# Show everything at once at the end
#plt.show()
def evaluate_a_single_prior(self, an_ID, a_parallax, L=False):
"""Evaluates a single prior at a single location for star ID. This
method is inherently slower than evaluate_multiple_priors.
"""
if self.prior_mode == 'finite_cloud':
# Work out the fit and return zero if we accidentally hit a -ve val
result = self.fits[an_ID](a_parallax)
if result < 0.0:
result = 0.0
return result
elif self.prior_mode == 'decreasing_space_density':
# Return the decreasing space density prior
return (1e6 / (2 * L**3 * a_parallax**2)
* np.exp(- 1e3 / (a_parallax * L)))
else:
raise TypeError('current prior_mode is not supported by evaluate_a_single_prior.')
def prep_for_fast_running(self, ID):
"""Must be called before evaluate_multiple_priors. Selects only desired
IDs and sets their fit functions up in a fast framework that can be
called during emcee running quickly and efficiently.
"""
# Quit if this function isn't actually needed. However, we keep it
# callable regardless of prior type as it's in a lot of places around
# the code.
if self.prior_mode != 'finite_cloud':
return 0
# Cast ID as a single-element array if it's a float
ID = np.asarray(ID)
# Create an empty numpy array that stores object pointers to each fit
# function
self.fast_access_fits = np.empty(ID.size, dtype=object)
# Loop over the dictionary (has to be done with a for loop sadly) and
# pop required fit functions into fast_access_fits
for an_ID, i in zip(ID, range(ID.size)):
self.fast_access_fits[i] = self.fits[an_ID]
def evaluate_multiple_priors_finite_cloud(self, test_omegas):
"""Fast evaluation of fit functions at all successful points. Must be
called with input parallaxes of the correct shape.
NOTE 1: checking for negative probabilities implied by fits *is not
performed by this function*, and should instead be done on returned
data.
NOTE 2: hence, logs must also be taken after data is returned.
"""
# Use numpy vectorize to make a callable fector that takes a function
# object and a function argument as inputs, and returns the result of
# the function call.
function_vector = np.vectorize(lambda f, x: f(x))
return function_vector(self.fast_access_fits, test_omegas)
# Pass it everything it needs from data_prior
parallax_prior_repo = ParallaxPrior(prior_type=prior_type)
This function is a convenience to make debug error reporting in the following functions easier.
def debug_output(answer, fname, extra="", find_infs=True):
"""Checks an input array for non-finite values, and outputs the array,
the name of the function and additional information if there are any.
"""
# Check for infs and say where they are if so
if find_infs:
if np.all(np.isfinite(answer)) == False:
print(fname + " encountered infs in these return array values:")
print(np.where(np.isfinite(answer) == False)[0])
# Print any extra information from the caller
if len(extra) > 0:
print(" " + extra)
# For if the function already knows the bad values and we just need to
# handle the printing bit here in debug_output()
else:
print(fname + " encountered infs in these return array values:")
print(answer)
# Print any extra information from the caller
if len(extra) > 0:
print(" " + extra)
def prior_extinction(params, r, debug):
"""Currently, a uniform prior between a reasonable range for an
extinction co-efficient followed by a fit to a Cardelli et al. 1989
extinction curve.
"""
# Constants
max_extinction = 10.0
min_extinction = 0.0
# If any extinctions are outside the range, we stop and return -np.inf
test = np.logical_or(params[r['A']] < min_extinction,
params[r['A']] > max_extinction)
if np.any(test):
if debug:
debug_output(np.where(test)[0], "prior_extinction",
find_infs=False)
return -np.inf
else:
return 0.0
if infer_for_Rv:
def prior_Rv(params, r, debug):
"""A uniform prior on sensible values."""
# Constants
min_Rv = 0.5
max_Rv = 7.0
# Do a test that Rv is in this range
if params[r['Rv']] > min_Rv and params[r['Rv']] < max_Rv:
answer = 0.0
else:
answer = -np.inf
if debug:
debug_output(answer, "prior_Rv")
return answer
else:
def prior_Rv(params, r, debug):
"""Placeholder."""
return 0.0
Basic uniform priors for a, b and a Jeffreys log-uniform prior on the scatter.
if use_metallicities:
def prior_PLR(params, r, debug):
"""Uniform prior in reasonable ranges for a, b, c, and a Jeffreys
log-uniform prior for scatter.
"""
# Constants
max_a = -2.9
min_a = -3.45
max_b = 15.0
min_b = -15.0
max_c = -5.0
min_c = -6.0
max_s = 0.20
min_s = 0.0
# Tests
a_prior = np.where(np.logical_or(params[r['a']] < min_a,
params[r['a']] > max_a),
-np.inf, 0.0)
b_prior = np.where(np.logical_or(params[r['b']] < min_b,
params[r['b']] > max_b),
-np.inf, 0.0)
c_prior = np.where(np.logical_or(params[r['c']] < min_c,
params[r['c']] > max_c),
-np.inf, 0.0)
# Jeffreys first tests that scatter is +ve, then sets to -log of scattr
# We only take this at valid values, else return -np.inf.
valid_values = np.where(np.logical_and(
params[r['s']] > min_s, params[r['s']] < max_s), True, False)
s_prior = np.asarray(-np.log(params[r['s']], where=valid_values))
s_prior[valid_values == False] = -np.inf
if debug:
debug_output(a_prior, "prior_PLR:a_prior",
extra="prior_PLR calculates N_bands values for a")
debug_output(b_prior, "prior_PLR:b_prior",
extra="prior_PLR calculates N_bands values for b")
debug_output(c_prior, "prior_PLR:c_prior",
extra="prior_PLR calculates N_bands values for c")
debug_output(s_prior, "prior_PLR:s_prior",
extra="prior_PLR calculates N_bands values for s")
return a_prior + b_prior + c_prior + s_prior
else:
def prior_PLR(params, r, debug):
"""Uniform prior in reasonable ranges for a, c, and a Jeffreys
log-uniform prior for scatter.
"""
# Constants
max_a = -2.5
min_a = -3.8
max_c = -5.0
min_c = -6.0
max_s = 0.50
min_s = 0.0
"""
# CHEEKY PARAMETER CONSTRAINT SECTION THIS BIT IS VERY CHEEKY YOU SHOULD REMOVE IT
a0 = params[r['a']][0]
a1 = params[r['a']][1]
a2 = params[r['a']][2]
if a0 > -3.01 or a0 < -3.29:
return -np.inf
elif a1 > -3.11 or a1 < -3.35:
return -np.inf
elif a2 > -3.17 or a2 < -3.37:
return -np.inf
"""
# Tests
a_prior = np.where(np.logical_or(params[r['a']] < min_a,
params[r['a']] > max_a),
-np.inf, 0.0)
c_prior = np.where(np.logical_or(params[r['c']] < min_c,
params[r['c']] > max_c),
-np.inf, 0.0)
# Jeffreys first tests that scatter is +ve, then sets to -log of scattr
# We only take this at valid values, else return -np.inf.
valid_values = np.where(np.logical_and(
params[r['s']] > min_s, params[r['s']] < max_s), True, False)
s_prior = np.asarray(-np.log(params[r['s']], where=valid_values))
s_prior[valid_values == False] = -np.inf
if debug:
debug_output(a_prior, "prior_PLR:a_prior",
extra="prior_PLR calculates N_bands values for a")
debug_output(c_prior, "prior_PLR:c_prior",
extra="prior_PLR calculates N_bands values for c")
debug_output(s_prior, "prior_PLR:s_prior",
extra="prior_PLR calculates N_bands values for s")
return a_prior + c_prior + s_prior
Parallax is extremely dangerous. We must deal with it! The following computes the parallax prior, which is effectively our distance prior but flipped around a bit.
if prior_type == 'finite_cloud':
def prior_parallax_variables(params, r, parallax_prior_repo, debug):
"""The distance prior but in terms of parallax. We check for any cheeky
parallaxes less than zero and set them to -np.inf; if not, set to
distance prior.
"""
# Apply distance prior to main stars
class_evaluation = parallax_prior_repo.evaluate_multiple_priors(
params[r['omega']])
# Only take logs where it's safe to do so
valid_values = np.where(class_evaluation > 0.0, True, False)
answer = np.asarray(np.log(class_evaluation, where=valid_values))
answer[valid_values == False] = -np.inf
if debug:
debug_output(answer, "prior_parallax_variables")
return answer
elif prior_type == 'decreasing_space_density':
def prior_parallax_variables(params, r, parallax_prior_repo, debug):
"""The distance prior but in terms of parallax. We just have to call
the class when using this particular prior_type.
"""
# Fixes a bug with 1D input
test_omegas = params[r['omega']]
if type(test_omegas) != np.ndarray:
test_omegas = np.asarray([test_omegas])
# Check which ones aren't gonna make logs unhappy by being -ve
valid_values = np.where(test_omegas > 0.0)[0]
invalid_values = np.where(test_omegas <= 0.0)[0]
answer = np.empty(test_omegas.size)
# Apply the distance prior to main stars
answer[valid_values] = (
np.log(1e6/(2 * params[r['L']]**3 * test_omegas[valid_values]**2))
- 1e3 / (test_omegas[valid_values] * params[r['L']]))
answer[invalid_values] = -np.inf
if debug:
debug_output(answer, "prior_parallax_variables")
return answer
else:
raise TypeError('current prior_type not supported by prior_parallax_variables.')
Intentionally a separate function to the star parallaxes due to later use needs and the fact that the binary stars may not always be distributed in the same way as the variable stars.
if N_binaries > 0:
def prior_parallax_binaries(params, r, debug):
"""The distance prior but in terms of parallax. We check for any cheeky
parallaxes less than zero and set them to -np.inf; if not, set to
distance prior.
"""
binary_stars = params[r['omega_B']]
L = params[r['L']]
# Only take logs where it's safe to do so
valid_values = np.where(binary_stars > 0.0)[0]
invalid_values = np.where(binary_stars <= 0.0)[0]
answer = np.empty(binary_stars.size)
answer[valid_values] = (
np.log(1/(2 * L**3 * binary_stars[valid_values]**2))
- 1 / (binary_stars[valid_values] * L))
answer[invalid_values] = -np.inf
if debug:
debug_output(answer, "prior_parallax_binaries")
return answer
else:
def prior_parallax_binaries(params, r, debug):
"""Placeholder function if no binary stars are in the model."""
return 0.0
A uniform prior to constrain $\omega_0$ to a reasonable value.
def prior_parallax_offset(params, r, debug):
"""A uniform prior in a defined reasonable range for omega_0."""
# Constants (in mas)
max_omega_0 = 0.2
min_omega_0 = -0.2
# Check if we're in the correct range
if (params[r['omega_0']] <= max_omega_0
and params[r['omega_0']] >= min_omega_0):
answer = 0.0
else:
answer = -np.inf
if debug:
debug_output(answer, "prior_parallax_offset")
return answer
A uniform prior within sensible values.
if prior_type == 'finite_cloud':
def prior_scale(params, r, debug):
"""This function helps us find the mean cluster distance.
We pull the probability of the current scale length parameter from a
normal distribution of the mean of all parallax parameters, with
standard deviation of all the parameters.
"""
# Arbitrary standard deviation to use in guess phase when this function is
# called with only one parallax at a time.
arbitrary_std_d = 10000
# Calculate a mean and standard deviation (in parsecs)
mean = 1e3/np.mean(params[r['omega']])
std_d = np.std(params[r['omega']])
# 1 parameter has a std_d of 0, at which point we have to set the std_d to
# the arbitrary one.
if std_d == 0:
std_d = arbitrary_std_d
else:
std_d = 1e3 / std_d
# Pull the scale from a normal
answer = np.log(norm(mean, std_d).pdf(params[r['L']]))
if debug:
debug_output(answer, "prior_scale")
return answer
elif prior_type == 'decreasing_space_density':
def prior_scale(params, r, debug):
"""A uniform prior defined in a reasonable range for L."""
# Constants
max_scale = 10000
min_scale = 10
# Check if we're in the correct range
if (params[r['L']] <= max_scale
and params[r['L']] >= min_scale):
answer = 0.0
else:
answer = -np.inf
if debug:
debug_output(answer, "prior_scale")
return answer
else:
raise TypeError('current prior_type not supported by prior_scale.')
def prior_total(params, r, parallax_prior_repo, debug):
"""Sums all of the priors. Convenience function!"""
return (np.sum(prior_extinction(params, r, debug))
+ np.sum(prior_Rv(params, r, debug))
+ np.sum(prior_PLR(params, r, debug))
+ np.sum(prior_parallax_variables(params, r, parallax_prior_repo,
debug))
+ np.sum(prior_parallax_binaries(params, r, debug))
# + np.sum(prior_metallicities(params, r, debug))
+ prior_parallax_offset(params, r, debug)
+ np.sum(prior_scale(params, r, debug)))
Parts of the likelihood fn are defined here.
def likelihood_parallax_variables(params, r, data, debug):
"""Returns a normal distribution evaluated at the measured Gaia parallax
value, with:
mean = the inferred parallax value plus the Gaia zero-point offset
standard deviation = the error on the Gaia parallax value
"""
# Pull parallax likelihood from our normal distribution
likelihood = norm(params[r['omega']] + params[r['omega_0']],
data['omega_sigma']).pdf(data['omega_exp'])
# Only take logs where it's safe to do so
valid_values = np.where(likelihood > 0.0, True, False)
answer = np.asarray(np.log(likelihood, where=valid_values))
answer[valid_values == False] = -np.inf
if debug:
debug_output(answer, "likelihood_parallax_variables")
return answer
if N_binaries > 0:
def likelihood_parallax_binaries_gaia(params, r, data, debug):
"""Returns a normal distribution evaluated at the measured Gaia parallax
value, with:
mean = the inferred parallax value plus the Gaia zero-point offset
standard deviation = the error on the Gaia parallax value
"""
# Pull parallax likelihood from our normal distribution
likelihood = norm(params[r['omega_B']] + params[r['omega_0']],
data['gaia_sigma']).pdf(data['gaia_exp'])
# Only take logs where it's safe to do so
valid_values = np.where(likelihood > 0.0, True, False)
answer = np.asarray(np.log(likelihood, where=valid_values))
answer[valid_values == False] = -np.inf
if debug:
debug_output(answer, "likelihood_parallax_binaries_gaia")
return answer
else:
def likelihood_parallax_binaries_gaia(params, r, data, debug):
"""Placeholder function if no binary stars are in the model."""
return 0.0
if N_binaries > 0:
def likelihood_parallax_binaries_ext(params, r, data, debug):
"""Returns a normal distribution evaluated at the measured external
parallax value, with:
mean = the inferred parallax value
standard deviation = the error on the parallax value
"""
# Pull parallax likelihood from our normal distribution
likelihood = norm(params[r['omega_B']],
data['ext_sigma']).pdf(data['ext_exp'])
# Only take logs where it's safe to do so
valid_values = np.where(likelihood > 0.0, True, False)
answer = np.asarray(np.log(likelihood, where=valid_values))
answer[valid_values == False] = -np.inf
if debug:
debug_output(answer, "likelihood_parallax_binaries_ext")
return answer
else:
def likelihood_parallax_binaries_ext(params, r, data, debug):
"""Placeholder function if no binary stars are in the model."""
return 0.0
# Functions to handle different program settings
if use_metallicities:
def get_me_metallicities(params, r, data, mean=True):
"""Finds and returns metallicitiy data for the PLR. Returns the mean
value for mean = True, or sigma for mean = False."""
if mean:
return (params[r['b']].reshape(data['N_bands'], 1)
* data['FeH_exp'])
else:
return (params[r['b']].reshape(data['N_bands'], 1)
* data['FeH_sigma'])
else:
def get_me_metallicities(params, r, data, mean=True):
"""Placeholder for no metallicities in model."""
return 0.0
if infer_for_Rv:
def get_me_Rv(params, r, data):
"""Returns the model parameter Rv."""
return params[r['Rv']]
else:
def get_me_Rv(params, r, data):
"""Returns Rv from the data dictionary."""
return data['Rv']
# The actual thing
def likelihood_app_mag(params, r, data, debug):
"""Evaluates the Leavitt law to evaluate the likelihood of the inferred
apparent magnitude data.
Typically, this function is a common cause of issues, and also has a lot of
evaluations to perform. It is optimised by using element-wise numpy array
evaluations of a number of parameters.
"""
# Mean is at the Leavitt law implied apparent magnitudea
# N.B. parameters are reshaped into numpy arrays, where the horizontal axis
# (0) is the star number, and the vertical axis (1) is the band
N_bands = data['N_bands']
N_stars = data['N_stars']
mean = (params[r['a']].reshape(N_bands, 1) * data['logP_exp']
+ get_me_metallicities(params, r, data, mean=True)
+ params[r['c']].reshape(N_bands, 1)
+ params[r['A']] * (data['precalculated_a_i']
+ data['precalculated_b_i']
/ get_me_Rv(params, r, data))
- 5 * np.log10(params[r['omega']])
+ 10)
# Standard deviation is at the scatter plus the error on magnitude
# measurements, period, and metallicity - added in quadrature.
standard_deviation = np.sqrt(
(params[r['a']].reshape(N_bands, 1) * data['logP_sigma'])**2
+ (get_me_metallicities(params, r, data, mean=False))**2
+ params[r['s']].reshape(N_bands, 1)**2
+ data['m_sigma']**2)
# We evaluate a normal distribution of the above values at the measured
# apparent magnitude value
likelihood = norm(mean, standard_deviation).pdf(data['m_exp'])
# We only take logs when the distribution isn't gonna make it be infinity.
# This catches a... very... common warning message (thank me later =D)
valid_values = np.where(likelihood > 0.0, True, False)
answer = np.asarray(np.log(likelihood, where=valid_values))
answer[valid_values == False] = -np.inf
if debug:
debug_output(answer, "likelihood_app_mag")
return answer
def likelihood_total(params, ranges, data, debug):
"""Sums all of the likelihood functions. Convenience function!"""
return (np.sum(likelihood_parallax_variables(params, ranges,
data, debug))
+ np.sum(likelihood_parallax_binaries_gaia(params, ranges,
data, debug))
+ np.sum(likelihood_parallax_binaries_ext(params, ranges,
data, debug))
# + np.sum(likelihood_metallicities(params, ranges, data, debug))
# + np.sum(likelihood_period(params, ranges, data, debug))
+ np.sum(likelihood_app_mag(params, ranges, data, debug)))
# + np.sum(likelihood_nuisance(params, ranges, debug)))
The last prep step! This function defines our log posterior.
def posterior(params, ranges, data, parallax_prior_repo, debug=False):
"""Sums all of the logarithmic likelihoods and priors."""
return (likelihood_total(params, ranges, data, debug)
+ prior_total(params, ranges, parallax_prior_repo, debug))
For any decent number of stars, the model has a huge number of dimensions. To improve the convergence time of the model, we can use function minimisation methods for each individual star and some intuition with hyperparameters to have a guess that's at a good initial probability.
def create_new_ranges_dict(N_stars, N_binaries, N_bands):
"""Because emcee needs to take a 1D position vector as its parameters
argument, it's necessary to keep a dictionary that
tells us what each parameter is.
This function is lovely and helpful and makes it for you. How kind!
"""
ranges = {}
# First stuff
ranges['omega_0'] = 0
ranges['L'] = 1
# Only add Rv if we're using it
if infer_for_Rv:
ranges['Rv'] = 2
ranges['a'] = ranges['Rv'] + 1 + np.arange(N_bands)
else:
ranges['Rv'] = []
ranges['a'] = ranges['L'] + 1 + np.arange(N_bands)
# Only add metallicity constants if we're using them
if use_metallicities:
ranges['b'] = ranges['a'][-1] + 1 + np.arange(N_bands)
ranges['c'] = ranges['b'][-1] + 1 + np.arange(N_bands)
else:
ranges['b'] = []
ranges['c'] = ranges['a'][-1] + 1 + np.arange(N_bands)
# Scatter
ranges['s'] = ranges['c'][-1] + 1 + np.arange(N_bands)
# Only have a defined binary stars section if we have any in the model. If
# not, then we just keep a blank array around for compatibility.
if N_binaries > 0:
ranges['omega_B'] = ranges['s'][-1] + 1 + np.arange(N_binaries)
ranges['omega'] = ranges['omega_B'][-1] + 1 + np.arange(N_stars)
else:
ranges['omega_B'] = []
ranges['omega'] = ranges['s'][-1] + 1 + np.arange(N_stars)
# Extinction
ranges['A'] = ranges['omega'][-1] + 1 + np.arange(N_stars)
return ranges
Infuriatingly, pandas doesn't really have support for 2D or more numpy arrays, and in conjunction with emcee's total lack of support for anything other than numpy arrays, it's necessary to put all the info in data into a dictionary of arrays.
However, this little wall of code does make emcee running a lot quicker later, as we can do everything with fancier elementwise numpy evaluations that require significantly fewer lookups of array values.
data_emcee = {}
# Make some blank arrays to pop stuff on later
data_emcee['ID'] = np.asarray(data['ID'])
data_emcee['ra'] = np.asarray(data['ra'])
data_emcee['dec'] = np.asarray(data['dec'])
data_emcee['m_exp'] = np.zeros((N_bands, N_stars))
data_emcee['m_sigma'] = np.zeros((N_bands, N_stars))
data_emcee['omega_exp'] = np.asarray(data['omega_exp'])
data_emcee['omega_sigma'] = np.asarray(data['omega_sigma'])
data_emcee['N_stars'] = N_stars
data_emcee['N_bands'] = N_bands
# P errors are extremely small! We can get away with assuming logP ~ normal
P_exp = np.asarray(data['P_exp'])
P_sigma = np.asarray(data['P_sigma'])
data_emcee['logP_exp'] = (np.log10(P_exp) - 1)
data_emcee['logP_sigma'] = (np.log10(P_exp + P_sigma)
- np.log10(P_exp - P_sigma)) / 2
# Only include binary star stuff if we're even using them
if N_binaries > 0:
data_emcee['N_binaries'] = N_binaries
data_emcee['ext_exp'] = np.asarray(binaries['ext_exp'])
data_emcee['ext_sigma'] = np.asarray(binaries['ext_sigma'])
data_emcee['gaia_exp'] = np.asarray(binaries['gaia_exp'])
data_emcee['gaia_sigma'] = np.asarray(binaries['gaia_sigma'])
# Only include metallicities if we're even using them, otherwise have zeros
# as this is safer so nothing can be done with them
if use_metallicities:
data_emcee['FeH_exp'] = np.asarray(data['FeH_exp'])
data_emcee['FeH_sigma'] = np.asarray(data['FeH_sigma'])
else:
data_emcee['FeH_exp'] = np.zeros(N_stars)
data_emcee['FeH_sigma'] = np.zeros(N_stars)
# Cycle over the bands and pop magnitude data in, making 'm_exp' into an array
# of shape N_bands x N_good
for a_band, band_number in zip(band_names, range(N_bands)):
data_emcee['m_exp'][band_number] = data['m_exp_' + a_band].copy()
data_emcee['m_sigma'][band_number] = data['m_sigma_' + a_band].copy()
# Get the band number of the V band because it's useful - or, just set to the
# 0th band so we at least have something to use for a guess.
try:
data_emcee['V_band_number'] = band_names.index('V')
except ValueError:
data_emcee['V_band_number'] = 0
# Precalculation of a_i and b_i (extinction coeffs in Rv law)
data_emcee['precalculated_a_i'], data_emcee['precalculated_b_i'] = \
calculate_extinction_coefficients(band_wavelengths)
# Re-shape them to work with later stuff
data_emcee['precalculated_a_i'] = (data_emcee['precalculated_a_i']
.reshape(N_bands, 1))
data_emcee['precalculated_b_i'] = (data_emcee['precalculated_b_i']
.reshape(N_bands, 1))
Check band_names
again so we do the right guesses
band_names
['J', 'H', 'K']
guess_omega_0 = -0.029 # Gaia value
guess_L = 500
guess_Rv = 3.1 # Standard MW value
# From Monson et al. (2012) - which had no metallicities, so we'll start off by
# guessing no metallicity dependence and let BATDOG go from there.
#guess_a = [-2.47, -2.77, -3.15, -3.23, -3.27]
#guess_b = [ 0.00, 0.00, 0.00, 0.00, 0.00]
#guess_c = [-3.37, -4.08, -5.33, -5.65, -5.70]
#guess_s = [ 0.42, 0.31, 0.15, 0.12, 0.11]
guess_a = [-3.15, -3.23, -3.27]
guess_b = [ 0.00, 0.00, 0.00]
guess_c = [-5.33, -5.65, -5.70]
guess_s = [ 0.15, 0.12, 0.11]
ranges = create_new_ranges_dict(N_stars, N_binaries, N_bands)
# Make up our starting guess as a long numpy array. This takes some faff and
# appending to get right.
# Only add Rv as a parameter if that's desired
if infer_for_Rv:
starting_guess = np.asarray([guess_L, guess_Rv])
else:
data_emcee['Rv'] = guess_Rv
starting_guess = np.asarray([guess_L])
starting_guess = np.append(starting_guess, guess_a)
if use_metallicities:
starting_guess = np.append(starting_guess, guess_b)
else:
guess_b = np.zeros(N_bands)
starting_guess = np.append(starting_guess, guess_c)
starting_guess = np.append(starting_guess, guess_s)
To dramatically improve emcee's chances, the following cells attempt to make our starting guess as likely as possible before we even begin. Expect to spend some time fiddling to get the best guess for any input data.
It works by first inferring the most likely parallaxes, and then using these to infer extinctions. Doing it in this order has been experimentally shown to stop likelihood_app_mag from being downright rude.
Firstly, let's maximise the prior probability of omega_B external values (if there are any!)
Currently, this isn't super rigorous as binary stars haven't actually been used much in tests yet.
if N_binaries > 0:
# Take a simple mean value of the difference between Gaia and external
# binary star parallax measurements.
omega_binaries = data_emcee['ext_exp']
guess_omega_0 = np.mean(data_emcee['gaia_exp'] - omega_binaries)
print("Guessing guess_omega_0 at {}".format(guess_omega_0))
else:
omega_binaries = np.array([])
print("Using user value for guess_omega_0 from above due to 0 binaries.")
# Store omega_0 at the front and the omega_Bs at the end of starting_guess
starting_guess = np.insert(starting_guess, 0, guess_omega_0)
starting_guess = np.append(starting_guess, omega_binaries)
hacked_guess = starting_guess.copy() # A special guess for omega solving later
Using user value for guess_omega_0 from above due to 0 binaries.
if prior_type == 'decreasing_space_density':
guess_L = 1 / (2 * np.mean(data_emcee['omega_exp'] - guess_omega_0) / 1e3 )
print("Guessing L from mean parallax values as {}".format(guess_L))
starting_guess[1] = guess_L
Guessing L from mean parallax values as 1094.879535051079
First, let's estimate parallax in three ways: with the Gaia values, with the PLR and with the distance prior parameter. We'll compare their individual likelihoods and only use the best one.
# Find the band with the estimated least scatter
best_band_arg = np.argmin(guess_s)
best_band = band_names[best_band_arg]
# The Gaia parallaxes
omega_gaia = data_emcee['omega_exp'] - guess_omega_0
params_gaia = np.append(hacked_guess, omega_gaia)
likelihood_gaia = (prior_parallax_variables(params_gaia, ranges,
parallax_prior_repo, False)
+ likelihood_parallax_variables(params_gaia, ranges,
data_emcee, False))
# The PLR parallaxes
omega_PLR = np.power(10, np.asarray((
guess_a[best_band_arg] * data_emcee['logP_exp']
+ guess_b[best_band_arg] * data_emcee['FeH_exp']
+ guess_c[best_band_arg]
+ 0.5 # + data['A_exp_' + best_band] # BIG CHEEKY x0 HERE COS I HAVE NO EXTINCTIONS TO CF
+ 10 - data['m_exp_' + best_band]) / 5))
params_PLR = np.append(hacked_guess, omega_PLR)
likelihood_PLR = (prior_parallax_variables(params_PLR, ranges,
parallax_prior_repo, False)
+ likelihood_parallax_variables(params_PLR, ranges,
data_emcee, False))
# The prior parallaxes
omega_prior = np.repeat(
1e3/((int(prior_type == 'decreasing_space_density') + 1) * guess_L), N_stars)
params_prior = np.append(hacked_guess, omega_prior)
likelihood_prior = (prior_parallax_variables(params_prior, ranges,
parallax_prior_repo, False)
+ likelihood_parallax_variables(params_prior, ranges,
data_emcee, False))
# Find where Gaia is the best
best_gaia = np.where(np.logical_and(
np.logical_and(
np.isfinite(likelihood_gaia),
likelihood_gaia >= likelihood_PLR),
likelihood_gaia >= likelihood_prior), True, False)
# Find where the PLR is the best
best_PLR = np.where(np.logical_and(
np.logical_and(
np.isfinite(likelihood_PLR),
likelihood_PLR > likelihood_gaia),
likelihood_PLR > likelihood_prior), True, False)
# Find where the prior is the best
best_prior = np.where(np.logical_and(
np.logical_and(
np.isfinite(likelihood_prior),
likelihood_prior > likelihood_PLR),
likelihood_prior > likelihood_gaia), True, False)
# Pop all the best guesses in a single array
omega_best = np.full(N_stars, np.nan)
omega_best[best_gaia == True] = omega_gaia[best_gaia == True]
omega_best[best_PLR == True] = omega_PLR[best_PLR == True]
omega_best[best_prior == True] = omega_prior[best_prior == True]
# Keep a list of stars that worked, and sort it so it's in ascending order
omega_success_guessed = np.append(np.append(np.where(best_gaia == True)[0],
np.where(best_PLR == True)[0]),
np.where(best_prior == True)[0])
omega_success_guessed = np.sort(omega_success_guessed)
#omega_failed_guess = np.
# Tell the user about how it all went =)
print("Guessing done. Where each different method was the best estimator:")
print(" gaia: {}".format(len(np.where(best_gaia == True)[0])))
print(" PLR: {}".format(len(np.where(best_PLR == True)[0])))
print(" prior: {}".format(len(np.where(best_prior == True)[0])))
print("We failed to make a guess on {} stars."
.format(N_stars - len(omega_success_guessed)))
Guessing done. Where each different method was the best estimator: gaia: 187 PLR: 34 prior: 9 We failed to make a guess on 0 stars.
Next, let's use scipy to hone in on the best values for our parallaxes:
def function_to_minimise(omega, an_ID, starting_guess, ranges, data):
"""This function is mostly just to make interfacing between scipy and
my functons possible. Note that we multiply by -1 because scipy's
algorithms minimise, not maximise.
"""
# Pop the singular parallax on the end of a position vector
params = np.append(starting_guess, omega)
# Return the sum of all the different ways in which the parallax
# can be maximised
return -1 * (np.sum(prior_parallax_variables(params, ranges,
parallax_prior_repo, False))
+ np.sum(likelihood_parallax_variables(
params, ranges, data, False)))
# Keep a list of all the parallaxes that get through this step
omega_success_maximised = np.array([]).astype('int64')
omega_fails_maximised = np.array([]).astype('int64')
# Keep a list of the actual parallaxes themselves that have worked
omega_maximised = np.array([])
# Make hacked ranges and data dictionaries that ensures later methods only
# look for one star
hacked_ranges = ranges.copy()
hacked_ranges['omega'] = hacked_ranges['omega'][0]
hacked_ranges['A'] = hacked_ranges['omega'] + 1
hacked_data = data_emcee.copy()
hacked_data['N_stars'] = 1
# Cycle over our stars
for a_star in omega_success_guessed:
print("Trying to maximise star {}...".format(a_star))
# Get the ID of this star
an_ID = data_emcee['ID'][a_star]
# We cheat a bit here and make a fake data dict for interfacing purposes
hacked_data['omega_exp'] = data_emcee['omega_exp'][a_star]
hacked_data['omega_sigma'] = data_emcee['omega_sigma'][a_star]
# Do the scipy bit and get an OptimizeResult type object back
result = minimize(function_to_minimise, omega_best[a_star],
args=(an_ID, hacked_guess,
hacked_ranges, hacked_data),
method='Nelder-Mead',
options={'maxiter':200, 'disp':True})
if result.success:
print(" Successfully maximised for star {}\n".format(a_star))
# Keep a record of star numbers that worked
omega_success_maximised = np.append(omega_success_maximised, a_star)
omega_maximised = np.append(omega_maximised, result.x)
else:
print("~~FAILED to maximise star {}\n".format(a_star))
omega_fails_maximised = np.append(omega_fails_maximised, a_star)
print("Successful maximisations: {}".format(len(omega_success_maximised)))
print("Failed maximisations: {}".format(len(omega_fails_maximised)))
Trying to maximise star 0... Optimization terminated successfully. Current function value: 7.396820 Iterations: 10 Function evaluations: 20 Successfully maximised for star 0 Trying to maximise star 1... Optimization terminated successfully. Current function value: 9.106977 Iterations: 10 Function evaluations: 20 Successfully maximised for star 1 Trying to maximise star 2... Optimization terminated successfully. Current function value: 10.386182 Iterations: 13 Function evaluations: 26 Successfully maximised for star 2 Trying to maximise star 3... Optimization terminated successfully. Current function value: 7.584522 Iterations: 10 Function evaluations: 20 Successfully maximised for star 3 Trying to maximise star 4... Optimization terminated successfully. Current function value: 6.319336 Iterations: 10 Function evaluations: 20 Successfully maximised for star 4 Trying to maximise star 5... Optimization terminated successfully. Current function value: 5.710585 Iterations: 10 Function evaluations: 20 Successfully maximised for star 5 Trying to maximise star 6... Optimization terminated successfully. Current function value: 6.231304 Iterations: 9 Function evaluations: 18 Successfully maximised for star 6 Trying to maximise star 7... Optimization terminated successfully. Current function value: 9.849252 Iterations: 10 Function evaluations: 20 Successfully maximised for star 7 Trying to maximise star 8... Optimization terminated successfully. Current function value: 9.914231 Iterations: 10 Function evaluations: 20 Successfully maximised for star 8 Trying to maximise star 9... Optimization terminated successfully. Current function value: 6.956875 Iterations: 9 Function evaluations: 18 Successfully maximised for star 9 Trying to maximise star 10... Optimization terminated successfully. Current function value: 10.345143 Iterations: 10 Function evaluations: 20 Successfully maximised for star 10 Trying to maximise star 11... Optimization terminated successfully. Current function value: 14.486373 Iterations: 10 Function evaluations: 20 Successfully maximised for star 11 Trying to maximise star 12... Optimization terminated successfully. Current function value: 8.041279 Iterations: 8 Function evaluations: 16 Successfully maximised for star 12 Trying to maximise star 13... Optimization terminated successfully. Current function value: 13.865618 Iterations: 10 Function evaluations: 20 Successfully maximised for star 13 Trying to maximise star 14... Optimization terminated successfully. Current function value: 14.304463 Iterations: 10 Function evaluations: 20 Successfully maximised for star 14 Trying to maximise star 15... Optimization terminated successfully. Current function value: 9.235876 Iterations: 10 Function evaluations: 20 Successfully maximised for star 15 Trying to maximise star 16... Optimization terminated successfully. Current function value: 10.682117 Iterations: 11 Function evaluations: 22 Successfully maximised for star 16 Trying to maximise star 17... Optimization terminated successfully. Current function value: 6.036326 Iterations: 9 Function evaluations: 18 Successfully maximised for star 17 Trying to maximise star 18... Optimization terminated successfully. Current function value: 7.738568 Iterations: 10 Function evaluations: 20 Successfully maximised for star 18 Trying to maximise star 19... Optimization terminated successfully. Current function value: 5.812393 Iterations: 10 Function evaluations: 20 Successfully maximised for star 19 Trying to maximise star 20... Optimization terminated successfully. Current function value: 5.691573 Iterations: 11 Function evaluations: 22 Successfully maximised for star 20 Trying to maximise star 21... Optimization terminated successfully. Current function value: 9.155997 Iterations: 11 Function evaluations: 22 Successfully maximised for star 21 Trying to maximise star 22... Optimization terminated successfully. Current function value: 8.186449 Iterations: 9 Function evaluations: 18 Successfully maximised for star 22 Trying to maximise star 23... Optimization terminated successfully. Current function value: 7.990903 Iterations: 10 Function evaluations: 20 Successfully maximised for star 23 Trying to maximise star 24... Optimization terminated successfully. Current function value: 11.254723 Iterations: 11 Function evaluations: 22 Successfully maximised for star 24 Trying to maximise star 25... Optimization terminated successfully. Current function value: 8.964780 Iterations: 9 Function evaluations: 18 Successfully maximised for star 25 Trying to maximise star 26... Optimization terminated successfully. Current function value: 5.837587 Iterations: 10 Function evaluations: 20 Successfully maximised for star 26 Trying to maximise star 27... Optimization terminated successfully. Current function value: 12.301719 Iterations: 13 Function evaluations: 26 Successfully maximised for star 27 Trying to maximise star 28... Optimization terminated successfully. Current function value: 10.928469 Iterations: 8 Function evaluations: 16 Successfully maximised for star 28 Trying to maximise star 29... Optimization terminated successfully. Current function value: 8.975476 Iterations: 9 Function evaluations: 18 Successfully maximised for star 29 Trying to maximise star 30... Optimization terminated successfully. Current function value: 7.999242 Iterations: 11 Function evaluations: 22 Successfully maximised for star 30 Trying to maximise star 31... Optimization terminated successfully. Current function value: 6.734070 Iterations: 9 Function evaluations: 18 Successfully maximised for star 31 Trying to maximise star 32... Optimization terminated successfully. Current function value: 5.596555 Iterations: 10 Function evaluations: 20 Successfully maximised for star 32 Trying to maximise star 33... Optimization terminated successfully. Current function value: 5.141334 Iterations: 11 Function evaluations: 22 Successfully maximised for star 33 Trying to maximise star 34... Optimization terminated successfully. Current function value: 6.246312 Iterations: 9 Function evaluations: 18 Successfully maximised for star 34 Trying to maximise star 35... Optimization terminated successfully. Current function value: 5.898102 Iterations: 9 Function evaluations: 18 Successfully maximised for star 35 Trying to maximise star 36... Optimization terminated successfully. Current function value: 5.869025 Iterations: 9 Function evaluations: 18 Successfully maximised for star 36 Trying to maximise star 37... Optimization terminated successfully. Current function value: 5.888134 Iterations: 9 Function evaluations: 18 Successfully maximised for star 37 Trying to maximise star 38... Optimization terminated successfully. Current function value: 7.888768 Iterations: 8 Function evaluations: 16 Successfully maximised for star 38 Trying to maximise star 39... Optimization terminated successfully. Current function value: 7.327257 Iterations: 9 Function evaluations: 18 Successfully maximised for star 39 Trying to maximise star 40... Optimization terminated successfully. Current function value: 9.539242 Iterations: 10 Function evaluations: 20 Successfully maximised for star 40 Trying to maximise star 41... Optimization terminated successfully. Current function value: 6.787150 Iterations: 9 Function evaluations: 18 Successfully maximised for star 41 Trying to maximise star 42... Optimization terminated successfully. Current function value: 8.911286 Iterations: 10 Function evaluations: 20 Successfully maximised for star 42 Trying to maximise star 43... Optimization terminated successfully. Current function value: 7.396062 Iterations: 9 Function evaluations: 18 Successfully maximised for star 43 Trying to maximise star 44... Optimization terminated successfully. Current function value: 6.248592 Iterations: 9 Function evaluations: 18 Successfully maximised for star 44 Trying to maximise star 45... Optimization terminated successfully. Current function value: 6.077515 Iterations: 9 Function evaluations: 18 Successfully maximised for star 45 Trying to maximise star 46... Optimization terminated successfully. Current function value: 6.423067 Iterations: 9 Function evaluations: 18 Successfully maximised for star 46 Trying to maximise star 47... Optimization terminated successfully. Current function value: 8.750893 Iterations: 10 Function evaluations: 20 Successfully maximised for star 47 Trying to maximise star 48... Optimization terminated successfully. Current function value: 6.585032 Iterations: 9 Function evaluations: 18 Successfully maximised for star 48 Trying to maximise star 49... Optimization terminated successfully. Current function value: 13.761753 Iterations: 11 Function evaluations: 22 Successfully maximised for star 49 Trying to maximise star 50... Optimization terminated successfully. Current function value: 5.261252 Iterations: 10 Function evaluations: 20 Successfully maximised for star 50 Trying to maximise star 51... Optimization terminated successfully. Current function value: 10.292112 Iterations: 12 Function evaluations: 24 Successfully maximised for star 51 Trying to maximise star 52... Optimization terminated successfully. Current function value: 5.077687 Iterations: 10 Function evaluations: 20 Successfully maximised for star 52 Trying to maximise star 53... Optimization terminated successfully. Current function value: 9.202046 Iterations: 8 Function evaluations: 16 Successfully maximised for star 53 Trying to maximise star 54... Optimization terminated successfully. Current function value: 6.673474 Iterations: 9 Function evaluations: 18 Successfully maximised for star 54 Trying to maximise star 55... Optimization terminated successfully. Current function value: 20.921493 Iterations: 7 Function evaluations: 14 Successfully maximised for star 55 Trying to maximise star 56... Optimization terminated successfully. Current function value: 7.992419 Iterations: 9 Function evaluations: 18 Successfully maximised for star 56 Trying to maximise star 57... Optimization terminated successfully. Current function value: 6.440066 Iterations: 9 Function evaluations: 18 Successfully maximised for star 57 Trying to maximise star 58... Optimization terminated successfully. Current function value: 10.712066 Iterations: 11 Function evaluations: 22 Successfully maximised for star 58 Trying to maximise star 59... Optimization terminated successfully. Current function value: 6.505158 Iterations: 9 Function evaluations: 18 Successfully maximised for star 59 Trying to maximise star 60... Optimization terminated successfully. Current function value: 6.755419 Iterations: 9 Function evaluations: 18 Successfully maximised for star 60 Trying to maximise star 61... Optimization terminated successfully. Current function value: 5.049625 Iterations: 11 Function evaluations: 22 Successfully maximised for star 61 Trying to maximise star 62... Optimization terminated successfully. Current function value: 7.090005 Iterations: 9 Function evaluations: 18 Successfully maximised for star 62 Trying to maximise star 63... Optimization terminated successfully. Current function value: 11.077165 Iterations: 10 Function evaluations: 20 Successfully maximised for star 63 Trying to maximise star 64... Optimization terminated successfully. Current function value: 9.922345 Iterations: 10 Function evaluations: 20 Successfully maximised for star 64 Trying to maximise star 65... Optimization terminated successfully. Current function value: 6.461787 Iterations: 9 Function evaluations: 18 Successfully maximised for star 65 Trying to maximise star 66... Optimization terminated successfully. Current function value: 5.978246 Iterations: 9 Function evaluations: 18 Successfully maximised for star 66 Trying to maximise star 67... Optimization terminated successfully. Current function value: 7.913851 Iterations: 10 Function evaluations: 20 Successfully maximised for star 67 Trying to maximise star 68... Optimization terminated successfully. Current function value: 6.240202 Iterations: 10 Function evaluations: 20 Successfully maximised for star 68 Trying to maximise star 69... Optimization terminated successfully. Current function value: 5.201402 Iterations: 11 Function evaluations: 22 Successfully maximised for star 69 Trying to maximise star 70... Optimization terminated successfully. Current function value: 4.834607 Iterations: 10 Function evaluations: 20 Successfully maximised for star 70 Trying to maximise star 71... Optimization terminated successfully. Current function value: 5.582954 Iterations: 9 Function evaluations: 18 Successfully maximised for star 71 Trying to maximise star 72... Optimization terminated successfully. Current function value: 6.165672 Iterations: 9 Function evaluations: 18 Successfully maximised for star 72 Trying to maximise star 73... Optimization terminated successfully. Current function value: 5.646985 Iterations: 9 Function evaluations: 18 Successfully maximised for star 73 Trying to maximise star 74... Optimization terminated successfully. Current function value: 5.424504 Iterations: 10 Function evaluations: 20 Successfully maximised for star 74 Trying to maximise star 75... Optimization terminated successfully. Current function value: 5.753246 Iterations: 11 Function evaluations: 22 Successfully maximised for star 75 Trying to maximise star 76... Optimization terminated successfully. Current function value: 4.845937 Iterations: 10 Function evaluations: 20 Successfully maximised for star 76 Trying to maximise star 77... Optimization terminated successfully. Current function value: 5.993591 Iterations: 9 Function evaluations: 18 Successfully maximised for star 77 Trying to maximise star 78... Optimization terminated successfully. Current function value: 6.991357 Iterations: 9 Function evaluations: 18 Successfully maximised for star 78 Trying to maximise star 79... Optimization terminated successfully. Current function value: 7.399350 Iterations: 9 Function evaluations: 18 Successfully maximised for star 79 Trying to maximise star 80... Optimization terminated successfully. Current function value: 6.616310 Iterations: 9 Function evaluations: 18 Successfully maximised for star 80 Trying to maximise star 81... Optimization terminated successfully. Current function value: 24.544028 Iterations: 7 Function evaluations: 14 Successfully maximised for star 81 Trying to maximise star 82... Optimization terminated successfully. Current function value: 5.843103 Iterations: 9 Function evaluations: 18 Successfully maximised for star 82 Trying to maximise star 83... Optimization terminated successfully. Current function value: 5.689354 Iterations: 10 Function evaluations: 20 Successfully maximised for star 83 Trying to maximise star 84... Optimization terminated successfully. Current function value: 9.180346 Iterations: 11 Function evaluations: 22 Successfully maximised for star 84 Trying to maximise star 85... Optimization terminated successfully. Current function value: 6.566328 Iterations: 9 Function evaluations: 18 Successfully maximised for star 85 Trying to maximise star 86... Optimization terminated successfully. Current function value: 5.834090 Iterations: 9 Function evaluations: 18 Successfully maximised for star 86 Trying to maximise star 87... Optimization terminated successfully. Current function value: 7.310659 Iterations: 10 Function evaluations: 20 Successfully maximised for star 87 Trying to maximise star 88... Optimization terminated successfully. Current function value: 5.078429 Iterations: 10 Function evaluations: 20 Successfully maximised for star 88 Trying to maximise star 89... Optimization terminated successfully. Current function value: 7.277700 Iterations: 9 Function evaluations: 18 Successfully maximised for star 89 Trying to maximise star 90... Optimization terminated successfully. Current function value: 5.875428 Iterations: 9 Function evaluations: 18 Successfully maximised for star 90 Trying to maximise star 91... Optimization terminated successfully. Current function value: 6.068147 Iterations: 9 Function evaluations: 18 Successfully maximised for star 91 Trying to maximise star 92... Optimization terminated successfully. Current function value: 6.939047 Iterations: 9 Function evaluations: 18 Successfully maximised for star 92 Trying to maximise star 93... Optimization terminated successfully. Current function value: 10.306365 Iterations: 10 Function evaluations: 20 Successfully maximised for star 93 Trying to maximise star 94... Optimization terminated successfully. Current function value: 7.931062 Iterations: 8 Function evaluations: 16 Successfully maximised for star 94 Trying to maximise star 95... Optimization terminated successfully. Current function value: 5.856429 Iterations: 9 Function evaluations: 18 Successfully maximised for star 95 Trying to maximise star 96... Optimization terminated successfully. Current function value: 9.686838 Iterations: 8 Function evaluations: 16 Successfully maximised for star 96 Trying to maximise star 97... Optimization terminated successfully. Current function value: 7.928308 Iterations: 10 Function evaluations: 20 Successfully maximised for star 97 Trying to maximise star 98... Optimization terminated successfully. Current function value: 5.280588 Iterations: 10 Function evaluations: 20 Successfully maximised for star 98 Trying to maximise star 99... Optimization terminated successfully. Current function value: 6.017769 Iterations: 9 Function evaluations: 18 Successfully maximised for star 99 Trying to maximise star 100... Optimization terminated successfully. Current function value: 7.051212 Iterations: 9 Function evaluations: 18 Successfully maximised for star 100 Trying to maximise star 101... Optimization terminated successfully. Current function value: 7.478069 Iterations: 9 Function evaluations: 18 Successfully maximised for star 101 Trying to maximise star 102... Optimization terminated successfully. Current function value: 5.225780 Iterations: 10 Function evaluations: 20 Successfully maximised for star 102 Trying to maximise star 103... Optimization terminated successfully. Current function value: 6.074814 Iterations: 9 Function evaluations: 18 Successfully maximised for star 103 Trying to maximise star 104... Optimization terminated successfully. Current function value: 5.954874 Iterations: 9 Function evaluations: 18 Successfully maximised for star 104 Trying to maximise star 105... Optimization terminated successfully. Current function value: 8.019892 Iterations: 9 Function evaluations: 18 Successfully maximised for star 105 Trying to maximise star 106... Optimization terminated successfully. Current function value: 7.524641 Iterations: 9 Function evaluations: 18 Successfully maximised for star 106 Trying to maximise star 107... Optimization terminated successfully. Current function value: 5.506363 Iterations: 11 Function evaluations: 22 Successfully maximised for star 107 Trying to maximise star 108... Optimization terminated successfully. Current function value: 9.998307 Iterations: 8 Function evaluations: 16 Successfully maximised for star 108 Trying to maximise star 109... Optimization terminated successfully. Current function value: 8.053679 Iterations: 8 Function evaluations: 16 Successfully maximised for star 109 Trying to maximise star 110... Optimization terminated successfully. Current function value: 19.575890 Iterations: 10 Function evaluations: 20 Successfully maximised for star 110 Trying to maximise star 111... Optimization terminated successfully. Current function value: 15.469142 Iterations: 13 Function evaluations: 26 Successfully maximised for star 111 Trying to maximise star 112... Optimization terminated successfully. Current function value: 5.305133 Iterations: 10 Function evaluations: 20 Successfully maximised for star 112 Trying to maximise star 113... Optimization terminated successfully. Current function value: 6.434701 Iterations: 9 Function evaluations: 18 Successfully maximised for star 113 Trying to maximise star 114... Optimization terminated successfully. Current function value: 6.107071 Iterations: 9 Function evaluations: 18 Successfully maximised for star 114 Trying to maximise star 115... Optimization terminated successfully. Current function value: 12.001362 Iterations: 8 Function evaluations: 16 Successfully maximised for star 115 Trying to maximise star 116... Optimization terminated successfully. Current function value: 5.819555 Iterations: 9 Function evaluations: 18 Successfully maximised for star 116 Trying to maximise star 117... Optimization terminated successfully. Current function value: 7.134272 Iterations: 9 Function evaluations: 18 Successfully maximised for star 117 Trying to maximise star 118... Optimization terminated successfully. Current function value: 5.615575 Iterations: 9 Function evaluations: 18 Successfully maximised for star 118 Trying to maximise star 119... Optimization terminated successfully. Current function value: 6.016051 Iterations: 9 Function evaluations: 18 Successfully maximised for star 119 Trying to maximise star 120... Optimization terminated successfully. Current function value: 19.457616 Iterations: 11 Function evaluations: 22 Successfully maximised for star 120 Trying to maximise star 121... Optimization terminated successfully. Current function value: 5.566692 Iterations: 9 Function evaluations: 18 Successfully maximised for star 121 Trying to maximise star 122... Optimization terminated successfully. Current function value: 5.182360 Iterations: 10 Function evaluations: 20 Successfully maximised for star 122 Trying to maximise star 123... Optimization terminated successfully. Current function value: 10.192171 Iterations: 9 Function evaluations: 18 Successfully maximised for star 123 Trying to maximise star 124... Optimization terminated successfully. Current function value: 5.898735 Iterations: 9 Function evaluations: 18 Successfully maximised for star 124 Trying to maximise star 125... Optimization terminated successfully. Current function value: 5.261691 Iterations: 10 Function evaluations: 20 Successfully maximised for star 125 Trying to maximise star 126... Optimization terminated successfully. Current function value: 5.283228 Iterations: 10 Function evaluations: 20 Successfully maximised for star 126 Trying to maximise star 127... Optimization terminated successfully. Current function value: 6.918584 Iterations: 9 Function evaluations: 18 Successfully maximised for star 127 Trying to maximise star 128... Optimization terminated successfully. Current function value: 7.859762 Iterations: 8 Function evaluations: 16 Successfully maximised for star 128 Trying to maximise star 129... Optimization terminated successfully. Current function value: 8.934927 Iterations: 10 Function evaluations: 20 Successfully maximised for star 129 Trying to maximise star 130... Optimization terminated successfully. Current function value: 5.737569 Iterations: 10 Function evaluations: 20 Successfully maximised for star 130 Trying to maximise star 131... Optimization terminated successfully. Current function value: 5.612948 Iterations: 10 Function evaluations: 20 Successfully maximised for star 131 Trying to maximise star 132... Optimization terminated successfully. Current function value: 7.414277 Iterations: 10 Function evaluations: 20 Successfully maximised for star 132 Trying to maximise star 133... Optimization terminated successfully. Current function value: 20.194057 Iterations: 8 Function evaluations: 16 Successfully maximised for star 133 Trying to maximise star 134... Optimization terminated successfully. Current function value: 10.395983 Iterations: 12 Function evaluations: 24 Successfully maximised for star 134 Trying to maximise star 135... Optimization terminated successfully. Current function value: 10.181802 Iterations: 10 Function evaluations: 20 Successfully maximised for star 135 Trying to maximise star 136... Optimization terminated successfully. Current function value: 10.141577 Iterations: 11 Function evaluations: 22 Successfully maximised for star 136 Trying to maximise star 137... Optimization terminated successfully. Current function value: 15.080826 Iterations: 11 Function evaluations: 22 Successfully maximised for star 137 Trying to maximise star 138... Optimization terminated successfully. Current function value: 6.596582 Iterations: 10 Function evaluations: 20 Successfully maximised for star 138 Trying to maximise star 139... Optimization terminated successfully. Current function value: 9.467841 Iterations: 9 Function evaluations: 18 Successfully maximised for star 139 Trying to maximise star 140... Optimization terminated successfully. Current function value: 7.514515 Iterations: 10 Function evaluations: 20 Successfully maximised for star 140 Trying to maximise star 141... Optimization terminated successfully. Current function value: 7.563302 Iterations: 10 Function evaluations: 20 Successfully maximised for star 141 Trying to maximise star 142... Optimization terminated successfully. Current function value: 9.702734 Iterations: 8 Function evaluations: 16 Successfully maximised for star 142 Trying to maximise star 143... Optimization terminated successfully. Current function value: 5.515108 Iterations: 11 Function evaluations: 22 Successfully maximised for star 143 Trying to maximise star 144... Optimization terminated successfully. Current function value: 5.303732 Iterations: 11 Function evaluations: 22 Successfully maximised for star 144 Trying to maximise star 145... Optimization terminated successfully. Current function value: 5.472176 Iterations: 11 Function evaluations: 22 Successfully maximised for star 145 Trying to maximise star 146... Optimization terminated successfully. Current function value: 6.008906 Iterations: 10 Function evaluations: 20 Successfully maximised for star 146 Trying to maximise star 147... Optimization terminated successfully. Current function value: 6.484484 Iterations: 9 Function evaluations: 18 Successfully maximised for star 147 Trying to maximise star 148... Optimization terminated successfully. Current function value: 6.053728 Iterations: 11 Function evaluations: 22 Successfully maximised for star 148 Trying to maximise star 149... Optimization terminated successfully. Current function value: 5.562846 Iterations: 10 Function evaluations: 20 Successfully maximised for star 149 Trying to maximise star 150... Optimization terminated successfully. Current function value: 5.396546 Iterations: 10 Function evaluations: 20 Successfully maximised for star 150 Trying to maximise star 151... Optimization terminated successfully. Current function value: 6.740244 Iterations: 10 Function evaluations: 20 Successfully maximised for star 151 Trying to maximise star 152... Optimization terminated successfully. Current function value: 6.977722 Iterations: 9 Function evaluations: 18 Successfully maximised for star 152 Trying to maximise star 153... Optimization terminated successfully. Current function value: 6.156929 Iterations: 9 Function evaluations: 18 Successfully maximised for star 153 Trying to maximise star 154... Optimization terminated successfully. Current function value: 5.561486 Iterations: 10 Function evaluations: 20 Successfully maximised for star 154 Trying to maximise star 155... Optimization terminated successfully. Current function value: 7.014891 Iterations: 9 Function evaluations: 18 Successfully maximised for star 155 Trying to maximise star 156... Optimization terminated successfully. Current function value: 5.884200 Iterations: 10 Function evaluations: 20 Successfully maximised for star 156 Trying to maximise star 157... Optimization terminated successfully. Current function value: 6.021912 Iterations: 9 Function evaluations: 18 Successfully maximised for star 157 Trying to maximise star 158... Optimization terminated successfully. Current function value: 7.965853 Iterations: 11 Function evaluations: 22 Successfully maximised for star 158 Trying to maximise star 159... Optimization terminated successfully. Current function value: 5.116320 Iterations: 10 Function evaluations: 20 Successfully maximised for star 159 Trying to maximise star 160... Optimization terminated successfully. Current function value: 7.089430 Iterations: 9 Function evaluations: 18 Successfully maximised for star 160 Trying to maximise star 161... Optimization terminated successfully. Current function value: 6.307361 Iterations: 9 Function evaluations: 18 Successfully maximised for star 161 Trying to maximise star 162... Optimization terminated successfully. Current function value: 40.178237 Iterations: 14 Function evaluations: 28 Successfully maximised for star 162 Trying to maximise star 163... Optimization terminated successfully. Current function value: 6.401310 Iterations: 9 Function evaluations: 18 Successfully maximised for star 163 Trying to maximise star 164... Optimization terminated successfully. Current function value: 5.983229 Iterations: 9 Function evaluations: 18 Successfully maximised for star 164 Trying to maximise star 165... Optimization terminated successfully. Current function value: 6.889421 Iterations: 9 Function evaluations: 18 Successfully maximised for star 165 Trying to maximise star 166... Optimization terminated successfully. Current function value: 6.272990 Iterations: 9 Function evaluations: 18 Successfully maximised for star 166 Trying to maximise star 167... Optimization terminated successfully. Current function value: 7.182515 Iterations: 9 Function evaluations: 18 Successfully maximised for star 167 Trying to maximise star 168... Optimization terminated successfully. Current function value: 6.529192 Iterations: 9 Function evaluations: 18 Successfully maximised for star 168 Trying to maximise star 169... Optimization terminated successfully. Current function value: 6.201322 Iterations: 9 Function evaluations: 18 Successfully maximised for star 169 Trying to maximise star 170... Optimization terminated successfully. Current function value: 6.189889 Iterations: 9 Function evaluations: 18 Successfully maximised for star 170 Trying to maximise star 171... Optimization terminated successfully. Current function value: 4.716034 Iterations: 10 Function evaluations: 20 Successfully maximised for star 171 Trying to maximise star 172... Optimization terminated successfully. Current function value: 8.321466 Iterations: 9 Function evaluations: 18 Successfully maximised for star 172 Trying to maximise star 173... Optimization terminated successfully. Current function value: 9.368660 Iterations: 10 Function evaluations: 20 Successfully maximised for star 173 Trying to maximise star 174... Optimization terminated successfully. Current function value: 6.544843 Iterations: 9 Function evaluations: 18 Successfully maximised for star 174 Trying to maximise star 175... Optimization terminated successfully. Current function value: 12.564373 Iterations: 11 Function evaluations: 22 Successfully maximised for star 175 Trying to maximise star 176... Optimization terminated successfully. Current function value: 6.925135 Iterations: 9 Function evaluations: 18 Successfully maximised for star 176 Trying to maximise star 177... Optimization terminated successfully. Current function value: 6.017511 Iterations: 9 Function evaluations: 18 Successfully maximised for star 177 Trying to maximise star 178... Optimization terminated successfully. Current function value: 5.152611 Iterations: 11 Function evaluations: 22 Successfully maximised for star 178 Trying to maximise star 179... Optimization terminated successfully. Current function value: 5.821710 Iterations: 9 Function evaluations: 18 Successfully maximised for star 179 Trying to maximise star 180... Optimization terminated successfully. Current function value: 6.137995 Iterations: 9 Function evaluations: 18 Successfully maximised for star 180 Trying to maximise star 181... Optimization terminated successfully. Current function value: 7.084950 Iterations: 9 Function evaluations: 18 Successfully maximised for star 181 Trying to maximise star 182... Optimization terminated successfully. Current function value: 6.245301 Iterations: 9 Function evaluations: 18 Successfully maximised for star 182 Trying to maximise star 183... Optimization terminated successfully. Current function value: 5.365539 Iterations: 10 Function evaluations: 20 Successfully maximised for star 183 Trying to maximise star 184... Optimization terminated successfully. Current function value: 12.042659 Iterations: 10 Function evaluations: 20 Successfully maximised for star 184 Trying to maximise star 185... Optimization terminated successfully. Current function value: 5.043892 Iterations: 10 Function evaluations: 20 Successfully maximised for star 185 Trying to maximise star 186... Optimization terminated successfully. Current function value: 6.175524 Iterations: 9 Function evaluations: 18 Successfully maximised for star 186 Trying to maximise star 187... Optimization terminated successfully. Current function value: 6.832174 Iterations: 9 Function evaluations: 18 Successfully maximised for star 187 Trying to maximise star 188... Optimization terminated successfully. Current function value: 5.940273 Iterations: 9 Function evaluations: 18 Successfully maximised for star 188 Trying to maximise star 189... Optimization terminated successfully. Current function value: 5.889217 Iterations: 9 Function evaluations: 18 Successfully maximised for star 189 Trying to maximise star 190... Optimization terminated successfully. Current function value: 10.328811 Iterations: 11 Function evaluations: 22 Successfully maximised for star 190 Trying to maximise star 191... Optimization terminated successfully. Current function value: 5.488081 Iterations: 9 Function evaluations: 18 Successfully maximised for star 191 Trying to maximise star 192... Optimization terminated successfully. Current function value: 5.919650 Iterations: 9 Function evaluations: 18 Successfully maximised for star 192 Trying to maximise star 193... Optimization terminated successfully. Current function value: 5.115502 Iterations: 10 Function evaluations: 20 Successfully maximised for star 193 Trying to maximise star 194... Optimization terminated successfully. Current function value: 8.385188 Iterations: 9 Function evaluations: 18 Successfully maximised for star 194 Trying to maximise star 195... Optimization terminated successfully. Current function value: 5.715212 Iterations: 10 Function evaluations: 20 Successfully maximised for star 195 Trying to maximise star 196... Optimization terminated successfully. Current function value: 6.063630 Iterations: 9 Function evaluations: 18 Successfully maximised for star 196 Trying to maximise star 197... Optimization terminated successfully. Current function value: 5.487472 Iterations: 10 Function evaluations: 20 Successfully maximised for star 197 Trying to maximise star 198... Optimization terminated successfully. Current function value: 7.843180 Iterations: 10 Function evaluations: 20 Successfully maximised for star 198 Trying to maximise star 199... Optimization terminated successfully. Current function value: 26.747021 Iterations: 14 Function evaluations: 28 Successfully maximised for star 199 Trying to maximise star 200... Optimization terminated successfully. Current function value: 6.772519 Iterations: 9 Function evaluations: 18 Successfully maximised for star 200 Trying to maximise star 201... Optimization terminated successfully. Current function value: 5.755342 Iterations: 11 Function evaluations: 22 Successfully maximised for star 201 Trying to maximise star 202... Optimization terminated successfully. Current function value: 5.100747 Iterations: 10 Function evaluations: 20 Successfully maximised for star 202 Trying to maximise star 203... Optimization terminated successfully. Current function value: 5.354690 Iterations: 10 Function evaluations: 20 Successfully maximised for star 203 Trying to maximise star 204... Optimization terminated successfully. Current function value: 5.236174 Iterations: 10 Function evaluations: 20 Successfully maximised for star 204 Trying to maximise star 205... Optimization terminated successfully. Current function value: 5.073705 Iterations: 10 Function evaluations: 20 Successfully maximised for star 205 Trying to maximise star 206... Optimization terminated successfully. Current function value: 6.577354 Iterations: 9 Function evaluations: 18 Successfully maximised for star 206 Trying to maximise star 207... Optimization terminated successfully. Current function value: 10.715008 Iterations: 12 Function evaluations: 24 Successfully maximised for star 207 Trying to maximise star 208... Optimization terminated successfully. Current function value: 4.947663 Iterations: 11 Function evaluations: 22 Successfully maximised for star 208 Trying to maximise star 209... Optimization terminated successfully. Current function value: 5.292892 Iterations: 11 Function evaluations: 22 Successfully maximised for star 209 Trying to maximise star 210... Optimization terminated successfully. Current function value: 5.264678 Iterations: 10 Function evaluations: 20 Successfully maximised for star 210 Trying to maximise star 211... Optimization terminated successfully. Current function value: 5.282577 Iterations: 11 Function evaluations: 22 Successfully maximised for star 211 Trying to maximise star 212... Optimization terminated successfully. Current function value: 4.904636 Iterations: 11 Function evaluations: 22 Successfully maximised for star 212 Trying to maximise star 213... Optimization terminated successfully. Current function value: 6.312903 Iterations: 11 Function evaluations: 22 Successfully maximised for star 213 Trying to maximise star 214... Optimization terminated successfully. Current function value: 7.025192 Iterations: 11 Function evaluations: 22 Successfully maximised for star 214 Trying to maximise star 215... Optimization terminated successfully. Current function value: 5.525105 Iterations: 10 Function evaluations: 20 Successfully maximised for star 215 Trying to maximise star 216... Optimization terminated successfully. Current function value: 5.080187 Iterations: 10 Function evaluations: 20 Successfully maximised for star 216 Trying to maximise star 217... Optimization terminated successfully. Current function value: 5.662904 Iterations: 10 Function evaluations: 20 Successfully maximised for star 217 Trying to maximise star 218... Optimization terminated successfully. Current function value: 7.635831 Iterations: 12 Function evaluations: 24 Successfully maximised for star 218 Trying to maximise star 219... Optimization terminated successfully. Current function value: 4.996804 Iterations: 11 Function evaluations: 22 Successfully maximised for star 219 Trying to maximise star 220... Optimization terminated successfully. Current function value: 5.422373 Iterations: 11 Function evaluations: 22 Successfully maximised for star 220 Trying to maximise star 221... Optimization terminated successfully. Current function value: 5.564880 Iterations: 11 Function evaluations: 22 Successfully maximised for star 221 Trying to maximise star 222... Optimization terminated successfully. Current function value: 5.378992 Iterations: 10 Function evaluations: 20 Successfully maximised for star 222 Trying to maximise star 223... Optimization terminated successfully. Current function value: 4.874695 Iterations: 11 Function evaluations: 22 Successfully maximised for star 223 Trying to maximise star 224... Optimization terminated successfully. Current function value: 5.681265 Iterations: 9 Function evaluations: 18 Successfully maximised for star 224 Trying to maximise star 225... Optimization terminated successfully. Current function value: 7.030176 Iterations: 9 Function evaluations: 18 Successfully maximised for star 225 Trying to maximise star 226... Optimization terminated successfully. Current function value: 6.291222 Iterations: 11 Function evaluations: 22 Successfully maximised for star 226 Trying to maximise star 227... Optimization terminated successfully. Current function value: 5.393947 Iterations: 10 Function evaluations: 20 Successfully maximised for star 227 Trying to maximise star 228... Optimization terminated successfully. Current function value: 5.784187 Iterations: 10 Function evaluations: 20 Successfully maximised for star 228 Trying to maximise star 229... Optimization terminated successfully. Current function value: 5.337644 Iterations: 11 Function evaluations: 22 Successfully maximised for star 229 Successful maximisations: 230 Failed maximisations: 0
Taking a quick peek at the maximised values
plt.errorbar(omega_gaia, omega_maximised, fmt='rs', lw=1, ms=2, xerr=[data_emcee['omega_sigma'], data_emcee['omega_sigma']])
plt.plot([0.0, 2.0], [0.0, 2.0], 'k-')
plt.xlabel("Gaia values")
plt.ylabel("Maximised values")
plt.show()
Lastly, we're going to infer extinction values from the parallax guesses, and check that these values aren't crap by evaluating posterior() for these guesses.
# Make some long 1D arrays to keep the good shit in for the time being
good_omegas = np.array([])
good_extinctions = np.array([])
# Keep a record of stars that get past THE FINAL CHALLENGE dun dun dunnnnn!nn!!
good_stars = np.array([])
bad_stars = np.array([])
# Add extra values to hacked_guess so that we can write a test parallax and
# extinctions here
hacked_guess_2 = np.append(hacked_guess, np.zeros(N_bands + 1))
# Cheeky short hand
V_band_N = data_emcee['V_band_number']
# Cycle over our good parallax guesses to make good extinction guesses,
# and add these to starting_guess
for a_star, an_omega in zip(omega_success_maximised, omega_maximised):
print("Trying to find extinction for star {}...".format(a_star))
# Evaluate the Leavitt Law for extinction, with or without FeH
extinction_guess = ((
data_emcee['m_exp'][:, a_star]
- starting_guess[ranges['a']]
* data_emcee['logP_exp'][a_star]
- starting_guess[ranges['c']]
+ 5 * np.log10(an_omega)
- 10)
/ (data_emcee['precalculated_a_i']
+ data_emcee['precalculated_b_i']
/ guess_Rv))
# Only add metallicities on if required, and find the mean Av extinction
# value implied for all photometric bands:
if use_metallicities:
extinction_guess = np.mean(extinction_guess
- starting_guess[ranges['b']]
* data_emcee['FeH_exp'][a_star])
else:
extinction_guess = np.mean(extinction_guess)
# Set any -ve guesses to 0
#if extinction_guess < 0.0:
# extinction_guess = 0.0
# Make a hacked_data containing only star data on DIS STAR
hacked_data['omega_exp'] = data_emcee['omega_exp'][a_star]
hacked_data['omega_sigma'] = data_emcee['omega_sigma'][a_star]
hacked_data['FeH_exp'] = data_emcee['FeH_exp'][a_star]
hacked_data['FeH_sigma'] = data_emcee['FeH_sigma'][a_star]
hacked_data['logP_exp'] = data_emcee['logP_exp'][a_star]
hacked_data['logP_sigma'] = data_emcee['logP_sigma'][a_star]
hacked_data['m_exp'] = data_emcee['m_exp'][:, a_star].reshape(N_bands, 1)
hacked_data['m_sigma'] = data_emcee['m_sigma'][:, a_star].reshape(N_bands, 1)
# Also hack the guess to only contain data on DIS STAR
hacked_guess_2[hacked_ranges['omega']] = an_omega
hacked_guess_2[hacked_ranges['A']] = extinction_guess
# Set the parallax prior repo to only contain one star
parallax_prior_repo.prep_for_fast_running([data_emcee['ID'][a_star]])
print(" guessed extinction as: {}".format(extinction_guess))
# Evaluate the posterior for this extinction alone
how_shit_is_this_guess = posterior(hacked_guess_2, hacked_ranges,
hacked_data,
parallax_prior_repo, debug=True)
if hacked_data['omega_sigma'] / hacked_data['omega_exp'] < 0.1:
arbitrary_fail_condition = False
else:
arbitrary_fail_condition = True
# Tell the user if batdog can't bork rn
if arbitrary_fail_condition:
print(" FAILURE! posterior() has a value {} but we have failed for"
.format(how_shit_is_this_guess))
print(" some other unspecified reason.")
elif np.isfinite(how_shit_is_this_guess):
print(" Success! posterior() is finite, with a value {}"
.format(how_shit_is_this_guess))
print(" star {} will appear in the starting guess. Yay :3\n".format(a_star))
# Jot down all the details of this spiffingly successful star
good_omegas = np.append(good_omegas, an_omega)
good_extinctions = np.append(good_extinctions, extinction_guess)
good_stars = np.append(good_stars, a_star)
else:
print(" FAILURE! posterior() has a value of {}"
.format(how_shit_is_this_guess))
print("~~star {} will not appear in the starting guess.\n".format(a_star))
# There are only good stars, and bad stars. ABSOLUTELY NO IN-BETWEEN
bad_stars = np.append(bad_stars, a_star)
# Tell the user about how everything went
N_good = len(good_stars)
print("All done! There were {} good stars and {} bad ones."
.format(N_good, N_stars-N_good))
Trying to find extinction for star 0... guessed extinction as: -0.4311669696232426 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 1... guessed extinction as: 7.344261008233549 FAILURE! posterior() has a value -11.285462562335923 but we have failed for some other unspecified reason. Trying to find extinction for star 2... guessed extinction as: -3.2446333639125893 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 3... guessed extinction as: 1.4220396347171798 FAILURE! posterior() has a value 1.9301208594768902 but we have failed for some other unspecified reason. Trying to find extinction for star 4... guessed extinction as: 1.3811949979923661 FAILURE! posterior() has a value 3.10871450338018 but we have failed for some other unspecified reason. Trying to find extinction for star 5... guessed extinction as: 7.488974440446782 Success! posterior() is finite, with a value -12.294265446396158 star 5 will appear in the starting guess. Yay :3 Trying to find extinction for star 6... guessed extinction as: 4.388108780232881 FAILURE! posterior() has a value -0.36435272933766427 but we have failed for some other unspecified reason. Trying to find extinction for star 7... guessed extinction as: -1.2566100102238094 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 8... guessed extinction as: 1.4821405793321303 FAILURE! posterior() has a value -0.43512720600643284 but we have failed for some other unspecified reason. Trying to find extinction for star 9... guessed extinction as: 1.8484844728759962 FAILURE! posterior() has a value 2.492415896639704 but we have failed for some other unspecified reason. Trying to find extinction for star 10... guessed extinction as: 0.7955310085795682 FAILURE! posterior() has a value -0.9049711926250819 but we have failed for some other unspecified reason. Trying to find extinction for star 11... guessed extinction as: 5.549735484550492 FAILURE! posterior() has a value -11.180680763656774 but we have failed for some other unspecified reason. Trying to find extinction for star 12... guessed extinction as: 3.3268171139014786 FAILURE! posterior() has a value 0.7906717649333643 but we have failed for some other unspecified reason. Trying to find extinction for star 13... guessed extinction as: 6.100556119127127 FAILURE! posterior() has a value -10.847104315113175 but we have failed for some other unspecified reason. Trying to find extinction for star 14... guessed extinction as: 2.4866864700068247 FAILURE! posterior() has a value -5.064441777831946 but we have failed for some other unspecified reason. Trying to find extinction for star 15... guessed extinction as: -0.7652173338774932 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 16... guessed extinction as: -2.318432377364333 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 17... guessed extinction as: 1.6665323210972933 Success! posterior() is finite, with a value 3.2307204190314884 star 17 will appear in the starting guess. Yay :3 Trying to find extinction for star 18... guessed extinction as: 5.247600857560058 FAILURE! posterior() has a value -3.540723381509526 but we have failed for some other unspecified reason. Trying to find extinction for star 19... guessed extinction as: 6.247569471233344 Success! posterior() is finite, with a value -1.34145464822786 star 19 will appear in the starting guess. Yay :3 Trying to find extinction for star 20... guessed extinction as: -0.00553223039647013 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 20 will not appear in the starting guess. Trying to find extinction for star 21... guessed extinction as: 2.237774839005309 FAILURE! posterior() has a value 0.15528491067667005 but we have failed for some other unspecified reason. Trying to find extinction for star 22... guessed extinction as: 5.677264275115535 FAILURE! posterior() has a value -5.661037353714162 but we have failed for some other unspecified reason. Trying to find extinction for star 23... guessed extinction as: 5.389803408858271 FAILURE! posterior() has a value -4.333182335380487 but we have failed for some other unspecified reason. Trying to find extinction for star 24... guessed extinction as: 5.954583377620859 FAILURE! posterior() has a value -15.308172029355257 but we have failed for some other unspecified reason. Trying to find extinction for star 25... guessed extinction as: 8.156546395479186 FAILURE! posterior() has a value -18.469820444410832 but we have failed for some other unspecified reason. Trying to find extinction for star 26... guessed extinction as: 0.0808457683126183 Success! posterior() is finite, with a value 3.5715181489153034 star 26 will appear in the starting guess. Yay :3 Trying to find extinction for star 27... guessed extinction as: -2.172096187109599 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 28... guessed extinction as: 4.7011027732174275 FAILURE! posterior() has a value -5.315085925688359 but we have failed for some other unspecified reason. Trying to find extinction for star 29... guessed extinction as: 2.6818049542229088 FAILURE! posterior() has a value -0.37046718379418153 but we have failed for some other unspecified reason. Trying to find extinction for star 30... guessed extinction as: 0.9875288487543676 FAILURE! posterior() has a value 1.4143575134198816 but we have failed for some other unspecified reason. Trying to find extinction for star 31... guessed extinction as: 0.5224338381686117 FAILURE! posterior() has a value 2.599666948622083 but we have failed for some other unspecified reason. Trying to find extinction for star 32... guessed extinction as: -0.8534058740660275 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 32 will not appear in the starting guess. Trying to find extinction for star 33... guessed extinction as: -31.78210245990305 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 33 will not appear in the starting guess. Trying to find extinction for star 34... guessed extinction as: -2.3028534001781393 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 34 will not appear in the starting guess. Trying to find extinction for star 35... guessed extinction as: 0.02801232923981524 Success! posterior() is finite, with a value 3.0994125690522125 star 35 will appear in the starting guess. Yay :3 Trying to find extinction for star 36... guessed extinction as: 0.3526210523502507 Success! posterior() is finite, with a value 3.1734148495090224 star 36 will appear in the starting guess. Yay :3 Trying to find extinction for star 37... guessed extinction as: -1.5808469708848274 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 37 will not appear in the starting guess. Trying to find extinction for star 38... guessed extinction as: -0.0014748445448385075 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 39... guessed extinction as: 3.3852846254215025 FAILURE! posterior() has a value 1.3160221230280857 but we have failed for some other unspecified reason. Trying to find extinction for star 40... guessed extinction as: 1.1337256834949612 FAILURE! posterior() has a value -1.365212456342272 but we have failed for some other unspecified reason. Trying to find extinction for star 41... guessed extinction as: 4.991872600342135 FAILURE! posterior() has a value 0.06447072879471527 but we have failed for some other unspecified reason. Trying to find extinction for star 42... guessed extinction as: 1.7920940144972637 FAILURE! posterior() has a value 0.13997276329366315 but we have failed for some other unspecified reason. Trying to find extinction for star 43... guessed extinction as: 2.74443482224258 FAILURE! posterior() has a value 1.5691992813088511 but we have failed for some other unspecified reason. Trying to find extinction for star 44... guessed extinction as: 3.8304504895128435 Success! posterior() is finite, with a value 1.7088666707615863 star 44 will appear in the starting guess. Yay :3 Trying to find extinction for star 45... guessed extinction as: 1.5640676116004941 Success! posterior() is finite, with a value 2.678863947844201 star 45 will appear in the starting guess. Yay :3 Trying to find extinction for star 46... guessed extinction as: 2.255326082109544 FAILURE! posterior() has a value 2.8785717378026767 but we have failed for some other unspecified reason. Trying to find extinction for star 47... guessed extinction as: 6.826610249736365 FAILURE! posterior() has a value -7.703143697563112 but we have failed for some other unspecified reason. Trying to find extinction for star 48... guessed extinction as: 0.2429927763194174 Success! posterior() is finite, with a value 2.131358852353536 star 48 will appear in the starting guess. Yay :3 Trying to find extinction for star 49... guessed extinction as: 0.6858658553795728 FAILURE! posterior() has a value -4.776166130840219 but we have failed for some other unspecified reason. Trying to find extinction for star 50... guessed extinction as: -2.4001705566239355 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 50 will not appear in the starting guess. Trying to find extinction for star 51... guessed extinction as: -43.352060107087844 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 52... guessed extinction as: 4.815313340049597 Success! posterior() is finite, with a value 2.031369210833704 star 52 will appear in the starting guess. Yay :3 Trying to find extinction for star 53... guessed extinction as: 4.065140667114226 FAILURE! posterior() has a value -0.8660204431169163 but we have failed for some other unspecified reason. Trying to find extinction for star 54... guessed extinction as: 4.400550667781332 FAILURE! posterior() has a value -1.209955380398951 but we have failed for some other unspecified reason. Trying to find extinction for star 55... guessed extinction as: 4.26829001181605 FAILURE! posterior() has a value -15.617643813862244 but we have failed for some other unspecified reason. Trying to find extinction for star 56... guessed extinction as: 5.674187877331857 FAILURE! posterior() has a value -7.507470236429147 but we have failed for some other unspecified reason. Trying to find extinction for star 57... guessed extinction as: 0.1432789598569117 Success! posterior() is finite, with a value 2.2888067862009427 star 57 will appear in the starting guess. Yay :3 Trying to find extinction for star 58... guessed extinction as: 1.509530808318321 FAILURE! posterior() has a value -1.3360563997992614 but we have failed for some other unspecified reason. Trying to find extinction for star 59... guessed extinction as: 2.933794169086796 FAILURE! posterior() has a value 1.9238570735777758 but we have failed for some other unspecified reason. Trying to find extinction for star 60... guessed extinction as: 3.182887197241509 FAILURE! posterior() has a value 2.236371849094965 but we have failed for some other unspecified reason. Trying to find extinction for star 61... guessed extinction as: 1.7328893762800648 Success! posterior() is finite, with a value 3.437755336690807 star 61 will appear in the starting guess. Yay :3 Trying to find extinction for star 62... guessed extinction as: 0.04257084304712544 FAILURE! posterior() has a value -0.2634590420525864 but we have failed for some other unspecified reason. Trying to find extinction for star 63... guessed extinction as: 1.8991793555869592 FAILURE! posterior() has a value -1.6438590625167908 but we have failed for some other unspecified reason. Trying to find extinction for star 64... guessed extinction as: -1.4308650067406594 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 65... guessed extinction as: 5.501250888374747 FAILURE! posterior() has a value -1.43274181602893 but we have failed for some other unspecified reason. Trying to find extinction for star 66... guessed extinction as: 2.050144601220019 Success! posterior() is finite, with a value 3.2002612826993513 star 66 will appear in the starting guess. Yay :3 Trying to find extinction for star 67... guessed extinction as: 1.815761378504269 FAILURE! posterior() has a value 1.2879151976387515 but we have failed for some other unspecified reason. Trying to find extinction for star 68... guessed extinction as: -9.272619884829197 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 69... guessed extinction as: -2.472805729351574 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 69 will not appear in the starting guess. Trying to find extinction for star 70... guessed extinction as: 0.9000912855006862 Success! posterior() is finite, with a value 4.735040575142017 star 70 will appear in the starting guess. Yay :3 Trying to find extinction for star 71... guessed extinction as: 1.4810215526323658 Success! posterior() is finite, with a value 3.8495334327871085 star 71 will appear in the starting guess. Yay :3 Trying to find extinction for star 72... guessed extinction as: 3.9209731818129208 Success! posterior() is finite, with a value 1.9724945699136978 star 72 will appear in the starting guess. Yay :3 Trying to find extinction for star 73... guessed extinction as: -1.0746508277469626 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 73 will not appear in the starting guess. Trying to find extinction for star 74... guessed extinction as: 0.3477270862476135 Success! posterior() is finite, with a value 3.851120365953328 star 74 will appear in the starting guess. Yay :3 Trying to find extinction for star 75... guessed extinction as: -5.007235304612026 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 75 will not appear in the starting guess. Trying to find extinction for star 76... guessed extinction as: 2.28923380201754 Success! posterior() is finite, with a value 4.186410799856959 star 76 will appear in the starting guess. Yay :3 Trying to find extinction for star 77... guessed extinction as: -0.17866008605965542 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 77 will not appear in the starting guess. Trying to find extinction for star 78... guessed extinction as: 3.732875235777775 FAILURE! posterior() has a value 1.7087417547168409 but we have failed for some other unspecified reason. Trying to find extinction for star 79... guessed extinction as: 4.9032959252430715 FAILURE! posterior() has a value -1.2881760151380082 but we have failed for some other unspecified reason. Trying to find extinction for star 80... guessed extinction as: 1.463801268166581 FAILURE! posterior() has a value 2.617542983366576 but we have failed for some other unspecified reason. Trying to find extinction for star 81... guessed extinction as: 6.584301821686501 Success! posterior() is finite, with a value -18.31131853153679 star 81 will appear in the starting guess. Yay :3 Trying to find extinction for star 82... guessed extinction as: -1.7667193389445424 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 82 will not appear in the starting guess. Trying to find extinction for star 83... guessed extinction as: -2.751302346829983 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 83 will not appear in the starting guess. Trying to find extinction for star 84... guessed extinction as: 2.374940033362412 FAILURE! posterior() has a value -0.21408767327839406 but we have failed for some other unspecified reason. Trying to find extinction for star 85... guessed extinction as: -3.386013838601786 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 86... guessed extinction as: 0.12983672484333145 Success! posterior() is finite, with a value 3.2745517625719263 star 86 will appear in the starting guess. Yay :3 Trying to find extinction for star 87... guessed extinction as: 3.366077200890495 FAILURE! posterior() has a value 1.0130267336626444 but we have failed for some other unspecified reason. Trying to find extinction for star 88... guessed extinction as: 2.1008368816240437 Success! posterior() is finite, with a value 4.210039978877612 star 88 will appear in the starting guess. Yay :3 Trying to find extinction for star 89... guessed extinction as: 1.3027468750273692 FAILURE! posterior() has a value 1.9449390561008393 but we have failed for some other unspecified reason. Trying to find extinction for star 90... guessed extinction as: 0.13591106042748055 Success! posterior() is finite, with a value 2.8812616183885194 star 90 will appear in the starting guess. Yay :3 Trying to find extinction for star 91... guessed extinction as: 1.7984122012315897 Success! posterior() is finite, with a value 3.0241880580198703 star 91 will appear in the starting guess. Yay :3 Trying to find extinction for star 92... guessed extinction as: 2.0377179668444563 FAILURE! posterior() has a value 2.4188235925968478 but we have failed for some other unspecified reason. Trying to find extinction for star 93... guessed extinction as: -0.309829053159711 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 94... guessed extinction as: -0.9946104752565259 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 95... guessed extinction as: 5.031587288604123 Success! posterior() is finite, with a value 1.0939895667879047 star 95 will appear in the starting guess. Yay :3 Trying to find extinction for star 96... guessed extinction as: 4.149088625982988 FAILURE! posterior() has a value -1.9624145024171025 but we have failed for some other unspecified reason. Trying to find extinction for star 97... guessed extinction as: 1.329251750230246 FAILURE! posterior() has a value 0.8605027621161945 but we have failed for some other unspecified reason. Trying to find extinction for star 98... guessed extinction as: 1.1257376445456841 Success! posterior() is finite, with a value 3.1389606490353854 star 98 will appear in the starting guess. Yay :3 Trying to find extinction for star 99... guessed extinction as: 3.0026734048178363 Success! posterior() is finite, with a value 2.9953087108020213 star 99 will appear in the starting guess. Yay :3 Trying to find extinction for star 100... guessed extinction as: 2.355648733456575 FAILURE! posterior() has a value 1.7982858427664397 but we have failed for some other unspecified reason. Trying to find extinction for star 101... guessed extinction as: 3.833176963479267 FAILURE! posterior() has a value 1.20149155056977 but we have failed for some other unspecified reason. Trying to find extinction for star 102... guessed extinction as: 0.7474224666040015 Success! posterior() is finite, with a value 3.403623803989068 star 102 will appear in the starting guess. Yay :3 Trying to find extinction for star 103... guessed extinction as: -0.7509439310034662 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 103 will not appear in the starting guess. Trying to find extinction for star 104... guessed extinction as: 1.6826874033369998 Success! posterior() is finite, with a value 3.4594681546673707 star 104 will appear in the starting guess. Yay :3 Trying to find extinction for star 105... guessed extinction as: 3.801129345438244 FAILURE! posterior() has a value -0.3444500225602476 but we have failed for some other unspecified reason. Trying to find extinction for star 106... guessed extinction as: 7.940112741992518 FAILURE! posterior() has a value -8.773046605688423 but we have failed for some other unspecified reason. Trying to find extinction for star 107... guessed extinction as: 0.2696772872966851 Success! posterior() is finite, with a value 4.056090510640365 star 107 will appear in the starting guess. Yay :3 Trying to find extinction for star 108... guessed extinction as: 4.124282615267697 FAILURE! posterior() has a value -3.48419156746668 but we have failed for some other unspecified reason. Trying to find extinction for star 109... guessed extinction as: 0.9733615586221815 FAILURE! posterior() has a value 0.4031614436493953 but we have failed for some other unspecified reason. Trying to find extinction for star 110... guessed extinction as: 7.0558575806410895 FAILURE! posterior() has a value -23.280197747010874 but we have failed for some other unspecified reason. Trying to find extinction for star 111... guessed extinction as: -4.180912077198235 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 112... guessed extinction as: 2.572582565991944 Success! posterior() is finite, with a value 3.87784955366463 star 112 will appear in the starting guess. Yay :3 Trying to find extinction for star 113... guessed extinction as: 8.762231759981166 Success! posterior() is finite, with a value -14.847206493752742 star 113 will appear in the starting guess. Yay :3 Trying to find extinction for star 114... guessed extinction as: 2.07773717122764 Success! posterior() is finite, with a value 3.2743311314487222 star 114 will appear in the starting guess. Yay :3 Trying to find extinction for star 115... guessed extinction as: 4.239811253485893 FAILURE! posterior() has a value -4.718167013335096 but we have failed for some other unspecified reason. Trying to find extinction for star 116... guessed extinction as: 0.41135535431519304 Success! posterior() is finite, with a value 3.4228771316492157 star 116 will appear in the starting guess. Yay :3 Trying to find extinction for star 117... guessed extinction as: 2.5452341113801267 FAILURE! posterior() has a value 1.3501148034705768 but we have failed for some other unspecified reason. Trying to find extinction for star 118... guessed extinction as: 1.4324626083265959 Success! posterior() is finite, with a value 2.6095551604099088 star 118 will appear in the starting guess. Yay :3 Trying to find extinction for star 119... guessed extinction as: 1.091057619732408 Success! posterior() is finite, with a value 2.684967838752163 star 119 will appear in the starting guess. Yay :3 Trying to find extinction for star 120... guessed extinction as: 0.31139389754158464 FAILURE! posterior() has a value -11.43989262458704 but we have failed for some other unspecified reason. Trying to find extinction for star 121... guessed extinction as: -0.08065869276032402 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 121 will not appear in the starting guess. Trying to find extinction for star 122... guessed extinction as: 2.333760886776119 Success! posterior() is finite, with a value 3.172892068389727 star 122 will appear in the starting guess. Yay :3 Trying to find extinction for star 123... guessed extinction as: 3.197645159843519 FAILURE! posterior() has a value -1.3190700291689739 but we have failed for some other unspecified reason. Trying to find extinction for star 124... guessed extinction as: 2.37246638984621 Success! posterior() is finite, with a value 3.4082144817051585 star 124 will appear in the starting guess. Yay :3 Trying to find extinction for star 125... guessed extinction as: 2.7993112396041875 Success! posterior() is finite, with a value 3.517583969876749 star 125 will appear in the starting guess. Yay :3 Trying to find extinction for star 126... guessed extinction as: 5.228513644264589 Success! posterior() is finite, with a value -1.7155236682460013 star 126 will appear in the starting guess. Yay :3 Trying to find extinction for star 127... guessed extinction as: 4.709015965641279 FAILURE! posterior() has a value -0.1003967248898312 but we have failed for some other unspecified reason. Trying to find extinction for star 128... guessed extinction as: 1.6723470221394638 FAILURE! posterior() has a value 1.260633998421449 but we have failed for some other unspecified reason. Trying to find extinction for star 129... guessed extinction as: 7.598949431023929 FAILURE! posterior() has a value -16.86371472508857 but we have failed for some other unspecified reason. Trying to find extinction for star 130... guessed extinction as: 1.1619897746875993 Success! posterior() is finite, with a value 3.6709418560501055 star 130 will appear in the starting guess. Yay :3 Trying to find extinction for star 131... guessed extinction as: -2.0304004034617393 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 131 will not appear in the starting guess. Trying to find extinction for star 132... guessed extinction as: -0.2237830080133272 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 133... guessed extinction as: 3.7868491532050776 Success! posterior() is finite, with a value -12.434118988755127 star 133 will appear in the starting guess. Yay :3 Trying to find extinction for star 134... guessed extinction as: 7.794970687001875 FAILURE! posterior() has a value -15.10504178659492 but we have failed for some other unspecified reason. Trying to find extinction for star 135... guessed extinction as: 5.65840566947061 FAILURE! posterior() has a value -7.160218134937564 but we have failed for some other unspecified reason. Trying to find extinction for star 136... guessed extinction as: 9.171149469133303 FAILURE! posterior() has a value -22.763392253125343 but we have failed for some other unspecified reason. Trying to find extinction for star 137... guessed extinction as: 0.9240237104834874 FAILURE! posterior() has a value -6.239565684356497 but we have failed for some other unspecified reason. Trying to find extinction for star 138... guessed extinction as: 1.7278492212795546 FAILURE! posterior() has a value 2.7967479877980335 but we have failed for some other unspecified reason. Trying to find extinction for star 139... guessed extinction as: 4.850478381806294 FAILURE! posterior() has a value -5.592230379398645 but we have failed for some other unspecified reason. Trying to find extinction for star 140... guessed extinction as: 6.387619495327609 FAILURE! posterior() has a value -5.676342421080697 but we have failed for some other unspecified reason. Trying to find extinction for star 141... guessed extinction as: 1.8825412192562554 FAILURE! posterior() has a value 1.4376549868811397 but we have failed for some other unspecified reason. Trying to find extinction for star 142... guessed extinction as: 4.099369406690069 FAILURE! posterior() has a value -2.8752459929093437 but we have failed for some other unspecified reason. Trying to find extinction for star 143... guessed extinction as: -4.950381243791335 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 143 will not appear in the starting guess. Trying to find extinction for star 144... guessed extinction as: -0.5431480586715604 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 144 will not appear in the starting guess. Trying to find extinction for star 145... guessed extinction as: -0.5632396760009836 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 145 will not appear in the starting guess. Trying to find extinction for star 146... guessed extinction as: 1.0478953803828641 FAILURE! posterior() has a value 3.4429706502188813 but we have failed for some other unspecified reason. Trying to find extinction for star 147... guessed extinction as: -4.818553359524352 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 148... guessed extinction as: -0.007934355524482802 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 148 will not appear in the starting guess. Trying to find extinction for star 149... guessed extinction as: -0.04265191738395055 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 149 will not appear in the starting guess. Trying to find extinction for star 150... guessed extinction as: 1.0801706252421193 Success! posterior() is finite, with a value 4.109652146369673 star 150 will appear in the starting guess. Yay :3 Trying to find extinction for star 151... guessed extinction as: 1.8508163392038126 FAILURE! posterior() has a value 2.4134402509588053 but we have failed for some other unspecified reason. Trying to find extinction for star 152... guessed extinction as: -7.01747399571881 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 153... guessed extinction as: -3.585610509704944 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 154... guessed extinction as: 2.049094052132562 Success! posterior() is finite, with a value 3.7924242134695314 star 154 will appear in the starting guess. Yay :3 Trying to find extinction for star 155... guessed extinction as: 3.752900401040378 FAILURE! posterior() has a value -1.6776457714339514 but we have failed for some other unspecified reason. Trying to find extinction for star 156... guessed extinction as: 2.9373399224343713 Success! posterior() is finite, with a value 3.131614887266232 star 156 will appear in the starting guess. Yay :3 Trying to find extinction for star 157... guessed extinction as: 8.307376560850075 FAILURE! posterior() has a value -12.721184389933951 but we have failed for some other unspecified reason. Trying to find extinction for star 158... guessed extinction as: 0.9427248410107141 FAILURE! posterior() has a value 1.6323746814886775 but we have failed for some other unspecified reason. Trying to find extinction for star 159... guessed extinction as: 0.34965786208021465 Success! posterior() is finite, with a value 4.150606217817302 star 159 will appear in the starting guess. Yay :3 Trying to find extinction for star 160... guessed extinction as: 8.295426536475857 FAILURE! posterior() has a value -22.667297547230643 but we have failed for some other unspecified reason. Trying to find extinction for star 161... guessed extinction as: 1.161153702732425 Success! posterior() is finite, with a value 3.064651470182133 star 161 will appear in the starting guess. Yay :3 Trying to find extinction for star 162... guessed extinction as: -10.948144877748717 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 162 will not appear in the starting guess. Trying to find extinction for star 163... guessed extinction as: 0.9520095166939903 Success! posterior() is finite, with a value 3.1658628437486858 star 163 will appear in the starting guess. Yay :3 Trying to find extinction for star 164... guessed extinction as: 0.23526394077229393 Success! posterior() is finite, with a value 3.267086261362379 star 164 will appear in the starting guess. Yay :3 Trying to find extinction for star 165... guessed extinction as: -0.36017133386395517 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 166... guessed extinction as: 0.15538649973349022 Success! posterior() is finite, with a value 2.4320068457212605 star 166 will appear in the starting guess. Yay :3 Trying to find extinction for star 167... guessed extinction as: -5.127821895267338 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 168... guessed extinction as: 1.4167444806257194 Success! posterior() is finite, with a value 3.0020437035872884 star 168 will appear in the starting guess. Yay :3 Trying to find extinction for star 169... guessed extinction as: -0.5768925880868285 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 169 will not appear in the starting guess. Trying to find extinction for star 170... guessed extinction as: 3.2795063203001247 Success! posterior() is finite, with a value 2.0081142059101236 star 170 will appear in the starting guess. Yay :3 Trying to find extinction for star 171... guessed extinction as: -0.2134433421693178 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 171 will not appear in the starting guess. Trying to find extinction for star 172... guessed extinction as: -5.149384972784655 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 173... guessed extinction as: -0.6097347389075326 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 174... guessed extinction as: -0.04418664063040659 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 174 will not appear in the starting guess. Trying to find extinction for star 175... guessed extinction as: -0.4135939411687609 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 176... guessed extinction as: 2.9030433308527503 Success! posterior() is finite, with a value 2.1915852712218555 star 176 will appear in the starting guess. Yay :3 Trying to find extinction for star 177... guessed extinction as: 0.07056191849823179 Success! posterior() is finite, with a value 1.3769772344523248 star 177 will appear in the starting guess. Yay :3 Trying to find extinction for star 178... guessed extinction as: 1.0768531057493183 Success! posterior() is finite, with a value 4.318447974011793 star 178 will appear in the starting guess. Yay :3 Trying to find extinction for star 179... guessed extinction as: -0.7287672911506063 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 179 will not appear in the starting guess. Trying to find extinction for star 180... guessed extinction as: -0.2534143227960836 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 181... guessed extinction as: 1.6489358995740864 Success! posterior() is finite, with a value 2.409413316922567 star 181 will appear in the starting guess. Yay :3 Trying to find extinction for star 182... guessed extinction as: -1.0536519929285761 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 182 will not appear in the starting guess. Trying to find extinction for star 183... guessed extinction as: -0.04197409408716896 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 183 will not appear in the starting guess. Trying to find extinction for star 184... guessed extinction as: 2.050444273014606 FAILURE! posterior() has a value -2.7051836188627547 but we have failed for some other unspecified reason. Trying to find extinction for star 185... guessed extinction as: 2.9061027284007954 Success! posterior() is finite, with a value 2.7398784065692743 star 185 will appear in the starting guess. Yay :3 Trying to find extinction for star 186... guessed extinction as: -2.0455545071990913 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 186 will not appear in the starting guess. Trying to find extinction for star 187... guessed extinction as: 2.434007013146451 FAILURE! posterior() has a value 2.1906101778669402 but we have failed for some other unspecified reason. Trying to find extinction for star 188... guessed extinction as: 0.42400065393941067 Success! posterior() is finite, with a value 3.4760694022267566 star 188 will appear in the starting guess. Yay :3 Trying to find extinction for star 189... guessed extinction as: 2.598272711602639 Success! posterior() is finite, with a value 3.059269528035939 star 189 will appear in the starting guess. Yay :3 Trying to find extinction for star 190... guessed extinction as: -0.8261451654922204 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 191... guessed extinction as: -1.3533107845000147 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 191 will not appear in the starting guess. Trying to find extinction for star 192... guessed extinction as: -0.16056769792167003 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 192 will not appear in the starting guess. Trying to find extinction for star 193... guessed extinction as: -0.7348282418305605 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 193 will not appear in the starting guess. Trying to find extinction for star 194... guessed extinction as: 5.372177159306906 FAILURE! posterior() has a value -3.154111578686466 but we have failed for some other unspecified reason. Trying to find extinction for star 195... guessed extinction as: 1.0895533020488999 Success! posterior() is finite, with a value 3.8640954744526557 star 195 will appear in the starting guess. Yay :3 Trying to find extinction for star 196... guessed extinction as: 1.7630215130674434 Success! posterior() is finite, with a value 3.317625060481676 star 196 will appear in the starting guess. Yay :3 Trying to find extinction for star 197... guessed extinction as: -1.1176697843994399 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 197 will not appear in the starting guess. Trying to find extinction for star 198... guessed extinction as: 0.9040471606369704 FAILURE! posterior() has a value 1.3049655315710336 but we have failed for some other unspecified reason. Trying to find extinction for star 199... guessed extinction as: -6.107104759260614 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 199 will not appear in the starting guess. Trying to find extinction for star 200... guessed extinction as: 0.5490595226052305 Success! posterior() is finite, with a value 2.86105617454543 star 200 will appear in the starting guess. Yay :3 Trying to find extinction for star 201... guessed extinction as: -3.31553817383406 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 201 will not appear in the starting guess. Trying to find extinction for star 202... guessed extinction as: 0.43200014563111017 Success! posterior() is finite, with a value 4.250009432630618 star 202 will appear in the starting guess. Yay :3 Trying to find extinction for star 203... guessed extinction as: -0.36948005673961615 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 203 will not appear in the starting guess. Trying to find extinction for star 204... guessed extinction as: 0.03948994218399853 Success! posterior() is finite, with a value 4.213571804238029 star 204 will appear in the starting guess. Yay :3 Trying to find extinction for star 205... guessed extinction as: 2.5088360120159545 Success! posterior() is finite, with a value 4.031346771972554 star 205 will appear in the starting guess. Yay :3 Trying to find extinction for star 206... guessed extinction as: 0.518485766885641 FAILURE! posterior() has a value 2.8742337823515207 but we have failed for some other unspecified reason. Trying to find extinction for star 207... guessed extinction as: -0.13793281136800614 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 208... guessed extinction as: -0.590594489600178 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 208 will not appear in the starting guess. Trying to find extinction for star 209... guessed extinction as: -0.31718362426420266 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 209 will not appear in the starting guess. Trying to find extinction for star 210... guessed extinction as: -0.9359161156083083 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 210 will not appear in the starting guess. Trying to find extinction for star 211... guessed extinction as: 0.48810666748675136 Success! posterior() is finite, with a value 4.273830957487422 star 211 will appear in the starting guess. Yay :3 Trying to find extinction for star 212... guessed extinction as: -0.7560561541994998 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 212 will not appear in the starting guess. Trying to find extinction for star 213... guessed extinction as: 0.25383978703507143 FAILURE! posterior() has a value 3.2223491654272056 but we have failed for some other unspecified reason. Trying to find extinction for star 214... guessed extinction as: -9.009816452802466 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 215... guessed extinction as: -1.2042343175126942 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 215 will not appear in the starting guess. Trying to find extinction for star 216... guessed extinction as: 1.1862533243366955 Success! posterior() is finite, with a value 4.369629893444916 star 216 will appear in the starting guess. Yay :3 Trying to find extinction for star 217... guessed extinction as: 0.5612741851649407 Success! posterior() is finite, with a value 3.8889930476046928 star 217 will appear in the starting guess. Yay :3 Trying to find extinction for star 218... guessed extinction as: -1.0237899423331578 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value -inf but we have failed for some other unspecified reason. Trying to find extinction for star 219... guessed extinction as: -1.0561978581585814 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 219 will not appear in the starting guess. Trying to find extinction for star 220... guessed extinction as: 0.7230388689044384 Success! posterior() is finite, with a value 4.136683067539439 star 220 will appear in the starting guess. Yay :3 Trying to find extinction for star 221... guessed extinction as: 6.925757890411863 Success! posterior() is finite, with a value -13.553892456202124 star 221 will appear in the starting guess. Yay :3 Trying to find extinction for star 222... guessed extinction as: 3.4458871895217835 Success! posterior() is finite, with a value 3.227435588813223 star 222 will appear in the starting guess. Yay :3 Trying to find extinction for star 223... guessed extinction as: -0.14464401163737461 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 223 will not appear in the starting guess. Trying to find extinction for star 224... guessed extinction as: -0.6626042085834621 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 224 will not appear in the starting guess. Trying to find extinction for star 225... guessed extinction as: 1.8829561351207227 FAILURE! posterior() has a value 1.977438894176391 but we have failed for some other unspecified reason. Trying to find extinction for star 226... guessed extinction as: -3.8754616034771336 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 226 will not appear in the starting guess. Trying to find extinction for star 227... guessed extinction as: -1.6772978585110347 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 227 will not appear in the starting guess. Trying to find extinction for star 228... guessed extinction as: -1.0219338830265925 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 228 will not appear in the starting guess. Trying to find extinction for star 229... guessed extinction as: -3.3241190410395673 prior_extinction encountered infs in these return array values: [0] FAILURE! posterior() has a value of -inf ~~star 229 will not appear in the starting guess. All done! There were 70 good stars and 160 bad ones.
Lastly, some code to store these results properly. Only run this when you're done with the above, as it modifies some things (such as data_emcee) in-place, so you'd have to go back to 4.2 again to re-make it if you wanted to go back on anything.
# Sets a maximum number of stars for us to use
stars_to_use = 250
if stars_to_use < N_good:
N_good = stars_to_use
else:
stars_to_use = N_good
# Add all the good shit to a final guess
starting_guess = np.append(starting_guess, good_omegas[:stars_to_use])
starting_guess = np.append(starting_guess, good_extinctions[:stars_to_use])
# Work out which original stars aren't in the final set
good_stars = good_stars[:stars_to_use]
stars_to_remove = np.where(np.isin(np.arange(N_stars), good_stars) == False)[0]
# Remove the bad ones from data_emcee
keys = list(data_emcee.keys())
keys.remove('m_exp')
keys.remove('m_sigma')
keys.remove('N_stars')
keys.remove('N_bands')
keys.remove('V_band_number')
keys.remove('precalculated_a_i')
keys.remove('precalculated_b_i')
keys.remove('Rv')
if N_binaries > 0:
keys.remove('N_binaries')
for a_key in keys:
data_emcee[a_key] = np.delete(data_emcee[a_key], stars_to_remove)
# We handle magnitudes separately as these are 2D arrays of N_bands x N_stars
data_emcee['m_exp'] = np.delete(data_emcee['m_exp'], stars_to_remove, axis=1)
data_emcee['m_sigma'] = np.delete(data_emcee['m_sigma'], stars_to_remove,
axis=1)
# Set N to a new value based on how many guesses we have
data_emcee['N_stars'] = N_good
# Make a fresh ranges dictionary based on how many good stars there are
ranges = create_new_ranges_dict(N_good, N_binaries, N_bands)
Idiot check that posterior() is finite
posterior(starting_guess, ranges, data_emcee, parallax_prior_repo, debug=True)
-270.0450919054906
Define acceptable ranges on parameters, as standard deviations of normal distributions. These should roughly be the same as the final standard deviations, as this means all the walkers start in good positions and don't have to spend time moving inwards towards/outwards from the MAP value.
guess_stdd_omega_0 = 0.001 # 1 micro as
guess_stdd_L = 0.1
guess_stdd_Rv = 0.01
guess_stdd_a = 0.001
guess_stdd_b = 0.001
guess_stdd_c = 0.001
guess_stdd_s = 0.001
guess_stdd_omega_B = 0.001
guess_stdd_omega = 0.001
guess_stdd_A = [0.5]
Create walkers guesses, looping over each until we get one that isn't infinitely unlikely, and then moving onto the next. This is necessary because some starting guesses (e.g. for extinction) may be 0. It is easy (without implementing as-you-go priors checking) to guess a negative extinction (which isn't allowed by priors, and causes the program to die.)
# Some parameters for the MCMC simulation
dimensions = starting_guess.size
walkers = 10 * dimensions
# Extend the starting guess to our number of walkers' dimensions
starting_guesses = np.zeros((walkers, dimensions))
current_walker = 0
sys.stdout.write("Heya! Please give me a moment to create {} guesses.\n"
.format(walkers))
sys.stdout.write("\rAttempting to make a guess for walker {}..."
.format(current_walker))
sys.stdout.flush()
# Loop over all the walkers
count = 0
while current_walker < walkers:
# Cycle over all parameters, making guesses for them, and also applying
# np.abs() to any ones that should always be positive, like A and omega
current_guess = starting_guess.copy()
current_guess[ranges['omega_0']] += np.random.normal(loc=0.0,
scale=guess_stdd_omega_0)
current_guess[ranges['L']] += np.random.normal(loc=0.0,
scale=guess_stdd_L)
current_guess[ranges['Rv']] += np.random.normal(loc=0.0,
scale=guess_stdd_Rv, size=int(infer_for_Rv))
current_guess[ranges['a']] += np.random.normal(loc=0.0,
scale=guess_stdd_a, size=N_bands)
current_guess[ranges['b']] += np.random.normal(loc=0.0,
scale=guess_stdd_b, size=N_bands
* use_metallicities)
current_guess[ranges['c']] += np.random.normal(loc=0.0,
scale=guess_stdd_c, size=N_bands)
current_guess[ranges['s']] += np.random.normal(loc=0.0,
scale=guess_stdd_s, size=N_bands)
current_guess[ranges['omega_B']] += np.abs(np.random.normal(loc=0.0,
scale=guess_stdd_omega_B, size=N_binaries))
current_guess[ranges['omega']] += np.abs(np.random.normal(loc=0.0,
scale=guess_stdd_omega, size=N_good))
current_guess[ranges['A']] += np.abs(np.random.normal(loc=0.0,
scale=guess_stdd_omega, size=N_good))
# Test to see if this guess is acceptable or not
how_shit_is_this_guess = posterior(current_guess, ranges, data_emcee,
parallax_prior_repo, debug=False)
if np.isfinite(how_shit_is_this_guess):
starting_guesses[current_walker] = current_guess
current_walker += 1
sys.stdout.write("\rAttempting to make a guess for walker {} of {}..."
.format(current_walker, walkers))
sys.stdout.flush()
sys.stdout.write("\rAll done! =) ")
sys.stdout.flush()
Heya! Please give me a moment to create 1510 guesses. All done! =)
The game is on! It's time to run emcee and see what results we can get.
def calc_local_time(input_time):
"""Convenience function to convert to a pretty time string."""
return time.strftime('%c', time.localtime(input_time))
def run_emcee_for_me(sampler, steps=100, reset=True, guess=0,
end_time=1, reporting_time=1,
memory_fraction_to_use=0.25,
plot_chains_on_refresh=True,
walkers_to_plot=1000):
"""Auto-runs emcee, giving an update on each step done and
estimating runtime.
"""
# See if we need to start from a guess
if type(guess) is int:
# Set to last sampler position
last_pos = sampler.chain[:, -1, :].copy()
else:
# Set to the guess
last_pos = guess
# Wipe the sampler's memory if required
if reset == True:
sampler.reset()
if memory_fraction_to_use != 0.25:
print('WARNING: you have changed internal value memory_fraction_to_use.')
print('This can cause program instability. If you\'ve set it at larger')
print('than 1, then you\'re a total numpty of course.')
# Here, we work out how big we can make the chain. These values loosely
# limit its size to about a quarter of the system's total memory (4GB of
# 15.5GB on the initial computer.) You can potentially use upto half of
# system memory and remain stable, but the program begins to get
# increasingly slower. By more than half, the program gets extremely slow -
# presumably because on making array copies every time emcee
# re-initialises, Python has to do hopscotch around your RAM as it
# physically can't use enough to copy in one go. At this point... computer
# death occurs. It's quite sad to watch. *flames ensue*
mem = virtual_memory().total / (1024**3) # System memory in GB
max_chain_at_15_GB = 500 # Empirical numbers set by me
max_walkers_at_15_GB = 2084
max_dims_at_15_GB = 521
max_chain_length = int((max_chain_at_15_GB * mem / 15.557605743408203
* max_walkers_at_15_GB / walkers
* max_dims_at_15_GB / dimensions
* 4*memory_fraction_to_use))
# Work out how many steps of steps we'll need to make
# (yes, I did just say steps of steps, don't judge)
# Basically, if the user requested more steps than the max chain length,
# then we'll have to dump it a few times to avoid running out of system
# memory.
required_chain_refreshes = int(np.ceil(steps / max_chain_length))
# Cycle backwards through an array that will say how many steps to take
# on each refresh cycle
each_step_limit = np.zeros(required_chain_refreshes, dtype=np.int64)
for i in np.arange(1, required_chain_refreshes + 1):
remaining_steps = int(steps - np.sum(each_step_limit))
if remaining_steps > max_chain_length:
each_step_limit[-i] = max_chain_length
else:
each_step_limit[-i] = remaining_steps
# A quick check that we worked that out right (if it didn't, stop)
if np.sum(each_step_limit) != steps:
print("ERROR: desired step count has not been correctly calculted.")
return 0
# Get the time right now, and the max time we can go until (in seconds, for
# user input which is in hours)
start_time = time.time()
end_time = time.time() + end_time * 60**2
# A bit of start output
print("--- BATDOG is running! I will aim to complete {} steps. ---\n"
.format(steps))
print(" I have selected an empirical chain length limit of {}"
.format(max_chain_length))
print(" based on your system specifications. You can tell me")
print(" that I'm a good dog later =)")
print("\n--Start time is {}".format(calc_local_time(start_time)))
print("--Cutoff time is {}".format(calc_local_time(end_time)))
# Run a few first steps to work out individual step time
step_time = time.time()
last_pos, last_prob, last_state = sampler.run_mcmc(last_pos, 10)
step_time = (time.time() - step_time) / 10
steps_done = 10
each_step_limit[0] -= 10
eta_time = (steps - steps_done) * step_time + time.time()
print("\n--I just did 10 test steps. Steptime is {:.2f}s".format(step_time))
print("--Initial ETA to finish is {}".format(calc_local_time(eta_time)))
# Actually run the code for a while and see how it goes
for steps_until_refresh in each_step_limit:
steps_of_current_refresh = 0
while steps_of_current_refresh < steps_until_refresh:
# Work out how many steps we can do before our next check-in
next_steps = int(np.floor(60 * reporting_time / step_time))
# Set next_steps to 1 if reporting_time is very small
if next_steps < 1:
next_steps = 1
# Make next_steps smaller if we're almost done
steps_left = steps_until_refresh - steps_of_current_refresh
if next_steps > steps_left:
next_steps = steps_left
# Run and time emcee for next_steps steps
step_time = time.time()
last_pos, last_prob, last_state = sampler.run_mcmc(last_pos,
next_steps)
step_time = (time.time() - step_time) / next_steps
# Increment total step counters
steps_of_current_refresh += next_steps
steps_done += next_steps
eta_time = (steps - steps_done) * step_time + time.time()
# Tell the user about how we're doing
print("\n--The current time is {}"
.format(calc_local_time(time.time())))
print(" steps done = {}".format(steps_done))
print(" steps 2ref = {}"
.format(steps_until_refresh - steps_of_current_refresh))
print(" steps left = {}".format(steps - steps_done))
print(" step time = {:.2f}s".format(step_time))
print(" mean accpt = {:.4f}"
.format(sampler.acceptance_fraction.mean()))
print(" ETA = {}".format(calc_local_time(eta_time)))
# Quit if we've done enough steps or if we've gone on for too long
if steps_done >= steps or time.time() > end_time:
print("\nDone {} of {} steps. Quitting now...".format(steps_done,
steps))
print("Exit time is {}".format(calc_local_time(time.time())))
break
# Reset sampler to save memory, and plot chains so far if desired
else:
print("\n--Resetting sampler to save memory...")
if plot_chains_on_refresh:
print(" chains so far (star 0, binary 0, band 0):")
plot_chains(sampler, ranges, data_emcee,
step_0=steps_done - steps_of_current_refresh)
sampler.reset()
def get_values_for_plotting(ranges, star, binary_star, band):
"""Convenience function for plotting functions that returns relevant emcee
parameter numbers.
"""
# Work out what the parameter vector ID of the star is (it may be a bit
# less than expected if we had some failures)
try:
star_new_number = int(np.where(data_emcee['ID'] == star)[0])
except TypeError:
star_new_number = int(data_emcee['ID'][0])
print('Selected star to plot was rejected from final model!')
print('Plotting star {} instead.'.format(star_new_number))
# Get the names of all the parameters we're bothered about
names = list(ranges.keys())
# Look for the arg of the band that matches *band*. Or, set band_number to
# 0 if no band was specified.
if len(band) > 0:
band_number = band_names.index(band)
else:
band_number = 0
# Gets the requisite parameter numbers for a given star, correcting for
# guess failures removing stars from the emcee model as required
values = [ranges['omega_0'],
ranges['L']]
# Only add Rv if it's a parameter in the model
if infer_for_Rv:
values.append(ranges['Rv'])
else:
names.remove('Rv')
# a
values.append(ranges['a'][band_number])
# Only add b if we're using metallicities
if use_metallicities:
values.append(ranges['b'][band_number])
else:
names.remove('b')
# c and s
values.append(ranges['c'][band_number])
values.append(ranges['s'][band_number])
# Only add binary stars if there are actually any in the model
if N_binaries > 0:
values.append(ranges['omega_B'][binary_star])
else:
names.remove('omega_B')
# Parallax
values.append(ranges['omega'][star_new_number])
# Extinction
values.append(ranges['A'][star_new_number])
return [names, values, band_number]
def plot_chains(sampler, ranges, data_emcee, star=0, binary_star=0, band='',
start=False, step_0=0, walkers_to_plot=1000):
"""Plots the current stored chain output for a given star."""
# Get some important deets from our convenience functions
names, values, band_number = get_values_for_plotting(ranges, star,
binary_star, band)
# Check if the user specified a start point to plot from
if start != False:
s = start
else:
s = 0
# Set the xranges up so that we start plotting from step_0 onwards. Useful
# for plotting on the same figure instance after a sampler reset.
xrange = np.arange(step_0, step_0 + sampler.chain[0, :, 0].size)
# Define a number of figures corresponding to params
fig, ax = plt.subplots(len(names) + 1, figsize=(8, 12), sharex=True)
# Plots likelihood
ax[0].plot(xrange, sampler.lnprobability.T[:, :walkers_to_plot],
'-r', alpha=0.2)
ax[0].set_ylabel('lnprob')
# Plots parameter evolution
j=0 # Parameter to try
for i in values:
ax[j+1].plot(xrange, sampler.chain[:walkers_to_plot, s:, values[j]].T,
'-k', alpha=0.2);
ax[j+1].set_ylabel(names[j])
j += 1
plt.show()
def plot_corner(sampler, ranges, data_emcee, star=0, binary_star=0, band=''):
"""Makes a corner plot using corner.py."""
# Get some important deets from our convenience functions
names, values, band_number = get_values_for_plotting(ranges, star,
binary_star, band)
# Attempt to set truths on the plot if any have been set
try:
my_truths = np.array([omega_0_true,
scale_true,
a_true[band_number],
b_true[band_number],
c_true[band_number],
s_true[band_number],
data['omega_true'][star],
data['P_true'][star],
data['A_true_' + band][star]])
# Only add a truth value for binary stars if there actually are any
if N_binaries > 0:
my_truths = np.insert(my_truths, 5,
binaries['omega_true'][binary_star])
except NameError:
print('One or more truth values weren\'t found. Not plotting any!')
print('Sorry =(')
my_truths = None
# Make a corner plot
corner.corner(sampler.flatchain[:, values],
labels=names,
truths=my_truths,
quantiles=[0.16, 0.5, 0.84],
show_titles=True,
title_fmt='.4f',
title_kwargs={'fontsize':12},
scale_hist=True)
plt.show()
# Define the sampler
sampler = emcee.EnsembleSampler(walkers, dimensions, posterior,
args=(ranges, data_emcee, parallax_prior_repo),
kwargs={'debug':False},
threads=number_of_cores,
live_dangerously=True)
# Set random state for repeatability (and also good luck, because 42)
sampler.random_state = 42
%time run_emcee_for_me(sampler, steps=20, guess=starting_guesses.copy())
--- BATDOG is running! I will aim to complete 20 steps. --- I have selected an empirical chain length limit of 2380 based on your system specifications. You can tell me that I'm a good dog later =) --Start time is Fri Aug 17 16:12:21 2018 --Cutoff time is Fri Aug 17 17:12:21 2018 --I just did 10 test steps. Steptime is 0.53s --Initial ETA to finish is Fri Aug 17 16:12:32 2018 --The current time is Fri Aug 17 16:12:32 2018 steps done = 20 steps 2ref = 0 steps left = 0 step time = 0.55s mean accpt = 0.0887 ETA = Fri Aug 17 16:12:32 2018 Done 20 of 20 steps. Quitting now... Exit time is Fri Aug 17 16:12:32 2018 CPU times: user 568 ms, sys: 64 ms, total: 632 ms Wall time: 10.8 s
run_emcee_for_me(sampler, reset=True, steps=2380, end_time=1.0,
plot_chains_on_refresh=True, walkers_to_plot=500,
reporting_time=1)
--- BATDOG is running! I will aim to complete 2380 steps. --- I have selected an empirical chain length limit of 2380 based on your system specifications. You can tell me that I'm a good dog later =) --Start time is Fri Aug 17 17:02:25 2018 --Cutoff time is Fri Aug 17 18:02:25 2018 --I just did 10 test steps. Steptime is 0.57s --Initial ETA to finish is Fri Aug 17 17:25:01 2018 --The current time is Fri Aug 17 17:03:22 2018 steps done = 115 steps 2ref = 2265 steps left = 2265 step time = 0.49s mean accpt = 0.0942 ETA = Fri Aug 17 17:21:52 2018 --The current time is Fri Aug 17 17:04:22 2018 steps done = 237 steps 2ref = 2143 steps left = 2143 step time = 0.49s mean accpt = 0.0942 ETA = Fri Aug 17 17:21:58 2018 --The current time is Fri Aug 17 17:05:24 2018 steps done = 358 steps 2ref = 2022 steps left = 2022 step time = 0.51s mean accpt = 0.0941 ETA = Fri Aug 17 17:22:27 2018 --The current time is Fri Aug 17 17:06:24 2018 steps done = 476 steps 2ref = 1904 steps left = 1904 step time = 0.51s mean accpt = 0.0944 ETA = Fri Aug 17 17:22:40 2018 --The current time is Fri Aug 17 17:07:27 2018 steps done = 593 steps 2ref = 1787 steps left = 1787 step time = 0.54s mean accpt = 0.0943 ETA = Fri Aug 17 17:23:33 2018 --The current time is Fri Aug 17 17:08:28 2018 steps done = 703 steps 2ref = 1677 steps left = 1677 step time = 0.55s mean accpt = 0.0944 ETA = Fri Aug 17 17:23:47 2018 --The current time is Fri Aug 17 17:09:26 2018 steps done = 812 steps 2ref = 1568 steps left = 1568 step time = 0.53s mean accpt = 0.0944 ETA = Fri Aug 17 17:23:19 2018 --The current time is Fri Aug 17 17:10:26 2018 steps done = 924 steps 2ref = 1456 steps left = 1456 step time = 0.54s mean accpt = 0.0945 ETA = Fri Aug 17 17:23:30 2018 --The current time is Fri Aug 17 17:11:25 2018 steps done = 1035 steps 2ref = 1345 steps left = 1345 step time = 0.53s mean accpt = 0.0946 ETA = Fri Aug 17 17:23:16 2018 --The current time is Fri Aug 17 17:12:26 2018 steps done = 1148 steps 2ref = 1232 steps left = 1232 step time = 0.54s mean accpt = 0.0947 ETA = Fri Aug 17 17:23:30 2018 --The current time is Fri Aug 17 17:13:26 2018 steps done = 1259 steps 2ref = 1121 steps left = 1121 step time = 0.54s mean accpt = 0.0947 ETA = Fri Aug 17 17:23:35 2018 --The current time is Fri Aug 17 17:14:24 2018 steps done = 1369 steps 2ref = 1011 steps left = 1011 step time = 0.53s mean accpt = 0.0949 ETA = Fri Aug 17 17:23:15 2018 --The current time is Fri Aug 17 17:15:26 2018 steps done = 1483 steps 2ref = 897 steps left = 897 step time = 0.54s mean accpt = 0.0949 ETA = Fri Aug 17 17:23:34 2018 --The current time is Fri Aug 17 17:16:24 2018 steps done = 1593 steps 2ref = 787 steps left = 787 step time = 0.53s mean accpt = 0.0951 ETA = Fri Aug 17 17:23:22 2018 --The current time is Fri Aug 17 17:17:24 2018 steps done = 1705 steps 2ref = 675 steps left = 675 step time = 0.53s mean accpt = 0.0951 ETA = Fri Aug 17 17:23:24 2018 --The current time is Fri Aug 17 17:18:25 2018 steps done = 1817 steps 2ref = 563 steps left = 563 step time = 0.54s mean accpt = 0.0952 ETA = Fri Aug 17 17:23:29 2018 --The current time is Fri Aug 17 17:19:23 2018 steps done = 1927 steps 2ref = 453 steps left = 453 step time = 0.54s mean accpt = 0.0952 ETA = Fri Aug 17 17:23:26 2018 --The current time is Fri Aug 17 17:20:23 2018 steps done = 2039 steps 2ref = 341 steps left = 341 step time = 0.53s mean accpt = 0.0953 ETA = Fri Aug 17 17:23:24 2018 --The current time is Fri Aug 17 17:21:24 2018 steps done = 2151 steps 2ref = 229 steps left = 229 step time = 0.54s mean accpt = 0.0953 ETA = Fri Aug 17 17:23:28 2018 --The current time is Fri Aug 17 17:22:24 2018 steps done = 2261 steps 2ref = 119 steps left = 119 step time = 0.54s mean accpt = 0.0954 ETA = Fri Aug 17 17:23:28 2018 --The current time is Fri Aug 17 17:23:23 2018 steps done = 2371 steps 2ref = 9 steps left = 9 step time = 0.54s mean accpt = 0.0954 ETA = Fri Aug 17 17:23:28 2018 --The current time is Fri Aug 17 17:23:30 2018 steps done = 2380 steps 2ref = 0 steps left = 0 step time = 0.75s mean accpt = 0.0954 ETA = Fri Aug 17 17:23:30 2018 Done 2380 of 2380 steps. Quitting now... Exit time is Fri Aug 17 17:23:30 2018
# Change me
star_to_try = 12
binary_to_try = 0
band_to_try = 'K'
# Plot chains output
plot_chains(sampler, ranges, data_emcee, star=star_to_try,
binary_star=binary_to_try, band=band_to_try)
#data.iloc[[star_to_try]]['A_true_' + band_to_try]
Selected star to plot was rejected from final model! Plotting star 5 instead.
# Change me
star_to_try = 12
binary_to_try = 0
band_to_try = 'J'
# Make a corner plot
plot_corner(sampler, ranges, data_emcee, star=star_to_try,
binary_star=binary_to_try, band=band_to_try)
# Get data on star star_to_try
data.iloc[[star_to_try]][[#'omega_true',
'omega_exp', 'omega_sigma', #'P_true',
'P_exp', 'P_sigma', #'A_true_' + band_to_try,
#'A_exp_' + band_to_try, #'m_true_' + band_to_try,
'm_exp_' + band_to_try, 'FeH_exp']]
Selected star to plot was rejected from final model! Plotting star 5 instead. One or more truth values weren't found. Not plotting any! Sorry =(
omega_exp | omega_sigma | P_exp | P_sigma | m_exp_J | FeH_exp | |
---|---|---|---|---|---|---|
12 | 0.213099 | 0.026879 | 5.815848 | 0.000049 | 9.154 | 0.01 |
def calculate_corner_quantiles(sampler, ranges, data_emcee, data,
add_scatter_to_A_errors=False):
"""Computes requisite quantile levels for all parameters in the model,
and outputs them to the original data DataFrame object as well as popping
a, b, s etc parameters in a sensible output.
"""
# Quantiles to work stuff out at. Currently set to the 1sigma level.
quantiles = np.array([0.16, 0.50, 0.84])
add_s = int(add_scatter_to_A_errors)
# Work out omega_0, L, Rv
sys.stdout.write("\rProcessing omega_0 and L")
sys.stdout.flush()
omega_0 = corner.quantile(sampler.flatchain[:, ranges['omega_0']], quantiles)
L = corner.quantile(sampler.flatchain[:, ranges['L']], quantiles)
if infer_for_Rv:
Rv = corner.quantile(sampler.flatchain[:, ranges['Rv']], quantiles)
else:
Rv = data_emcee['Rv']
Rv = np.asarray([Rv, Rv, Rv])
# Work out a, b, c, s
N_quantiles = quantiles.size
a = np.empty((N_bands, N_quantiles))
b = np.zeros((N_bands, N_quantiles))
c = np.empty((N_bands, N_quantiles))
s = np.empty((N_bands, N_quantiles))
for band_number in range(N_bands):
sys.stdout.write("\rProcessing band {} ".format(band_number))
sys.stdout.flush()
a[band_number] = corner.quantile(
sampler.flatchain[:, ranges['a'][band_number]], quantiles)
if use_metallicities:
b[band_number] = corner.quantile(
sampler.flatchain[:, ranges['b'][band_number]], quantiles)
c[band_number] = corner.quantile(
sampler.flatchain[:, ranges['c'][band_number]], quantiles)
s[band_number] = corner.quantile(
sampler.flatchain[:, ranges['s'][band_number]], quantiles)
# A list of all bands that aren't the V band
not_the_V_band = band_names.copy()
try:
the_V_band = band_names.index('V')
not_the_V_band.pop(the_V_band)
except ValueError:
the_V_band = 0
print("No V_band in this model. Using add_scatter_to_A_errors may "
"cause unintended behaviour!")
# Get all the parameter names we want to look at
parameter_names = ['omega_inf']
for name in band_names:
parameter_names.append('A_inf_' + name)
parameter_names.append('M_inf_' + name)
# Initialise columns of the dataframe
for name in parameter_names:
data[name] = np.nan
data[name + '_u'] = np.nan
data[name + '_l'] = np.nan
# Loop over all parameters for stars
for a_star in range(N_good):
# We grab the original ID of the star so we can put it in the right
# place in the original DataFrame. Any failed stars will shift the
# order of everything a bit, making this necessary.
a_star_ID = data_emcee['ID'][a_star]
# Firstly, do the band independent bits
# Omega
data.loc[a_star_ID, 'omega_inf' + '_l'],\
data.loc[a_star_ID, 'omega_inf'],\
data.loc[a_star_ID, 'omega_inf' + '_u'] = \
corner.quantile(sampler.flatchain[:, ranges['omega'][a_star]],
quantiles)
# Calculate absolute magnitudes in all bands
for a_band_name in band_names:
param_name = 'M_inf_' + a_band_name
band_number = band_names.index(a_band_name)
data.loc[a_star_ID, param_name] = (c[band_number, 1]
+ a[band_number, 1] * data_emcee['logP_exp'][a_star]
+ b[band_number, 1] * data_emcee['FeH_exp'][a_star])
# V-band extinction
data.loc[a_star_ID, 'A_inf_V' + '_l'],\
data.loc[a_star_ID, 'A_inf_V'],\
data.loc[a_star_ID, 'A_inf_V' + '_u'] = \
corner.quantile(sampler.flatchain[:, ranges['A'][a_star]],
quantiles)
# Next, calculate extinction values for the other bands
for a_band_name in not_the_V_band:
param_name = 'A_inf_' + a_band_name
band_number = band_names.index(a_band_name)
# Get useful CCM fit values
a_i = data_emcee['precalculated_a_i'][band_number, 0]
b_i = data_emcee['precalculated_b_i'][band_number, 0]
# Depending on whether b_i is positive or negative, which
# one is actually gonna be the upper or lower limit is up for
# debate. We work this out first.
made_with_lower = (a_i + b_i / Rv[0])
made_in_middle = (a_i + b_i / Rv[1])
made_with_upper = (a_i + b_i / Rv[2])
# If using the upper limit of Rv makes a bigger A, we use this
if made_with_upper > made_with_lower or infer_for_Rv == False:
data.loc[a_star_ID, param_name + '_u'] = (
data.loc[a_star_ID, 'A_inf_V_u'] * made_with_upper
+ add_s*s[band_number][1])
data.loc[a_star_ID, param_name + '_l'] = (
data.loc[a_star_ID, 'A_inf_V_l'] * made_with_lower
- add_s*s[band_number][1])
# Or do it the other way around if the upper limit of Rv would make
# a smaller A (aka if b_i is negative)
else:
data.loc[a_star_ID, param_name + '_u'] = (
data.loc[a_star_ID, 'A_inf_V_u'] * made_with_lower
+ add_s*s[band_number][1])
data.loc[a_star_ID, param_name + '_l'] = (
data.loc[a_star_ID, 'A_inf_V_l'] * made_with_upper
- add_s*s[band_number][1])
# Now the easy one in the middle
data.loc[a_star_ID, param_name] = (
data.loc[a_star_ID, 'A_inf_V'] * made_in_middle)
# Add scatter to V-band extinction errors
data.loc[a_star_ID, 'A_inf_V' + '_l'] = (
data.loc[a_star_ID, 'A_inf_V' + '_l'] - add_s*s[the_V_band][1])
data.loc[a_star_ID, 'A_inf_V' + '_u'] = (
data.loc[a_star_ID, 'A_inf_V' + '_u'] + add_s*s[the_V_band][1])
# Update the user
sys.stdout.write("\rProcessed star {} ".format(a_star_ID))
sys.stdout.flush()
# Finish & return
sys.stdout.write("\rProcessing done =) ")
sys.stdout.flush()
return omega_0, L, Rv, a, b, c, s
# Calculate inferred values and also get omega_0 and L
omega_0_inf, L_inf, Rv_inf, a_inf, b_inf, c_inf, s_inf = calculate_corner_quantiles(
sampler, ranges, data_emcee, data, add_scatter_to_A_errors=False)
# Output all of this stuff
print('\nGlobal parameters:')
print(' omega_0 = ({:.5f} +{:.5f} -{:.5f})mas'.format(
omega_0_inf[1],
omega_0_inf[2] - omega_0_inf[1],
omega_0_inf[1] - omega_0_inf[0]))
print(' L = ({:.3f} +{:.3f} -{:.3f})pc'.format(
L_inf[1],
L_inf[2] - L_inf[1],
L_inf[1] - L_inf[0]))
print(' Rv = {:.3f} +{:.3f} -{:.3f}'.format(
Rv_inf[1],
Rv_inf[2] - Rv_inf[1],
Rv_inf[1] - Rv_inf[0]))
# Cycle over bands
for a_band, band_number in zip(band_names, range(N_bands)):
print('\nPLR for band {}:'.format(a_band))
print(' a = {:.3f} +{:.3f} -{:.3f}'.format(
a_inf[band_number, 1],
a_inf[band_number, 2] - a_inf[band_number, 1],
a_inf[band_number, 1] - a_inf[band_number, 0]))
if use_metallicities:
print(' b = {:.3f} +{:.3f} -{:.3f}'.format(
b_inf[band_number, 1],
b_inf[band_number, 2] - b_inf[band_number, 1],
b_inf[band_number, 1] - b_inf[band_number, 0]))
print(' c = {:.3f} +{:.3f} -{:.3f}'.format(
c_inf[band_number, 1],
c_inf[band_number, 2] - c_inf[band_number, 1],
c_inf[band_number, 1] - c_inf[band_number, 0]))
print(' s = {:.3f} +{:.3f} -{:.3f}'.format(
s_inf[band_number, 1],
s_inf[band_number, 2] - s_inf[band_number, 1],
s_inf[band_number, 1] - s_inf[band_number, 0]))
Processing band 2 No V_band in this model. Using add_scatter_to_A_errors may cause unintended behaviour! Processing done =) Global parameters: omega_0 = (-0.12120 +0.01598 -0.01604)mas L = (631.231 +57.555 -49.880)pc Rv = 3.100 +0.000 -0.000 PLR for band J: a = -3.132 +0.161 -0.156 c = -5.165 +0.068 -0.070 s = 0.155 +0.021 -0.019 PLR for band H: a = -3.164 +0.107 -0.104 c = -5.401 +0.060 -0.061 s = 0.071 +0.015 -0.012 PLR for band K: a = -3.173 +0.095 -0.095 c = -5.445 +0.060 -0.061 s = 0.117 +0.018 -0.015
print("N.B. this is always slowest when you run it for the first time. "
"Afterwards, astroquery seems to store the data you requested locally.")
filter_names = [#'CTIO B',
#'CTIO V',
'UKIRT J',
'UKIRT H',
'UKIRT K']
print("\nFilter names corresponding to each band have been manually specified "
"by you as: \n{}\n".format(filter_names))
# Make some blank columns
for a_band in band_names:
data['A_SandF_' + a_band] = np.nan
data['A_SFD_' + a_band] = np.nan
# Cycle over all stars
for a_star in data.index:
sys.stdout.write('\rGetting dust values for star {}...'.format(a_star))
sys.stdout.flush()
# Get the co-ord of the star and colour
EBV = data.loc[a_star, 'm_exp_B'] - data.loc[a_star, 'm_exp_V']
an_ra = data.loc[a_star, 'ra']
a_dec = data.loc[a_star, 'dec']
star_coord = coord.SkyCoord(an_ra, a_dec, unit='deg')
# Grab the table from the internets
dust_table = IrsaDust.get_extinction_table(star_coord, show_progress=False)
dust_table = dust_table.to_pandas()
# Cycle over bands/filters popping extinctions into data
for a_band, a_filter in zip(band_names, filter_names):
a_filter_index = dust_table.index[dust_table.Filter_name == a_filter]
# Check the filter was there
if a_filter_index.size == 0:
raise ValueError('Filter name {} not found in table.'
.format(a_filter))
# Pop values into data
data.loc[a_star, 'A_SandF_' + a_band] = float(
dust_table.loc[a_filter_index, 'A_over_E_B_V_SandF'] * EBV)
data.loc[a_star, 'A_SFD_' + a_band] = float(
dust_table.loc[a_filter_index, 'A_over_E_B_V_SFD'] * EBV)
sys.stdout.write('\rAll done! =) '.format(a_star))
sys.stdout.flush()
N.B. this is always slowest when you run it for the first time. Afterwards, astroquery seems to store the data you requested locally. Filter names corresponding to each band have been manually specified by you as: ['UKIRT J', 'UKIRT H', 'UKIRT K'] All done! =)
"""
# Let's plot some comparisons on a 2x2 figure!
fig, ax = plt.subplots(1, 2, figsize=(15, 7.5))
#### Parallax ####
# Calculate lower and upper bounds, also set any NaNs to 0
inf_error = np.array([np.array(data['omega_inf'] - data['omega_inf_l']),
np.array(data['omega_inf_u'] - data['omega_inf'])])
inf_error = np.where(np.isfinite(inf_error), inf_error, 0)
ax[0].set_title('Parallax')
ax[0].set_xscale("log", nonposx='clip')
ax[0].set_yscale("log", nonposy='clip')
ax[0].errorbar(data['omega_exp'], data['omega_inf'],
yerr=inf_error,
fmt='sr', label='Inferred values', alpha=0.5
)
#ax[0][0].errorbar(data['omega_true'], data['omega_exp'],
# yerr=data['omega_sigma'],
# fmt='sb', label='Experimental values', alpha=0.5
# )
ax[0].plot([0, 2], [0, 2], 'k--')
ax[0].set_xlabel('Experimental parallax')
ax[0].set_ylabel('Measured parallax')
ax[0].legend()
#### Extinction ####
band = 'V'
band_number = band_names.index(band)
band_s = 0*guess_s[band_number]
inf_error = np.array([np.array(data['A_inf_' + band]
- data['A_inf_' + band + '_l']) + band_s,
np.array(data['A_inf_' + band + '_u']
- data['A_inf_' + band]) + band_s])
inf_error = np.where(np.isfinite(inf_error), inf_error, 0)
#ax[0][1].set_title('Extinction in the {} band, with s_true={} added onto A_inf errors'.format(band, band_s))
#ax[0][1].errorbar(, data['A_inf_' + band],
# yerr=inf_error,
# fmt='sr', label='Inferred values', alpha=0.5
# )
#ax[0][1].errorbar(data['A_true_' + band], data['A_exp_' + band],
# yerr=data['A_sigma_' + band],
# fmt='sb', label='Experimental values', alpha=0.5
# )
#ax[0][1].plot(data['A_true_' + band],
# starting_guess[ranges['A'][band_number * N_good
# :(band_number+1) * N_good]],
# 'sg', label='Starting guesses', alpha=0.5)
#ax[0][1].plot(data['A_true_' + band],
# data['m_exp_' + band]
# - a_true[band_number] * np.log10(data['P_exp'])
# - b_true[band_number] + 5*np.log10(data['omega_exp']-0.05) -10,
# 'sy', label='Exp implied As', alpha=0.5)
#ax[0][1].plot(data['A_true_' + band],
# data['m_true_' + band]
# - a_true[band_number] * np.log10(data['P_true'])
# - b_true[band_number] + 5*np.log10(data['omega_true']) -10,
# 'sk', label='True implied As', alpha=0.5)
#ax[0][1].errorbar(data['A_true_' + band],
# data['m_true_' + band]
# - a_true[band_number] * np.log10(data['P_true'])
# - b_true[band_number] + 5*np.log10(data['omega_true']) -10,
# 'sk', label='Gaia g-band vs inferred', alpha=0.5)
#xmin = data['A_true_' + band].min()
#xmax = data['A_true_' + band].max()
#ax[0][1].plot([xmin, xmax], [xmin, xmax], 'k--')
ax[1].set_xlabel('Start extinction')
ax[1].set_ylabel('Measured Extinction')
ax[1].legend()
plt.show()
"""
hi = 1 + 1 # To stop Jupyter from spitting out the above comments in Out[]:
Plots of period-luminosity relations that we've inferred.
def make_a_PLR_plot(data, band_names, band_labels, ID, band_colours,
band_offsets=None, a=None, b=None, c=None, s=None,
P_name='log_P_exp', A_name='A_inf_',
plot_title='PL relation plot', save_fig=None):
"""Makes PLR plots for given input parameters.
a, b, c and s should be arrays of shape N_bands x 3, where the first column
is lower values, middle is the central value and last is the higher values.
Will only plot band_names bands. ID should be an array containing the
integer IDs of stars to plot. data should be the DataFrame containing
everything about the stars.
"""
# Grab some stuff we'll need
N_bands = len(band_names)
N_stars = ID.size
log_P_plot = np.asarray(data[P_name][ID])
plt.figure(figsize=(6, 6))
# Set band_offsets to nothing if they weren't asked for
if type(band_offsets) == type(None):
band_offsets = np.zeros(N_bands)
# Cycle over all bands, grabbing and plotting data
for a_band, a_label, a_colour, an_offset in zip(band_names,
band_labels, band_colours, band_offsets):
band_number = band_names.index(a_band)
# Grab stuff from data
m_exp = (data['M_inf_' + a_band][ID]) + an_offset
m_sigma = np.asarray(data['m_sigma_' + a_band][ID])
A_inf = np.asarray(data[A_name + a_band][ID])
A_inf_u = np.asarray(data[A_name + a_band + '_u'][ID])
A_inf_l = np.asarray(data[A_name + a_band + '_l'][ID])
# Work out corrected magnitudes
m_plot = m_exp - A_inf
m_plot_errors = np.asarray([m_sigma + A_inf_u - A_inf + s[band_number][1],
m_sigma + A_inf - A_inf_l + s[band_number][1]])
# Calculte parallax errors so we can do fancy shading in a sec
omega_frac_errors = np.clip(
1 - 3*(data['omega_sigma'][ID] / data['omega_exp'][ID]), 0.0, 1.0)
a_colour = np.asarray(a_colour)
# Plot the points for every star
for a_period, a_mag, a_mag_error, an_omega_error in zip(
log_P_plot, m_plot, m_plot_errors.T, omega_frac_errors):
# We pop the magnitude errors into a 2D array of 2x1 shape to keep
# matplotlib happy.
a_mag_error = [[a_mag_error[0]], [a_mag_error[1]]]
plt.errorbar(a_period, a_mag, fmt='o', yerr=a_mag_error,
color=a_colour * an_omega_error, ms=4, mew=0, mec='k')
# Next, plot PLRs
x_fit = np.asarray([log_P_plot.min(), log_P_plot.max()])
y_fit = (a[band_number][1] * x_fit
+ b[band_number][1] * np.mean(data_emcee['FeH_exp'])
+ c[band_number][1] + an_offset)
plt.plot(x_fit, y_fit, '--', color=a_colour, label=a_label)
plt.fill_between(x_fit,
y_fit + s[band_number][1],
y_fit - s[band_number][1],
color=a_colour, alpha=0.2)
# Pop some labels on
plt.title(plot_title)
plt.xlabel('logP - 1')
plt.ylabel('M')
plt.gca().invert_yaxis()
plt.legend()
plt.show()
if type(save_fig) == type(str):
plt.savefig(save_fig, format='png')
make_a_PLR_plot(data, band_names, band_names, data_emcee['ID'],
[[0.0, 1.0, 1.0],
[0.0, 1.0, 0.0],
[1.0, 0.5, 0.0]],
band_offsets=np.array([-8, -4, 0, 4, 8]),
a=a_inf,
b=b_inf,
c=c_inf,
s=s_inf,
save_fig='JHK_PLR_shaded')
def make_a_dereddened_plot(data, band_names, band_wavelengths, ID, Rv):
"""Makes a dereddened magnitude plot."""
# Make ID into an array to iterate over if it isn't already
if type(ID) != np.ndarray:
ID = np.asarray([ID]).flatten()
# Get some deets
N_bands = len(band_names)
#the_V_band = band_names.index('V')
inverse_wavelengths = 1 / np.asarray(band_wavelengths)
# Cycle over stars
for a_star, star_i in zip(ID, range(N_good)):
# First, grab all their data
m_exp = np.zeros(N_bands)
m_sigma = np.zeros(N_bands)
A_inf = np.zeros(N_bands)
A_inf_u = np.zeros(N_bands)
A_inf_l = np.zeros(N_bands)
m_inf = np.zeros(N_bands)
A_SandF = np.zeros(N_bands)
A_SFD = np.zeros(N_bands)
m_SandF = np.zeros(N_bands)
m_SFD = np.zeros(N_bands)
m_guess = np.zeros(N_bands)
for a_band, a_band_number in zip(band_names, range(N_bands)):
m_exp[a_band_number] = data.iloc[[a_star]]['m_exp_' + a_band] - data.iloc[[a_star]]['M_inf_' + a_band]
m_sigma[a_band_number] = data.iloc[[a_star]]['m_sigma_' + a_band]
A_inf[a_band_number] = data.iloc[[a_star]]['A_inf_' + a_band]
A_inf_u[a_band_number] = data.iloc[[a_star]]['A_inf_' + a_band + '_u']
A_inf_l[a_band_number] = data.iloc[[a_star]]['A_inf_' + a_band + '_l']
m_inf[a_band_number] = m_exp[a_band_number] - A_inf[a_band_number]
A_SandF[a_band_number] = data.iloc[[a_star]]['A_SandF_' + a_band]
m_SandF[a_band_number] = m_exp[a_band_number] - A_SandF[a_band_number]
A_SFD[a_band_number] = data.iloc[[a_star]]['A_SFD_' + a_band]
m_SFD[a_band_number] = m_exp[a_band_number] - A_SFD[a_band_number]
m_guess[a_band_number] = (m_exp[a_band_number]
- good_extinctions[star_i]
* (data_emcee['precalculated_a_i'][a_band_number]
+ data_emcee['precalculated_a_i'][a_band_number] / guess_Rv))
# Next, make some sick plotz
# First, plot the stars
plt.figure(figsize=(5, 5))
plt.errorbar(inverse_wavelengths, m_exp, fmt='ro',
yerr=m_sigma, ms=5, mew=1, mec='k',
label='Reddened \nmagnitude')
dereddened_errors = [m_sigma + A_inf - A_inf_l,
m_sigma + A_inf_u - A_inf]
plt.errorbar(inverse_wavelengths, m_inf, fmt='ko',
yerr=dereddened_errors, ms=5, mew=1, mec='k',
label='Dereddened \nmagnitude')
plt.plot(inverse_wavelengths, m_SandF, 'bs',
ms=5, mew=1, mec='k',
label='S and F \nmagnitude')
plt.plot(inverse_wavelengths, m_SFD, 'ys',
ms=5, mew=1, mec='k',
label='SFD \nmagnitude')
plt.plot(inverse_wavelengths, m_guess, 'ms',
ms=5, mew=1, mec='k',
label='Guess \nmagnitude')
# Next, plot a CCM fit line
fit_points = 50
x_fit = np.linspace(min(band_wavelengths),
max(band_wavelengths),
num=fit_points)
a_i_fit, b_i_fit = calculate_extinction_coefficients(x_fit)
m_dered = np.mean(m_inf)
y_fit = float(data.iloc[[a_star]]['A_inf_V']) * (a_i_fit + b_i_fit / Rv) + m_dered
plt.plot(1 / x_fit, y_fit, 'r-', label='CCM fit')
# Plot dereddened magnitudes (the mean inferred one)
plt.plot([0.3, 2.5], [m_dered, m_dered], 'k--')
m_dered = np.mean(m_SandF)
plt.plot([0.3, 2.5], [m_dered, m_dered], 'b-.')
m_dered = np.mean(m_SFD)
plt.plot([0.3, 2.5], [m_dered, m_dered], 'y-.')
m_dered = np.mean(m_guess)
plt.plot([0.3, 2.5], [m_dered, m_dered], 'm-.')
# Pop some labels on
plt.title('Dereddened magnitude plot for star {}'.format(a_star))
plt.xlabel('Inverse wavelength')
plt.ylabel('m - M')
plt.xlim(0.4, 0.9)
plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5),
ncol=1, edgecolor='k')
plt.show()
make_a_dereddened_plot(data, band_names, band_wavelengths,
data_emcee['ID'][:], Rv_inf[1])
# Force Jupyter to display the whole table for us to gawk at
with pd.option_context('display.max_rows', None, 'display.max_columns', 200):
display(data.iloc[data_emcee['ID']])
ID_Gaia | ra | ra_error | dec | dec_error | var_type | omega_exp | omega_sigma | P_exp | P_sigma | m_exp_U | m_exp_B | m_exp_V | m_exp_g | m_exp_R | m_exp_rxa | m_exp_I | m_exp_Z | m_exp_J | m_exp_H | m_exp_K | FeH_exp | FeH_sigma | log_P_exp | m_sigma_J | m_sigma_H | m_sigma_K | ID | omega_inf | omega_inf_u | omega_inf_l | A_inf_J | A_inf_J_u | A_inf_J_l | M_inf_J | M_inf_J_u | M_inf_J_l | A_inf_H | A_inf_H_u | A_inf_H_l | M_inf_H | M_inf_H_u | M_inf_H_l | A_inf_K | A_inf_K_u | A_inf_K_l | M_inf_K | M_inf_K_u | M_inf_K_l | A_inf_V_l | A_inf_V | A_inf_V_u | A_SandF_J | A_SFD_J | A_SandF_H | A_SFD_H | A_SandF_K | A_SFD_K | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5 | Gaia DR2 4096979650282842112 | 276.185419 | 0.049278 | -16.797174 | 0.045807 | FUNDAMENTAL | 0.702227 | 0.058590 | 12.729174 | 0.000179 | NaN | 9.590 | 8.410 | NaN | NaN | NaN | NaN | NaN | 6.436 | 5.967 | 5.747 | -0.01 | 0.06 | 0.104800 | 0.01 | 0.01 | 0.01 | 5 | 0.785693 | 0.826474 | 0.746930 | 2.175207 | 2.239572 | 2.104222 | -5.615639 | NaN | NaN | 1.364325 | 1.404696 | 1.319802 | -5.875227 | NaN | NaN | 0.848057 | 0.873151 | 0.820381 | -5.924813 | NaN | NaN | 7.173803 | 7.415808 | 7.635245 | 0.836620 | 1.064360 | 0.529820 | 0.679680 | 0.356360 | 0.433060 |
17 | Gaia DR2 5884729035255064064 | 238.678374 | 0.027616 | -54.566442 | 0.020606 | FUNDAMENTAL | 0.400225 | 0.035101 | 12.633459 | 0.000179 | NaN | 11.000 | 9.630 | NaN | NaN | NaN | NaN | NaN | 6.638 | 6.091 | 5.864 | 0.23 | 0.07 | 0.101522 | 0.01 | 0.01 | 0.01 | 17 | 0.469535 | 0.494045 | 0.446063 | 0.472597 | 0.536972 | 0.409212 | -5.605053 | NaN | NaN | 0.296421 | 0.336797 | 0.256665 | -5.864641 | NaN | NaN | 0.184253 | 0.209351 | 0.159541 | -5.914300 | NaN | NaN | 1.395105 | 1.611199 | 1.830668 | 0.971330 | 1.235740 | 0.615130 | 0.789120 | 0.413740 | 0.502790 |
19 | Gaia DR2 5964193485048327808 | 252.910606 | 0.041466 | -45.426706 | 0.036751 | FUNDAMENTAL | 0.503894 | 0.044516 | 28.865095 | 0.001142 | NaN | 10.690 | 9.310 | NaN | NaN | NaN | NaN | NaN | 5.945 | 5.229 | 4.924 | 0.52 | 0.08 | 0.460373 | 0.01 | 0.01 | 0.01 | 19 | 0.583508 | 0.615197 | 0.554931 | 1.793189 | 1.853594 | 1.717780 | -6.764025 | NaN | NaN | 1.124717 | 1.162604 | 1.077420 | -7.023517 | NaN | NaN | 0.699118 | 0.722668 | 0.669718 | -7.065177 | NaN | NaN | 5.856330 | 6.113416 | 6.319354 | 0.978420 | 1.244760 | 0.619620 | 0.794880 | 0.416760 | 0.506460 |
26 | Gaia DR2 200708636406382720 | 75.346625 | 0.051200 | 39.960382 | 0.045017 | FUNDAMENTAL | 0.542955 | 0.051119 | 11.625703 | 0.000111 | NaN | 8.490 | 7.620 | NaN | NaN | NaN | NaN | NaN | 5.726 | 5.357 | 5.212 | 0.07 | 0.10 | 0.065419 | 0.01 | 0.01 | 0.01 | 26 | 0.615680 | 0.648824 | 0.584829 | 0.044450 | 0.085347 | 0.015695 | -5.488451 | NaN | NaN | 0.027880 | 0.053531 | 0.009844 | -5.748050 | NaN | NaN | 0.017330 | 0.033274 | 0.006119 | -5.798513 | NaN | NaN | 0.053508 | 0.151540 | 0.290968 | 0.616830 | 0.784740 | 0.390630 | 0.501120 | 0.262740 | 0.319290 |
35 | Gaia DR2 422923956470923008 | 3.790869 | 0.023050 | 58.424281 | 0.020254 | FUNDAMENTAL | 0.398570 | 0.030092 | 4.071170 | 0.000003 | NaN | 10.690 | 9.920 | NaN | NaN | NaN | NaN | NaN | 7.816 | 7.449 | 7.287 | 0.10 | 0.10 | -0.390281 | 0.01 | 0.01 | 0.01 | 35 | 0.462331 | 0.486708 | 0.440442 | 0.031367 | 0.064652 | 0.010788 | -4.016687 | NaN | NaN | 0.019674 | 0.040551 | 0.006767 | -4.276408 | NaN | NaN | 0.012229 | 0.025206 | 0.004206 | -4.337029 | NaN | NaN | 0.036780 | 0.106939 | 0.220414 | 0.545930 | 0.694540 | 0.345730 | 0.443520 | 0.232540 | 0.282590 |
36 | Gaia DR2 426881614218441600 | 12.471921 | 0.019833 | 60.127379 | 0.024704 | FUNDAMENTAL | 0.403431 | 0.030089 | 4.501624 | 0.000012 | NaN | 11.000 | 9.970 | NaN | NaN | NaN | NaN | NaN | 7.735 | 7.336 | 7.156 | 0.07 | 0.10 | -0.346631 | 0.01 | 0.01 | 0.01 | 36 | 0.470539 | 0.496481 | 0.446884 | 0.119425 | 0.184450 | 0.064158 | -4.157662 | NaN | NaN | 0.074906 | 0.115690 | 0.040241 | -4.417371 | NaN | NaN | 0.046561 | 0.071912 | 0.025014 | -4.477020 | NaN | NaN | 0.218731 | 0.407150 | 0.628834 | 0.730270 | 0.929060 | 0.462470 | 0.593280 | 0.311060 | 0.378010 |
44 | Gaia DR2 458239995077788544 | 38.630416 | 0.024730 | 58.831618 | 0.028222 | FUNDAMENTAL | 0.365570 | 0.034501 | 6.579970 | 0.000090 | NaN | 12.460 | 11.180 | NaN | NaN | NaN | NaN | NaN | 8.079 | 7.536 | 7.334 | 0.15 | 0.10 | -0.181776 | 0.01 | 0.01 | 0.01 | 44 | 0.437400 | 0.461727 | 0.416033 | 1.133892 | 1.204004 | 1.070630 | -4.690090 | NaN | NaN | 0.711196 | 0.755171 | 0.671516 | -4.949755 | NaN | NaN | 0.442075 | 0.469410 | 0.417411 | -5.005729 | NaN | NaN | 3.650038 | 3.865714 | 4.104742 | 0.907520 | 1.154560 | 0.574720 | 0.737280 | 0.386560 | 0.469760 |
45 | Gaia DR2 459035766618689280 | 36.897761 | 0.023197 | 58.917151 | 0.029511 | FUNDAMENTAL | 0.394153 | 0.035271 | 5.530696 | 0.000038 | NaN | 12.480 | 11.320 | NaN | NaN | NaN | NaN | NaN | 7.829 | 7.247 | 7.013 | 0.01 | 0.10 | -0.257220 | 0.01 | 0.01 | 0.01 | 45 | 0.466565 | 0.492054 | 0.443272 | 0.480644 | 0.557357 | 0.413684 | -4.446430 | NaN | NaN | 0.301468 | 0.349583 | 0.259469 | -4.706115 | NaN | NaN | 0.187391 | 0.217299 | 0.161285 | -4.763770 | NaN | NaN | 1.410348 | 1.638631 | 1.900165 | 0.822440 | 1.046320 | 0.520840 | 0.668160 | 0.350320 | 0.425720 |
48 | Gaia DR2 465719182408723072 | 41.180476 | 0.023864 | 61.464699 | 0.023227 | FUNDAMENTAL | 0.306970 | 0.027987 | 3.832876 | 0.000009 | NaN | 11.800 | 10.740 | NaN | NaN | NaN | NaN | NaN | 8.488 | 8.036 | 7.879 | 0.19 | 0.10 | -0.416475 | 0.01 | 0.01 | 0.01 | 48 | 0.367456 | 0.388635 | 0.349482 | 0.073920 | 0.131055 | 0.024869 | -3.932087 | NaN | NaN | 0.046364 | 0.082200 | 0.015599 | -4.191815 | NaN | NaN | 0.028819 | 0.051095 | 0.009696 | -4.253020 | NaN | NaN | 0.084786 | 0.252011 | 0.446799 | 0.751540 | 0.956120 | 0.475940 | 0.610560 | 0.320120 | 0.389020 |
52 | Gaia DR2 473293889810320128 | 57.106977 | 0.024019 | 59.442268 | 0.020856 | FUNDAMENTAL | 0.715604 | 0.031478 | 5.066430 | 0.000017 | NaN | 11.990 | 10.810 | NaN | NaN | NaN | NaN | NaN | 7.329 | 6.740 | 6.478 | -0.04 | 0.10 | -0.295298 | 0.01 | 0.01 | 0.01 | 52 | 0.798847 | 0.833390 | 0.765408 | 1.395493 | 1.459485 | 1.325462 | -4.323451 | NaN | NaN | 0.875276 | 0.915413 | 0.831351 | -4.583146 | NaN | NaN | 0.544066 | 0.569015 | 0.516763 | -4.641650 | NaN | NaN | 4.518822 | 4.757574 | 4.975739 | 0.836620 | 1.064360 | 0.529820 | 0.679680 | 0.356360 | 0.433060 |
57 | Gaia DR2 506779550797525760 | 31.952002 | 0.021261 | 58.443534 | 0.024652 | FUNDAMENTAL | 0.329827 | 0.030806 | 10.877269 | 0.000237 | NaN | 10.470 | 9.370 | NaN | NaN | NaN | NaN | NaN | 6.879 | 6.439 | 6.240 | 0.03 | 0.10 | 0.036520 | 0.01 | 0.01 | 0.01 | 57 | 0.395098 | 0.417903 | 0.374327 | 0.060585 | 0.113175 | 0.021994 | -5.395116 | NaN | NaN | 0.038000 | 0.070985 | 0.013795 | -5.654722 | NaN | NaN | 0.023621 | 0.044124 | 0.008575 | -5.705830 | NaN | NaN | 0.074983 | 0.206549 | 0.385842 | 0.779900 | 0.992200 | 0.493900 | 0.633600 | 0.332200 | 0.403700 |
61 | Gaia DR2 512524361613040640 | 23.180099 | 0.022149 | 63.593805 | 0.024824 | FUNDAMENTAL | 1.296313 | 0.031333 | 8.377013 | 0.000123 | NaN | 8.486 | 7.176 | NaN | NaN | NaN | NaN | NaN | 4.899 | 4.158 | 4.059 | 0.13 | 0.10 | -0.076911 | 0.01 | 0.01 | 0.01 | 61 | 1.393960 | 1.432692 | 1.355545 | 0.494560 | 0.553517 | 0.430764 | -5.028771 | NaN | NaN | 0.310196 | 0.347175 | 0.270182 | -5.288408 | NaN | NaN | 0.192816 | 0.215802 | 0.167944 | -5.342044 | NaN | NaN | 1.468578 | 1.686076 | 1.887075 | 0.928790 | 1.181620 | 0.588190 | 0.754560 | 0.395620 | 0.480770 |
66 | Gaia DR2 525136962570940160 | 18.754556 | 0.018490 | 65.599405 | 0.021748 | FUNDAMENTAL | 0.373860 | 0.027643 | 6.272785 | 0.000061 | NaN | 11.900 | 10.800 | NaN | NaN | NaN | NaN | NaN | 7.842 | 7.275 | 7.042 | 0.06 | 0.10 | -0.202540 | 0.01 | 0.01 | 0.01 | 66 | 0.440472 | 0.464048 | 0.419711 | 0.589189 | 0.654073 | 0.521755 | -4.623030 | NaN | NaN | 0.369549 | 0.410245 | 0.327253 | -4.882701 | NaN | NaN | 0.229709 | 0.255006 | 0.203419 | -4.939138 | NaN | NaN | 1.778790 | 2.008687 | 2.229895 | 0.779900 | 0.992200 | 0.493900 | 0.633600 | 0.332200 | 0.403700 |
70 | Gaia DR2 1870258975238302208 | 310.850763 | 0.019117 | 35.587777 | 0.020563 | FUNDAMENTAL | 0.898267 | 0.027008 | 16.390621 | 0.000279 | NaN | 7.700 | 6.470 | NaN | NaN | NaN | NaN | NaN | 4.417 | 3.969 | 3.815 | 0.16 | 0.10 | 0.214595 | 0.01 | 0.01 | 0.01 | 70 | 0.975377 | 1.012144 | 0.941070 | 0.260952 | 0.325726 | 0.195292 | -5.970242 | NaN | NaN | 0.163673 | 0.204301 | 0.122490 | -6.229800 | NaN | NaN | 0.101738 | 0.126992 | 0.076139 | -6.276939 | NaN | NaN | 0.665799 | 0.889649 | 1.110479 | 0.872070 | 1.109460 | 0.552270 | 0.708480 | 0.371460 | 0.451410 |
71 | Gaia DR2 1873112207907294848 | 316.069303 | 0.019890 | 39.972234 | 0.023850 | FUNDAMENTAL | 0.446392 | 0.028187 | 7.855820 | 0.000033 | NaN | 10.660 | 9.560 | NaN | NaN | NaN | NaN | NaN | 6.999 | 6.548 | 6.337 | 0.06 | 0.10 | -0.104808 | 0.01 | 0.01 | 0.01 | 71 | 0.513623 | 0.539517 | 0.488979 | 0.446859 | 0.508305 | 0.390440 | -4.938671 | NaN | NaN | 0.280277 | 0.318817 | 0.244890 | -5.198315 | NaN | NaN | 0.174219 | 0.198175 | 0.152222 | -5.252573 | NaN | NaN | 1.331104 | 1.523451 | 1.732936 | 0.779900 | 0.992200 | 0.493900 | 0.633600 | 0.332200 | 0.403700 |
72 | Gaia DR2 1873250780732545920 | 314.336780 | 0.018351 | 40.177487 | 0.025157 | FUNDAMENTAL | 0.349530 | 0.027658 | 20.140340 | 0.000356 | NaN | 11.600 | 10.080 | NaN | NaN | NaN | NaN | NaN | 6.694 | 6.078 | 5.840 | 0.15 | 0.10 | 0.304067 | 0.01 | 0.01 | 0.01 | 72 | 0.419978 | 0.444301 | 0.399239 | 1.151564 | 1.219523 | 1.089861 | -6.259206 | NaN | NaN | 0.722280 | 0.764904 | 0.683578 | -6.518740 | NaN | NaN | 0.448965 | 0.475460 | 0.424908 | -6.563884 | NaN | NaN | 3.715601 | 3.925962 | 4.157649 | 1.077680 | 1.371040 | 0.682480 | 0.875520 | 0.459040 | 0.557840 |
74 | Gaia DR2 1960981328902089088 | 330.104757 | 0.022131 | 43.445353 | 0.028315 | FUNDAMENTAL | 0.509449 | 0.030578 | 5.331659 | 0.000007 | NaN | 9.330 | 8.590 | NaN | NaN | NaN | NaN | NaN | 7.009 | 6.649 | 6.473 | 0.04 | 0.10 | -0.273138 | 0.01 | 0.01 | 0.01 | 74 | 0.574356 | 0.603705 | 0.549143 | 0.106468 | 0.176099 | 0.045235 | -4.395021 | NaN | NaN | 0.066779 | 0.110452 | 0.028372 | -4.654711 | NaN | NaN | 0.041509 | 0.068656 | 0.017636 | -4.712721 | NaN | NaN | 0.154216 | 0.362976 | 0.600364 | 0.524660 | 0.667480 | 0.332260 | 0.426240 | 0.223480 | 0.271580 |
76 | Gaia DR2 1968971582984827136 | 318.668470 | 0.019827 | 41.716337 | 0.023578 | FUNDAMENTAL | 0.895998 | 0.027305 | 5.257600 | 0.000022 | NaN | 11.120 | 9.750 | NaN | NaN | NaN | NaN | NaN | 6.363 | 5.806 | 5.524 | 0.17 | 0.10 | -0.279212 | 0.01 | 0.01 | 0.01 | 76 | 0.975155 | 1.010250 | 0.941714 | 0.653162 | 0.718567 | 0.581471 | -4.375402 | NaN | NaN | 0.409674 | 0.450697 | 0.364708 | -4.635093 | NaN | NaN | 0.254651 | 0.280151 | 0.226700 | -4.693238 | NaN | NaN | 1.982374 | 2.226789 | 2.449770 | 0.971330 | 1.235740 | 0.615130 | 0.789120 | 0.413740 | 0.502790 |
81 | Gaia DR2 2002637323358768000 | 343.657058 | 0.015334 | 54.265450 | 0.014770 | FUNDAMENTAL | -0.003332 | 0.020462 | 11.319164 | 0.000102 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 11.234 | 10.278 | 9.630 | -0.23 | 0.10 | 0.053814 | 0.01 | 0.01 | 0.01 | 81 | 0.112936 | 0.120030 | 0.106567 | 1.941054 | 2.014685 | 1.871887 | -5.450971 | NaN | NaN | 1.217461 | 1.263643 | 1.174078 | -5.710573 | NaN | NaN | 0.756767 | 0.785474 | 0.729800 | -5.761295 | NaN | NaN | 6.381718 | 6.617525 | 6.868552 | NaN | NaN | NaN | NaN | NaN | NaN |
86 | Gaia DR2 2007201567928631296 | 340.217243 | 0.030454 | 56.829456 | 0.032796 | FUNDAMENTAL | 0.457508 | 0.038275 | 10.884385 | 0.000091 | NaN | 9.710 | 8.570 | NaN | NaN | NaN | NaN | NaN | 6.210 | 5.804 | 5.630 | 0.07 | 0.10 | 0.036804 | 0.01 | 0.01 | 0.01 | 86 | 0.526494 | 0.554754 | 0.500607 | 0.057695 | 0.111137 | 0.019818 | -5.396033 | NaN | NaN | 0.036187 | 0.069707 | 0.012430 | -5.655639 | NaN | NaN | 0.022494 | 0.043329 | 0.007727 | -5.706741 | NaN | NaN | 0.067564 | 0.196695 | 0.378894 | 0.808260 | 1.028280 | 0.511860 | 0.656640 | 0.344280 | 0.418380 |
88 | Gaia DR2 2008504454839717120 | 341.603176 | 0.026653 | 59.442188 | 0.024009 | FUNDAMENTAL | 0.679482 | 0.030348 | 6.233971 | 0.000057 | NaN | 10.940 | 9.640 | NaN | NaN | NaN | NaN | NaN | 6.641 | 6.097 | 5.873 | 0.00 | 0.10 | -0.205235 | 0.01 | 0.01 | 0.01 | 88 | 0.755244 | 0.786870 | 0.723961 | 0.597025 | 0.658991 | 0.531833 | -4.614324 | NaN | NaN | 0.374464 | 0.413330 | 0.333574 | -4.873996 | NaN | NaN | 0.232765 | 0.256923 | 0.207348 | -4.930492 | NaN | NaN | 1.813147 | 2.035404 | 2.246660 | 0.921700 | 1.172600 | 0.583700 | 0.748800 | 0.392600 | 0.477100 |
90 | Gaia DR2 2010285491880986112 | 346.791983 | 0.028497 | 58.554192 | 0.023405 | FUNDAMENTAL | 0.412512 | 0.031950 | 5.440901 | 0.000014 | NaN | 10.730 | 9.740 | NaN | NaN | NaN | NaN | NaN | 7.400 | 6.983 | 6.801 | 0.03 | 0.10 | -0.264329 | 0.01 | 0.01 | 0.01 | 90 | 0.480805 | 0.507176 | 0.457459 | 0.061594 | 0.116478 | 0.021511 | -4.423470 | NaN | NaN | 0.038633 | 0.073057 | 0.013492 | -4.683157 | NaN | NaN | 0.024014 | 0.045412 | 0.008387 | -4.740971 | NaN | NaN | 0.073336 | 0.209990 | 0.397101 | 0.701910 | 0.892980 | 0.444510 | 0.570240 | 0.298980 | 0.363330 |
91 | Gaia DR2 2011315528113463808 | 354.701623 | 0.021128 | 59.391821 | 0.020621 | FUNDAMENTAL | 0.355163 | 0.026200 | 4.997543 | 0.000018 | NaN | 12.450 | 11.080 | NaN | NaN | NaN | NaN | NaN | 8.195 | 7.671 | 7.420 | 0.03 | 0.10 | -0.301243 | 0.01 | 0.01 | 0.01 | 91 | 0.422440 | 0.444791 | 0.401492 | 0.529405 | 0.596230 | 0.464097 | -4.304249 | NaN | NaN | 0.332052 | 0.373965 | 0.291089 | -4.563946 | NaN | NaN | 0.206401 | 0.232454 | 0.180939 | -4.622582 | NaN | NaN | 1.582218 | 1.804872 | 2.032692 | 0.971330 | 1.235740 | 0.615130 | 0.789120 | 0.413740 | 0.502790 |
95 | Gaia DR2 2014609252631258496 | 342.096176 | 0.024792 | 60.404764 | 0.022076 | FUNDAMENTAL | 0.389670 | 0.027218 | 4.278626 | 0.000021 | NaN | 12.300 | NaN | NaN | NaN | NaN | NaN | NaN | 8.854 | 8.220 | 7.977 | -0.05 | 0.10 | -0.368696 | 0.01 | 0.01 | 0.01 | 95 | 0.462611 | 0.486761 | 0.440881 | 1.469627 | 1.533210 | 1.405214 | -4.086400 | NaN | NaN | 0.921774 | 0.961654 | 0.881373 | -4.346115 | NaN | NaN | 0.572969 | 0.597759 | 0.547856 | -4.406255 | NaN | NaN | 4.790715 | 5.010314 | 5.227084 | NaN | NaN | NaN | NaN | NaN | NaN |
98 | Gaia DR2 2015820463470505600 | 354.316906 | 0.028332 | 62.428989 | 0.029240 | FUNDAMENTAL | 0.587692 | 0.032256 | 6.296639 | 0.000047 | NaN | 11.400 | 10.060 | NaN | NaN | NaN | NaN | NaN | 6.769 | 6.225 | 5.968 | 0.15 | 0.10 | -0.200891 | 0.01 | 0.01 | 0.01 | 98 | 0.663426 | 0.695730 | 0.633589 | 0.353032 | 0.429754 | 0.284807 | -4.628354 | NaN | NaN | 0.221427 | 0.269549 | 0.178636 | -4.888024 | NaN | NaN | 0.137638 | 0.167550 | 0.111039 | -4.944424 | NaN | NaN | 0.970976 | 1.203571 | 1.465137 | 0.950060 | 1.208680 | 0.601660 | 0.771840 | 0.404680 | 0.491780 |
99 | Gaia DR2 2016028168089215488 | 356.260926 | 0.024982 | 63.003846 | 0.023602 | FUNDAMENTAL | 0.382629 | 0.030674 | 7.801123 | 0.000046 | NaN | 11.620 | 10.640 | NaN | NaN | NaN | NaN | NaN | 7.631 | 7.090 | 6.860 | 0.10 | 0.10 | -0.107843 | 0.01 | 0.01 | 0.01 | 99 | 0.450376 | 0.473644 | 0.428867 | 0.873626 | 0.941631 | 0.802360 | -4.928870 | NaN | NaN | 0.547952 | 0.590606 | 0.503253 | -5.188515 | NaN | NaN | 0.340604 | 0.367117 | 0.312819 | -5.242841 | NaN | NaN | 2.735441 | 2.978404 | 3.210249 | 0.694820 | 0.883960 | 0.440020 | 0.564480 | 0.295960 | 0.359660 |
102 | Gaia DR2 2027263738130844288 | 299.369183 | 0.025018 | 26.556450 | 0.029555 | FUNDAMENTAL | 0.840803 | 0.039363 | 6.320590 | 0.000065 | NaN | 10.160 | 8.870 | NaN | NaN | NaN | NaN | NaN | 5.912 | 5.424 | 5.194 | 0.13 | 0.10 | -0.199242 | 0.01 | 0.01 | 0.01 | 102 | 0.924965 | 0.966923 | 0.885006 | 0.231020 | 0.301791 | 0.168401 | -4.633679 | NaN | NaN | 0.144899 | 0.189288 | 0.105624 | -4.893349 | NaN | NaN | 0.090069 | 0.117660 | 0.065655 | -4.949712 | NaN | NaN | 0.574119 | 0.787603 | 1.028879 | 0.914610 | 1.163580 | 0.579210 | 0.743040 | 0.389580 | 0.473430 |
104 | Gaia DR2 2030063919381336832 | 299.794977 | 0.021196 | 29.450724 | 0.028575 | FUNDAMENTAL | 0.400340 | 0.032269 | 7.818231 | 0.000077 | NaN | 11.210 | 9.940 | NaN | NaN | NaN | NaN | NaN | 7.251 | 6.799 | 6.577 | 0.18 | 0.10 | -0.106891 | 0.01 | 0.01 | 0.01 | 104 | 0.470361 | 0.497189 | 0.446559 | 0.518864 | 0.592578 | 0.455775 | -4.931943 | NaN | NaN | 0.325440 | 0.371675 | 0.285870 | -5.191588 | NaN | NaN | 0.202292 | 0.231031 | 0.177695 | -5.245892 | NaN | NaN | 1.553849 | 1.768935 | 2.020243 | 0.900430 | 1.145540 | 0.570230 | 0.731520 | 0.383540 | 0.466090 |
107 | Gaia DR2 2031776202613700480 | 296.203059 | 0.041193 | 29.264679 | 0.039622 | FUNDAMENTAL | 1.169542 | 0.051569 | 3.845987 | 0.000017 | NaN | 6.880 | 6.440 | NaN | 6.06 | NaN | NaN | NaN | 5.629 | 5.390 | 5.268 | 0.03 | 0.10 | -0.414992 | 0.01 | 0.01 | 0.01 | 107 | 1.248824 | 1.302230 | 1.201092 | 0.106266 | 0.172435 | 0.047059 | -3.936877 | NaN | NaN | 0.066652 | 0.108154 | 0.029516 | -4.196605 | NaN | NaN | 0.041430 | 0.067228 | 0.018347 | -4.257777 | NaN | NaN | 0.160436 | 0.362287 | 0.587874 | 0.311960 | 0.396880 | 0.197560 | 0.253440 | 0.132880 | 0.161480 |
112 | Gaia DR2 2055014277739104896 | 303.095106 | 0.025849 | 32.871600 | 0.038724 | FUNDAMENTAL | 0.697229 | 0.038827 | 5.955901 | 0.000069 | NaN | 10.710 | 9.450 | NaN | NaN | NaN | NaN | NaN | 6.688 | 6.206 | 5.984 | 0.15 | 0.10 | -0.225053 | 0.01 | 0.01 | 0.01 | 112 | 0.770520 | 0.805982 | 0.738530 | 0.745055 | 0.798732 | 0.688312 | -4.550321 | NaN | NaN | 0.467311 | 0.500978 | 0.431720 | -4.809997 | NaN | NaN | 0.290478 | 0.311405 | 0.268355 | -4.866936 | NaN | NaN | 2.346623 | 2.540073 | 2.723072 | 0.893340 | 1.136520 | 0.565740 | 0.725760 | 0.380520 | 0.462420 |
113 | Gaia DR2 2055122987639665664 | 301.336089 | 0.022954 | 32.659089 | 0.028225 | FUNDAMENTAL | 0.338865 | 0.033482 | 4.950448 | 0.000031 | NaN | NaN | NaN | NaN | 12.59 | NaN | NaN | NaN | 9.503 | 8.918 | 8.673 | 0.09 | 0.10 | -0.305356 | 0.01 | 0.01 | 0.01 | 113 | 0.408865 | 0.431206 | 0.388352 | 2.527096 | 2.589145 | 2.444373 | -4.290968 | NaN | NaN | 1.585036 | 1.623953 | 1.533151 | -4.550666 | NaN | NaN | 0.985249 | 1.009440 | 0.952998 | -4.609395 | NaN | NaN | 8.333463 | 8.615485 | 8.827023 | NaN | NaN | NaN | NaN | NaN | NaN |
114 | Gaia DR2 2058374144759464064 | 301.110662 | 0.026118 | 34.112250 | 0.025665 | FUNDAMENTAL | 0.380758 | 0.033244 | 17.073690 | 0.000545 | NaN | 9.350 | 8.350 | NaN | NaN | NaN | NaN | NaN | 6.347 | 5.842 | 5.647 | 0.12 | 0.10 | 0.232327 | 0.01 | 0.01 | 0.01 | 114 | 0.448808 | 0.475022 | 0.425913 | 0.610341 | 0.684290 | 0.536186 | -6.027511 | NaN | NaN | 0.382816 | 0.429198 | 0.336304 | -6.287064 | NaN | NaN | 0.237956 | 0.266787 | 0.209045 | -6.333808 | NaN | NaN | 1.827988 | 2.080801 | 2.332912 | 0.709000 | 0.902000 | 0.449000 | 0.576000 | 0.302000 | 0.367000 |
116 | Gaia DR2 2060021625508894592 | 302.282319 | 0.020166 | 37.151953 | 0.026258 | FUNDAMENTAL | 0.399355 | 0.027886 | 4.364697 | 0.000013 | NaN | 10.900 | 9.870 | NaN | NaN | NaN | NaN | NaN | 7.799 | 7.411 | 7.247 | 0.08 | 0.10 | -0.360046 | 0.01 | 0.01 | 0.01 | 116 | 0.462488 | 0.487257 | 0.439854 | 0.129109 | 0.189897 | 0.072848 | -4.114336 | NaN | NaN | 0.080979 | 0.119106 | 0.045692 | -4.374049 | NaN | NaN | 0.050336 | 0.074036 | 0.028402 | -4.433996 | NaN | NaN | 0.248357 | 0.440164 | 0.647404 | 0.730270 | 0.929060 | 0.462470 | 0.593280 | 0.311060 | 0.378010 |
118 | Gaia DR2 2070224337474904064 | 311.499127 | 0.023922 | 45.306935 | 0.027407 | FUNDAMENTAL | 0.447371 | 0.029270 | 10.147970 | 0.000175 | NaN | 11.800 | 10.200 | NaN | NaN | NaN | NaN | NaN | 6.758 | 6.147 | 5.864 | 0.25 | 0.10 | 0.006379 | 0.01 | 0.01 | 0.01 | 118 | 0.520737 | 0.548386 | 0.495618 | 0.428486 | 0.488751 | 0.370499 | -5.297771 | NaN | NaN | 0.268753 | 0.306553 | 0.232383 | -5.557385 | NaN | NaN | 0.167056 | 0.190552 | 0.144448 | -5.609165 | NaN | NaN | 1.263122 | 1.460813 | 1.666273 | 1.134400 | 1.443200 | 0.718400 | 0.921600 | 0.483200 | 0.587200 |
119 | Gaia DR2 2071433765909167232 | 308.226211 | 0.021624 | 46.601250 | 0.026603 | FUNDAMENTAL | 0.361573 | 0.026156 | 15.119457 | 0.000152 | NaN | 10.800 | 9.370 | NaN | NaN | NaN | NaN | NaN | 6.517 | 5.957 | 5.709 | 0.15 | 0.10 | 0.179536 | 0.01 | 0.01 | 0.01 | 119 | 0.426978 | 0.450543 | 0.405867 | 0.328019 | 0.399212 | 0.262075 | -5.857012 | NaN | NaN | 0.205739 | 0.250392 | 0.164377 | -6.116580 | NaN | NaN | 0.127886 | 0.155643 | 0.102176 | -6.164500 | NaN | NaN | 0.893476 | 1.118298 | 1.361012 | 1.013870 | 1.289860 | 0.642070 | 0.823680 | 0.431860 | 0.524810 |
122 | Gaia DR2 2161786374436607616 | 315.026581 | 0.029151 | 42.597550 | 0.031458 | FUNDAMENTAL | 0.780722 | 0.036675 | 14.717966 | 0.001270 | NaN | 11.300 | 9.500 | NaN | NaN | NaN | NaN | NaN | 5.326 | 4.630 | 4.307 | 0.26 | 0.10 | 0.167848 | 0.01 | 0.01 | 0.01 | 122 | 0.869005 | 0.908356 | 0.833055 | 0.683797 | 0.748472 | 0.623787 | -5.819263 | NaN | NaN | 0.428889 | 0.469454 | 0.391249 | -6.078833 | NaN | NaN | 0.266595 | 0.291810 | 0.243198 | -6.127014 | NaN | NaN | 2.126640 | 2.331231 | 2.551724 | 1.276200 | 1.623600 | 0.808200 | 1.036800 | 0.543600 | 0.660600 |
124 | Gaia DR2 2165771172070496512 | 317.726536 | 0.023424 | 49.142042 | 0.022902 | FUNDAMENTAL | 0.386795 | 0.027892 | 7.251400 | 0.000022 | NaN | 11.760 | 10.540 | NaN | NaN | NaN | NaN | NaN | 7.600 | 7.071 | 6.847 | 0.06 | 0.10 | -0.139578 | 0.01 | 0.01 | 0.01 | 124 | 0.455212 | 0.479794 | 0.433169 | 0.707363 | 0.776855 | 0.641066 | -4.826376 | NaN | NaN | 0.443670 | 0.487256 | 0.402087 | -5.086029 | NaN | NaN | 0.275783 | 0.302876 | 0.249935 | -5.141062 | NaN | NaN | 2.185551 | 2.411574 | 2.648489 | 0.864980 | 1.100440 | 0.547780 | 0.702720 | 0.368440 | 0.447740 |
125 | Gaia DR2 2166303099490547072 | 311.552296 | 0.020153 | 45.478606 | 0.027513 | FUNDAMENTAL | 0.528177 | 0.027448 | 5.099551 | 0.000103 | NaN | 12.570 | 11.840 | NaN | NaN | NaN | NaN | NaN | 7.647 | 7.011 | 6.702 | 0.15 | 0.10 | -0.292468 | 0.01 | 0.01 | 0.01 | 125 | 0.607067 | 0.636713 | 0.578982 | 0.824502 | 0.888237 | 0.761678 | -4.332590 | NaN | NaN | 0.517141 | 0.557117 | 0.477737 | -4.592285 | NaN | NaN | 0.321452 | 0.346300 | 0.296958 | -4.650726 | NaN | NaN | 2.596745 | 2.810928 | 3.028215 | 0.517570 | 0.658460 | 0.327770 | 0.420480 | 0.220460 | 0.267910 |
126 | Gaia DR2 2166861170366710272 | 313.739699 | 0.023199 | 47.533790 | 0.023745 | FUNDAMENTAL | 0.527686 | 0.028010 | 4.049213 | 0.000014 | NaN | 12.100 | 10.890 | NaN | NaN | NaN | NaN | NaN | 8.229 | 7.755 | 7.590 | 0.05 | 0.10 | -0.392629 | 0.01 | 0.01 | 0.01 | 126 | 0.603662 | 0.633641 | 0.575748 | 1.527705 | 1.599086 | 1.454633 | -4.009101 | NaN | NaN | 0.958202 | 1.002972 | 0.912369 | -4.268823 | NaN | NaN | 0.595613 | 0.623442 | 0.567123 | -4.329497 | NaN | NaN | 4.959196 | 5.208319 | 5.451672 | 0.857890 | 1.091420 | 0.543290 | 0.696960 | 0.365420 | 0.444070 |
130 | Gaia DR2 3027940437469882880 | 110.386898 | 0.027645 | -16.687218 | 0.029952 | FUNDAMENTAL | 0.491694 | 0.039590 | 4.256890 | 0.000016 | NaN | 10.750 | 9.720 | NaN | NaN | NaN | NaN | NaN | 7.533 | 7.178 | 6.967 | -0.06 | 0.10 | -0.370908 | 0.01 | 0.01 | 0.01 | 130 | 0.561885 | 0.593274 | 0.532976 | 0.356221 | 0.430315 | 0.292613 | -4.079256 | NaN | NaN | 0.223427 | 0.269901 | 0.183531 | -4.338972 | NaN | NaN | 0.138881 | 0.167769 | 0.114082 | -4.399161 | NaN | NaN | 0.997587 | 1.214443 | 1.467049 | 0.730270 | 0.929060 | 0.462470 | 0.593280 | 0.311060 | 0.378010 |
133 | Gaia DR2 3051144427784813824 | 103.547655 | 0.025922 | -7.664379 | 0.027486 | FUNDAMENTAL | -0.025590 | 0.037269 | 3.454034 | 0.000012 | NaN | 14.850 | NaN | NaN | NaN | NaN | NaN | NaN | 11.314 | 10.802 | 10.638 | -0.49 | 0.10 | -0.461673 | 0.01 | 0.01 | 0.01 | 133 | 0.144644 | 0.153055 | 0.136719 | 1.101534 | 1.171603 | 1.027918 | -3.786111 | NaN | NaN | 0.690900 | 0.734848 | 0.644727 | -4.045852 | NaN | NaN | 0.429459 | 0.456778 | 0.400758 | -4.108065 | NaN | NaN | 3.504421 | 3.755397 | 3.994279 | NaN | NaN | NaN | NaN | NaN | NaN |
150 | Gaia DR2 4204653587029046400 | 287.086544 | 0.039491 | -7.437768 | 0.039116 | FUNDAMENTAL | 0.943546 | 0.047614 | 6.806009 | 0.000099 | NaN | 8.880 | 7.790 | NaN | NaN | NaN | NaN | NaN | 5.564 | 5.136 | 4.966 | 0.11 | 0.10 | -0.167107 | 0.01 | 0.01 | 0.01 | 150 | 1.022027 | 1.068665 | 0.981561 | 0.314377 | 0.381772 | 0.246676 | -4.737465 | NaN | NaN | 0.197182 | 0.239453 | 0.154719 | -4.997126 | NaN | NaN | 0.122567 | 0.148843 | 0.096173 | -5.052773 | NaN | NaN | 0.840979 | 1.071786 | 1.301552 | 0.772810 | 0.983180 | 0.489410 | 0.627840 | 0.329180 | 0.400030 |
154 | Gaia DR2 4269036830424588800 | 288.197138 | 0.046751 | 3.557399 | 0.044733 | FUNDAMENTAL | 0.690107 | 0.049826 | 9.480547 | 0.000140 | NaN | 9.580 | 7.960 | NaN | NaN | NaN | NaN | NaN | 5.940 | 5.485 | 5.291 | -0.09 | 0.10 | -0.023167 | 0.01 | 0.01 | 0.01 | 154 | 0.769155 | 0.811036 | 0.734007 | 0.617768 | 0.683864 | 0.555935 | -5.202348 | NaN | NaN | 0.387474 | 0.428930 | 0.348691 | -5.461970 | NaN | NaN | 0.240852 | 0.266621 | 0.216745 | -5.514408 | NaN | NaN | 1.895318 | 2.106122 | 2.331457 | 1.148580 | 1.461240 | 0.727380 | 0.933120 | 0.489240 | 0.594540 |
156 | Gaia DR2 4307944836090489600 | 290.259783 | 0.047114 | 8.516328 | 0.045980 | FUNDAMENTAL | 0.553951 | 0.055081 | 7.239958 | 0.000092 | NaN | 11.450 | 10.090 | NaN | NaN | NaN | NaN | NaN | 6.960 | 6.447 | 6.206 | 0.09 | 0.10 | -0.140264 | 0.01 | 0.01 | 0.01 | 156 | 0.631226 | 0.667186 | 0.601874 | 0.858854 | 0.920640 | 0.793753 | -4.824161 | NaN | NaN | 0.538687 | 0.577440 | 0.497854 | -5.083814 | NaN | NaN | 0.334845 | 0.358934 | 0.309463 | -5.138863 | NaN | NaN | 2.706095 | 2.928042 | 3.138686 | 0.964240 | 1.226720 | 0.610640 | 0.783360 | 0.410720 | 0.499120 |
159 | Gaia DR2 5235910694044165760 | 176.136937 | 0.024629 | -67.305250 | 0.026206 | FUNDAMENTAL | 0.680675 | 0.031565 | 3.086133 | 0.000007 | NaN | 9.690 | 8.570 | NaN | NaN | NaN | NaN | NaN | 7.181 | 6.809 | 6.660 | 0.09 | 0.10 | -0.510585 | 0.01 | 0.01 | 0.01 | 159 | 0.753804 | 0.788422 | 0.720100 | 0.134898 | 0.213686 | 0.067550 | -3.628141 | NaN | NaN | 0.084610 | 0.134027 | 0.042368 | -3.887895 | NaN | NaN | 0.052593 | 0.083311 | 0.026336 | -3.951198 | NaN | NaN | 0.230294 | 0.459900 | 0.728507 | 0.794080 | 1.010240 | 0.502880 | 0.645120 | 0.338240 | 0.411040 |
161 | Gaia DR2 5240441472232302848 | 165.566882 | 0.023851 | -64.262893 | 0.022019 | FUNDAMENTAL | 0.329524 | 0.026614 | 12.438020 | 0.000084 | NaN | 10.690 | 9.490 | NaN | NaN | NaN | NaN | NaN | 6.915 | 6.419 | 6.227 | 0.04 | 0.10 | 0.094751 | 0.01 | 0.01 | 0.01 | 161 | 0.396196 | 0.418015 | 0.375701 | 0.358767 | 0.432266 | 0.296207 | -5.583184 | NaN | NaN | 0.225024 | 0.271124 | 0.185786 | -5.842775 | NaN | NaN | 0.139874 | 0.168529 | 0.115484 | -5.892585 | NaN | NaN | 1.009842 | 1.223124 | 1.473701 | 0.850800 | 1.082400 | 0.538800 | 0.691200 | 0.362400 | 0.440400 |
163 | Gaia DR2 5254097093074642944 | 159.834651 | 0.022405 | -61.152432 | 0.025081 | FUNDAMENTAL | 0.328375 | 0.029099 | 9.197827 | 0.000073 | NaN | 10.100 | 9.090 | NaN | NaN | NaN | NaN | NaN | 7.239 | 6.814 | 6.663 | 0.06 | 0.10 | -0.036315 | 0.01 | 0.01 | 0.01 | 163 | 0.390990 | 0.412611 | 0.371965 | 0.283762 | 0.346235 | 0.224575 | -5.159883 | NaN | NaN | 0.177980 | 0.217164 | 0.140857 | -5.419509 | NaN | NaN | 0.110631 | 0.134988 | 0.087556 | -5.472240 | NaN | NaN | 0.765630 | 0.967412 | 1.180398 | 0.716090 | 0.911020 | 0.453490 | 0.581760 | 0.305020 | 0.370670 |
164 | Gaia DR2 5254295559276699392 | 159.074209 | 0.023699 | -61.012557 | 0.026637 | FUNDAMENTAL | 0.373767 | 0.027768 | 5.204555 | 0.000007 | NaN | 10.220 | 9.380 | NaN | NaN | NaN | NaN | NaN | 7.646 | 7.257 | 7.110 | 0.10 | 0.10 | -0.283616 | 0.01 | 0.01 | 0.01 | 164 | 0.437735 | 0.462268 | 0.416479 | 0.082491 | 0.146150 | 0.032784 | -4.361178 | NaN | NaN | 0.051739 | 0.091667 | 0.020562 | -4.620871 | NaN | NaN | 0.032161 | 0.056980 | 0.012781 | -4.679115 | NaN | NaN | 0.111767 | 0.281231 | 0.498260 | 0.595560 | 0.757680 | 0.377160 | 0.483840 | 0.253680 | 0.308280 |
166 | Gaia DR2 5255066591776722432 | 155.084832 | 0.026073 | -59.376609 | 0.025708 | FUNDAMENTAL | 0.345360 | 0.029865 | 4.154210 | 0.000045 | NaN | 11.150 | 10.200 | NaN | NaN | NaN | NaN | NaN | 8.126 | 7.698 | 7.528 | -0.08 | 0.10 | -0.381512 | 0.01 | 0.01 | 0.01 | 166 | 0.409468 | 0.432289 | 0.388888 | 0.065191 | 0.122401 | 0.024432 | -4.045008 | NaN | NaN | 0.040889 | 0.076772 | 0.015324 | -4.304727 | NaN | NaN | 0.025416 | 0.047721 | 0.009526 | -4.365153 | NaN | NaN | 0.083296 | 0.222253 | 0.417295 | 0.673550 | 0.856900 | 0.426550 | 0.547200 | 0.286900 | 0.348650 |
168 | Gaia DR2 5255254711361371520 | 157.070132 | 0.027029 | -59.350179 | 0.027809 | FUNDAMENTAL | 0.320416 | 0.030748 | 18.177577 | 0.000468 | NaN | 9.110 | 8.240 | NaN | NaN | NaN | NaN | NaN | 6.432 | 5.985 | 5.800 | -0.03 | 0.10 | 0.259536 | 0.01 | 0.01 | 0.01 | 168 | 0.383491 | 0.406728 | 0.363949 | 0.418632 | 0.485662 | 0.355882 | -6.115386 | NaN | NaN | 0.262573 | 0.304615 | 0.223215 | -6.374932 | NaN | NaN | 0.163214 | 0.189347 | 0.138749 | -6.421069 | NaN | NaN | 1.213288 | 1.427219 | 1.655739 | 0.616830 | 0.784740 | 0.390630 | 0.501120 | 0.262740 | 0.319290 |
170 | Gaia DR2 5258574068220187648 | 153.886894 | 0.025473 | -58.174439 | 0.028100 | FUNDAMENTAL | 0.365269 | 0.032335 | 4.932552 | 0.000055 | NaN | 11.770 | 10.740 | NaN | NaN | NaN | NaN | NaN | 8.345 | 7.848 | 7.704 | 0.18 | 0.10 | -0.306928 | 0.01 | 0.01 | 0.01 | 170 | 0.428733 | 0.450279 | 0.408989 | 0.937128 | 0.998522 | 0.865244 | -4.285888 | NaN | NaN | 0.587782 | 0.626289 | 0.542695 | -4.545587 | NaN | NaN | 0.365362 | 0.389298 | 0.337336 | -4.604350 | NaN | NaN | 2.949827 | 3.194897 | 3.404203 | 0.730270 | 0.929060 | 0.462470 | 0.593280 | 0.311060 | 0.378010 |
176 | Gaia DR2 5312196047720402048 | 143.348840 | 0.023769 | -52.755846 | 0.024010 | FUNDAMENTAL | 0.275207 | 0.026328 | 6.453800 | 0.000065 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 8.509 | 7.961 | 7.719 | -0.01 | 0.10 | -0.190185 | 0.01 | 0.01 | 0.01 | 176 | 0.341286 | 0.360883 | 0.324155 | 0.857430 | 0.928686 | 0.784378 | -4.662933 | NaN | NaN | 0.537794 | 0.582487 | 0.491974 | -4.922601 | NaN | NaN | 0.334290 | 0.362070 | 0.305808 | -4.978762 | NaN | NaN | 2.674134 | 2.923187 | 3.166115 | NaN | NaN | NaN | NaN | NaN | NaN |
177 | Gaia DR2 5313887130948758016 | 142.920692 | 0.028170 | -49.654989 | 0.029102 | FUNDAMENTAL | 0.391059 | 0.032465 | 11.200643 | 0.000133 | NaN | 10.500 | 9.250 | NaN | NaN | NaN | NaN | NaN | 6.583 | 6.035 | 5.811 | 0.13 | 0.10 | 0.049243 | 0.01 | 0.01 | 0.01 | 177 | 0.461577 | 0.486476 | 0.437738 | 0.041103 | 0.084785 | 0.012978 | -5.436207 | NaN | NaN | 0.025780 | 0.053179 | 0.008140 | -5.695810 | NaN | NaN | 0.016025 | 0.033056 | 0.005060 | -5.746634 | NaN | NaN | 0.044245 | 0.140128 | 0.289054 | 0.886250 | 1.127500 | 0.561250 | 0.720000 | 0.377500 | 0.458750 |
178 | Gaia DR2 5324034867356093056 | 137.065547 | 0.032432 | -51.436255 | 0.040065 | FUNDAMENTAL | 1.007410 | 0.037289 | 6.924363 | 0.000048 | NaN | 8.820 | 7.690 | NaN | NaN | NaN | NaN | NaN | 5.410 | 4.972 | 4.797 | 0.04 | 0.10 | -0.159620 | 0.01 | 0.01 | 0.01 | 178 | 1.084245 | 1.127147 | 1.045932 | 0.284214 | 0.348847 | 0.213953 | -4.761646 | NaN | NaN | 0.178263 | 0.218802 | 0.134195 | -5.021305 | NaN | NaN | 0.110808 | 0.136006 | 0.083415 | -5.076785 | NaN | NaN | 0.729417 | 0.968954 | 1.189304 | 0.801170 | 1.019260 | 0.507370 | 0.650880 | 0.341260 | 0.414710 |
181 | Gaia DR2 5332375453374624640 | 178.073783 | 0.021236 | -65.404182 | 0.021178 | FUNDAMENTAL | 0.264245 | 0.026353 | 11.637346 | 0.000043 | NaN | 10.500 | 9.540 | NaN | NaN | NaN | NaN | NaN | 7.469 | 7.004 | 6.818 | 0.19 | 0.10 | 0.065854 | 0.01 | 0.01 | 0.01 | 181 | 0.326123 | 0.345013 | 0.309802 | 0.473061 | 0.545073 | 0.399448 | -5.489855 | NaN | NaN | 0.296712 | 0.341879 | 0.250540 | -5.749453 | NaN | NaN | 0.184434 | 0.212510 | 0.155734 | -5.799908 | NaN | NaN | 1.361815 | 1.612780 | 1.858287 | 0.680640 | 0.865920 | 0.431040 | 0.552960 | 0.289920 | 0.352320 |
185 | Gaia DR2 5337191279923824384 | 168.042125 | 0.024499 | -61.754867 | 0.024510 | FUNDAMENTAL | 0.703772 | 0.030089 | 7.532001 | 0.000137 | NaN | 8.830 | 7.900 | NaN | NaN | NaN | NaN | NaN | 6.309 | 5.924 | 5.779 | 0.11 | 0.10 | -0.123090 | 0.01 | 0.01 | 0.01 | 185 | 0.777791 | 0.811919 | 0.746129 | 0.862069 | 0.929228 | 0.798727 | -4.879628 | NaN | NaN | 0.540703 | 0.582827 | 0.500975 | -5.139277 | NaN | NaN | 0.336098 | 0.362282 | 0.311403 | -5.193943 | NaN | NaN | 2.723055 | 2.939001 | 3.167966 | 0.659370 | 0.838860 | 0.417570 | 0.535680 | 0.280860 | 0.341310 |
188 | Gaia DR2 5338024572321721216 | 164.461080 | 0.023454 | -60.742085 | 0.022118 | FUNDAMENTAL | 0.374159 | 0.026633 | 4.266183 | 0.000008 | NaN | 10.670 | 9.890 | NaN | NaN | NaN | NaN | NaN | 7.949 | 7.565 | 7.430 | 0.08 | 0.10 | -0.369961 | 0.01 | 0.01 | 0.01 | 188 | 0.435406 | 0.459030 | 0.414773 | 0.126004 | 0.190183 | 0.061424 | -4.082314 | NaN | NaN | 0.079032 | 0.119286 | 0.038526 | -4.342030 | NaN | NaN | 0.049126 | 0.074147 | 0.023948 | -4.402199 | NaN | NaN | 0.209408 | 0.429579 | 0.648379 | 0.553020 | 0.703560 | 0.350220 | 0.449280 | 0.235560 | 0.286260 |
189 | Gaia DR2 5338036117182452096 | 166.056070 | 0.031146 | -60.979914 | 0.027315 | FUNDAMENTAL | 0.424007 | 0.034523 | 16.659975 | 0.000208 | NaN | 10.110 | 8.670 | NaN | NaN | NaN | NaN | NaN | 6.251 | 5.759 | 5.572 | 0.16 | 0.10 | 0.221674 | 0.01 | 0.01 | 0.01 | 189 | 0.493318 | 0.519931 | 0.468369 | 0.760359 | 0.822551 | 0.700964 | -5.993105 | NaN | NaN | 0.476909 | 0.515917 | 0.439656 | -6.252661 | NaN | NaN | 0.296444 | 0.320691 | 0.273288 | -6.299642 | NaN | NaN | 2.389757 | 2.592247 | 2.804275 | 1.020960 | 1.298880 | 0.646560 | 0.829440 | 0.434880 | 0.528480 |
195 | Gaia DR2 5351161399785606016 | 161.136162 | 0.033002 | -57.565358 | 0.032410 | FUNDAMENTAL | 0.512082 | 0.041380 | 18.873022 | 0.000165 | NaN | 7.700 | 6.870 | NaN | NaN | NaN | NaN | NaN | 5.404 | 4.958 | 4.792 | 0.08 | 0.10 | 0.275841 | 0.01 | 0.01 | 0.01 | 195 | 0.581267 | 0.612562 | 0.553244 | 0.297976 | 0.355619 | 0.231509 | -6.168048 | NaN | NaN | 0.186895 | 0.223050 | 0.145206 | -6.427589 | NaN | NaN | 0.116173 | 0.138647 | 0.090259 | -6.473362 | NaN | NaN | 0.789271 | 1.015873 | 1.212392 | 0.588470 | 0.748660 | 0.372670 | 0.478080 | 0.250660 | 0.304610 |
196 | Gaia DR2 5351331755370445056 | 161.234721 | 0.027785 | -56.289543 | 0.031423 | FUNDAMENTAL | 0.406078 | 0.037423 | 14.107121 | 0.000106 | NaN | 8.730 | 7.910 | NaN | NaN | NaN | NaN | NaN | 6.370 | 5.944 | 5.769 | 0.09 | 0.10 | 0.149438 | 0.01 | 0.01 | 0.01 | 196 | 0.474321 | 0.500609 | 0.449642 | 0.528275 | 0.588452 | 0.471696 | -5.759806 | NaN | NaN | 0.331343 | 0.369087 | 0.295856 | -6.019382 | NaN | NaN | 0.205961 | 0.229422 | 0.183902 | -6.067973 | NaN | NaN | 1.608127 | 1.801018 | 2.006177 | 0.581380 | 0.739640 | 0.368180 | 0.472320 | 0.247640 | 0.300940 |
200 | Gaia DR2 5436296928693979392 | 143.461877 | 0.017338 | -36.615737 | 0.023757 | FUNDAMENTAL | 0.292384 | 0.028568 | 5.898395 | 0.000017 | NaN | 9.930 | 9.260 | NaN | NaN | NaN | NaN | NaN | 7.914 | 7.602 | 7.494 | -0.23 | 0.10 | -0.229266 | 0.01 | 0.01 | 0.01 | 200 | 0.351476 | 0.371848 | 0.334153 | 0.184680 | 0.255007 | 0.124412 | -4.536712 | NaN | NaN | 0.115834 | 0.159944 | 0.078033 | -4.796390 | NaN | NaN | 0.072002 | 0.099421 | 0.048505 | -4.853422 | NaN | NaN | 0.424152 | 0.629619 | 0.869380 | 0.475030 | 0.604340 | 0.300830 | 0.385920 | 0.202340 | 0.245890 |
202 | Gaia DR2 5521459979795304320 | 129.420069 | 0.026685 | -47.361949 | 0.032830 | FUNDAMENTAL | 0.851743 | 0.034860 | 4.639849 | 0.000018 | NaN | 8.920 | 7.680 | NaN | NaN | NaN | NaN | NaN | 6.170 | 5.782 | 5.632 | 0.12 | 0.10 | -0.333496 | 0.01 | 0.01 | 0.01 | 202 | 0.930964 | 0.970375 | 0.894596 | 0.141207 | 0.202688 | 0.085769 | -4.200083 | NaN | NaN | 0.088568 | 0.127129 | 0.053795 | -4.459789 | NaN | NaN | 0.055053 | 0.079023 | 0.033439 | -4.519144 | NaN | NaN | 0.292406 | 0.481410 | 0.691012 | 0.879160 | 1.118480 | 0.556760 | 0.714240 | 0.374480 | 0.455080 |
204 | Gaia DR2 5541507237862358912 | 123.093322 | 0.024286 | -36.943742 | 0.026381 | FUNDAMENTAL | 0.567616 | 0.029561 | 6.664229 | 0.000103 | NaN | 8.830 | 8.070 | NaN | NaN | NaN | NaN | NaN | 6.400 | 6.054 | 5.930 | -0.08 | 0.10 | -0.176250 | 0.01 | 0.01 | 0.01 | 204 | 0.636929 | 0.667433 | 0.608584 | 0.032938 | 0.069533 | 0.010228 | -4.707937 | NaN | NaN | 0.020659 | 0.043612 | 0.006415 | -4.967600 | NaN | NaN | 0.012842 | 0.027109 | 0.003988 | -5.023451 | NaN | NaN | 0.034869 | 0.112295 | 0.237056 | 0.538840 | 0.685520 | 0.341240 | 0.437760 | 0.229520 | 0.278920 |
205 | Gaia DR2 5546476927338700416 | 123.267547 | 0.017912 | -34.578513 | 0.021695 | FUNDAMENTAL | 0.584438 | 0.026037 | 41.464114 | 0.000998 | NaN | 8.000 | 6.700 | NaN | NaN | NaN | NaN | NaN | 4.365 | 3.828 | 3.619 | 0.21 | 0.10 | 0.617672 | 0.01 | 0.01 | 0.01 | 205 | 0.657682 | 0.690048 | 0.628143 | 0.719817 | 0.785261 | 0.647715 | -7.272052 | NaN | NaN | 0.451481 | 0.492528 | 0.406257 | -7.531501 | NaN | NaN | 0.280638 | 0.306153 | 0.252527 | -7.569655 | NaN | NaN | 2.208216 | 2.454031 | 2.677144 | 0.921700 | 1.172600 | 0.583700 | 0.748800 | 0.392600 | 0.477100 |
211 | Gaia DR2 5835124087174043136 | 244.715952 | 0.037271 | -57.899803 | 0.022119 | FUNDAMENTAL | 1.061575 | 0.042210 | 9.753759 | 0.000088 | NaN | 7.490 | 6.490 | NaN | NaN | NaN | NaN | NaN | 4.674 | 4.288 | 4.149 | 0.10 | 0.10 | -0.010828 | 0.01 | 0.01 | 0.01 | 211 | 1.141574 | 1.187180 | 1.099482 | 0.154599 | 0.219781 | 0.091863 | -5.242197 | NaN | NaN | 0.096967 | 0.137850 | 0.057618 | -5.501816 | NaN | NaN | 0.060274 | 0.085687 | 0.035815 | -5.553979 | NaN | NaN | 0.313184 | 0.527066 | 0.749287 | 0.709000 | 0.902000 | 0.449000 | 0.576000 | 0.302000 | 0.367000 |
216 | Gaia DR2 5871738271033526016 | 207.684489 | 0.018596 | -57.580510 | 0.022806 | FUNDAMENTAL | 0.841311 | 0.034035 | 5.078903 | 0.000008 | NaN | 8.440 | 7.690 | NaN | NaN | NaN | NaN | NaN | 6.143 | 5.822 | 5.703 | -0.01 | 0.10 | -0.294230 | 0.01 | 0.01 | 0.01 | 216 | 0.912967 | 0.950804 | 0.879166 | 0.356701 | 0.422522 | 0.287640 | -4.326900 | NaN | NaN | 0.223729 | 0.265013 | 0.180413 | -4.586595 | NaN | NaN | 0.139068 | 0.164730 | 0.112143 | -4.645075 | NaN | NaN | 0.980635 | 1.216080 | 1.440480 | 0.531750 | 0.676500 | 0.336750 | 0.432000 | 0.226500 | 0.275250 |
217 | Gaia DR2 5871922507947292032 | 205.077654 | 0.021883 | -57.613184 | 0.030793 | FUNDAMENTAL | 0.537343 | 0.042194 | 10.949466 | 0.000106 | NaN | 8.720 | 7.300 | NaN | NaN | NaN | NaN | NaN | 5.937 | 5.544 | 5.396 | 0.12 | 0.10 | 0.039393 | 0.01 | 0.01 | 0.01 | 217 | 0.604262 | 0.636561 | 0.575353 | 0.161416 | 0.225866 | 0.095897 | -5.404395 | NaN | NaN | 0.101243 | 0.141667 | 0.060148 | -5.664000 | NaN | NaN | 0.062932 | 0.088059 | 0.037388 | -5.715044 | NaN | NaN | 0.326935 | 0.550306 | 0.770031 | 1.006780 | 1.280840 | 0.637580 | 0.817920 | 0.428840 | 0.521140 |
220 | Gaia DR2 5891675303053080704 | 218.137795 | 0.027222 | -56.887745 | 0.033763 | FUNDAMENTAL | 1.339657 | 0.044743 | 5.494570 | 0.000023 | NaN | 7.840 | 6.930 | NaN | NaN | NaN | NaN | NaN | 5.019 | 4.642 | 4.498 | 0.12 | 0.10 | -0.260066 | 0.01 | 0.01 | 0.01 | 220 | 1.428501 | 1.480524 | 1.378763 | 0.222515 | 0.285426 | 0.164175 | -4.437238 | NaN | NaN | 0.139565 | 0.179024 | 0.102973 | -4.696924 | NaN | NaN | 0.086753 | 0.111280 | 0.064008 | -4.754642 | NaN | NaN | 0.559714 | 0.758609 | 0.973085 | 0.645190 | 0.820820 | 0.408590 | 0.524160 | 0.274820 | 0.333970 |
221 | Gaia DR2 6026412893938675712 | 254.582293 | 0.048524 | -33.609129 | 0.033172 | FUNDAMENTAL | 1.130588 | 0.055226 | 14.597656 | 0.000085 | NaN | 8.188 | 7.167 | NaN | NaN | NaN | NaN | NaN | 5.081 | 4.694 | 4.543 | 0.08 | 0.10 | 0.164283 | 0.01 | 0.01 | 0.01 | 221 | 1.218626 | 1.272960 | 1.166755 | 2.005903 | 2.074985 | 1.927338 | -5.807750 | NaN | NaN | 1.258135 | 1.301464 | 1.208858 | -6.067321 | NaN | NaN | 0.782049 | 0.808983 | 0.751419 | -6.115582 | NaN | NaN | 6.570765 | 6.838610 | 7.074129 | 0.723889 | 0.920942 | 0.458429 | 0.588096 | 0.308342 | 0.374707 |
222 | Gaia DR2 6053622679932061056 | 188.327748 | 0.034200 | -63.506370 | 0.031274 | FUNDAMENTAL | 0.783238 | 0.044713 | 5.265672 | 0.000025 | NaN | 11.100 | 9.870 | NaN | NaN | NaN | NaN | NaN | 6.805 | 6.261 | 6.051 | 0.16 | 0.10 | -0.278546 | 0.01 | 0.01 | 0.01 | 222 | 0.875308 | 0.918542 | 0.836695 | 1.042800 | 1.111774 | 0.980591 | -4.377553 | NaN | NaN | 0.654061 | 0.697323 | 0.615043 | -4.637245 | NaN | NaN | 0.406561 | 0.433452 | 0.382307 | -4.695375 | NaN | NaN | 3.343074 | 3.555158 | 3.790308 | 0.872070 | 1.109460 | 0.552270 | 0.708480 | 0.371460 | 0.451410 |
import pickle
# Pickle the data
with open('data_2018-08-17_1.pickle', 'wb') as f:
# Pickle the 'data' dictionary using the highest protocol available.
pickle.dump(data, f, pickle.HIGHEST_PROTOCOL)
# Pickle the chains onto my memory stick
with open('/media/eh594/EMILYS USB/URI/chain_2018-08-17_1.pickle', 'wb') as f:
# Pickle the 'data' dictionary using the highest protocol available.
pickle.dump(sampler.chain, f, pickle.HIGHEST_PROTOCOL)
"""
# To open the data:
import pickle
with open('data.pickle', 'rb') as f:
# The protocol version used is detected automatically, so we do not
# have to specify it.
data = pickle.load(f)
"""
Everything under here is kept for completeness. There's plenty you might want to use in here still sometimes =)
Here, we input parameters for the artificial stellar distribution. To change the shape of the distribution you'll need to dive into the code - but important stuff lives here at the top.
# Set some parameters
number_of_cores = 8 # Number of CPU cores to use
N_stars = 100 # Number of stars
N_binaries = 0 # If zero, binary stars will be excluded from the model.
scale_true = 50000 # Mean distance to stars
# Set the type of parallax prior:
# finite_cloud, decreasing_space_density
prior_type = 'finite_cloud'
N_prior = 2000 # Necessary for 'finite cloud' data
We define a PLR relation class with a number of useful methods. Each instance stores its own PLR parameters.
def PLR_magnitude(a, b, P):
"""Returns the result of the metallacity-independent Leavitt Law given a
period.
"""
return a * np.log10(P) + b
def PLR_period(a, b, m):
"""Returns the result of the metallacity-independent Leavitt Law given a
magnitude.
"""
return np.power(10, (m-b)/a)
Here we create a fake distribution and check it looks about like what we want. It's not exactly a Gaussian because I don't want to make the priors' life easy. That would be, like, boring.
def stellar_distribution(x, y, z):
"""Accepts input in pc only."""
# Convert into kpc
x = np.divide(x, 1000)
y = np.divide(y, 1000)
z = np.divide(z, 1000)
# Constants - change me!
period = 60 # period of cosin oscillations
sigma = 2 # sd of Gaussian
s = [1, 1.5, 0.1] # array of scale factors
l = [0, 0, 50] # array of offsets
A = 0.6 # strength of cos fn
B = 1 # offset of cos fn
myNorm = 0.011 # empirical constant to put the maximum value at 1
fuckFactor = 0.59 # power on the cosine. absolute madness entails!!1!
# Internal pre-calculated constants for readability - don't change me!
omega = 2*np.pi / period # anguluar freq of cosine
c1 = 1 / ((2 * np.pi)**(3./2.) * sigma**3) # first constant in Gaussian
c2 = -1 / (2 * sigma**2) # second constant in Gaussian
power = c2 * (s[0]*(x - l[0])**2 + s[1]*(y-l[1])**2 + s[2]*(z-l[2])**2) # power of Gaussian
# Return the answer
return np.clip(1/myNorm * ((A * np.cos((x**2 + y**2 + z**2)**(fuckFactor)*omega)**2
+ B) * c1 * np.exp(power))-0.08, 0.0, 1)
# Make a z-x heatmap
test_points = 400
xrange = np.linspace(-20000, 20000, num=test_points)
yrange = np.linspace(-20000, 20000, num=test_points)
zrange = np.linspace(20000, 80000, num=test_points)
xx, zz = np.meshgrid(xrange, zrange)
krange = stellar_distribution(xx, 0, zz)
plt.contourf(xx, zz, krange, 100)
plt.xlabel("x (pc)")
plt.ylabel("z (pc)")
plt.show()
# Make a z-axis only plot
plt.plot(zrange, stellar_distribution(0, 0, zrange))
plt.xlabel("z (pc)")
plt.ylabel("strength")
plt.show()
Let's also make a re-usable function that can sample stellar_distribution as much as required.
def sample_stellar_distribution(N):
"""Samples stellar_distribution N times and returns stars in ra, dec, r
form.
"""
# Constants - set depending on distribution shape
xy_min = -5000.0
xy_max = 5000.0
z_min = 35000.0
z_max = 65000.0
# Internal variables
ra = np.zeros(N)
dec = np.zeros(N)
r = np.zeros(N)
i = 0
while i < N:
# Pick a random x, y, z co-ordinate
test_x = (xy_max - xy_min)*np.random.rand() + xy_min
test_y = (xy_max - xy_min)*np.random.rand() + xy_min
test_z = (z_max - z_min)*np.random.rand() + z_min
# Pick a uniform deviate between 0 and 1
test_p = np.random.rand()
# Only accept this star if test_p is less than the distribution
if test_p < stellar_distribution(test_x, test_y, test_z):
sys.stdout.write("\rDone {}".format(i))
sys.stdout.flush()
# Convert to ra, dec (note: NOT the same as sph. polars!!)
r[i] = np.sqrt(test_x**2 + test_y**2 + test_z**2)
dec[i] = -np.arccos(test_z / r[i]) + np.pi/2
ra[i] = np.arctan2(test_y, test_x) + np.pi/2
# Do some checks on right ascension because it's an awkward cookie
if ra[i] < 0:
ra[i] += 2* np.pi
elif ra[i] > 2*np.pi:
ra[i] -= 2*np.pi
# Only move on if this all worked
i += 1
# Return ra, dec, r
sys.stdout.write("\rAll done! ")
sys.stdout.flush()
return [ra, dec, r]
This is important, because this means that everything below will be the same when ran withthe same initial conditions.
np.random.seed(42)
Let's sample the real location of the stars
# Some names for star samples, currently just consecutive integers
sampled_ids = pd.Series(list(range(0, N_stars)))
# A pandas DataFrame for all true and experimental data
data = pd.DataFrame(sampled_ids, columns=['ID'])
# Sample N_stars stars and save to our DataFrame
data['ra'], data['dec'], data['r_true'] = \
sample_stellar_distribution(N_stars)
# Assign implied parallax values to the data frame
data['omega_true'] = pd.Series((1 / data['r_true'])*1e3)
All done!
Let's assign stellar parameters from a PLR relation we're gonna make up for funsies.
band_names = ['E', 'M', 'I']
a_true = [-2.9, -2.8, -2.7]
b_true = [ -4.9, -4.8, -4.7]
s_true = [ 0.1, 0.3, 0.5]
N_bands = len(band_names) # number of bands
Use the PL relation to infer values for things like magnitude.
# Calculate PLR parameters
# Periods between 5 to 20 days.
data['P_true'] = pd.Series((20-5)*np.random.rand(N_stars) + 5)
# Cycle over bands and make up absolute magnitudes, extinctions and app. magn.
for i, j in zip(band_names, range(N_bands)):
band = '_true' + '_' + i
# Calculate absolute magnitude from PLR and add disperion, std.d. of s_true
data['s'+band] = np.random.normal(loc=0, scale=s_true[j], size=N_stars)
data['M'+band] = (pd.Series(
PLR_magnitude(a_true[j], b_true[j], data['P_true'])
+ data['s'+band]))
# Extinction is between (j)/nbands + 1.2 and 0.4.
data['A'+band] = pd.Series((j/N_bands + 1.2 - 0.4)*np.random.rand(N_stars) + 0.4)
data['m'+band] = (pd.Series(data['M'+band] + 5*np.log10(data['r_true']/10))
+ data['A'+band])
Now, let's sample some experimental values by messing true values up with random and systematic errors.
def parallax_error_estimator(magnitude, N_stars):
"""Models parallax error according to Gaia collaboration
2018 - Summary of contents & survery properties
- - - - - - - - - -
m sigma_omega [mas]
<15 0.02-0.04
17 0.10
20 0.70
21 2.00
"""
# Always 0.02 below 11
magnitude = np.where(magnitude <= 11, 0.02,
magnitude)
# Make it big for over 21
magnitude = np.where(magnitude > 21, 2 * (magnitude-20),
magnitude)
# Linear between 0.7 at 20, 2.0 at 21
magnitude = np.where(magnitude > 20, 1.3 * (magnitude-20) + 0.70,
magnitude)
# Linear between 0.1 at 17, 0.7 at 20
magnitude = np.where(magnitude > 17, 0.20 * (magnitude-17) + 0.10,
magnitude)
# Linear between 0.04 at 15, 0.1 at 17
magnitude = np.where(magnitude > 15, 0.03 * (magnitude-20) + 0.04,
magnitude)
# Linear between 0.02 at 11, 0.04 at 15
magnitude = np.where(magnitude > 11, 0.005 * (magnitude-20) + 0.02,
magnitude)
# Add a bit of random error & return
return magnitude * np.random.normal(loc=1, scale=0.2, size=N_stars)
"""Parallax"""
omega_0_true = -0.05 # in mas
parallax_errors = parallax_error_estimator(data['m_true_I'], N_stars) / 20 # BIG CHEEKY DIVISION HAPPENING
data['omega_exp'] = (data['omega_true'] + omega_0_true
+ np.random.normal(loc=0, scale=1, size=N_stars)
* parallax_errors)
data['omega_sigma'] = np.abs(parallax_errors)
"""Period"""
# Typical 1.5% P error
period_errors = data['P_true'] * np.random.normal(loc=0, scale=0.015, size=N_stars)
data['P_exp'] = data['P_true'] + period_errors
data['P_sigma'] = data['P_exp'] * 0.015
"""Apparent magnitude (uncorrected for extinction) & extinction estimates"""
# Typical errors from Scowcroft 2016 - typical 0.01 mag
# Cycle over all my bands
# Cycle over bands and make up absolute magnitudes, extinctions and app. magn.
for i, j in zip(band_names, range(N_bands)):
band = '_' + i
app_magnitude_errors = np.random.normal(loc=0, scale=0.01, size=N_stars)
data['m_exp'+band] = data['m_true'+band] + app_magnitude_errors
data['m_sigma'+band] = 0.01
data['A_exp'+band] = data['A_true'+band] * ((0.9-0.5)*np.random.rand(N_stars) + 0.5)
data['A_sigma'+band] = 0.3 * data['A_exp'+band] # 30% error on all
"""Inferred absolute magniture from the test PLR"""
### THIS CURRENTLY JUST USES INPUT ERROR - needs knowledge of relationship error also
# We are assuming that the scatter is much greater than the period error
# to justify M being treated as a Gaussian deviate.
#data['M_exp'] = pd.Series(test_PLR.magnitude(data['P_exp']) + data['s_true'])
#data['M_sigma'] = pd.Series(np.sqrt(
# (test_PLR.read_band_a() * data['P_sigma']/data['P_exp']
# * np.log(data['P_exp']))**2
# + (0 * test_PLR.read_band_b())**2
# + (0 * dispersion_guess)**2))
# """Inferred radii from the test PLR"""
# data['r_exp'] = np.power(10, (data['m_exp']
# - data['M_exp']) / 5 + 1)
# data['r_exp_u'] = np.power(10, (data['m_exp'] + data['m_sigma']
# - data['M_sigma']) / 5 + 1)
# data['r_exp_l'] = np.power(10, (data['m_exp'] - data['m_sigma']
# + data['M_sigma']) / 5 + 1)
# Output some data so far to look at what our results are like
data[['m_true'+band, 'omega_true', 'omega_exp', 'omega_sigma']]
m_true_I | omega_true | omega_exp | omega_sigma | |
---|---|---|---|---|
0 | 12.735534 | 0.020834 | -0.031372 | 0.000751 |
1 | 11.162043 | 0.018493 | -0.030274 | 0.001199 |
2 | 12.137607 | 0.021368 | -0.027344 | 0.000753 |
3 | 12.646269 | 0.020824 | -0.028728 | 0.001140 |
4 | 12.109443 | 0.021789 | -0.026946 | 0.000807 |
5 | 11.846532 | 0.023847 | -0.024811 | 0.000899 |
6 | 12.194860 | 0.021297 | -0.027937 | 0.000765 |
7 | 12.866659 | 0.019289 | -0.029729 | 0.001065 |
8 | 13.353588 | 0.021843 | -0.027455 | 0.000735 |
9 | 11.230578 | 0.021048 | -0.029454 | 0.000969 |
10 | 11.316132 | 0.019006 | -0.030270 | 0.001430 |
11 | 11.371226 | 0.020745 | -0.029039 | 0.001204 |
12 | 12.371650 | 0.020707 | -0.030146 | 0.000954 |
13 | 11.162519 | 0.017971 | -0.031166 | 0.001126 |
14 | 11.839332 | 0.017432 | -0.032334 | 0.000884 |
15 | 11.152125 | 0.022465 | -0.028008 | 0.001294 |
16 | 13.554939 | 0.018492 | -0.030451 | 0.000545 |
17 | 11.534200 | 0.020302 | -0.026068 | 0.001522 |
18 | 12.207027 | 0.018107 | -0.032138 | 0.000708 |
19 | 11.286337 | 0.021589 | -0.029169 | 0.001540 |
20 | 12.868115 | 0.021747 | -0.029834 | 0.000766 |
21 | 11.442920 | 0.019501 | -0.030690 | 0.001207 |
22 | 10.997541 | 0.019070 | -0.029974 | 0.001167 |
23 | 11.274496 | 0.020126 | -0.029672 | 0.001032 |
24 | 11.430496 | 0.021293 | -0.029106 | 0.001340 |
25 | 13.209534 | 0.022936 | -0.027598 | 0.000320 |
26 | 10.568136 | 0.022942 | -0.028876 | 0.000856 |
27 | 10.874838 | 0.018275 | -0.031388 | 0.000815 |
28 | 12.085654 | 0.020917 | -0.030649 | 0.000733 |
29 | 11.671284 | 0.023807 | -0.026485 | 0.001036 |
... | ... | ... | ... | ... |
70 | 13.360798 | 0.018764 | -0.030916 | 0.000853 |
71 | 11.803106 | 0.019452 | -0.029259 | 0.000988 |
72 | 13.061646 | 0.020766 | -0.029628 | 0.000892 |
73 | 11.810006 | 0.018899 | -0.029170 | 0.001347 |
74 | 11.289969 | 0.017540 | -0.031191 | 0.001515 |
75 | 11.483777 | 0.019775 | -0.027711 | 0.001193 |
76 | 11.170650 | 0.022554 | -0.026402 | 0.000733 |
77 | 11.717481 | 0.019386 | -0.030823 | 0.001169 |
78 | 12.521685 | 0.021596 | -0.026337 | 0.001052 |
79 | 12.040564 | 0.018354 | -0.030203 | 0.000974 |
80 | 11.483725 | 0.019460 | -0.030536 | 0.001523 |
81 | 11.028396 | 0.021876 | -0.027332 | 0.001457 |
82 | 11.485285 | 0.018627 | -0.033877 | 0.001257 |
83 | 11.406263 | 0.019275 | -0.033289 | 0.001398 |
84 | 11.883519 | 0.020342 | -0.028705 | 0.001098 |
85 | 11.711669 | 0.021094 | -0.029205 | 0.000538 |
86 | 11.696597 | 0.018448 | -0.032278 | 0.000968 |
87 | 11.709521 | 0.019954 | -0.029252 | 0.001329 |
88 | 13.298210 | 0.020381 | -0.028772 | 0.000566 |
89 | 11.857562 | 0.017161 | -0.032827 | 0.000989 |
90 | 12.218137 | 0.021355 | -0.028516 | 0.000748 |
91 | 11.409674 | 0.022380 | -0.026941 | 0.001557 |
92 | 11.194383 | 0.019591 | -0.031119 | 0.001605 |
93 | 12.144055 | 0.017208 | -0.032197 | 0.000794 |
94 | 10.795988 | 0.022505 | -0.028681 | 0.001029 |
95 | 12.916714 | 0.018985 | -0.031088 | 0.000666 |
96 | 11.683038 | 0.018334 | -0.032134 | 0.001212 |
97 | 12.281354 | 0.023010 | -0.025784 | 0.001024 |
98 | 11.955812 | 0.016787 | -0.034304 | 0.001175 |
99 | 13.035200 | 0.020755 | -0.027845 | 0.000790 |
100 rows × 4 columns
# Some names for star samples, currently just consecutive integers
sampled_ids = pd.Series(list(range(0, N_prior)))
# A pandas DataFrame for all prior data
data_prior = pd.DataFrame(sampled_ids, columns=['ID'])
# Sample N_prior stars and save to our DataFrame
data_prior['ra'], data_prior['dec'], data_prior['r_true'] = \
sample_stellar_distribution(N_prior)
# Make up an error on r and pull the stars from said error
r_errors = (1000 - 500) * np.random.rand(N_prior) + 500
data_prior['r_exp'] = (data_prior['r_true']
+ np.random.normal(loc=0, scale=1, size=N_prior) * r_errors)
data_prior['r_sigma'] = r_errors
# Have a peek to make sure this worked
data_prior
All done!
ID | ra | dec | r_true | r_exp | r_sigma | |
---|---|---|---|---|---|---|
0 | 0 | 1.332484 | 1.540451 | 49882.494750 | 50700.915639 | 573.488598 |
1 | 1 | 4.913156 | 1.536351 | 45050.815436 | 45912.085582 | 905.257034 |
2 | 2 | 1.985730 | 1.534907 | 60022.022648 | 59885.983811 | 802.378941 |
3 | 3 | 1.747373 | 1.529049 | 46415.266415 | 46395.264527 | 559.724001 |
4 | 4 | 3.363459 | 1.527287 | 46682.745631 | 45959.352680 | 958.768920 |
5 | 5 | 0.043193 | 1.536731 | 50278.519968 | 49543.591761 | 811.313230 |
6 | 6 | 1.972510 | 1.522704 | 55655.346642 | 55214.661796 | 586.168199 |
7 | 7 | 3.860006 | 1.537455 | 45982.882079 | 45857.713079 | 612.090911 |
8 | 8 | 4.633852 | 1.520815 | 42954.549630 | 43021.852346 | 602.069694 |
9 | 9 | 2.397945 | 1.540385 | 50980.893294 | 50809.692912 | 612.651194 |
10 | 10 | 3.069756 | 1.533666 | 46646.066745 | 46852.650603 | 604.886123 |
11 | 11 | 3.446579 | 1.560265 | 49756.477944 | 49373.973942 | 872.986188 |
12 | 12 | 0.828544 | 1.563810 | 48429.898064 | 48981.314170 | 795.699922 |
13 | 13 | 0.145027 | 1.527490 | 42784.858846 | 43998.329634 | 616.675761 |
14 | 14 | 4.662589 | 1.517225 | 44652.602802 | 45861.259186 | 965.976033 |
15 | 15 | 6.007053 | 1.546861 | 44317.110817 | 43796.065807 | 505.808335 |
16 | 16 | 5.174944 | 1.537834 | 47311.254722 | 46826.082937 | 842.795665 |
17 | 17 | 1.723051 | 1.527909 | 49381.720329 | 50353.308758 | 771.692064 |
18 | 18 | 4.338259 | 1.524329 | 53362.958856 | 52111.661225 | 765.718182 |
19 | 19 | 1.277670 | 1.519871 | 43896.374214 | 43667.601168 | 775.676137 |
20 | 20 | 4.444872 | 1.562154 | 56393.049611 | 56426.853771 | 743.313466 |
21 | 21 | 0.930496 | 1.543914 | 44935.224095 | 44668.166505 | 973.239148 |
22 | 22 | 3.617072 | 1.558899 | 50896.849644 | 50716.708810 | 809.370057 |
23 | 23 | 3.835150 | 1.553636 | 49122.384923 | 49358.517570 | 729.696713 |
24 | 24 | 1.863271 | 1.546729 | 54881.470537 | 54934.666186 | 930.027547 |
25 | 25 | 3.279571 | 1.529118 | 48052.637152 | 47284.392004 | 944.828502 |
26 | 26 | 4.943690 | 1.509362 | 49915.452536 | 51465.723043 | 887.201776 |
27 | 27 | 4.459081 | 1.530535 | 56307.488567 | 56298.593513 | 786.905062 |
28 | 28 | 4.454356 | 1.521585 | 51052.723558 | 51244.341959 | 521.350474 |
29 | 29 | 4.557906 | 1.528030 | 47289.894042 | 46995.941844 | 955.052630 |
... | ... | ... | ... | ... | ... | ... |
1970 | 1970 | 0.565406 | 1.548409 | 49146.287413 | 48848.997413 | 970.897850 |
1971 | 1971 | 1.052303 | 1.549419 | 45187.327893 | 45410.990226 | 998.166355 |
1972 | 1972 | 1.125142 | 1.527200 | 54670.824965 | 53255.486411 | 721.718638 |
1973 | 1973 | 2.498285 | 1.565384 | 50747.039619 | 50177.666139 | 824.016518 |
1974 | 1974 | 1.600655 | 1.504006 | 43972.355166 | 44489.841562 | 766.982716 |
1975 | 1975 | 1.298456 | 1.520615 | 43866.610367 | 44358.218142 | 588.575253 |
1976 | 1976 | 3.298537 | 1.534591 | 59059.323418 | 59432.766271 | 737.016766 |
1977 | 1977 | 2.028618 | 1.546591 | 46990.544263 | 44878.175962 | 971.434631 |
1978 | 1978 | 5.203567 | 1.544121 | 46086.463822 | 45944.284211 | 759.024481 |
1979 | 1979 | 5.517559 | 1.553489 | 42705.907519 | 41915.100163 | 901.379282 |
1980 | 1980 | 2.112975 | 1.540344 | 40658.778806 | 41023.472721 | 790.752402 |
1981 | 1981 | 3.938572 | 1.528104 | 47194.527678 | 47301.372632 | 744.296387 |
1982 | 1982 | 6.147279 | 1.544679 | 49834.711142 | 50257.694011 | 534.631441 |
1983 | 1983 | 1.084549 | 1.528787 | 46560.436537 | 46194.836209 | 970.880414 |
1984 | 1984 | 0.374133 | 1.547322 | 59774.850200 | 59821.361405 | 567.137854 |
1985 | 1985 | 0.713046 | 1.514457 | 49470.016964 | 50714.535360 | 863.686875 |
1986 | 1986 | 2.958203 | 1.514072 | 41626.868396 | 42628.838387 | 649.305006 |
1987 | 1987 | 1.228030 | 1.518143 | 50445.824993 | 51095.527469 | 656.296248 |
1988 | 1988 | 6.160311 | 1.517333 | 44046.859966 | 42709.143005 | 757.399579 |
1989 | 1989 | 4.969206 | 1.516903 | 56193.011143 | 55856.076949 | 732.605961 |
1990 | 1990 | 4.133552 | 1.531663 | 50448.440849 | 51165.112663 | 543.020540 |
1991 | 1991 | 3.323801 | 1.534009 | 39864.806443 | 39840.912748 | 581.445173 |
1992 | 1992 | 2.815327 | 1.522557 | 49581.056032 | 48907.204853 | 963.084617 |
1993 | 1993 | 3.391206 | 1.540465 | 46061.821061 | 46172.455664 | 713.377984 |
1994 | 1994 | 1.524687 | 1.491514 | 45550.664374 | 45118.717993 | 692.033647 |
1995 | 1995 | 1.493684 | 1.537893 | 51923.413208 | 52040.770766 | 755.103793 |
1996 | 1996 | 5.753594 | 1.524159 | 53966.364983 | 54065.964776 | 615.426886 |
1997 | 1997 | 0.078580 | 1.534210 | 47116.233065 | 46800.898029 | 545.232907 |
1998 | 1998 | 6.263557 | 1.531914 | 54584.148864 | 54777.091985 | 948.563491 |
1999 | 1999 | 2.250322 | 1.546609 | 47102.363656 | 46841.750151 | 568.559269 |
2000 rows × 6 columns
# A plot of the prior
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
ax.scatter(data_prior['r_exp']*np.cos(data_prior['dec'])*np.cos(data_prior['ra']),
data_prior['r_exp']*np.cos(data_prior['dec'])*np.sin(data_prior['ra']),
data_prior['r_exp']*np.sin(data_prior['dec']), 'bo', alpha=0.1)
ax.scatter([0],[0],[0], 'ro') # Gaia!
ax.set_xlabel("x")
ax.set_ylabel("y")
ax.set_zlabel("z")
plt.show()
class ParallaxPrior:
"""The following class should be created for each type of prior. It stores
information about the stars' prior on parallax, which is dependent on its
right ascension and declination in 3D space.
The class was coded with a philosophy of having lots of values kept in
class-wide dictionaries. This means that they can easily be accessed and
checked.
N.B. All inbound angles must be in radians.
"""
def __init__(self, ra=0, dec=0, r=0, r_sigma=0, prior_type='finite_cloud'):
"""Initialisation of the class. Makes some local copies of things
we'll be needing for the duration of our stay.
"""
# A boolean to record whether the user changed boundary behaviour
self.set_boundaries_to_zero = True
# Set the type of prior
if prior_type == 'finite_cloud':
self.prior_mode = prior_type
# Keep a local copy of the locations of stars to consider for priors,
# converted into cartesians to make later maths easier
self.distribution = np.zeros((ra.size, 3))
self.distribution_r = np.asarray(r.copy())
self.distribution_sigma = np.asarray(r_sigma.copy())
# Calc x, y, z
self.distribution[:, 0] = np.cos(dec) * np.cos(ra)
self.distribution[:, 1] = np.cos(dec) * np.sin(ra)
self.distribution[:, 2] = np.sin(dec)
# Initialise class-wide copies of histogram information
self.bin_widths = {}
self.bin_numbers = {}
self.bin_centres = {}
self.prior_histograms = {}
self.filtered_histograms = {}
self.fits = {}
self.fast_access_fits = np.zeros(1)
# Set evaluate_multiple_priors to the right thing:
self.evaluate_multiple_priors = \
self.evaluate_multiple_priors_finite_cloud
elif prior_type == 'decreasing_space_density':
self.prior_mode = prior_type
# Just set the prior evaluation function to use a decreasing volume
# density
self.evaluate_multiple_priors = \
self.evaluate_multiple_priors_decreasing_space_density
else:
raise TypeError('specified prior_type not supported.')
def make_histograms(self, ID, ra, dec, beam_width,
user_set_boundaries_to_zero=True, boundary_points=5):
"""Uses a Gaussian beam to sample histograms from stellar_distribution
and saves the results of these histograms.
"""
# Quit if this function isn't actually needed. We raise an error,
# because it shouldn't be getting called.
if self.prior_mode != 'finite_cloud':
raise TypeError('only the finite_cloud prior_type is currently supported by plot_priors.')
# Record the users' boundary preferences in the class-wide boolean
self.set_boundaries_to_zero = user_set_boundaries_to_zero
# Firstly, we create an array of beam unit vectors in Cartesians.
# Later vector maths is much easier in arbitraty Cartesians centred on
# Gaia, so we make the change now so my head hurts less later :)
test_stars = np.zeros((ID.size, 3))
test_stars[:, 0] = np.cos(dec) * np.cos(ra)
test_stars[:, 1] = np.cos(dec) * np.sin(ra)
test_stars[:, 2] = np.sin(dec)
# Calculate angles between test stars and the distribution with a fancy
# formula from: https://stackoverflow.com/questions/2827393/angles-between-two-n-dimensional-vectors-in-python/13849249#13849249
# This is done with a fast matrix method too because BATDOG is too cool
# for for loops
angles_between = np.arccos(np.clip(test_stars @ self.distribution.T,
-1.0, 1.0))
# Calculate the distance from and along the beam of each star, and use
# this to compute a weight value for the star from a Gaussian of
# standard deviation beam_width
distances_from_beam = self.distribution_r * np.sin(angles_between)
distances_along_beam = self.distribution_r * np.cos(angles_between)
star_weights = norm(0, beam_width).pdf(distances_from_beam)
# Loop over all the test stars and make some absolutely-sick-stograms.
# Unfortunately, this has to be done with a for loop, since astropy's
# Knuth rule and numpy's histogram methods both only take 1D data.
# Also, it's quite naughty to use Knuth's rule on a weighted histogram.
# However, I couldn't find a bin rule for weighted histograms, and it
# comes up with the best guesses anyway regardless of the weighting.
i = 0
for test_star, an_ID in zip(distances_along_beam, ID):
# Calculate optimal bin widths using Knuth's rule
self.bin_widths[an_ID] = knuth_bin_width(test_star)
# Convert said bin width into a number of bins
self.bin_numbers[an_ID] = int(((test_star.max() - test_star.min())
/ self.bin_widths[an_ID]))
# Calculate the resulting prior histogram for this
self.prior_histograms[an_ID], bin_edges = np.histogram(
test_star,
bins=self.bin_numbers[an_ID],
weights=star_weights[i])
# Set the boundaries of the histogram to zero. This is...
# *technically* extrapolation, but... it's also, like, necessary.
# We do this for boundary_points points opposed to just one,
# because a well-defined and long boundary behaves better with the
# filtering methods.
if self.set_boundaries_to_zero:
# Boundary_array forces the inserted/appended values to be an
# array of length boundary_points, giving us our desired number
# of zero points.
boundary_array = np.arange(1, boundary_points + 1)
bin_edges = np.append(
np.insert(bin_edges, 0,
bin_edges[0] - boundary_array*self.bin_widths[an_ID]),
bin_edges[-1] + boundary_array * self.bin_widths[an_ID])
self.prior_histograms[an_ID] = np.append(
np.insert(
self.prior_histograms[an_ID], 0, 0.0 * boundary_array),
0.0 * boundary_array)
self.bin_numbers[an_ID] += boundary_points * 2
# Convert bin edges (meh) into bin centres (yassss!) by finding the
# mean value between each point with a clever array thing that I'm
# actually proud of thinking of yay
self.bin_centres[an_ID] = (bin_edges[1:] + bin_edges[:-1]) / 2
i += 1
def fit_priors(self, ID, filter_window_size=5, filter_polynomial_order=3,
fit_type='slinear'):
"""Fits cubic splines to a filtered version of the histogram data.
We filter using a Savitzky-Golay filter, which helps to smooth out
input data. Then, interpolation is performed by
"""
# Quit if this function isn't actually needed. We raise an error,
# because it shouldn't be getting called.
if self.prior_mode != 'finite_cloud':
raise TypeError('only the finite_cloud prior_type is currently supported by plot_priors.')
# Apply filters and interpolate a fit
for an_ID in ID:
# Calculation of derivatives (the deriv kwarg) at points causes mad
# fuckery (it makes things WORSE) so don't do it
self.filtered_histograms[an_ID] = savgol_filter(
self.prior_histograms[an_ID],
filter_window_size,
filter_polynomial_order,
deriv=0)
# Check that none of the filter results are negative (the Savgol
# filter knows not of probability being +ve only.) We also make
# sure the boundaries are still zero.
self.filtered_histograms[an_ID][0] = 0.0
self.filtered_histograms[an_ID][-1] = 0.0
self.filtered_histograms[an_ID] = np.where(
self.filtered_histograms[an_ID] < 0,
0.0, self.filtered_histograms[an_ID])
# Use scipy's cubic interpolation to create a cubic fit function
# for every star. Note that this fit is done in parallax space
# (hence the one over), NOT r-space! This makes calls to these
# functions faster as there aren't any conversions.
self.fits[an_ID] = interpolate(1 / self.bin_centres[an_ID] * 1e3,
self.filtered_histograms[an_ID],
kind=fit_type,
bounds_error=False,
fill_value=0.0)
def plot_priors(self, ID, r_min=30000, r_max=70000,
true_distribution=False, ra=0, dec=0, test_points=100):
"""Plots the histograms for a set of *ID* histograms. Can also be
plotted against a true distribution by specifying the location of
the function with true_distribution.
"""
# Quit if this function isn't actually needed. We raise an error,
# because it shouldn't be getting called.
if self.prior_mode != 'finite_cloud':
raise TypeError('only the finite_cloud prior_type is currently supported by plot_priors.')
# Range of r values to plot over
r_range = np.linspace(r_min, r_max, num=test_points)
# Loop over all the stars
for an_ID, array_index in zip(ID, range(ID.size)):
plt.figure(figsize=(8, 6))
# The prior histogram values
plt.plot(self.bin_centres[an_ID], self.prior_histograms[an_ID],
'k--', lw=1, label='Prior')
# The filtered prior
plt.plot(self.bin_centres[an_ID], self.filtered_histograms[an_ID],
'g--', lw=1, label='Filtered prior')
# The spline fit to the filtered data
# Get values of the spline. This is done in a for loop call so that
# any errors arising from invalid input parallaxes can be caught.
fit_results = np.zeros(test_points)
for a_point in range(test_points):
fit_results[a_point] = self.evaluate_a_single_prior(
an_ID, 1 / r_range[a_point] * 1e3)
plt.plot(r_range, fit_results, 'b-', lw=1, ms=0,
label='Spline fit to filtered data')
# Plot the real distribution if requested
if true_distribution != False:
# Work out Cartesian unit vectors for each star
u_x = np.cos(dec[array_index]) * np.cos(ra[array_index])
u_y = np.cos(dec[array_index]) * np.sin(ra[array_index])
u_z = np.sin(dec[array_index])
# Work out appropriate x, y, z ranges for the star
x_range = np.linspace(r_min*u_x, r_max*u_x, num=test_points)
y_range = np.linspace(r_min*u_y, r_max*u_y, num=test_points)
z_range = np.linspace(r_min*u_z, r_max*u_z, num=test_points)
# Plot the true distribution on the figure
dist_to_plot = true_distribution(x_range, y_range, z_range)
normalisation_factor = (self.prior_histograms[an_ID].max()
/ dist_to_plot.max())
plt.plot(r_range, dist_to_plot * normalisation_factor,
'r-', lw=1, label='True distribution')
# Final bits of plot formatting
plt.legend()
# plt.ylim(0, kDist.max()*1.1)
plt.xlim(r_min,r_max)
plt.ylabel('Probability')
plt.xlabel('Distance (pc)')
plt.title('Parallax prior (in distance space) for star {}'
.format(an_ID))
plt.show()
# Show everything at once at the end
#plt.show()
def evaluate_a_single_prior(self, an_ID, a_parallax, scale=False):
"""Evaluates a single prior at a single location for star ID. This
method is inherently slower than evaluate_multiple_priors.
"""
if self.prior_mode == 'finite_cloud':
# Work out the fit and return zero if we accidentally hit a -ve val
result = self.fits[an_ID](a_parallax)
if result < 0.0:
result = 0.0
return result
elif self.prior_type == 'decreasing_space_density':
# Return exponent of the log decreasing space density prior
return np.exp(self.evaluate_multiple_priors(a_parallax, scale))
else:
raise TypeError('current prior_type is not supported by evaluate_a_single_prior.')
def prep_for_fast_running(self, ID):
"""Must be called before evaluate_multiple_priors. Selects only desired
IDs and sets their fit functions up in a fast framework that can be
called during emcee running quickly and efficiently.
"""
# Quit if this function isn't actually needed. However, we keep it
# callable regardless of prior type as it's in a lot of places around
# the code.
if self.prior_mode != 'finite_cloud':
return 0
# Cast ID as a single-element array if it's a float
ID = np.asarray(ID)
# Create an empty numpy array that stores object pointers to each fit
# function
self.fast_access_fits = np.empty(ID.size, dtype=object)
# Loop over the dictionary (has to be done with a for loop sadly) and
# pop required fit functions into fast_access_fits
for an_ID, i in zip(ID, range(ID.size)):
self.fast_access_fits[i] = self.fits[an_ID]
def evaluate_multiple_priors_finite_cloud(self, test_omegas):
"""Fast evaluation of fit functions at all successful points. Must be
called with input parallaxes of the correct shape.
NOTE 1: checking for negative probabilities implied by fits *is not
performed by this function*, and should instead be done on returned
data.
NOTE 2: hence, logs must also be taken after data is returned.
"""
# Use numpy vectorize to make a callable fector that takes a function
# object and a function argument as inputs, and returns the result of
# the function call.
function_vector = np.vectorize(lambda f, x: f(x))
return function_vector(self.fast_access_fits, test_omegas)
def evaluate_multiple_priors_decreasing_space_density(self, test_omegas,
scale):
"""Returns evaluations of Bailer-Jones IV (2018) specified Milky-Way
prior.
NOTE: logs happen in the function, as this makes function evaluation
simpler (it would be pointless to raise things to an exponent only to
take a log of them again.)
"""
return np.where(params[r['omega']] < 0, -np.inf,
np.log(1/(2 * params[r['L']]**3 * params[r['omega']]**2))
- 1 / (params[r['omega']] * params[r['L']]))
# Pass it everything it needs from data_prior
parallax_prior_repo = ParallaxPrior(ra=data_prior['ra'],
dec=data_prior['dec'],
r=data_prior['r_exp'],
r_sigma=data_prior['r_sigma'],
prior_type='finite_cloud')
# Create the finite_cloud histograms
parallax_prior_repo.make_histograms(data['ID'], data['ra'], data['dec'],
1500, boundary_points=10)
# Smooth and make fit functions of said histograms
parallax_prior_repo.fit_priors(data['ID'], filter_window_size=5,
filter_polynomial_order=3, fit_type='cubic')
# Plot 5 of these histograms so we can have a peek
test_IDs = np.arange(0, 5, dtype=np.int64)
parallax_prior_repo.plot_priors(test_IDs,
true_distribution=stellar_distribution,
ra=data['ra'], dec=data['dec'],
test_points=100,
r_min=20000, r_max=80000)
# Rig the code for fast running if everything is ok =)
parallax_prior_repo.prep_for_fast_running(data['ID'])
In addition, we'll use some binary stars to constrain omega_0.
# Name the binaries and again create a data frame
sampled_ids = pd.Series(np.arange(0, N_binaries))
binaries = pd.DataFrame(sampled_ids, columns=['ID'])
# Assign a random ra and dec to every star
binaries['ra'] = pd.Series(np.random.rand(N_binaries) * 360)
binaries['dec'] = pd.Series((np.random.rand(N_binaries) - 0.5)*180)
# Repeat above and pull out some star locations from stellar_distribution
i = 0
r_true = np.zeros(N_binaries)
while i < N_binaries:
# Create a test r of size 13 times that of the scale and a deviate test_p
# to compare with the interval
test_r = (2*scale - scale/2)*np.random.rand() + scale/2
test_p = np.random.rand()
# See if the test point is in the distribution or not
if test_p < stellar_distribution(test_r, scale, fact=factor):
r_true[i] = test_r
i += 1
# Assign r and implied parallax values we've got to the data frame
binaries['r_true'] = pd.Series(r_true)
binaries['omega_true'] = pd.Series((1 / r_true)*1e3)
# Assign an experimental parallax and error
parallax_errors = parallax_error_estimator(13, N_binaries)
binaries['gaia_exp'] = (binaries['omega_true'] + omega_0_true
+ np.random.normal(loc=0, scale=1, size=N_binaries)
* parallax_errors)
binaries['gaia_sigma'] = np.abs(parallax_errors)
# Same again, but for very precise external parallaxes
parallax_errors = np.random.normal(loc=0, scale=0.0001, size=N_binaries)
binaries['ext_exp'] = (binaries['omega_true'] * (1 + parallax_errors))
binaries['ext_sigma'] = np.sqrt(np.abs(parallax_errors)**2
+ 0.0001*binaries['ext_exp']**2)
# Output data for a peek
binaries
ID | ra | dec | r_true | omega_true | gaia_exp | gaia_sigma | ext_exp | ext_sigma |
---|
from astropy.io import ascii
ogle_raw = ascii.read(data_dir + 'ogle_lmc_cepheid_cat')
ogle_raw.convert_bytestring_to_unicode() ### some of the columns read in as bytestrings instead of strings. I think it was an astroconda update.
ogle_raw_temp = ogle_raw.to_pandas() # you can convert directly from an astropy table to a pandas df
ogle_raw_df = ogle_raw_temp[['Star', 'Mode', '_RAJ2000', '_DEJ2000', '<Imag>', '<Vmag>', 'Per', 'e_Per']]
ogle_raw_df = ogle_raw_df.iloc[2:] ## scrapping the first two lines - remnants of the header
ogle_raw_df.reset_index(drop=True, inplace=True) ## resetting the index because i dropped the first two lines
ogle_raw_df.rename(columns = {'Star': 'ID', 'Mode': 'type', '_RAJ2000': 'ra', '_DEJ2000' : 'dec', '<Imag>' : 'm_I', '<Vmag>': 'm_V', 'Per': 'P', 'e_Per' : 'P_sigma'}, inplace=True) ## renaming the columns to match your naming scheme.
num_cols = ['ra', 'dec', 'm_I', 'm_V', 'P', 'P_sigma'] ## numeric columns - need to convert to floats
for cols in num_cols:
ogle_raw_df[cols] = pd.to_numeric(ogle_raw_df[cols], errors='coerce') ## errors='coerce' sets invalid reads to NaN, means that missing data is flagged properly
#### Only thing below here in batdog.ipynb that I changed was commenting out your reading into ogle_raw_df. I left everything from where you were putting things into ogle_cepheids onwards.
## plots make a nice PL now!!
from astropy.io import ascii
ogle_raw = ascii.read(data_dir + 'ogle_lmc_cepheid_cat')
# Some of the columns read in as bytestrings instead of strings.
ogle_raw.convert_bytestring_to_unicode()
ogle_raw
_RAJ2000 | _DEJ2000 | Star | Mode | RAJ2000 | DEJ2000 | <Imag> | <Vmag> | Per | e_Per | Iamp | R21 | R31 | LC | PerM | IampM | PerS | IampS |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
str11 | str11 | str4 | str8 | str11 | str11 | str6 | str6 | str11 | str10 | str6 | str6 | str6 | str2 | str10 | str6 | str10 | str6 |
deg | deg | h:m:s | d:m:s | mag | mag | d | d | mag | d | mag | d | mag | |||||
----------- | ----------- | ---- | -------- | ----------- | ----------- | ------ | ------ | ----------- | ---------- | ------ | ------ | ------ | -- | ---------- | ------ | ---------- | ------ |
067.7405417 | -69.0603889 | 0001 | 1O | 04 30 57.73 | -69 03 37.4 | 17.777 | 18.173 | 0.3068149 | 0.0000002 | 0.349 | 0.258 | 0.089 | LC | -- | |||
067.9460000 | -69.8193333 | 0002 | F | 04 31 47.04 | -69 49 09.6 | 15.672 | 16.412 | 3.1181195 | 0.0000161 | 0.257 | 0.296 | 0.101 | LC | -- | |||
068.7737917 | -70.4241389 | 0003 | 1O | 04 35 05.71 | -70 25 26.9 | 17.847 | 18.359 | 0.3500934 | 0.0000006 | 0.340 | 0.193 | 0.095 | LC | -- | |||
068.8339583 | -69.8021389 | 0004 | 1O | 04 35 20.15 | -69 48 07.7 | 15.128 | 15.688 | 2.2296063 | 0.0000057 | 0.249 | 0.156 | 0.012 | LC | -- | |||
068.8813333 | -69.7349722 | 0005 | F | 04 35 31.52 | -69 44 05.9 | 14.661 | 15.413 | 5.6120581 | 0.0000135 | 0.521 | 0.431 | 0.167 | LC | -- | |||
068.9256667 | -69.7247778 | 0006 | 1O | 04 35 42.16 | -69 43 29.2 | 14.697 | 15.365 | 3.2949240 | 0.0000124 | 0.212 | 0.113 | 0.049 | LC | -- | |||
069.1252083 | -68.6265833 | 0007 | 1O | 04 36 30.05 | -68 37 35.7 | 16.932 | 17.561 | 0.7090850 | 0.0000013 | 0.189 | 0.166 | 0.123 | LC | -- | |||
069.1377917 | -69.3121111 | 0008 | 1O/2O | 04 36 33.07 | -69 18 43.6 | 16.354 | 16.918 | 0.9728803 | 0.0000031 | 0.240 | 0.228 | 0.081 | LC | 0.7819963 | 0.060 | -- | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
078.8300000 | -70.0432222 | 3366 | 1O | 05 15 19.20 | -70 02 35.6 | 18.239 | 18.666 | 0.5202714 | 0.0000009 | 0.335 | 0.169 | 0.114 | LC | -- | |||
078.9700417 | -69.7656111 | 3367 | 1O/2O | 05 15 52.81 | -69 45 56.2 | 18.640 | 19.217 | 0.2204178 | 0.0000002 | 0.251 | 0.165 | 0.000 | LC | 0.1773397 | 0.048 | -- | |
078.9991250 | -69.5130833 | 3368 | 1O | 05 15 59.79 | -69 30 47.1 | 17.799 | 18.347 | 0.2677830 | 0.0000004 | 0.068 | 0.150 | 0.000 | LC | -- | |||
080.2916667 | -69.4518333 | 3369 | 1O/2O | 05 21 10.00 | -69 27 06.6 | 18.382 | 18.842 | 0.2318723 | 0.0000003 | 0.116 | 0.003 | 0.103 | LC | 0.1866170 | 0.072 | -- | |
080.3087917 | -70.1476111 | 3370 | 1O | 05 21 14.11 | -70 08 51.4 | 18.013 | 18.800 | 0.2692426 | 0.0000004 | 0.098 | 0.200 | 0.007 | LC | -- | |||
082.8985833 | -70.0948333 | 3371 | 1O | 05 31 35.66 | -70 05 41.4 | 18.417 | 18.987 | 0.2697720 | 0.0000002 | 0.129 | 0.196 | 0.000 | LC | -- | |||
083.1353333 | -67.7612500 | 3372 | F | 05 32 32.48 | -67 45 40.5 | 16.590 | 2.0084594 | 0.0000215 | 0.439 | 0.452 | 0.240 | LC | -- | ||||
083.2894583 | -71.5283611 | 3373 | 1O | 05 33 09.47 | -71 31 42.1 | 18.394 | 18.958 | 0.2762256 | 0.0000010 | 0.111 | 0.000 | 0.000 | LC | -- | |||
084.1410833 | -68.1065833 | 3374 | 1O/2O | 05 36 33.86 | -68 06 23.7 | 18.618 | 19.170 | 0.2222545 | 0.0000004 | 0.223 | 0.214 | 0.120 | LC | 0.1788834 | 0.108 | -- | |
092.7729167 | -71.0868889 | 3375 | 1O | 06 11 05.50 | -71 05 12.8 | 18.109 | 18.596 | 0.2560883 | 0.0000005 | 0.160 | 0.137 | 0.000 | LC | -- |
# Read stuff in to a nicer pandas DataFrame.
#ogle_raw_df = pd.DataFrame({
# 'ID':pd.Series(ogle_raw['Star'][2:], dtype=np.int),
# 'type':pd.Series(ogle_raw['Mode'][2:], dtype=str),
# 'ra':pd.Series(ogle_raw['_RAJ2000'][2:], dtype=np.float),
# 'dec':pd.Series(ogle_raw['_DEJ2000'][2:], dtype=np.float),
# 'm_I':pd.Series(np.genfromtxt(ogle_raw['<Imag>'][2:])),
# 'm_V':pd.Series(np.genfromtxt(ogle_raw['<Vmag>'][2:])),
# 'P':pd.Series(ogle_raw['Per'][2:], dtype=np.float),
# 'P_sigma':pd.Series(ogle_raw['e_Per'][2:], dtype=np.float)
# })
ogle_raw_temp = ogle_raw.to_pandas() # you can convert directly from an astropy table to a pandas df
ogle_raw_df = ogle_raw_temp[['Star', 'Mode', '_RAJ2000', '_DEJ2000', '<Imag>', '<Vmag>', 'Per', 'e_Per']]
ogle_raw_df = ogle_raw_df.iloc[2:] ## scrapping the first two lines - remnants of the header
ogle_raw_df.reset_index(drop=True, inplace=True) ## resetting the index because i dropped the first two lines
ogle_raw_df.rename(columns = {'Star': 'ID', 'Mode': 'type', '_RAJ2000': 'ra', '_DEJ2000' : 'dec', '<Imag>' : 'm_I', '<Vmag>': 'm_V', 'Per': 'P', 'e_Per' : 'P_sigma'}, inplace=True) ## renaming the columns to match your naming scheme.
num_cols = ['ra', 'dec', 'm_I', 'm_V', 'P', 'P_sigma'] ## numeric columns - need to convert to floats
for cols in num_cols:
ogle_raw_df[cols] = pd.to_numeric(ogle_raw_df[cols], errors='coerce') ## errors='coerce' sets invalid reads to NaN, means that missing data is flagged properly
# Exclude all Cepheids that are NOT a) first mode pulsators, b) have periods in
# the range log(P) > 0.4, c) do not have both I and V band photometry
ogle_cepheids = ogle_raw_df.copy()[np.log10(np.array(ogle_raw_df.P)) > 0.4]
ogle_cepheids = ogle_cepheids[ogle_cepheids.type == 'F ']
ogle_cepheids = ogle_cepheids[np.isfinite(ogle_cepheids.m_I)]
ogle_cepheids = ogle_cepheids[np.isfinite(ogle_cepheids.m_V)]
# Constants from Jacszyn 2016
ogle_a = -3.317 # mag
ogle_b = 15.890 # mag
r_LMC = 49970 # pc
# Calculate the Wesenheit extinction-independent magnitude
ogle_cepheids['W_IVI'] = ogle_cepheids['m_I'] - 1.55 * (ogle_cepheids['m_V']
- ogle_cepheids['m_I'])
ogle_cepheids['W_ref'] = ogle_a * np.log10(ogle_cepheids['P']) + ogle_b
ogle_cepheids['r_exp'] = r_LMC * np.power(10,
(ogle_cepheids['W_IVI'] - ogle_cepheids['W_ref'])/5.)
ogle_cepheids
ID | type | ra | dec | m_I | m_V | P | P_sigma | W_IVI | W_ref | r_exp | |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 0002 | F | 67.946000 | -69.819333 | 15.672 | 16.412 | 3.118120 | 0.000016 | 14.52500 | 14.251758 | 56670.599023 |
4 | 0005 | F | 68.881333 | -69.734972 | 14.661 | 15.413 | 5.612058 | 0.000014 | 13.49540 | 13.405162 | 52090.315683 |
11 | 0012 | F | 69.453042 | -67.214417 | 15.469 | 16.067 | 2.660188 | 0.000002 | 14.54210 | 14.480566 | 51406.283958 |
15 | 0016 | F | 69.635500 | -67.646306 | 13.707 | 14.787 | 10.506456 | 0.001555 | 12.03300 | 12.501830 | 40266.458470 |
16 | 0017 | F | 69.736792 | -69.688389 | 15.345 | 15.992 | 3.677256 | 0.000030 | 14.34215 | 14.014157 | 58117.630213 |
17 | 0018 | F | 69.745750 | -68.956889 | 15.222 | 16.051 | 4.047853 | 0.000028 | 13.93705 | 13.875836 | 51398.708727 |
20 | 0021 | F | 69.879000 | -69.261833 | 14.722 | 15.491 | 5.457975 | 0.000026 | 13.53005 | 13.445266 | 51959.630419 |
24 | 0025 | F | 70.226542 | -69.115083 | 15.343 | 16.157 | 3.733500 | 0.000010 | 14.08130 | 13.992291 | 52060.842460 |
25 | 0026 | F | 70.301000 | -68.799750 | 15.466 | 16.081 | 2.570676 | 0.000003 | 14.51275 | 14.529873 | 49577.520364 |
26 | 0027 | F | 70.331208 | -67.335583 | 15.039 | 15.641 | 3.522947 | 0.000005 | 14.10590 | 14.075913 | 50664.859916 |
32 | 0033 | F | 70.491375 | -69.433556 | 14.400 | 15.233 | 7.180776 | 0.000022 | 13.10885 | 13.050080 | 51340.894438 |
33 | 0034 | F | 70.508000 | -70.646944 | 13.737 | 14.630 | 11.254628 | 0.000059 | 12.35285 | 12.402735 | 48835.138154 |
34 | 0035 | F | 70.526292 | -67.969861 | 14.375 | 15.157 | 6.943690 | 0.000045 | 13.16290 | 13.098445 | 51475.474878 |
36 | 0037 | F | 70.562000 | -68.436278 | 15.525 | 16.308 | 3.066905 | 0.000008 | 14.31135 | 14.275615 | 50799.134843 |
38 | 0039 | F | 70.658375 | -68.516472 | 15.415 | 16.069 | 3.147737 | 0.000029 | 14.40130 | 14.238139 | 53869.320266 |
39 | 0040 | F | 70.696917 | -69.816806 | 14.662 | 15.408 | 5.165145 | 0.000008 | 13.50570 | 13.524705 | 49534.560510 |
40 | 0041 | F | 70.723875 | -67.433278 | 15.522 | 16.270 | 2.910662 | 0.000023 | 14.36260 | 14.350939 | 50239.063276 |
41 | 0042 | F | 70.756708 | -70.167111 | 15.673 | 16.367 | 2.577029 | 0.000003 | 14.59730 | 14.526317 | 51630.451069 |
43 | 0044 | F | 70.793667 | -67.233583 | 14.933 | 15.581 | 4.035741 | 0.000005 | 13.92860 | 13.880152 | 51097.406541 |
45 | 0046 | F | 70.836875 | -69.229972 | 13.950 | 14.733 | 8.843549 | 0.000032 | 12.73635 | 12.750040 | 49655.966564 |
47 | 0048 | F | 70.881042 | -69.624694 | 14.451 | 15.145 | 5.548514 | 0.000017 | 13.37530 | 13.421566 | 48916.586368 |
48 | 0049 | F | 70.898250 | -70.696250 | 15.328 | 16.201 | 3.849139 | 0.000015 | 13.97485 | 13.948349 | 50583.583808 |
49 | 0050 | F | 70.918000 | -69.570611 | 14.181 | 15.018 | 7.845610 | 0.000052 | 12.88365 | 12.922523 | 49083.409622 |
52 | 0053 | F | 71.020083 | -69.841417 | 15.708 | 16.493 | 2.633879 | 0.000004 | 14.49125 | 14.494884 | 49886.451868 |
54 | 0055 | F | 71.141917 | -67.072611 | 15.433 | 16.091 | 2.862029 | 0.000003 | 14.41310 | 14.375212 | 50849.519170 |
55 | 0056 | F | 71.196000 | -70.230833 | 15.384 | 16.219 | 3.667048 | 0.000007 | 14.08975 | 14.018162 | 51644.843137 |
56 | 0057 | F | 71.219500 | -69.033194 | 13.885 | 14.797 | 10.307435 | 0.000155 | 12.47140 | 12.529379 | 48653.428814 |
57 | 0058 | F | 71.222250 | -69.191583 | 14.982 | 15.712 | 4.315583 | 0.000010 | 13.85050 | 13.783574 | 51534.078686 |
58 | 0059 | F | 71.228750 | -68.639361 | 15.011 | 15.815 | 4.390393 | 0.000008 | 13.76480 | 13.758816 | 50107.889352 |
59 | 0060 | F | 71.248250 | -69.832139 | 15.391 | 16.192 | 3.406508 | 0.000012 | 14.14945 | 14.124330 | 50551.430297 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
3280 | 3281 | F | 88.238625 | -69.487306 | 14.061 | 14.914 | 9.125371 | 0.000053 | 12.73885 | 12.704849 | 50758.592032 |
3282 | 3283 | F | 88.255000 | -69.493889 | 14.913 | 15.640 | 4.385904 | 0.000010 | 13.78615 | 13.760290 | 50568.648978 |
3283 | 3284 | F | 88.273250 | -69.483722 | 13.967 | 14.877 | 10.477689 | 0.000075 | 12.55650 | 12.505779 | 51150.925435 |
3284 | 3285 | F | 88.282792 | -69.506111 | 14.033 | 14.731 | 7.640672 | 0.000019 | 12.95110 | 12.960653 | 49750.657430 |
3285 | 3286 | F | 88.286542 | -69.502472 | 14.036 | 14.906 | 9.805576 | 0.000091 | 12.68750 | 12.601284 | 51993.925875 |
3291 | 3292 | F | 88.383833 | -69.812472 | 14.229 | 15.148 | 8.232539 | 0.000077 | 12.80455 | 12.853174 | 48863.488217 |
3292 | 3293 | F | 88.397542 | -69.535222 | 15.199 | 15.953 | 3.425647 | 0.000005 | 14.03030 | 14.116259 | 48030.558648 |
3293 | 3294 | F | 88.416167 | -69.933139 | 15.358 | 16.019 | 2.698797 | 0.000004 | 14.33345 | 14.459808 | 47145.220636 |
3297 | 3298 | F | 88.538000 | -68.864583 | 15.354 | 16.010 | 2.893474 | 0.000003 | 14.33720 | 14.359471 | 49460.109301 |
3298 | 3299 | F | 88.551833 | -69.600917 | 15.363 | 16.034 | 2.809621 | 0.000003 | 14.32295 | 14.401836 | 48187.257416 |
3299 | 3300 | F | 88.558375 | -69.612500 | 15.397 | 16.116 | 2.904300 | 0.000004 | 14.28255 | 14.354091 | 48350.510499 |
3300 | 3301 | F | 88.614083 | -69.925000 | 15.229 | 15.904 | 2.936115 | 0.000004 | 14.18275 | 14.338397 | 46513.607955 |
3302 | 3303 | F | 88.674583 | -69.181333 | 15.097 | 15.878 | 3.976123 | 0.000009 | 13.88645 | 13.901592 | 49622.767392 |
3305 | 3306 | F | 88.971000 | -70.160694 | 15.006 | 15.673 | 3.493322 | 0.000004 | 13.97215 | 14.088078 | 47372.232190 |
3308 | 3309 | F | 89.051917 | -70.393194 | 15.504 | 16.230 | 2.766483 | 0.000004 | 14.37870 | 14.424125 | 48935.542732 |
3313 | 3314 | F | 89.351792 | -69.640194 | 15.300 | 15.942 | 2.890695 | 0.000004 | 14.30490 | 14.360855 | 48698.802951 |
3316 | 3317 | F | 89.388042 | -69.200472 | 14.155 | 14.948 | 7.720349 | 0.000039 | 12.92585 | 12.945708 | 49515.101766 |
3319 | 3320 | F | 89.445292 | -68.684500 | 14.628 | 15.304 | 4.784989 | 0.000011 | 13.58020 | 13.634835 | 48728.426936 |
3322 | 3323 | F | 89.500000 | -68.449972 | 13.869 | 14.754 | 10.687317 | 0.000089 | 12.49725 | 12.477242 | 50432.540976 |
3323 | 3324 | F | 89.525583 | -69.275528 | 14.640 | 15.349 | 4.675078 | 0.000023 | 13.54105 | 13.668310 | 47125.641353 |
3325 | 3326 | F | 89.625167 | -69.110250 | 14.567 | 15.248 | 5.043398 | 0.000011 | 13.51145 | 13.559067 | 48886.165191 |
3328 | 3329 | F | 89.662625 | -69.796222 | 15.157 | 15.911 | 3.608686 | 0.000009 | 13.98830 | 14.041273 | 48765.728334 |
3329 | 3330 | F | 89.684708 | -70.211889 | 14.694 | 15.477 | 5.240855 | 0.000018 | 13.48035 | 13.503743 | 49434.564823 |
3330 | 3331 | F | 89.718792 | -69.170389 | 14.638 | 15.337 | 4.750641 | 0.000009 | 13.55455 | 13.645213 | 47926.616202 |
3334 | 3335 | F | 90.099625 | -68.556250 | 14.164 | 14.932 | 6.936934 | 0.000021 | 12.97360 | 13.099847 | 47147.633848 |
3337 | 3338 | F | 90.499833 | -71.195056 | 15.381 | 15.999 | 2.726368 | 0.000002 | 14.42310 | 14.445166 | 49464.781000 |
3338 | 3339 | F | 90.601458 | -69.254000 | 13.979 | 14.810 | 8.954679 | 0.000087 | 12.69095 | 12.732050 | 49033.098427 |
3351 | 3352 | F | 91.639083 | -71.607222 | 15.018 | 15.828 | 4.055881 | 0.000013 | 13.76250 | 13.872981 | 47491.196289 |
3352 | 3353 | F | 92.033542 | -68.949750 | 15.199 | 15.826 | 3.346438 | 0.000005 | 14.22715 | 14.149959 | 51778.269706 |
3356 | 3357 | F | 92.893167 | -71.161528 | 15.088 | 15.802 | 3.817713 | 0.000006 | 13.98130 | 13.960158 | 50458.886019 |
1642 rows × 11 columns
np.log10(np.asarray(ogle_raw['Per'][2:], dtype=np.float))
array([-0.51312355, 0.49389276, -0.45581608, ..., -0.55873607, -0.65314944, -0.59161026])
fig, ax = plt.subplots(1, 2, figsize=(10, 5))
# PL plot
ax[0].plot(np.log10(ogle_cepheids['P']), ogle_cepheids['W_IVI'], 'g.', ms=2)
ax[0].set_xlabel("log(Period)")
ax[0].set_ylabel("Apparent magnitude")
ax[0].set_title("OGLE Cepheids - LMC - PLR")
ax[0].invert_yaxis()
# RA/DEC plot
ax[1].plot(ogle_cepheids['ra'], ogle_cepheids['dec'], 'r.', ms=2)
ax[1].set_xlabel("ra")
ax[1].set_ylabel("dec")
ax[1].set_title("ra/dec")
ax[1].invert_xaxis()
plt.show()
vmc_cepheids_raw = pd.read_csv(data_dir + 'vmc_cepheids.csv')
vmc_cepheids_raw.keys()
Index(['IAUNAME', 'SOURCEID', 'VARID', 'FIELDID', 'CUEVENTID', 'RA2000', 'DEC2000', 'CEPHTYPE', 'CEPHSUBTYPE', 'CEPHMODE', 'PERIOD', 'YNEPOCHS', 'YMEANMAG', 'YMAGERR', 'YAMPL', 'YAMPLERR', 'JNEPOCHS', 'JMEANMAG', 'JMAGERR', 'JAMPL', 'JAMPLERR', 'KSNEPOCHS', 'KSMEANMAG', 'KSMAGERR', 'KSAMPL', 'KSAMPLERR', 'NOTES', 'ORIGVSAREL', 'ORIGVSASOURCEID', 'CATALOGUE', 'EXTERNALID'], dtype='object')
fig, ax = plt.subplots(1, 2, figsize=(10, 5))
# PL plot
ax[0].plot(np.log10(vmc_cepheids_raw['PERIOD']), vmc_cepheids_raw['KSMEANMAG'], 'g.', ms=2)
ax[0].set_xlabel("log(Period)")
ax[0].set_ylabel("Apparent magnitude")
ax[0].set_title("VMC Cepheids - SMC and LMC - PLR")
ax[0].invert_yaxis()
# RA/DEC plot
ax[1].plot(vmc_cepheids_raw['RA2000'], vmc_cepheids_raw['DEC2000'], 'r.', ms=2)
ax[1].set_xlabel("ra")
ax[1].set_ylabel("dec")
ax[1].set_title("ra/dec")
ax[1].invert_xaxis()
plt.show()
vmc_cepheids_all = vmc_cepheids_raw.rename(index=str, columns={
'IAUNAME':'IAU_ID',
'FIELDID':'field_ID',
'RA2000':'ra',
'DEC2000':'dec',
'CEPHTYPE':'type',
'CEPHSUBTYPE':'sub_type',
'CEPHMODE':'P_mode',
'PERIOD':'P',
'YMEANMAG':'m_Y',
'YMAGERR':'m_sigma_Y',
'JMEANMAG':'m_J',
'JMAGERR':'m_sigma_J',
'KSMEANMAG':'m_K',
'KSMAGERR':'m_sigma_K'})
jupyter_go_away = 1 + 1
Make a VMC Cepheids data frame that only has good cepheids in the LMC.
# Make a brand new copied data frame and only containing LMC cepheids.
#vmc_cepheids_LMC = vmc_cepheids_all.copy()[np.core.defchararray.startswith(
# np.asarray(vmc_cepheids_all['field_ID'], dtype=str), 'LMC')]
vmc_cepheids_LMC = vmc_cepheids_all.copy()[np.where(np.logical_and(vmc_cepheids_all['ra']]
fig, ax = plt.subplots(1, 2, figsize=(10, 5))
# PL plot
ax[0].plot(np.log10(vmc_cepheids_LMC['P']), vmc_cepheids_LMC['m_K'], 'g.', ms=2)
ax[0].set_xlabel("log(Period)")
ax[0].set_ylabel("Apparent magnitude")
ax[0].set_title("VMC Cepheids - LMC - PLR")
ax[0].invert_yaxis()
# RA/DEC plot
ax[1].plot(vmc_cepheids_LMC['ra'], vmc_cepheids_LMC['dec'], 'r.', ms=2)
ax[1].set_xlabel("ra")
ax[1].set_ylabel("dec")
ax[1].set_title("ra/dec")
ax[1].invert_xaxis()
plt.show()
vmc_cepheids_LMC
IAU_ID | SOURCEID | VARID | field_ID | CUEVENTID | ra | dec | type | sub_type | P_mode | ... | KSNEPOCHS | m_K | m_sigma_K | KSAMPL | KSAMPLERR | NOTES | ORIGVSAREL | ORIGVSASOURCEID | CATALOGUE | EXTERNALID | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2 | VMC J050511.33-671245.47 | 5.583558e+11 | 8367.0 | LMC_7_3 | 871.0 | 76.297125 | -67.212583 | T2CEP | 'W Vir' | NONE | ... | 16.0 | 15.217000 | 0.0090 | 0.18 | NaN | NONE | VMCv20130805 | 5.583511e+11 | OGLE-IV | OGLE-LMC-T2CEP-039 |
3 | VMC J050356.30-672724.77 | 5.583559e+11 | 8364.0 | LMC_7_3 | 871.0 | 75.984625 | -67.456833 | T2CEP | 'RV Tau' | NONE | ... | 16.0 | 12.212000 | 0.0900 | 0.34 | NaN | NONE | VMCv20130805 | 5.583512e+11 | OGLE-IV | OGLE-LMC-T2CEP-032 |
4 | VMC J050013.00-674243.76 | 5.583561e+11 | 8365.0 | LMC_7_3 | 871.0 | 75.054167 | -67.712139 | T2CEP | 'pW Vir' | NONE | ... | 16.0 | 14.720000 | 0.0130 | 0.34 | NaN | NONE | VMCv20130805 | 5.583514e+11 | OGLE-IV | OGLE-LMC-T2CEP-023 |
5 | VMC J045851.29-674423.91 | 5.583561e+11 | 8385.0 | LMC_7_3 | 871.0 | 74.713708 | -67.739972 | ACEP | NONE | FO | ... | 16.0 | 16.575001 | 0.0140 | 0.16 | NaN | NONE | VMCv20130805 | 5.583514e+11 | OGLE-IV | OGLE-LMC-ACEP-009 |
6 | VMC J050136.69-675133.10 | 5.583562e+11 | 8388.0 | LMC_7_3 | 871.0 | 75.402875 | -67.859194 | ACEP | NONE | F | ... | 16.0 | 16.261000 | 0.0060 | 0.30 | NaN | NONE | VMCv20130805 | 5.583515e+11 | OGLE-IV | OGLE-LMC-ACEP-016 |
7 | VMC J050008.26-675404.25 | 5.583562e+11 | 8387.0 | LMC_7_3 | 871.0 | 75.034417 | -67.901194 | ACEP | NONE | F | ... | 16.0 | 15.862000 | 0.0080 | 0.29 | NaN | NONE | VMCv20130805 | 5.583515e+11 | OGLE-IV | OGLE-LMC-ACEP-014 |
8 | VMC J050335.57-681015.14 | 5.583564e+11 | 8363.0 | LMC_7_3 | 871.0 | 75.899250 | -68.171167 | T2CEP | 'BL Her' | NONE | ... | 16.0 | NaN | NaN | NaN | NaN | NONE | VMCv20130805 | 5.583517e+11 | OGLE-IV | OGLE-LMC-T2CEP-030 |
9 | VMC J050203.13-680930.44 | 5.583564e+11 | 8389.0 | LMC_7_3 | 871.0 | 75.513042 | -68.158444 | ACEP | NONE | F | ... | 16.0 | 16.809999 | 0.0150 | 0.25 | NaN | NONE | VMCv20130805 | 5.583517e+11 | OGLE-IV | OGLE-LMC-ACEP-017 |
10 | VMC J050738.94-682005.99 | 5.583564e+11 | 8362.0 | LMC_7_3 | 871.0 | 76.912250 | -68.334972 | T2CEP | 'W Vir' | NONE | ... | 16.0 | 14.360000 | 0.0210 | 0.59 | NaN | NONE | VMCv20130805 | 5.583517e+11 | OGLE-IV | OGLE-LMC-T2CEP-046 |
11 | VMC J045900.10-681401.14 | 5.583564e+11 | 8386.0 | LMC_7_3 | 871.0 | 74.750417 | -68.233639 | ACEP | NONE | F | ... | 16.0 | 17.225000 | 0.0150 | 0.35 | NaN | NONE | VMCv20130805 | 5.583517e+11 | OGLE-IV | OGLE-LMC-ACEP-010 |
12 | VMC J050211.55-682015.93 | 5.583565e+11 | 8360.0 | LMC_7_3 | 871.0 | 75.548167 | -68.337778 | T2CEP | 'W Vir' | NONE | ... | 16.0 | 14.823000 | 0.0120 | 0.37 | NaN | NONE | VMCv20130805 | 5.583518e+11 | OGLE-IV | OGLE-LMC-T2CEP-026 |
13 | VMC J050637.48-682340.27 | 5.583565e+11 | 8390.0 | LMC_7_3 | 871.0 | 76.656208 | -68.394528 | ACEP | NONE | F | ... | 16.0 | 16.377001 | 0.0270 | 0.20 | NaN | NONE | VMCv20130805 | 5.583518e+11 | OGLE-IV | OGLE-LMC-ACEP-021 |
14 | VMC J051133.52-683553.82 | 5.583545e+11 | 8318.0 | LMC_6_4 | 871.0 | 77.889667 | -68.598250 | T2CEP | 'RV Tau' | NONE | ... | 14.0 | 14.208000 | 0.0140 | 0.71 | NaN | NONE | VMCv20130805 | 5.583547e+11 | OGLE-IV | OGLE-LMC-T2CEP-058 |
15 | VMC J051355.87-683752.07 | 5.583545e+11 | 8317.0 | LMC_6_4 | 871.0 | 78.482792 | -68.631139 | T2CEP | 'BL Her' | NONE | ... | 14.0 | 16.698000 | 0.0250 | 0.45 | NaN | NONE | VMCv20130805 | 5.583547e+11 | OGLE-IV | OGLE-LMC-T2CEP-064 |
16 | VMC J051121.13-684013.25 | 5.583546e+11 | 8316.0 | LMC_6_4 | 871.0 | 77.838042 | -68.670361 | T2CEP | 'W Vir' | NONE | ... | 14.0 | 14.566000 | 0.0130 | 0.78 | NaN | NONE | VMCv20130805 | 5.583548e+11 | OGLE-IV | OGLE-LMC-T2CEP-057 |
17 | VMC J051310.03-684611.81 | 5.583546e+11 | 8378.0 | LMC_6_4 | 871.0 | 78.291750 | -68.769972 | ACEP | NONE | FO | ... | 14.0 | 16.399000 | 0.0100 | 0.08 | NaN | NONE | VMCv20130805 | 5.583548e+11 | OGLE-IV | OGLE-LMC-ACEP-028 |
18 | VMC J051548.75-684848.12 | 5.583546e+11 | 8338.0 | LMC_6_4 | 871.0 | 78.953125 | -68.813361 | T2CEP | 'W Vir' | NONE | ... | 14.0 | 15.025000 | 0.0250 | 0.21 | NaN | NONE | VMCv20130805 | 5.583549e+11 | OGLE-IV | OGLE-LMC-T2CEP-074 |
19 | VMC J051042.60-684819.61 | 5.583547e+11 | 8377.0 | LMC_6_4 | 871.0 | 77.677583 | -68.805444 | ACEP | NONE | F | ... | 14.0 | 15.932000 | 0.0110 | 0.27 | NaN | NONE | VMCv20130805 | 5.583549e+11 | OGLE-IV | OGLE-LMC-ACEP-026 |
20 | VMC J050926.15-685005.00 | 5.583547e+11 | 8320.0 | LMC_6_4 | 871.0 | 77.358958 | -68.834722 | T2CEP | 'RV Tau' | NONE | ... | 14.0 | 13.811000 | 0.0140 | 0.18 | NaN | NONE | VMCv20130805 | 5.583549e+11 | OGLE-IV | OGLE-LMC-T2CEP-050 |
21 | VMC J050941.93-685124.97 | 5.583547e+11 | 8325.0 | LMC_6_4 | 871.0 | 77.424708 | -68.856944 | T2CEP | 'RV Tau' | NONE | ... | 14.0 | NaN | NaN | NaN | NaN | NONE | VMCv20130805 | 5.583549e+11 | OGLE-IV | OGLE-LMC-T2CEP-051 |
22 | VMC J050752.44-685028.79 | 5.583547e+11 | 8376.0 | LMC_6_4 | 871.0 | 76.968417 | -68.841333 | ACEP | NONE | FO | ... | 14.0 | 16.444000 | 0.0050 | 0.13 | NaN | NONE | VMCv20130805 | 5.583549e+11 | OGLE-IV | OGLE-LMC-ACEP-023 |
23 | VMC J051508.63-685453.44 | 5.583547e+11 | 8307.0 | LMC_6_4 | 871.0 | 78.785958 | -68.914861 | T2CEP | 'BL Her' | NONE | ... | 14.0 | 17.326000 | 0.0260 | 0.38 | NaN | NONE | VMCv20130805 | 5.583549e+11 | OGLE-IV | OGLE-LMC-T2CEP-071 |
24 | VMC J051427.06-685802.05 | 5.583547e+11 | 8311.0 | LMC_6_4 | 871.0 | 78.612708 | -68.967222 | T2CEP | 'BL Her' | NONE | ... | 14.0 | 16.941999 | 0.0180 | 0.26 | NaN | NONE | VMCv20130805 | 5.583550e+11 | OGLE-IV | OGLE-LMC-T2CEP-068 |
25 | VMC J051400.76-685756.81 | 5.583547e+11 | 8322.0 | LMC_6_4 | 871.0 | 78.503125 | -68.965778 | T2CEP | 'RV Tau' | NONE | ... | 14.0 | NaN | NaN | NaN | NaN | NONE | VMCv20130805 | 5.583550e+11 | OGLE-IV | OGLE-LMC-T2CEP-065 |
26 | VMC J051556.13-690129.15 | 5.583548e+11 | 8379.0 | LMC_6_4 | 871.0 | 78.983875 | -69.024750 | ACEP | NONE | F | ... | 14.0 | 16.360001 | 0.0100 | 0.20 | NaN | NONE | VMCv20130805 | 5.583550e+11 | OGLE-IV | OGLE-LMC-ACEP-032 |
27 | VMC J051845.46-690321.69 | 5.583548e+11 | 8323.0 | LMC_6_4 | 871.0 | 79.689500 | -69.056000 | T2CEP | 'RV Tau' | NONE | ... | 23.0 | 12.693000 | 0.0550 | 0.64 | NaN | NONE | VMCv20130805 | 5.583550e+11 | OGLE-IV | OGLE-LMC-T2CEP-091 |
28 | VMC J051822.20-690338.53 | 5.583548e+11 | 8381.0 | LMC_6_4 | 871.0 | 79.592458 | -69.060667 | ACEP | NONE | FO | ... | 14.0 | 17.584999 | 0.0260 | 0.17 | NaN | NONE | VMCv20130805 | 5.583550e+11 | OGLE-IV | OGLE-LMC-ACEP-035 |
29 | VMC J051230.41-690716.20 | 5.583549e+11 | 8309.0 | LMC_6_4 | 871.0 | 78.126750 | -69.121167 | T2CEP | 'BL Her' | NONE | ... | 14.0 | 17.458000 | 0.0310 | 0.19 | NaN | NONE | VMCv20130805 | 5.583551e+11 | OGLE-IV | OGLE-LMC-T2CEP-061 |
30 | VMC J051512.66-691307.93 | 5.583549e+11 | 8313.0 | LMC_6_4 | 871.0 | 78.802792 | -69.218889 | T2CEP | 'pW Vir' | NONE | ... | 14.0 | 13.892000 | 0.0070 | 0.06 | NaN | NONE | VMCv20130805 | 5.583552e+11 | OGLE-IV | OGLE-LMC-T2CEP-201 |
31 | VMC J051418.11-691234.92 | 5.583550e+11 | 8327.0 | LMC_6_4 | 871.0 | 78.575458 | -69.209722 | T2CEP | 'RV Tau' | NONE | ... | 14.0 | 12.263000 | 0.0520 | 0.19 | NaN | NONE | VMCv20130805 | 5.583552e+11 | OGLE-IV | OGLE-LMC-T2CEP-067 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
685 | VMC J054016.98-700520.56 | 5.583543e+11 | 8214.0 | LMC_6_6 | 871.0 | 85.070670 | -70.088970 | DCEP | NONE | FO | ... | NaN | 15.981000 | 0.0110 | 0.07 | NaN | a | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2857 |
686 | VMC J053534.89-700525.09 | 5.583543e+11 | 8096.0 | LMC_6_6 | 871.0 | 83.895370 | -70.090330 | DCEP | NONE | F | ... | NaN | 14.134000 | 0.0090 | 0.14 | NaN | a | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2500 |
687 | VMC J053625.56-700524.72 | 5.583543e+11 | 8125.0 | LMC_6_6 | 871.0 | 84.106500 | -70.090190 | DCEP | NONE | FO | ... | NaN | 14.586000 | 0.0070 | 0.08 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2558 |
688 | VMC J053829.96-700526.34 | 5.583543e+11 | 8176.0 | LMC_6_6 | 871.0 | 84.624830 | -70.090640 | DCEP | NONE | F | ... | NaN | 13.716000 | 0.0130 | 0.22 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2725 |
689 | VMC J053919.26-700532.48 | 5.583543e+11 | 8193.0 | LMC_6_6 | 871.0 | 84.830250 | -70.092360 | DCEP | NONE | FO | ... | NaN | 14.333000 | 0.0050 | 0.07 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2789 |
690 | VMC J053735.45-700555.17 | 5.583543e+11 | 8154.0 | LMC_6_6 | 871.0 | 84.397670 | -70.098640 | DCEP | NONE | FO | ... | NaN | 14.502000 | 0.0080 | 0.05 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2654 |
691 | VMC J053534.23-700558.35 | 5.583543e+11 | 8095.0 | LMC_6_6 | 871.0 | 83.892620 | -70.099530 | DCEP | NONE | F | ... | NaN | 14.202000 | 0.0050 | 0.17 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2498 |
692 | VMC J054215.89-700540.69 | 5.583543e+11 | 8250.0 | LMC_6_6 | 871.0 | 85.566170 | -70.094640 | DCEP | NONE | FO | ... | NaN | 16.610001 | 0.0190 | 0.05 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2977 |
693 | VMC J054238.59-700534.46 | 5.583543e+11 | 8257.0 | LMC_6_6 | 871.0 | 85.660710 | -70.092890 | DCEP | NONE | FO | ... | NaN | 14.456000 | 0.0040 | 0.07 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2998 |
694 | VMC J053514.15-700616.11 | 5.583543e+11 | 8085.0 | LMC_6_6 | 871.0 | 83.809040 | -70.104470 | DCEP | NONE | F | ... | NaN | 14.521000 | 0.0120 | 0.29 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2472 |
695 | VMC J054204.22-700609.72 | 5.583543e+11 | 8245.0 | LMC_6_6 | 871.0 | 85.517580 | -70.102690 | DCEP | NONE | FO | ... | NaN | 14.558000 | 0.0150 | 0.09 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2963 |
696 | VMC J053739.17-700630.98 | 5.583543e+11 | 8157.0 | LMC_6_6 | 871.0 | 84.413210 | -70.108580 | DCEP | NONE | F | ... | NaN | 12.698000 | 0.0120 | 0.05 | NaN | a | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2669 |
697 | VMC J053916.81-700635.95 | 5.583543e+11 | 8191.0 | LMC_6_6 | 871.0 | 84.820040 | -70.109970 | DCEP | NONE | FO | ... | NaN | 14.868000 | 0.0100 | 0.11 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2782 |
698 | VMC J053840.50-700638.37 | 5.583543e+11 | 8180.0 | LMC_6_6 | 871.0 | 84.668790 | -70.110640 | DCEP | NONE | FO | ... | NaN | 14.652000 | 0.0060 | 0.08 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2741 |
699 | VMC J053653.67-700624.33 | 5.583543e+11 | 8135.0 | LMC_6_6 | 871.0 | 84.223670 | -70.106750 | DCEP | NONE | F | ... | NaN | 13.743000 | 0.0120 | 0.22 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2596 |
700 | VMC J053621.51-700637.91 | 5.583543e+11 | 8120.0 | LMC_6_6 | 871.0 | 84.089620 | -70.110530 | DCEP | NONE | F | ... | NaN | 13.938000 | 0.0070 | 0.25 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2551 |
701 | VMC J053357.94-700645.92 | 5.583543e+11 | 8050.0 | LMC_6_6 | 871.0 | 83.491250 | -70.112810 | DCEP | NONE | F | ... | NaN | 13.943000 | 0.0370 | 0.09 | NaN | NONE | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2407 |
702 | VMC J053249.87-700415.14 | 5.583544e+11 | 8019.0 | LMC_6_6 | 871.0 | 83.207790 | -70.070890 | DCEP | NONE | FO/SO | ... | NaN | 15.416000 | 0.0410 | 0.08 | NaN | a | VMCv20110909 | 5.583586e+11 | OGLE-IV | OGLE-LMC-CEP-2328 |
703 | VMC J053437.57-700108.52 | 5.583542e+11 | 8358.0 | LMC_6_6 | 871.0 | 83.656583 | -70.019028 | T2CEP | 'W Vir' | NONE | ... | 14.0 | 15.080000 | 0.0040 | 0.37 | NaN | NONE | VMCv20130805 | 5.583581e+11 | OGLE-IV | OGLE-LMC-T2CEP-152 |
704 | VMC J053141.35-695712.31 | 5.583544e+11 | 7990.0 | LMC_6_6 | 871.0 | 82.922250 | -69.953420 | DCEP | NONE | F | ... | NaN | 14.057000 | 0.0220 | 0.27 | NaN | a | VMCv20110909 | 5.583585e+11 | OGLE-IV | OGLE-LMC-CEP-2267 |
705 | VMC J053311.08-695822.08 | 5.583544e+11 | 8025.0 | LMC_6_6 | 871.0 | 83.296210 | -69.972810 | DCEP | NONE | FO | ... | NaN | 17.766001 | 0.0770 | 0.08 | NaN | a | VMCv20110909 | 5.583587e+11 | OGLE-IV | OGLE-LMC-CEP-2345 |
706 | VMC J055635.79-654742.06 | 5.583568e+11 | 8283.0 | LMC_8_8 | 871.0 | 89.149000 | -65.795060 | DCEP | NONE | FO | ... | NaN | 15.264000 | 0.0037 | 0.09 | NaN | NONE | VMCv20110909 | 5.583570e+11 | OGLE-IV | OGLE-LMC-CEP-4533 |
707 | VMC J055711.14-655115.97 | 5.583568e+11 | 8285.0 | LMC_8_8 | 871.0 | 89.296360 | -65.854480 | DCEP | NONE | FO | ... | NaN | 15.284000 | 0.0040 | 0.10 | NaN | NONE | VMCv20110909 | 5.583570e+11 | OGLE-IV | OGLE-LMC-CEP-4541 |
708 | VMC J060141.76-655853.51 | 5.583569e+11 | 8391.0 | LMC_8_8 | 871.0 | 90.424042 | -65.981528 | ACEP | NONE | F | ... | 16.0 | 16.479000 | 0.0070 | 0.25 | NaN | NONE | VMCv20130805 | 5.583494e+11 | OGLE-IV | OGLE-LMC-ACEP-129 |
709 | VMC J055638.36-660302.76 | 5.583569e+11 | 8284.0 | LMC_8_8 | 871.0 | 89.159710 | -66.050700 | DCEP | NONE | FO | ... | NaN | 15.338000 | 0.0040 | 0.08 | NaN | NONE | VMCv20110909 | 5.583571e+11 | OGLE-IV | OGLE-LMC-CEP-4534 |
710 | VMC J055530.30-660557.74 | 5.583569e+11 | 8281.0 | LMC_8_8 | 871.0 | 88.876150 | -66.099330 | DCEP | NONE | F | ... | NaN | 14.145000 | 0.0062 | 0.15 | NaN | NONE | VMCv20110909 | 5.583571e+11 | OGLE-IV | OGLE-LMC-CEP-4523 |
711 | VMC J055613.40-662233.96 | 5.583570e+11 | 8282.0 | LMC_8_8 | 871.0 | 89.055700 | -66.376110 | DCEP | NONE | FO | ... | NaN | 15.533000 | 0.0060 | 0.10 | NaN | NONE | VMCv20110909 | 5.583572e+11 | OGLE-IV | OGLE-LMC-CEP-4530 |
712 | VMC J060318.83-665244.27 | 5.583572e+11 | 8288.0 | LMC_8_8 | 871.0 | 90.828220 | -66.878960 | DCEP | NONE | FO | ... | NaN | 13.631000 | 0.0045 | 0.09 | NaN | NONE | VMCv20110909 | 5.583575e+11 | OGLE-IV | OGLE-LMC-CEP-4570 |
713 | VMC J055922.16-665709.78 | 5.583572e+11 | 8286.0 | LMC_8_8 | 871.0 | 89.842200 | -66.952670 | DCEP | NONE | FO | ... | NaN | 14.788000 | 0.0032 | 0.11 | NaN | NONE | VMCv20110909 | 5.583575e+11 | OGLE-IV | OGLE-LMC-CEP-4554 |
714 | VMC J055942.93-670346.85 | 5.583573e+11 | 8287.0 | LMC_8_8 | 871.0 | 89.928890 | -67.063000 | DCEP | NONE | FO | ... | NaN | 14.515000 | 0.0023 | 0.09 | NaN | NONE | VMCv20110909 | 5.583576e+11 | OGLE-IV | OGLE-LMC-CEP-4555 |
425 rows × 31 columns
xran = np.linspace(0.01, 0.6, num=200)
yran = []
wran = []
zran = []
for a_scatter in xran:
a_guess = starting_guess.copy()
a_guess[ranges['s'][1]] = a_scatter
yran.append(np.sum(posterior(a_guess, ranges, data_emcee, False)))
wran.append(np.sum(likelihood_app_mag(a_guess, ranges, data_emcee, False)))
zran.append(np.sum(prior_PLR(a_guess, ranges, False)))
max_yran = np.argmax(yran)
plt.plot(xran, yran, 'r-', label='posterior')
plt.plot(xran[max_yran], yran[max_yran], 'rs', label='posterior max')
plt.plot(xran, wran, 'g-', label='likelihood_app_mag')
plt.plot(xran, np.asarray(zran), 'b-', label='PLR_prior')
plt.legend()
plt.title('PLR prior but fixed')
plt.xlabel('scatter')
plt.ylabel('likelihood')
plt.show()
band_n=2
plt.plot(np.log10(data['P_exp']), a_true[band_n] * np.log10(data['P_exp']) + b_true[band_n], 'rs')
plt.plot(np.log10(data['P_exp']), data['M_true_I'], 'gs')
plt.show()
norm(loc=1, scale=0.5).pdf(1)
0.7978845608028654
# Constants
a_star = 30
a_band = 'I'
# Find the posterior at the starting guess
band_number = band_names.index(a_band)
points = 200
xran2 = np.linspace(0.4, 2.0, num=points)
yran = []
for a_A in xran:
a_guess = starting_guess.copy()
a_guess[ranges['A'][band_number * N_good + a_star]] = a_A
yran.append(np.sum(posterior(a_guess, ranges, data_emcee, False)))
# Find the posterior for some random walkers
tests = 400
points = 25
xran2 = np.linspace(0.4, 2.0, num=points)
zran = np.zeros((tests, points))
guess_indices = np.random.randint(0, walkers, size=tests)
walker_guesses = sampler.chain[guess_indices, -1, :]
for a_A, i in zip(xran2, range(points)):
walker_guesses[:, ranges['A'][band_number * N_good + a_star]] = a_A
for j in range(tests):
zran[j, i] = np.sum(posterior(walker_guesses[j], ranges, data_emcee, False))
sys.stdout.write('\r{} of {}'.format(i+1, points))
sys.stdout.flush()
24 of 25
true_A = data.iloc[[a_star]]['A_true_' + a_band]
max_yran = np.amax(yran)
arg_max_yran = np.argmax(yran)
plot_offset = 450
plt.figure(figsize=(10,10))
for i in range(tests):
max_zran = np.amax(zran[i, :])
zran_offset = max_yran - max_zran
plt.plot(xran2, zran[i, :] + zran_offset, 'b-', alpha=0.02)
plt.plot(xran, yran, 'r-', label='start posterior', alpha=0.4)
plt.plot(xran[arg_max_yran], yran[arg_max_yran], 'rx', label='start posterior max')
plt.plot([xran[arg_max_yran]-s_true[band_number], xran[arg_max_yran]+s_true[band_number]],
[yran[arg_max_yran]-0.05, yran[arg_max_yran]-0.05], 'r--', label='+- scatter', alpha=0.4)
plt.plot(true_A, yran[arg_max_yran], 'kx', label='true value')
plt.plot(data.iloc[[a_star]]['A_inf_' + a_band], yran[arg_max_yran], 'bx',
label='inf value')
#plt.plot(xran, np.asarray(zran), 'g-', label='likelihood_app_mag')
plt.plot()
plt.legend()
plt.title('A trip through A parameter space, star={}'.format(a_star))
plt.xlabel('extinction')
plt.ylabel('likelihood')
plt.xlim(0.4, 2.0)
plt.ylim(-2647, -2644.7)
plt.show()
def maximise_likelihood(star, data, omega_0, L):
"""Maximises a given star's likelihood in order to find a good initial
guess at its parameters.
Currently, this takes omega, omega_0, L, m and M values as given, and only
fits for A. This has, in the past, stopped the minimisation function
from being a colossal prick
If the function fails for whatever reason (usually because it can't stop
getting -np.inf for a given star,) then success will be set to False and
the star will not be added to the parameters to solve for. If this happens,
then the user should really try and work out why (and get the star working)
before proceeding, to ensure that selection effects stemming from the
effectiveness of this guesser do not appear in the final model.
"""
# Assume we're gonna get through ok
success = True
# A synthetic ranges dictionary to trick posterior() into working
ranges = {'omega':0,
'omega_0':1,
'L':2,
'A':list(range(3, 3 + 1*N_bands)),
'm':list(range(3 + 1*N_bands, 3 + 2*N_bands)),
'M':list(range(3 + 2*N_bands, 3 + 3*N_bands))}
# Set any -ve parallaxes to the PLR implied parallax
if data['omega_exp'][a_star] <= 0:
omega = np.power(10, (data['M_exp'][a_star] + data['A_exp'][a_star]
+ 10 - data['m_exp'][a_star]) / 5)
else:
omega = data['omega_exp'][a_star]
# Create other guess parameters
A = data['A_exp'][a_star]
m = data['m_exp'][a_star]
M = data['M_exp'][a_star]
"""Check for likelihood_app_mag infinity issues"""
guess = np.array([omega, omega_0, L, A, m, M])
likelihood_test = likelihood_app_mag(guess, ranges, data, debug=False)
if np.isfinite(likelihood_test) == False or likelihood_test < -300:
print("Star {} gives an instant inf. Attempting to fix.".format(star))
# Slowly change the extinction to see if this fixes the problem
counter = 1
while True:
guess[ranges['A']] += 0.001
new_likelihood_test = likelihood_app_mag(guess, ranges, data,
debug=False)
# If the extinction prior is now false, then I guess we've
# totally failed to fix this star. =(
if np.isfinite(prior_extinction(guess, ranges,
debug=False)) == False:
print("Prior_extinction is now infinite. Star {} has failed\n"
.format(star)
+ " after {} attempts.".format(counter))
success = False
break
# Otherwise, see if the likelihood is better now:
elif (np.isfinite(new_likelihood_test) and new_likelihood_test < likelihood_test):
print("likelihood_app_mag is now finite. Moving on...")
guess[ranges['A']] -= 0.001
break
# Otherwise, update a counter and try the loop again
else:
likelihood_test = new_likelihood_test
counter += 1
"""Run scipy minimisation function"""
if success:
print("Minimising star {}...".format(star))
# Remove omega_0, L, m and M from guess so that they're locked
guess = np.array([omega, A])
# Multiply the posterior by -1 when returning so that it's
# minimized, not maximized
def function_to_minimize(params, omega_0, L, m, M, ranges, data):
params = np.insert(params, 1, [omega_0, L])
params = np.append(params, m)
params = np.append(params, M)
return -1 * posterior(params, ranges, data)
# Actually do the scipy bit
result = minimize(function_to_minimize, guess,
args=(omega_0, L, m, M, ranges, data),
method='Nelder-Mead',
options={'maxiter':2000})
# 'result' is a scipy.optimize.OptimizeResult object that we need
# to split up
omega = result.x[ranges['omega']]
A = result.x[list(np.array(ranges['A']) - 2)]
success = result.success
a_posterior = -1 * function_to_minimize([omega, A], omega_0,
L, m, M, ranges, data)
if success and np.isfinite(a_posterior):
print(" minimised star {}. Posterior = {}. Omega = {}. A = {}\n"
.format(star, a_posterior, omega, A))
else:
print("Minimisation failed on star {} after ??? iterations =(\n"
.format(star))
return [success, omega, A, m, M]
def maximise_likelihood(star, data, omega_0, L):
"""Maximises a given star's likelihood in order to find a good initial
guess at its parameters.
Currently, this takes omega, omega_0, L, m and M values as given, and only
fits for A. This has, in the past, stopped the minimisation function
from being a colossal prick
If the function fails for whatever reason (usually because it can't stop
getting -np.inf for a given star,) then success will be set to False and
the star will not be added to the parameters to solve for. If this happens,
then the user should really try and work out why (and get the star working)
before proceeding, to ensure that selection effects stemming from the
effectiveness of this guesser do not appear in the final model.
"""
# Console output
print("\n> Creating a guess for star {}".format(star))
# Assume failure because I have to typecast this.. somewhere. Why not here?
A_success = False
# Get input parameters to use from data
A = data['A'][:, star]
P = data['P'][star]
m = data['A'][:, star]
"""Solve for parallax"""
# We calculate good input data for scipy, and then feed this to the
# minimisation method.
def function_to_minimize(omega, omega_0, L, A, m, M, ranges, data):
"""Minimisation function for use with scipy. We multiply by -1 so
we're minimising, not maximising!
"""
# Pop everything in a np.array to interface with existing fns
params = np.array([omega, omega_0, L, A, m, M])
return -1*(np.sum(likelihood_parallax(params, ranges, data, True))
+ np.sum(prior_parallax(params, ranges, True)))
# Calculate different initial estimates of the parallax & their probability
omega_exp = data['omega_exp'][star]
omega_PLR = np.power(10, (data['M_exp'][a_star] + data['A_exp'][a_star]
+ 10 - data['m_exp'][a_star]) / 5)
omega_prior = 1/(2*L) * 1e3
prob_exp = function_to_minimize(omega_exp, omega_0, L,
A, m, M, ranges, data)
prob_PLR = function_to_minimize(omega_PLR, omega_0, L,
A, m, M, ranges, data)
prob_prior = function_to_minimize(omega_prior, omega_0, L,
A, m, M, ranges, data)
# Minimise with the most likely
if prob_exp < prob_PLR and prob_exp < prob_prior and np.isfinite(prob_exp):
print(" using experimental parallax value for first guess")
omega = omega_exp
omega_success = True
elif prob_PLR < prob_prior and np.isfinite(prob_PLR):
print(" using PLR parallax value for first guess")
omega = omega_PLR
omega_success = True
elif np.isfinite(prob_prior):
print(" using prior parallax value for first guess")
omega = omega_prior
omega_success = True
# If all else fails, brute force through parameter space to try and find
# a value to use. Ranges need setting manually.
else:
print(" ah shit nothing has worked yet")
print(" gonna do this the hard way with 1000 samples...")
omega_sampled = np.linspace(0.001, 2.0, num=1000)
prob_sampled = []
for i in omega_sampled:
params = np.array([i, 0.0, 1000.0, 0.0, 0.0, 0.0])
prob_sampled.append(function_to_minimize(i, omega_0, L,
A, m, M, ranges, data))
# See if *literally any* of the values are good
if np.any(np.isfinite(prob_sampled)):
print(" using sampled parallax value for first guess")
index_of_minimum = np.argmin(prob_sampled)
omega = omega_sampled[index_of_minimum]
omega_success = True
else:
print("~~~ failed to make initial omega guess =(")
omega_success = False
# Minimise with scipy if the above worked and we have a good initial guess
if omega_success:
result = minimize(function_to_minimize, omega,
args=(omega_0, L, A, m, M, ranges, data),
method='Nelder-Mead',
options={'maxiter':2000, 'disp':True})
# Pull the results out of result, which is a
# scipy.optimize.OptimizeResult object that needs care, love,
# attention, and the US spelling of optimise
omega_success = result.success
# Tell the user that everything went well (hopefully (maybe))
if omega_success:
omega_guess = result.x
print(" guessed omega at {}".format(omega_guess))
else:
print("~~~ scipy failed to guess omega =(")
"""Solve for extinction"""
# This is easily done with the PLR relationship and using the guessed
# parallax above to infer an extinction value.
if omega_success:
A_guess = m - M - 10 + 5*np.log10(omega_guess)
print(" guessed A at {}".format(A_guess))
print(" original A was {}".format(data['A_exp'][star]))
# Check that the posterior for this star isn't something stupid
# If it is, then we've fucked up lol
params_guess = np.array([omega_guess, omega_0, L, A_guess, m, M])
posterior_guess = posterior(params_guess, ranges, data, debug=True)
A_success = np.isfinite(posterior_guess)
print(" posterior evaluates to {}".format(posterior_guess))
if A_success == False:
print("~~~ failed to guess A due to poor posterior")
"""Return result"""
if A_success:
print(" storing this good result for star {}".format(star))
return [omega_guess, A_guess, m, M]
else:
print("~~~ star {} will not be stored in the final model".format(star))
return [False]
ranges = {'omega':0,
'omega_0':1,
'L':2,
'A':list(range(3, 3 + 1*N_bands)),
'm':list(range(3 + 1*N_bands, 3 + 2*N_bands)),
'M':list(range(3 + 2*N_bands, 3 + 3*N_bands))}
a_star = 33
##############
some_data = data.iloc[[a_star]]
a_A = some_data['A_exp'][a_star]
a_m = some_data['m_exp'][a_star]
a_M = some_data['M_exp'][a_star]
xrange = np.linspace(0.001, 2.0, num=1000)
yrange = []
for i in xrange:
params = np.array([i, 0.0, 1000.0, 0.0, 0.0, 0.0])
yrange.append(-1*(np.sum(likelihood_parallax(params, ranges, some_data, True))
+ np.sum(prior_parallax(params, ranges, True))))
plt.plot(xrange, yrange, 'k-')
plt.xlabel('parallax')
plt.ylabel('-ve posterior prob')
plt.show()
# Define ranges that will be where data is stored in the overall
# mcmc position vector.
guess_omega = []
guess_A = []
guess_m = []
guess_M = []
guess_successes = []
guess_fails = []
# Cycle over all stars and get guesses on their parameters
for a_star in range(N):
maximisation_result = maximise_likelihood(a_star, data.iloc[[a_star]],
guess_omega_0, guess_L)
# Only add the star to the parameter set if it's not going to cause issues.
# We ascertain this with np.any(), which returns False for [False] (as the
# single array element in that isn't true)
if np.any(maximisation_result):
guess_omega.append(maximisation_result[0])
guess_A.append(maximisation_result[1])
guess_m.append(maximisation_result[2])
guess_M.append(maximisation_result[3])
guess_successes.append(a_star)
else:
guess_fails.append(a_star)
print('All done! We failed {} times.'.format(len(guess_fails)))
> Creating a guess for star 0 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.462566 Iterations: 10 Function evaluations: 20 guessed omega at [0.57986574] guessed A at [1.08599221] original A was 0.8896045984425304 posterior evaluates to -10.334307268996515 storing this good result for star 0 > Creating a guess for star 1 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 18.137256 Iterations: 10 Function evaluations: 20 guessed omega at [0.76338401] guessed A at [1.976072] original A was 1.5387955952605645 posterior evaluates to -13.276337638793482 storing this good result for star 1 > Creating a guess for star 2 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.844119 Iterations: 8 Function evaluations: 16 guessed omega at [0.1999932] guessed A at [0.18540274] original A was 0.2978116429016063 posterior evaluates to -7.510738994499068 storing this good result for star 2 > Creating a guess for star 3 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.179009 Iterations: 12 Function evaluations: 24 guessed omega at [1.44855282] guessed A at [1.93194305] original A was 1.1103677329760198 posterior evaluates to -11.108889613764699 storing this good result for star 3 > Creating a guess for star 4 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.265244 Iterations: 9 Function evaluations: 18 guessed omega at [0.32841605] guessed A at [1.88203683] original A was 1.2111227963149567 posterior evaluates to -10.641297727062721 storing this good result for star 4 > Creating a guess for star 5 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.620058 Iterations: 11 Function evaluations: 22 guessed omega at [0.67327781] guessed A at [0.23427984] original A was 0.1788884338008611 posterior evaluates to -9.518329194283071 storing this good result for star 5 > Creating a guess for star 6 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.292176 Iterations: 11 Function evaluations: 22 guessed omega at [1.32627928] guessed A at [0.41231561] original A was 0.28844271709036184 posterior evaluates to -12.194629007463302 storing this good result for star 6 > Creating a guess for star 7 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.861758 Iterations: 11 Function evaluations: 22
/u/h/eh594/.conda/envs/emily3/lib/python3.6/site-packages/ipykernel/__main__.py:10: RuntimeWarning: divide by zero encountered in log
guessed omega at [0.24915696] guessed A at [2.18889264] original A was 1.2242519253636444 posterior evaluates to -11.069788450392316 storing this good result for star 7 > Creating a guess for star 8 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.757386 Iterations: 9 Function evaluations: 18 guessed omega at [0.464878] guessed A at [1.92226384] original A was 1.5330862335554545 posterior evaluates to -9.636968223249294 storing this good result for star 8 > Creating a guess for star 9 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.666752 Iterations: 9 Function evaluations: 18 guessed omega at [0.47155286] guessed A at [1.31159256] original A was 0.7331084931731461 posterior evaluates to -9.83673980551529 storing this good result for star 9 > Creating a guess for star 10 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.358972 Iterations: 9 Function evaluations: 18 guessed omega at [0.43621062] guessed A at [1.35302674] original A was 1.2590399739855567 posterior evaluates to -10.491663089813553 storing this good result for star 10 > Creating a guess for star 11 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 13.686697 Iterations: 12 Function evaluations: 24 guessed omega at [0.43369212] guessed A at [0.29082574] original A was 0.1889222894137164 posterior evaluates to -8.168541455325915 storing this good result for star 11 > Creating a guess for star 12 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.289198 Iterations: 11 Function evaluations: 22 guessed omega at [0.67514769] guessed A at [1.07823316] original A was 0.8402646721328274 posterior evaluates to -8.485091876531822 storing this good result for star 12 > Creating a guess for star 13 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.339264 Iterations: 9 Function evaluations: 18 guessed omega at [0.34537441] guessed A at [1.80834175] original A was 1.284920215421142 posterior evaluates to -10.735086554036885 storing this good result for star 13 > Creating a guess for star 14 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.851057 Iterations: 8 Function evaluations: 16 guessed omega at [0.23027124] guessed A at [1.31372395] original A was 1.105903850693886 posterior evaluates to -10.863752988494372 storing this good result for star 14 > Creating a guess for star 15 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.133817 Iterations: 9 Function evaluations: 18 guessed omega at [0.42585641] guessed A at [1.45362283] original A was 1.2525549526498332 posterior evaluates to -10.045695373770837 storing this good result for star 15 > Creating a guess for star 16 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.262358 Iterations: 10 Function evaluations: 20 guessed omega at [0.57761933] guessed A at [1.90242166] original A was 1.0139498983336135 posterior evaluates to -12.064603126897861 storing this good result for star 16 > Creating a guess for star 17 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.378921 Iterations: 9 Function evaluations: 18 guessed omega at [0.34833328] guessed A at [0.42713623] original A was 0.3488219553627497 posterior evaluates to -12.716070874238767 storing this good result for star 17 > Creating a guess for star 18 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.905338 Iterations: 9 Function evaluations: 18 guessed omega at [0.39697589] guessed A at [1.88052923] original A was 1.2069753119184545 posterior evaluates to -7.954763933908946 storing this good result for star 18 > Creating a guess for star 19 using PLR parallax value for first guess Optimization terminated successfully. Current function value: 16.790673 Iterations: 9 Function evaluations: 18 guessed omega at [0.24608426] guessed A at [1.58186363] original A was 1.3381983923157243 posterior evaluates to -12.235097859872617 storing this good result for star 19 > Creating a guess for star 20 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.214962 Iterations: 10 Function evaluations: 20 guessed omega at [0.66410845] guessed A at [1.31324781] original A was 0.8480064917329503 posterior evaluates to -13.112639872006406 storing this good result for star 20 > Creating a guess for star 21 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.390846 Iterations: 12 Function evaluations: 24 guessed omega at [1.66264094] guessed A at [1.5420172] original A was 0.9931971019522343 posterior evaluates to -11.781931403846906 storing this good result for star 21 > Creating a guess for star 22 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.850900 Iterations: 9 Function evaluations: 18 guessed omega at [0.4873911] guessed A at [1.65655168] original A was 1.4056695606695062 posterior evaluates to -13.02952373607003 storing this good result for star 22 > Creating a guess for star 23 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.007601 Iterations: 12 Function evaluations: 24 guessed omega at [0.97451202] guessed A at [1.80611497] original A was 1.5477867252726987 posterior evaluates to -10.761272441779493 storing this good result for star 23 > Creating a guess for star 24 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.475152 Iterations: 12 Function evaluations: 24 guessed omega at [0.62955017] guessed A at [0.74710379] original A was 0.5814911646576041 posterior evaluates to -9.242964262501003 storing this good result for star 24 > Creating a guess for star 25 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.843835 Iterations: 11 Function evaluations: 22 guessed omega at [0.54860994] guessed A at [0.17897383] original A was 0.17769193004039233 posterior evaluates to -10.708079138330827 storing this good result for star 25 > Creating a guess for star 26 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.102529 Iterations: 10 Function evaluations: 20 guessed omega at [0.32080302] guessed A at [1.82007778] original A was 1.3527559260089472 posterior evaluates to -10.764854847269284 storing this good result for star 26 > Creating a guess for star 27 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.988048 Iterations: 9 Function evaluations: 18 guessed omega at [0.45623837] guessed A at [1.68452496] original A was 1.0150711951967837 posterior evaluates to -12.930201875027812 storing this good result for star 27 > Creating a guess for star 28 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 13.548680 Iterations: 11 Function evaluations: 22 guessed omega at [0.38401791] guessed A at [0.25269717] original A was 0.1884091758635667 posterior evaluates to -9.114293860654877 storing this good result for star 28 > Creating a guess for star 29 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.426399 Iterations: 9 Function evaluations: 18 guessed omega at [0.31615396] guessed A at [1.23415641] original A was 0.6636833819689465 posterior evaluates to -10.490178892418127 storing this good result for star 29 > Creating a guess for star 30 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.558617 Iterations: 8 Function evaluations: 16 guessed omega at [0.22173748] guessed A at [0.54973927] original A was 0.42324661898151145 posterior evaluates to -9.706586380311911 storing this good result for star 30 > Creating a guess for star 31 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) Optimization terminated successfully. Current function value: 14.521840 Iterations: 13 Function evaluations: 26 guessed omega at [0.73087881] guessed A at [1.69772415] original A was 0.9106636968564281 posterior evaluates to -9.324994082887425 storing this good result for star 31 > Creating a guess for star 32 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.785933 Iterations: 10 Function evaluations: 20 guessed omega at [0.70559647] guessed A at [1.89837697] original A was 1.1493562519739973 posterior evaluates to -11.98532116894187 storing this good result for star 32 > Creating a guess for star 33 using PLR parallax value for first guess prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) Optimization terminated successfully. Current function value: 10.509467 Iterations: 23 Function evaluations: 46 guessed omega at [0.00050143] guessed A at [-11.1951979] original A was 0.7143572367220545 prior_extinction encountered infs in: (array([0]),) posterior evaluates to -inf ~~~ failed to guess A due to poor posterior ~~~ star 33 will not be stored in the final model > Creating a guess for star 34 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.286517 Iterations: 9 Function evaluations: 18 guessed omega at [0.42090971] guessed A at [1.9548167] original A was 1.1749025876386152 posterior evaluates to -10.404522161291164 storing this good result for star 34 > Creating a guess for star 35 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.566989 Iterations: 11 Function evaluations: 22 guessed omega at [0.98244563] guessed A at [0.20294278] original A was 0.1304619437735874 posterior evaluates to -9.172893521834855 storing this good result for star 35 > Creating a guess for star 36 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.901217 Iterations: 11 Function evaluations: 22 guessed omega at [1.17941599] guessed A at [0.56278003] original A was 0.3257302634283164 posterior evaluates to -10.913984868527287 storing this good result for star 36 > Creating a guess for star 37 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.236950 Iterations: 10 Function evaluations: 20 guessed omega at [0.55404648] guessed A at [0.48276974] original A was 0.3478726360335566 posterior evaluates to -12.372366964485916 storing this good result for star 37 > Creating a guess for star 38 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.384197 Iterations: 11 Function evaluations: 22 guessed omega at [0.29105635] guessed A at [1.6496965] original A was 1.2929397013654411 posterior evaluates to -8.508429270378723 storing this good result for star 38 > Creating a guess for star 39 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.792134 Iterations: 12 Function evaluations: 24 guessed omega at [0.68995268] guessed A at [1.06142713] original A was 0.7064784765674412 posterior evaluates to -7.955604874400825 storing this good result for star 39 > Creating a guess for star 40 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.532826 Iterations: 9 Function evaluations: 18 guessed omega at [0.42026034] guessed A at [0.79712894] original A was 0.5635199432968545 posterior evaluates to -11.846222222035047 storing this good result for star 40 > Creating a guess for star 41 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.120399 Iterations: 11 Function evaluations: 22 guessed omega at [0.25560017] guessed A at [1.58529745] original A was 1.0425812518739614 posterior evaluates to -12.152695805168538 storing this good result for star 41 > Creating a guess for star 42 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.955941 Iterations: 10 Function evaluations: 20 guessed omega at [0.92306313] guessed A at [2.04472801] original A was 1.4721206431527545 posterior evaluates to -11.23423276258818 storing this good result for star 42 > Creating a guess for star 43 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.849752 Iterations: 9 Function evaluations: 18 guessed omega at [0.46430578] guessed A at [1.73987995] original A was 1.1989537880828371 posterior evaluates to -11.230578745711513 storing this good result for star 43 > Creating a guess for star 44 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.853050 Iterations: 11 Function evaluations: 22 guessed omega at [1.64148044] guessed A at [0.89068306] original A was 0.6122210498152371 posterior evaluates to -13.353084238839198 storing this good result for star 44 > Creating a guess for star 45 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.557983 Iterations: 10 Function evaluations: 20 guessed omega at [0.28383101] guessed A at [0.98415995] original A was 0.7184365332974151 posterior evaluates to -9.385896603993814 storing this good result for star 45 > Creating a guess for star 46 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.227413 Iterations: 10 Function evaluations: 20 guessed omega at [0.13674109] guessed A at [0.50191668] original A was 0.8267258859392437 posterior evaluates to -9.920660905440702 storing this good result for star 46 > Creating a guess for star 47 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.609379 Iterations: 8 Function evaluations: 16 guessed omega at [0.25060558] guessed A at [0.22986277] original A was 0.17884144534163757 posterior evaluates to -7.7753107789241405 storing this good result for star 47 > Creating a guess for star 48 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.649954 Iterations: 9 Function evaluations: 18 guessed omega at [0.39319389] guessed A at [0.62784003] original A was 0.37166653957625334 posterior evaluates to -11.12953743283289 storing this good result for star 48 > Creating a guess for star 49 using PLR parallax value for first guess Optimization terminated successfully. Current function value: 15.645028 Iterations: 11 Function evaluations: 22 guessed omega at [0.13085332] guessed A at [0.43834206] original A was 0.7942432541509349 posterior evaluates to -7.9850694248009315 storing this good result for star 49 > Creating a guess for star 50 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.488222 Iterations: 9 Function evaluations: 18 guessed omega at [0.2598824] guessed A at [0.98122767] original A was 0.5848856121921109 posterior evaluates to -9.72716499376535 storing this good result for star 50 > Creating a guess for star 51 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.640952 Iterations: 9 Function evaluations: 18 guessed omega at [0.29381604] guessed A at [1.24056643] original A was 0.6338546936984075 posterior evaluates to -11.782396087611923 storing this good result for star 51 > Creating a guess for star 52 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.647444 Iterations: 9 Function evaluations: 18 guessed omega at [0.36305081] guessed A at [1.34422556] original A was 0.6711973195883134 posterior evaluates to -10.931756599020035 storing this good result for star 52 > Creating a guess for star 53 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.716991 Iterations: 9 Function evaluations: 18 guessed omega at [0.40017017] guessed A at [1.13532054] original A was 0.6177794023062988 posterior evaluates to -11.928453650493696 storing this good result for star 53 > Creating a guess for star 54 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.605900 Iterations: 12 Function evaluations: 24 guessed omega at [0.56948008] guessed A at [0.94392642] original A was 0.5560791142423249 posterior evaluates to -9.148250013755266 storing this good result for star 54 > Creating a guess for star 55 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.254502 Iterations: 9 Function evaluations: 18 guessed omega at [0.3935137] guessed A at [1.07770138] original A was 0.5353014433384996 posterior evaluates to -10.451512554223573 storing this good result for star 55 > Creating a guess for star 56 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.735671 Iterations: 10 Function evaluations: 20 guessed omega at [0.30296931] guessed A at [2.00907647] original A was 1.1537289442950232 posterior evaluates to -13.14361414266696 storing this good result for star 56 > Creating a guess for star 57 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.485652 Iterations: 9 Function evaluations: 18 guessed omega at [0.34536943] guessed A at [0.54407024] original A was 0.466691432326953 posterior evaluates to -8.37781239657625 storing this good result for star 57 > Creating a guess for star 58 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.224082 Iterations: 11 Function evaluations: 22 guessed omega at [1.34544501] guessed A at [0.40099153] original A was 0.33469050559421387 posterior evaluates to -9.617411924445006 storing this good result for star 58 > Creating a guess for star 59 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.540444 Iterations: 10 Function evaluations: 20 guessed omega at [0.72827636] guessed A at [1.18081483] original A was 1.1300206592657538 posterior evaluates to -12.836179965944416 storing this good result for star 59 > Creating a guess for star 60 using PLR parallax value for first guess Optimization terminated successfully. Current function value: 14.651027 Iterations: 8 Function evaluations: 16 guessed omega at [0.19909862] guessed A at [0.25674156] original A was 0.24574245449948287 posterior evaluates to -9.516189234727092 storing this good result for star 60 > Creating a guess for star 61 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.556038 Iterations: 10 Function evaluations: 20 guessed omega at [0.69711892] guessed A at [1.49936081] original A was 0.9074466029426809 posterior evaluates to -13.430108752040343 storing this good result for star 61 > Creating a guess for star 62 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.455422 Iterations: 9 Function evaluations: 18 guessed omega at [0.2757178] guessed A at [0.50890745] original A was 0.31484434906427816 posterior evaluates to -8.95072440882705 storing this good result for star 62 > Creating a guess for star 63 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.334695 Iterations: 9 Function evaluations: 18 guessed omega at [0.28006289] guessed A at [1.18547106] original A was 0.8882302655092091 posterior evaluates to -6.7511285038498485 storing this good result for star 63 > Creating a guess for star 64 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.302539 Iterations: 12 Function evaluations: 24 guessed omega at [0.71543816] guessed A at [0.79041148] original A was 0.6542028368462727 posterior evaluates to -7.016741615238605 storing this good result for star 64 > Creating a guess for star 65 using PLR parallax value for first guess Optimization terminated successfully. Current function value: 15.307134 Iterations: 8 Function evaluations: 16 guessed omega at [0.17012825] guessed A at [1.15519815] original A was 1.1602935094041231 posterior evaluates to -10.7081687550703 storing this good result for star 65 > Creating a guess for star 66 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.779307 Iterations: 8 Function evaluations: 16 guessed omega at [0.24563488] guessed A at [1.08382561] original A was 0.7921993453490476 posterior evaluates to -11.847461291925198 storing this good result for star 66 > Creating a guess for star 67 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.724167 Iterations: 9 Function evaluations: 18 guessed omega at [0.26144171] guessed A at [0.91520102] original A was 0.47931389573638833 posterior evaluates to -10.400197011042174 storing this good result for star 67 > Creating a guess for star 68 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.489523 Iterations: 11 Function evaluations: 22 guessed omega at [0.65050577] guessed A at [0.23732462] original A was 0.15304648634748233 posterior evaluates to -9.366596999601322 storing this good result for star 68 > Creating a guess for star 69 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.548880 Iterations: 8 Function evaluations: 16 guessed omega at [0.21840875] guessed A at [0.61037359] original A was 0.6826246472874642 posterior evaluates to -8.623365268410051 storing this good result for star 69 > Creating a guess for star 70 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.271061 Iterations: 11 Function evaluations: 22 guessed omega at [0.93760157] guessed A at [0.79025359] original A was 0.4265641194855241 posterior evaluates to -10.175501948697093 storing this good result for star 70 > Creating a guess for star 71 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.350470 Iterations: 9 Function evaluations: 18 guessed omega at [0.37091725] guessed A at [0.45461884] original A was 0.31243128752725363 posterior evaluates to -10.053601913857529 storing this good result for star 71 > Creating a guess for star 72 using experimental parallax value for first guess prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) prior_parallax encountered infs in: (array([0]),) Optimization terminated successfully. Current function value: 7.210367 Iterations: 21 Function evaluations: 42 guessed omega at [0.00050447] guessed A at [-10.56171053] original A was 0.9995404954436581 prior_extinction encountered infs in: (array([0]),) posterior evaluates to -inf ~~~ failed to guess A due to poor posterior ~~~ star 72 will not be stored in the final model > Creating a guess for star 73 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) Optimization terminated successfully. Current function value: 20.670283 Iterations: 14 Function evaluations: 28 guessed omega at [6.29393525] guessed A at [1.84205355] original A was 1.022171899054046 posterior evaluates to -15.298013797629956 storing this good result for star 73 > Creating a guess for star 74 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.602808 Iterations: 10 Function evaluations: 20 guessed omega at [0.26186645] guessed A at [1.90395649] original A was 0.8992794135916345 posterior evaluates to -11.02044543434078 storing this good result for star 74 > Creating a guess for star 75 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.573536 Iterations: 12 Function evaluations: 24 guessed omega at [0.60401661] guessed A at [0.70476749] original A was 0.4676592476922434 posterior evaluates to -8.761068033767652 storing this good result for star 75 > Creating a guess for star 76 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.446805 Iterations: 9 Function evaluations: 18 guessed omega at [0.50449002] guessed A at [2.02042993] original A was 1.5071304387117943 posterior evaluates to -11.036960183565384 storing this good result for star 76 > Creating a guess for star 77 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.930861 Iterations: 10 Function evaluations: 20 guessed omega at [0.72070622] guessed A at [1.17014112] original A was 1.0075553139234752 posterior evaluates to -11.0565776097657 storing this good result for star 77 > Creating a guess for star 78 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.616620 Iterations: 11 Function evaluations: 22 guessed omega at [0.7389748] guessed A at [0.30767176] original A was 0.26161845136564044 posterior evaluates to -11.96737601312667 storing this good result for star 78 > Creating a guess for star 79 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.222425 Iterations: 9 Function evaluations: 18 guessed omega at [0.33155923] guessed A at [0.87401566] original A was 0.6530081631504009 posterior evaluates to -10.777455070876172 storing this good result for star 79 > Creating a guess for star 80 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.837501 Iterations: 8 Function evaluations: 16 guessed omega at [0.19624982] guessed A at [0.59852027] original A was 0.3379103267555543 posterior evaluates to -9.558340529885207 storing this good result for star 80 > Creating a guess for star 81 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.582302 Iterations: 12 Function evaluations: 24 guessed omega at [1.28857989] guessed A at [1.58979135] original A was 1.1478438772260753 posterior evaluates to -12.447341337894848 storing this good result for star 81 > Creating a guess for star 82 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.515169 Iterations: 9 Function evaluations: 18 guessed omega at [0.30317641] guessed A at [1.9237107] original A was 1.5627642564595328 posterior evaluates to -12.409599739678246 storing this good result for star 82 > Creating a guess for star 83 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) Optimization terminated successfully. Current function value: 15.521703 Iterations: 13 Function evaluations: 26 guessed omega at [0.98370271] guessed A at [0.97631092] original A was 0.726590122603271 posterior evaluates to -9.595882514052978 storing this good result for star 83 > Creating a guess for star 84 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) Optimization terminated successfully. Current function value: 14.994868 Iterations: 13 Function evaluations: 26 guessed omega at [0.84018322] guessed A at [1.66665452] original A was 0.9442298875515204 posterior evaluates to -10.4270237455368 storing this good result for star 84 > Creating a guess for star 85 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.703274 Iterations: 8 Function evaluations: 16 guessed omega at [0.21563222] guessed A at [0.5076505] original A was 0.24481131602988365 posterior evaluates to -10.512543642928403 storing this good result for star 85 > Creating a guess for star 86 likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.640859 Iterations: 11 Function evaluations: 22 guessed omega at [0.71736432] guessed A at [0.46465093] original A was 0.41877551282999953 posterior evaluates to -10.08006372191608 storing this good result for star 86 > Creating a guess for star 87 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.784911 Iterations: 10 Function evaluations: 20 guessed omega at [0.70520996] guessed A at [0.90105921] original A was 0.6342981579550208 posterior evaluates to -12.37930853393358 storing this good result for star 87 > Creating a guess for star 88 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.050435 Iterations: 9 Function evaluations: 18 guessed omega at [0.29117158] guessed A at [0.78340911] original A was 0.6628468111667186 posterior evaluates to -8.229879663644942 storing this good result for star 88 > Creating a guess for star 89 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 14.637203 Iterations: 8 Function evaluations: 16 guessed omega at [0.22590372] guessed A at [0.6699513] original A was 0.5427682106876343 posterior evaluates to -9.375596710133072 storing this good result for star 89 > Creating a guess for star 90 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 13.958076 Iterations: 12 Function evaluations: 24 guessed omega at [0.45386411] guessed A at [0.79711191] original A was 0.5087573582186741 posterior evaluates to -9.305685079901124 storing this good result for star 90 > Creating a guess for star 91 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.238967 Iterations: 9 Function evaluations: 18 guessed omega at [0.36047313] guessed A at [1.35057507] original A was 0.9804492146200094 posterior evaluates to -12.709461627935376 storing this good result for star 91 > Creating a guess for star 92 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.643064 Iterations: 9 Function evaluations: 18 guessed omega at [0.25956089] guessed A at [0.57778884] original A was 0.41258965948390486 posterior evaluates to -10.353064932514638 storing this good result for star 92 > Creating a guess for star 93 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.511264 Iterations: 10 Function evaluations: 20 guessed omega at [0.61144278] guessed A at [2.08140729] original A was 1.331530357264678 posterior evaluates to -13.579211114260152 storing this good result for star 93 > Creating a guess for star 94 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.374837 Iterations: 9 Function evaluations: 18 guessed omega at [0.28148093] guessed A at [1.33742621] original A was 1.0544120114833817 posterior evaluates to -7.8229486525746985 storing this good result for star 94 > Creating a guess for star 95 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 15.212688 Iterations: 9 Function evaluations: 18 guessed omega at [0.27913726] guessed A at [1.05375028] original A was 0.7391596837647407 posterior evaluates to -10.488238053562487 storing this good result for star 95 > Creating a guess for star 96 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.838927 Iterations: 10 Function evaluations: 20 guessed omega at [0.32076433] guessed A at [1.80357869] original A was 1.0174901470044548 posterior evaluates to -11.442448607806833 storing this good result for star 96 > Creating a guess for star 97 likelihood_parallax encountered infs in: (array([0]),) likelihood_parallax encountered infs in: (array([0]),) using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.735301 Iterations: 13 Function evaluations: 26 guessed omega at [1.39795912] guessed A at [1.46902115] original A was 0.8696739177212992 posterior evaluates to -10.83943525594211 storing this good result for star 97 > Creating a guess for star 98 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 17.060137 Iterations: 9 Function evaluations: 18 guessed omega at [0.47793537] guessed A at [0.40481861] original A was 0.16956816999053828 posterior evaluates to -10.29733296920159 storing this good result for star 98 > Creating a guess for star 99 using experimental parallax value for first guess Optimization terminated successfully. Current function value: 16.218853 Iterations: 9 Function evaluations: 18 guessed omega at [0.31454607] guessed A at [1.7163869] original A was 0.8808828605422424 posterior evaluates to -9.669930616957398 storing this good result for star 99 All done! We failed 2 times.
data.iloc[[47]]
ID | ra | dec | r_true | omega_true | P_true | s_true | M_true | A_true | m_true | omega_exp | omega_sigma | m_exp | m_sigma | A_exp | A_sigma | P_exp | P_sigma | M_exp | M_sigma | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
47 | 47 | 173.806324 | -61.025872 | 3829.266374 | 0.261147 | 18.728441 | 0.0 | 2.264246 | 0.327156 | 15.50698 | 0.253377 | 0.018816 | 15.506086 | 0.001341 | 0.178841 | 0.143073 | 18.618057 | 0.110836 | 2.271177 | 0.047001 |
guess_fails
[33, 72]
np.arange(0, 10)
array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
ranges = {'omega':list(range(0,N_good)),
'omega_0':N_good,
'L':N_good+1,
'A':list(range(N_good+2, N_good+2 + 1*N_good*N_bands)),
'm':list(range(N_good+2 + 1*N_good*N_bands, N_good+2 + 2*N*N_bands)),
'M':list(range(N_good+2 + 2*N_good*N_bands, N_good+2 + 3*N*N_bands))}
The Gaussian sum way of doing things (sucks - it doesn't retrieve the shape of the distribution properly, and just spends ages to return a Gaussian centred on the mean distance. I think this would only work if star positional errors were very small. Also it's coded terribly, it takes fucking forever. For loops suck!)
N_points = 300
test_r = np.linspace(30000, 70000, num=N_points)
a_star = 0
likelihood = np.zeros(N_points)
# Cycle along the beam
r_i = 0
for a_r in zip(test_r):
sys.stdout.write('\r{}'.format(r_i))
sys.stdout.flush()
# Evaluate stars at beam test points
for along, a_weight in zip(distances_along_beam[a_star], star_weights[a_star]):
likelihood[r_i] += norm(along, data_prior['r_sigma'][a_star]).pdf(a_r) * a_weight
r_i += 1
299