{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import scipy as sp\n", "import emcee \n", "\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.compose import TransformedTargetRegressor\n", "from sklearn.neural_network import MLPRegressor\n", "from sklearn.preprocessing import RobustScaler\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import cross_val_score, ShuffleSplit, KFold\n", "\n", "from scipy import stats\n", "\n", "from math import *\n", "import sys\n", "import re\n", "import os\n", "from itertools import chain\n", "\n", "%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "from tqdm import tqdm_notebook as tqdm" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(0) # for reproducibility " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set(style=\"ticks\", palette=\"muted\", rc={\"xtick.bottom\" : True, \"ytick.left\" : True})\n", "plt.style.use('matplotlibrc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['M', 'Z', 'logR', 'logL', 'Teff', 'logP', 'I_Amplitude', 'I_Skewness',\n", " 'I_acuteness', 'I_R21', 'I_R31', 'I_M0', 'I_A1', 'I_A2', 'I_A3',\n", " 'V_Amplitude', 'V_Skewness', 'V_acuteness', 'V_R21', 'V_R31', 'V_M0',\n", " 'V_A1', 'V_A2', 'V_A3', 'W', 'VI'],\n", " dtype='object')\n" ] }, { "data": { "text/html": [ "
| \n", " | M | \n", "Z | \n", "logR | \n", "logL | \n", "Teff | \n", "logP | \n", "I_Amplitude | \n", "I_Skewness | \n", "I_acuteness | \n", "I_R21 | \n", "I_R31 | \n", "I_M0 | \n", "I_A1 | \n", "I_A2 | \n", "I_A3 | \n", "V_Amplitude | \n", "V_Skewness | \n", "V_acuteness | \n", "V_R21 | \n", "V_R31 | \n", "V_M0 | \n", "V_A1 | \n", "V_A2 | \n", "V_A3 | \n", "W | \n", "VI | \n", "
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| 2 | \n", "4.6 | \n", "0.008 | \n", "1.491701 | \n", "3.02 | \n", "5900 | \n", "0.490475 | \n", "0.440 | \n", "2.425 | \n", "0.921 | \n", "0.37955 | \n", "0.11013 | \n", "-3.40824 | \n", "0.18830 | \n", "0.07147 | \n", "0.02074 | \n", "0.678 | \n", "2.087 | \n", "1.341 | \n", "0.38871 | \n", "0.11579 | \n", "-2.73952 | \n", "0.29563 | \n", "0.11492 | \n", "0.03423 | \n", "-4.444756 | \n", "0.66872 | \n", "
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| 7 | \n", "4.6 | \n", "0.008 | \n", "1.521655 | \n", "3.02 | \n", "5700 | \n", "0.540138 | \n", "0.470 | \n", "9.423 | \n", "0.687 | \n", "0.40808 | \n", "0.20670 | \n", "-3.43443 | \n", "0.19822 | \n", "0.08089 | \n", "0.04097 | \n", "0.744 | \n", "8.712 | \n", "1.184 | \n", "0.42691 | \n", "0.21526 | \n", "-2.70324 | \n", "0.30525 | \n", "0.13032 | \n", "0.06571 | \n", "-4.567775 | \n", "0.73119 | \n", "
| 8 | \n", "4.6 | \n", "0.008 | \n", "1.537029 | \n", "3.02 | \n", "5600 | \n", "0.565515 | \n", "0.403 | \n", "7.699 | \n", "0.726 | \n", "0.40512 | \n", "0.24458 | \n", "-3.45241 | \n", "0.15827 | \n", "0.06412 | \n", "0.03871 | \n", "0.638 | \n", "7.132 | \n", "1.252 | \n", "0.42260 | \n", "0.24895 | \n", "-2.69574 | \n", "0.24744 | \n", "0.10457 | \n", "0.06160 | \n", "-4.625248 | \n", "0.75667 | \n", "
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| 10 | \n", "4.6 | \n", "0.008 | \n", "1.587745 | \n", "3.27 | \n", "6100 | \n", "0.654317 | \n", "0.073 | \n", "0.748 | \n", "1.245 | \n", "0.07664 | \n", "0.06854 | \n", "-4.01908 | \n", "0.03354 | \n", "0.00257 | \n", "0.00230 | \n", "0.111 | \n", "0.742 | \n", "1.162 | \n", "0.07363 | \n", "0.06663 | \n", "-3.42357 | \n", "0.05303 | \n", "0.00390 | \n", "0.00353 | \n", "-4.942121 | \n", "0.59551 | \n", "
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| 14 | \n", "4.6 | \n", "0.008 | \n", "1.616701 | \n", "3.27 | \n", "5900 | \n", "0.703932 | \n", "0.544 | \n", "2.473 | \n", "0.823 | \n", "0.41532 | \n", "0.10969 | \n", "-4.03276 | \n", "0.21271 | \n", "0.08834 | \n", "0.02333 | \n", "0.851 | \n", "2.585 | \n", "1.173 | \n", "0.41697 | \n", "0.11089 | \n", "-3.36541 | \n", "0.33062 | \n", "0.13786 | \n", "0.03666 | \n", "-5.067152 | \n", "0.66735 | \n", "
| 15 | \n", "4.6 | \n", "0.008 | \n", "1.631549 | \n", "3.27 | \n", "5800 | \n", "0.729115 | \n", "0.480 | \n", "1.891 | \n", "0.527 | \n", "0.38483 | \n", "0.11141 | \n", "-4.05230 | \n", "0.19198 | \n", "0.07388 | \n", "0.02139 | \n", "0.736 | \n", "2.030 | \n", "0.725 | \n", "0.39419 | \n", "0.11619 | \n", "-3.35633 | \n", "0.29389 | \n", "0.11585 | \n", "0.03415 | \n", "-5.131053 | \n", "0.69597 | \n", "
| 16 | \n", "4.6 | \n", "0.008 | \n", "1.631549 | \n", "3.27 | \n", "5800 | \n", "0.729384 | \n", "0.678 | \n", "3.064 | \n", "0.508 | \n", "0.51588 | \n", "0.16413 | \n", "-4.03980 | \n", "0.25118 | \n", "0.12958 | \n", "0.04123 | \n", "1.044 | \n", "3.150 | \n", "0.704 | \n", "0.52505 | \n", "0.16800 | \n", "-3.33552 | \n", "0.38205 | \n", "0.20060 | \n", "0.06418 | \n", "-5.131434 | \n", "0.70428 | \n", "
| 17 | \n", "4.6 | \n", "0.008 | \n", "1.646655 | \n", "3.27 | \n", "5700 | \n", "0.754374 | \n", "0.397 | \n", "1.611 | \n", "0.430 | \n", "0.36775 | \n", "0.16609 | \n", "-4.07079 | \n", "0.15964 | \n", "0.05871 | \n", "0.02651 | \n", "0.595 | \n", "1.793 | \n", "0.490 | \n", "0.38535 | \n", "0.17103 | \n", "-3.34747 | \n", "0.24225 | \n", "0.09335 | \n", "0.04143 | \n", "-5.191936 | \n", "0.72332 | \n", "
| 18 | \n", "4.6 | \n", "0.008 | \n", "1.646655 | \n", "3.27 | \n", "5700 | \n", "0.754911 | \n", "0.611 | \n", "2.290 | \n", "0.392 | \n", "0.47613 | \n", "0.14588 | \n", "-4.05976 | \n", "0.23014 | \n", "0.10958 | \n", "0.03357 | \n", "0.898 | \n", "2.413 | \n", "0.448 | \n", "0.49403 | \n", "0.15279 | \n", "-3.32798 | \n", "0.34393 | \n", "0.16991 | \n", "0.05255 | \n", "-5.194019 | \n", "0.73178 | \n", "
| 19 | \n", "4.6 | \n", "0.008 | \n", "1.662029 | \n", "3.27 | \n", "5600 | \n", "0.780413 | \n", "0.530 | \n", "2.003 | \n", "0.383 | \n", "0.45236 | \n", "0.16807 | \n", "-4.07881 | \n", "0.19704 | \n", "0.08914 | \n", "0.03312 | \n", "0.776 | \n", "2.105 | \n", "0.421 | \n", "0.47957 | \n", "0.17550 | \n", "-3.31934 | \n", "0.29137 | \n", "0.13973 | \n", "0.05114 | \n", "-5.255988 | \n", "0.75947 | \n", "
| 20 | \n", "4.6 | \n", "0.008 | \n", "1.677679 | \n", "3.27 | \n", "5500 | \n", "0.806160 | \n", "0.199 | \n", "1.494 | \n", "0.431 | \n", "0.43636 | \n", "0.08023 | \n", "-4.10129 | \n", "0.08647 | \n", "0.03773 | \n", "0.00694 | \n", "0.320 | \n", "1.681 | \n", "0.474 | \n", "0.45539 | \n", "0.07596 | \n", "-3.32157 | \n", "0.13359 | \n", "0.06084 | \n", "0.01015 | \n", "-5.309856 | \n", "0.77972 | \n", "
| 21 | \n", "4.6 | \n", "0.008 | \n", "1.677679 | \n", "3.27 | \n", "5500 | \n", "0.806698 | \n", "0.455 | \n", "1.755 | \n", "0.374 | \n", "0.47853 | \n", "0.12431 | \n", "-4.09307 | \n", "0.17331 | \n", "0.08293 | \n", "0.02154 | \n", "0.681 | \n", "1.907 | \n", "0.415 | \n", "0.51557 | \n", "0.12541 | \n", "-3.30416 | \n", "0.25534 | \n", "0.13165 | \n", "0.03202 | \n", "-5.315881 | \n", "0.78891 | \n", "
| 22 | \n", "4.6 | \n", "0.008 | \n", "1.693617 | \n", "3.27 | \n", "5400 | \n", "0.832441 | \n", "0.077 | \n", "1.748 | \n", "0.511 | \n", "0.37569 | \n", "0.03939 | \n", "-4.11376 | \n", "0.03565 | \n", "0.01339 | \n", "0.00140 | \n", "0.132 | \n", "1.916 | \n", "0.618 | \n", "0.36950 | \n", "0.03674 | \n", "-3.30635 | \n", "0.05770 | \n", "0.02132 | \n", "0.00212 | \n", "-5.365246 | \n", "0.80741 | \n", "
| 23 | \n", "4.6 | \n", "0.008 | \n", "1.693617 | \n", "3.27 | \n", "5400 | \n", "0.832980 | \n", "0.329 | \n", "0.550 | \n", "0.405 | \n", "0.56023 | \n", "0.08291 | \n", "-4.10756 | \n", "0.13184 | \n", "0.07386 | \n", "0.01093 | \n", "0.498 | \n", "2.509 | \n", "0.443 | \n", "0.59848 | \n", "0.08684 | \n", "-3.29059 | \n", "0.19630 | \n", "0.11748 | \n", "0.01705 | \n", "-5.373863 | \n", "0.81697 | \n", "
| 24 | \n", "4.6 | \n", "0.008 | \n", "1.709853 | \n", "3.27 | \n", "5300 | \n", "0.859297 | \n", "0.178 | \n", "0.493 | \n", "0.429 | \n", "0.67353 | \n", "0.12277 | \n", "-4.12149 | \n", "0.06807 | \n", "0.04585 | \n", "0.00836 | \n", "0.288 | \n", "3.000 | \n", "0.495 | \n", "0.68888 | \n", "0.12505 | \n", "-3.27754 | \n", "0.10444 | \n", "0.07194 | \n", "0.01306 | \n", "-5.429613 | \n", "0.84395 | \n", "
| 25 | \n", "4.6 | \n", "0.008 | \n", "1.726398 | \n", "3.27 | \n", "5200 | \n", "0.888073 | \n", "0.100 | \n", "0.495 | \n", "0.521 | \n", "0.62750 | \n", "0.11560 | \n", "-4.13025 | \n", "0.03581 | \n", "0.02247 | \n", "0.00414 | \n", "0.150 | \n", "0.546 | \n", "0.509 | \n", "0.59487 | \n", "0.10824 | \n", "-3.25549 | \n", "0.05798 | \n", "0.03449 | \n", "0.00628 | \n", "-5.486128 | \n", "0.87476 | \n", "
| 26 | \n", "4.6 | \n", "0.008 | \n", "1.743264 | \n", "3.27 | \n", "5100 | \n", "0.915084 | \n", "0.106 | \n", "0.616 | \n", "0.830 | \n", "0.28357 | \n", "0.07916 | \n", "-4.13531 | \n", "0.04535 | \n", "0.01286 | \n", "0.00359 | \n", "0.168 | \n", "0.618 | \n", "0.740 | \n", "0.25690 | \n", "0.07211 | \n", "-3.22846 | \n", "0.07514 | \n", "0.01930 | \n", "0.00542 | \n", "-5.540927 | \n", "0.90685 | \n", "
| 27 | \n", "4.7 | \n", "0.008 | \n", "1.492102 | \n", "3.05 | \n", "6000 | \n", "0.481891 | \n", "0.595 | \n", "3.000 | \n", "1.396 | \n", "0.44053 | \n", "0.16614 | \n", "-3.45621 | \n", "0.23044 | \n", "0.10151 | \n", "0.03829 | \n", "0.948 | \n", "2.322 | \n", "1.867 | \n", "0.44560 | \n", "0.17041 | \n", "-2.81648 | \n", "0.36351 | \n", "0.16198 | \n", "0.06195 | \n", "-4.447792 | \n", "0.63973 | \n", "
| 28 | \n", "4.7 | \n", "0.008 | \n", "1.506701 | \n", "3.05 | \n", "5900 | \n", "0.509512 | \n", "0.466 | \n", "2.311 | \n", "0.961 | \n", "0.38518 | \n", "0.12466 | \n", "-3.48209 | \n", "0.19809 | \n", "0.07630 | \n", "0.02469 | \n", "0.720 | \n", "2.311 | \n", "1.376 | \n", "0.39332 | \n", "0.12888 | \n", "-2.81304 | \n", "0.31034 | \n", "0.12207 | \n", "0.04000 | \n", "-4.519118 | \n", "0.66905 | \n", "
| 29 | \n", "4.7 | \n", "0.008 | \n", "1.506701 | \n", "3.05 | \n", "5900 | \n", "0.509783 | \n", "0.712 | \n", "4.000 | \n", "1.128 | \n", "0.51291 | \n", "0.23322 | \n", "-3.46513 | \n", "0.26203 | \n", "0.13440 | \n", "0.06111 | \n", "1.122 | \n", "3.877 | \n", "1.811 | \n", "0.52423 | \n", "0.24029 | \n", "-2.78482 | \n", "0.40732 | \n", "0.21353 | \n", "0.09787 | \n", "-4.519611 | \n", "0.68031 | \n", "
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| 361 | \n", "6.8 | \n", "0.008 | \n", "1.957679 | \n", "3.83 | \n", "5500 | \n", "1.183636 | \n", "0.886 | \n", "2.154 | \n", "1.579 | \n", "0.20728 | \n", "0.16471 | \n", "-5.46599 | \n", "0.32597 | \n", "0.06757 | \n", "0.05369 | \n", "1.437 | \n", "2.096 | \n", "2.270 | \n", "0.22320 | \n", "0.17183 | \n", "-4.64929 | \n", "0.50731 | \n", "0.11323 | \n", "0.08717 | \n", "-6.731875 | \n", "0.81670 | \n", "
| 362 | \n", "6.8 | \n", "0.008 | \n", "1.957679 | \n", "3.83 | \n", "5500 | \n", "1.184432 | \n", "1.114 | \n", "2.650 | \n", "1.596 | \n", "0.22364 | \n", "0.14890 | \n", "-5.44759 | \n", "0.38111 | \n", "0.08523 | \n", "0.05675 | \n", "1.791 | \n", "2.611 | \n", "2.596 | \n", "0.24342 | \n", "0.16026 | \n", "-4.61944 | \n", "0.58441 | \n", "0.14226 | \n", "0.09366 | \n", "-6.731222 | \n", "0.82815 | \n", "
| 363 | \n", "6.8 | \n", "0.008 | \n", "1.973617 | \n", "3.83 | \n", "5400 | \n", "1.212477 | \n", "0.920 | \n", "2.258 | \n", "1.301 | \n", "0.23926 | \n", "0.12553 | \n", "-5.47349 | \n", "0.34199 | \n", "0.08182 | \n", "0.04293 | \n", "1.485 | \n", "2.205 | \n", "1.828 | \n", "0.25810 | \n", "0.13166 | \n", "-4.61694 | \n", "0.52495 | \n", "0.13549 | \n", "0.06911 | \n", "-6.801142 | \n", "0.85655 | \n", "
| 364 | \n", "6.8 | \n", "0.008 | \n", "1.973617 | \n", "3.83 | \n", "5400 | \n", "1.214062 | \n", "1.203 | \n", "2.788 | \n", "1.239 | \n", "0.26035 | \n", "0.10239 | \n", "-5.45024 | \n", "0.41240 | \n", "0.10737 | \n", "0.04223 | \n", "1.924 | \n", "2.760 | \n", "1.865 | \n", "0.28439 | \n", "0.11656 | \n", "-4.57804 | \n", "0.62060 | \n", "0.17649 | \n", "0.07234 | \n", "-6.802150 | \n", "0.87220 | \n", "
| 365 | \n", "6.8 | \n", "0.008 | \n", "1.989853 | \n", "3.83 | \n", "5300 | \n", "1.240656 | \n", "0.803 | \n", "1.977 | \n", "0.967 | \n", "0.25822 | \n", "0.10658 | \n", "-5.48847 | \n", "0.32696 | \n", "0.08443 | \n", "0.03485 | \n", "1.284 | \n", "1.994 | \n", "1.414 | \n", "0.27758 | \n", "0.10772 | \n", "-4.60073 | \n", "0.49852 | \n", "0.13838 | \n", "0.05370 | \n", "-6.864467 | \n", "0.88774 | \n", "
| 366 | \n", "6.8 | \n", "0.008 | \n", "1.989853 | \n", "3.83 | \n", "5300 | \n", "1.242768 | \n", "1.153 | \n", "2.704 | \n", "0.907 | \n", "0.31810 | \n", "0.04840 | \n", "-5.46142 | \n", "0.41673 | \n", "0.13256 | \n", "0.02017 | \n", "1.835 | \n", "2.717 | \n", "1.449 | \n", "0.34081 | \n", "0.06403 | \n", "-4.55209 | \n", "0.61916 | \n", "0.21101 | \n", "0.03965 | \n", "-6.870881 | \n", "0.90933 | \n", "
| 367 | \n", "6.8 | \n", "0.008 | \n", "2.006398 | \n", "3.83 | \n", "5200 | \n", "1.267441 | \n", "0.681 | \n", "1.578 | \n", "0.871 | \n", "0.22987 | \n", "0.08779 | \n", "-5.50440 | \n", "0.29649 | \n", "0.06815 | \n", "0.02603 | \n", "1.081 | \n", "2.355 | \n", "1.139 | \n", "0.25151 | \n", "0.08919 | \n", "-4.58942 | \n", "0.45067 | \n", "0.11335 | \n", "0.04019 | \n", "-6.922619 | \n", "0.91498 | \n", "
| 368 | \n", "6.8 | \n", "0.008 | \n", "2.023264 | \n", "3.83 | \n", "5100 | \n", "1.294895 | \n", "0.525 | \n", "1.359 | \n", "0.843 | \n", "0.20046 | \n", "0.06900 | \n", "-5.51983 | \n", "0.24876 | \n", "0.04987 | \n", "0.01716 | \n", "0.882 | \n", "2.205 | \n", "1.149 | \n", "0.22140 | \n", "0.07261 | \n", "-4.57853 | \n", "0.37979 | \n", "0.08409 | \n", "0.02758 | \n", "-6.978845 | \n", "0.94130 | \n", "
| 369 | \n", "6.8 | \n", "0.008 | \n", "2.023264 | \n", "3.83 | \n", "5100 | \n", "1.299946 | \n", "0.889 | \n", "1.933 | \n", "0.683 | \n", "0.31191 | \n", "0.03655 | \n", "-5.49136 | \n", "0.37241 | \n", "0.11616 | \n", "0.01361 | \n", "1.409 | \n", "3.238 | \n", "0.906 | \n", "0.33657 | \n", "0.04903 | \n", "-4.52189 | \n", "0.54627 | \n", "0.18386 | \n", "0.02679 | \n", "-6.994039 | \n", "0.96947 | \n", "
| 370 | \n", "6.8 | \n", "0.008 | \n", "2.040465 | \n", "3.83 | \n", "5000 | \n", "1.317512 | \n", "0.419 | \n", "2.185 | \n", "0.855 | \n", "0.17097 | \n", "0.07711 | \n", "-5.53071 | \n", "0.20354 | \n", "0.03480 | \n", "0.01570 | \n", "0.707 | \n", "1.986 | \n", "1.134 | \n", "0.19007 | \n", "0.08158 | \n", "-4.56796 | \n", "0.31308 | \n", "0.05951 | \n", "0.02554 | \n", "-7.022972 | \n", "0.96275 | \n", "
| 371 | \n", "6.8 | \n", "0.008 | \n", "2.040465 | \n", "3.83 | \n", "5000 | \n", "1.322616 | \n", "0.805 | \n", "3.237 | \n", "0.676 | \n", "0.27379 | \n", "0.02656 | \n", "-5.50048 | \n", "0.34945 | \n", "0.09568 | \n", "0.00928 | \n", "1.314 | \n", "3.201 | \n", "0.927 | \n", "0.29827 | \n", "0.03968 | \n", "-4.50717 | \n", "0.51248 | \n", "0.15286 | \n", "0.02033 | \n", "-7.040111 | \n", "0.99331 | \n", "
| 372 | \n", "6.8 | \n", "0.008 | \n", "2.058013 | \n", "3.83 | \n", "4900 | \n", "1.356278 | \n", "0.703 | \n", "3.184 | \n", "0.687 | \n", "0.24726 | \n", "0.04981 | \n", "-5.50731 | \n", "0.32061 | \n", "0.07927 | \n", "0.01597 | \n", "1.162 | \n", "3.099 | \n", "0.946 | \n", "0.27174 | \n", "0.05936 | \n", "-4.47620 | \n", "0.47261 | \n", "0.12843 | \n", "0.02805 | \n", "-7.105530 | \n", "1.03111 | \n", "
| 373 | \n", "6.8 | \n", "0.008 | \n", "2.075922 | \n", "3.83 | \n", "4800 | \n", "1.384846 | \n", "0.647 | \n", "2.732 | \n", "0.701 | \n", "0.27153 | \n", "0.10357 | \n", "-5.50801 | \n", "0.30338 | \n", "0.08238 | \n", "0.03142 | \n", "1.079 | \n", "2.704 | \n", "0.983 | \n", "0.29678 | \n", "0.11335 | \n", "-4.44144 | \n", "0.44931 | \n", "0.13334 | \n", "0.05093 | \n", "-7.161193 | \n", "1.06657 | \n", "
| 374 | \n", "6.8 | \n", "0.008 | \n", "2.094209 | \n", "3.83 | \n", "4700 | \n", "1.408872 | \n", "0.617 | \n", "7.930 | \n", "0.737 | \n", "0.29407 | \n", "0.15436 | \n", "-5.50917 | \n", "0.28010 | \n", "0.08237 | \n", "0.04323 | \n", "1.012 | \n", "2.559 | \n", "1.051 | \n", "0.31722 | \n", "0.16223 | \n", "-4.41539 | \n", "0.41749 | \n", "0.13244 | \n", "0.06773 | \n", "-7.204529 | \n", "1.09378 | \n", "
| 375 | \n", "6.8 | \n", "0.008 | \n", "2.112889 | \n", "3.83 | \n", "4600 | \n", "1.440466 | \n", "0.480 | \n", "5.454 | \n", "0.793 | \n", "0.32401 | \n", "0.20694 | \n", "-5.51676 | \n", "0.21084 | \n", "0.06832 | \n", "0.04363 | \n", "0.744 | \n", "2.125 | \n", "1.220 | \n", "0.33283 | \n", "0.20419 | \n", "-4.39404 | \n", "0.32322 | \n", "0.10758 | \n", "0.06600 | \n", "-7.256976 | \n", "1.12272 | \n", "
| 376 | \n", "7.4 | \n", "0.008 | \n", "1.871549 | \n", "3.75 | \n", "5800 | \n", "0.999544 | \n", "0.112 | \n", "1.066 | \n", "0.957 | \n", "0.09761 | \n", "0.00976 | \n", "-5.27220 | \n", "0.05552 | \n", "0.00542 | \n", "0.00054 | \n", "0.178 | \n", "1.155 | \n", "0.996 | \n", "0.09655 | \n", "0.00960 | \n", "-4.59290 | \n", "0.08820 | \n", "0.00852 | \n", "0.00085 | \n", "-6.325115 | \n", "0.67930 | \n", "
| 377 | \n", "7.4 | \n", "0.008 | \n", "1.886655 | \n", "3.75 | \n", "5700 | \n", "1.024478 | \n", "0.392 | \n", "2.021 | \n", "0.724 | \n", "0.28949 | \n", "0.07662 | \n", "-5.27570 | \n", "0.17777 | \n", "0.05146 | \n", "0.01362 | \n", "0.624 | \n", "1.907 | \n", "0.801 | \n", "0.29278 | \n", "0.07780 | \n", "-4.55784 | \n", "0.27811 | \n", "0.08142 | \n", "0.02164 | \n", "-6.388383 | \n", "0.71786 | \n", "
| 378 | \n", "7.4 | \n", "0.008 | \n", "1.898160 | \n", "3.75 | \n", "5625 | \n", "1.045485 | \n", "0.366 | \n", "1.874 | \n", "0.608 | \n", "0.29035 | \n", "0.08649 | \n", "-5.28666 | \n", "0.17343 | \n", "0.05035 | \n", "0.01500 | \n", "0.582 | \n", "2.136 | \n", "0.673 | \n", "0.29744 | \n", "0.08939 | \n", "-4.54461 | \n", "0.26925 | \n", "0.08009 | \n", "0.02407 | \n", "-6.436837 | \n", "0.74205 | \n", "
| 379 | \n", "7.4 | \n", "0.008 | \n", "1.902029 | \n", "3.75 | \n", "5600 | \n", "1.052150 | \n", "0.351 | \n", "2.058 | \n", "0.579 | \n", "0.29170 | \n", "0.09150 | \n", "-5.29061 | \n", "0.16803 | \n", "0.04901 | \n", "0.01538 | \n", "0.556 | \n", "1.959 | \n", "0.638 | \n", "0.30012 | \n", "0.09492 | \n", "-4.54076 | \n", "0.26018 | \n", "0.07809 | \n", "0.02470 | \n", "-6.452878 | \n", "0.74985 | \n", "
| 380 | \n", "7.4 | \n", "0.008 | \n", "1.905915 | \n", "3.75 | \n", "5575 | \n", "1.058880 | \n", "0.336 | \n", "0.754 | \n", "0.564 | \n", "0.29242 | \n", "0.09265 | \n", "-5.29488 | \n", "0.15900 | \n", "0.04649 | \n", "0.01473 | \n", "0.513 | \n", "1.907 | \n", "0.594 | \n", "0.30245 | \n", "0.09832 | \n", "-4.53759 | \n", "0.24566 | \n", "0.07430 | \n", "0.02415 | \n", "-6.468680 | \n", "0.75729 | \n", "
| 381 | \n", "7.4 | \n", "0.008 | \n", "1.909819 | \n", "3.75 | \n", "5550 | \n", "1.065631 | \n", "0.330 | \n", "0.695 | \n", "0.565 | \n", "0.29660 | \n", "0.09821 | \n", "-5.29898 | \n", "0.15049 | \n", "0.04464 | \n", "0.01478 | \n", "0.487 | \n", "0.733 | \n", "0.572 | \n", "0.30803 | \n", "0.10282 | \n", "-4.53393 | \n", "0.23227 | \n", "0.07155 | \n", "0.02388 | \n", "-6.484807 | \n", "0.76505 | \n", "
| 382 | \n", "7.4 | \n", "0.008 | \n", "1.913740 | \n", "3.75 | \n", "5525 | \n", "1.072418 | \n", "0.328 | \n", "0.730 | \n", "0.572 | \n", "0.30550 | \n", "0.10684 | \n", "-5.30280 | \n", "0.14292 | \n", "0.04366 | \n", "0.01527 | \n", "0.487 | \n", "0.703 | \n", "0.578 | \n", "0.31832 | \n", "0.11169 | \n", "-4.52989 | \n", "0.22029 | \n", "0.07012 | \n", "0.02460 | \n", "-6.500811 | \n", "0.77291 | \n", "
| 383 | \n", "7.4 | \n", "0.008 | \n", "1.917679 | \n", "3.75 | \n", "5500 | \n", "1.079215 | \n", "0.334 | \n", "0.736 | \n", "0.582 | \n", "0.31916 | \n", "0.12414 | \n", "-5.30612 | \n", "0.13851 | \n", "0.04421 | \n", "0.01719 | \n", "0.500 | \n", "0.718 | \n", "0.589 | \n", "0.33295 | \n", "0.12903 | \n", "-4.52506 | \n", "0.21331 | \n", "0.07102 | \n", "0.02752 | \n", "-6.516763 | \n", "0.78106 | \n", "
| 384 | \n", "7.4 | \n", "0.008 | \n", "1.925612 | \n", "3.75 | \n", "5450 | \n", "1.094013 | \n", "0.405 | \n", "0.805 | \n", "0.623 | \n", "0.35188 | \n", "0.19739 | \n", "-5.30969 | \n", "0.15201 | \n", "0.05349 | \n", "0.03000 | \n", "0.615 | \n", "0.767 | \n", "0.627 | \n", "0.36482 | \n", "0.20261 | \n", "-4.51013 | \n", "0.23407 | \n", "0.08539 | \n", "0.04743 | \n", "-6.549008 | \n", "0.79956 | \n", "
| 385 | \n", "7.4 | \n", "0.008 | \n", "1.933617 | \n", "3.75 | \n", "5400 | \n", "1.108081 | \n", "0.554 | \n", "0.930 | \n", "1.500 | \n", "0.35229 | \n", "0.30542 | \n", "-5.30784 | \n", "0.19413 | \n", "0.06839 | \n", "0.05929 | \n", "0.853 | \n", "0.919 | \n", "0.641 | \n", "0.35845 | \n", "0.31091 | \n", "-4.48608 | \n", "0.29871 | \n", "0.10707 | \n", "0.09287 | \n", "-6.581568 | \n", "0.82176 | \n", "
| 386 | \n", "7.4 | \n", "0.008 | \n", "1.949853 | \n", "3.75 | \n", "5300 | \n", "1.137560 | \n", "0.764 | \n", "1.288 | \n", "1.083 | \n", "0.22873 | \n", "0.39911 | \n", "-5.30261 | \n", "0.26173 | \n", "0.05987 | \n", "0.10446 | \n", "1.194 | \n", "1.237 | \n", "1.019 | \n", "0.21560 | \n", "0.39844 | \n", "-4.43437 | \n", "0.40258 | \n", "0.08680 | \n", "0.16040 | \n", "-6.648382 | \n", "0.86824 | \n", "
| 387 | \n", "7.4 | \n", "0.008 | \n", "1.966398 | \n", "3.75 | \n", "5200 | \n", "1.166958 | \n", "0.867 | \n", "1.538 | \n", "0.908 | \n", "0.12127 | \n", "0.35736 | \n", "-5.30085 | \n", "0.29690 | \n", "0.03600 | \n", "0.10610 | \n", "1.375 | \n", "1.519 | \n", "1.070 | \n", "0.10063 | \n", "0.35018 | \n", "-4.38986 | \n", "0.45658 | \n", "0.04594 | \n", "0.15988 | \n", "-6.712884 | \n", "0.91099 | \n", "
| 388 | \n", "7.4 | \n", "0.008 | \n", "1.983264 | \n", "3.75 | \n", "5100 | \n", "1.195275 | \n", "0.932 | \n", "1.802 | \n", "1.063 | \n", "0.11461 | \n", "0.25094 | \n", "-5.30022 | \n", "0.31343 | \n", "0.03592 | \n", "0.07865 | \n", "1.500 | \n", "1.770 | \n", "1.434 | \n", "0.11973 | \n", "0.23962 | \n", "-4.34934 | \n", "0.48510 | \n", "0.05808 | \n", "0.11624 | \n", "-6.774084 | \n", "0.95088 | \n", "
| 389 | \n", "7.5 | \n", "0.008 | \n", "2.000465 | \n", "3.75 | \n", "5000 | \n", "1.223979 | \n", "0.447 | \n", "2.846 | \n", "1.634 | \n", "0.39164 | \n", "0.18668 | \n", "-5.08193 | \n", "0.17022 | \n", "0.06666 | \n", "0.03178 | \n", "0.710 | \n", "2.690 | \n", "3.072 | \n", "0.44466 | \n", "0.25849 | \n", "-3.97067 | \n", "0.22353 | \n", "0.09939 | \n", "0.05778 | \n", "-6.804383 | \n", "1.11126 | \n", "
| 390 | \n", "7.5 | \n", "0.008 | \n", "2.018013 | \n", "3.75 | \n", "4900 | \n", "1.250225 | \n", "0.225 | \n", "1.564 | \n", "1.501 | \n", "0.23606 | \n", "0.07483 | \n", "-5.18131 | \n", "0.09739 | \n", "0.02299 | \n", "0.00729 | \n", "0.394 | \n", "1.404 | \n", "2.794 | \n", "0.33403 | \n", "0.15767 | \n", "-4.09747 | \n", "0.14173 | \n", "0.04734 | \n", "0.02235 | \n", "-6.861262 | \n", "1.08384 | \n", "
391 rows × 26 columns
\n", "| \n", " | ID | \n", "M | \n", "e_M | \n", "logR | \n", "e_logR | \n", "logL | \n", "e_logL | \n", "Teff | \n", "e_Teff | \n", "I_M0 | \n", "e_I_M0 | \n", "V_M0 | \n", "e_V_M0 | \n", "VI | \n", "e_VI | \n", "W | \n", "e_W | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "OGLE-LMC-CEP-0033 | \n", "5.981732 | \n", "0.390032 | \n", "1.756617 | \n", "0.014038 | \n", "3.513580 | \n", "0.057473 | \n", "5784.480902 | \n", "137.084847 | \n", "-4.660956 | \n", "0.132794 | \n", "-3.963571 | \n", "0.174257 | \n", "0.700211 | \n", "0.044123 | \n", "-5.748440 | \n", "0.082892 | \n", "
| 1 | \n", "OGLE-LMC-CEP-0050 | \n", "6.166502 | \n", "0.399251 | \n", "1.780000 | \n", "0.013875 | \n", "3.541317 | \n", "0.058653 | \n", "5719.021219 | \n", "139.354356 | \n", "-4.744733 | \n", "0.133739 | \n", "-4.020167 | \n", "0.177962 | \n", "0.720711 | \n", "0.045507 | \n", "-5.862415 | \n", "0.082405 | \n", "
| 2 | \n", "OGLE-LMC-CEP-0057 | \n", "6.871249 | \n", "0.398144 | \n", "1.861168 | \n", "0.011742 | \n", "3.693657 | \n", "0.044538 | \n", "5684.717505 | \n", "110.927487 | \n", "-5.148841 | \n", "0.101086 | \n", "-4.423182 | \n", "0.131607 | \n", "0.721185 | \n", "0.034501 | \n", "-6.260633 | \n", "0.066180 | \n", "
| 3 | \n", "OGLE-LMC-CEP-0078 | \n", "5.699958 | \n", "0.366346 | \n", "1.749439 | \n", "0.011992 | \n", "3.493068 | \n", "0.045377 | \n", "5763.870880 | \n", "109.680605 | \n", "-4.608432 | \n", "0.103839 | \n", "-3.901637 | \n", "0.134257 | \n", "0.708586 | \n", "0.034162 | \n", "-5.707185 | \n", "0.068343 | \n", "
| 4 | \n", "OGLE-LMC-CEP-0103 | \n", "6.330912 | \n", "0.403360 | \n", "1.760601 | \n", "0.013788 | \n", "3.570397 | \n", "0.048609 | \n", "5941.385137 | \n", "109.314158 | \n", "-4.794215 | \n", "0.111991 | \n", "-4.144789 | \n", "0.141975 | \n", "0.647057 | \n", "0.034063 | \n", "-5.795697 | \n", "0.077433 | \n", "
| 5 | \n", "OGLE-LMC-CEP-0107 | \n", "5.980849 | \n", "0.355053 | \n", "1.799100 | \n", "0.011692 | \n", "3.584044 | \n", "0.050546 | \n", "5732.983831 | \n", "122.383591 | \n", "-4.840953 | \n", "0.114402 | \n", "-4.120565 | \n", "0.150769 | \n", "0.720462 | \n", "0.038612 | \n", "-5.961329 | \n", "0.069967 | \n", "
| 6 | \n", "OGLE-LMC-CEP-0123 | \n", "5.826094 | \n", "0.360087 | \n", "1.736962 | \n", "0.011951 | \n", "3.461769 | \n", "0.046147 | \n", "5738.516324 | \n", "111.949047 | \n", "-4.529634 | \n", "0.105788 | \n", "-3.816418 | \n", "0.137326 | \n", "0.716085 | \n", "0.035095 | \n", "-5.639910 | \n", "0.068627 | \n", "
| 7 | \n", "OGLE-LMC-CEP-0155 | \n", "6.250097 | \n", "0.391777 | \n", "1.835071 | \n", "0.012150 | \n", "3.702338 | \n", "0.045001 | \n", "5870.056191 | \n", "109.880246 | \n", "-5.143550 | \n", "0.102843 | \n", "-4.480868 | \n", "0.132649 | \n", "0.665213 | \n", "0.034128 | \n", "-6.182993 | \n", "0.068784 | \n", "
| 8 | \n", "OGLE-LMC-CEP-0158 | \n", "5.487512 | \n", "0.378884 | \n", "1.735524 | \n", "0.012837 | \n", "3.476436 | \n", "0.047695 | \n", "5801.943364 | \n", "111.430148 | \n", "-4.557389 | \n", "0.109506 | \n", "-3.861329 | \n", "0.140579 | \n", "0.698613 | \n", "0.034784 | \n", "-5.643501 | \n", "0.073200 | \n", "
| 9 | \n", "OGLE-LMC-CEP-0162 | \n", "5.465754 | \n", "0.506745 | \n", "1.647071 | \n", "0.018590 | \n", "3.367102 | \n", "0.052835 | \n", "6015.969035 | \n", "108.031712 | \n", "-4.252390 | \n", "0.127329 | \n", "-3.626834 | \n", "0.153373 | \n", "0.629550 | \n", "0.033601 | \n", "-5.230378 | \n", "0.099812 | \n", "
| 10 | \n", "OGLE-LMC-CEP-0169 | \n", "5.528907 | \n", "0.440518 | \n", "1.673293 | \n", "0.016346 | \n", "3.328034 | \n", "0.051738 | \n", "5707.637170 | \n", "111.208387 | \n", "-4.201153 | \n", "0.121787 | \n", "-3.473906 | \n", "0.150703 | \n", "0.723450 | \n", "0.034694 | \n", "-5.320069 | \n", "0.089202 | \n", "
| 11 | \n", "OGLE-LMC-CEP-0177 | \n", "5.548326 | \n", "0.459980 | \n", "1.600906 | \n", "0.016786 | \n", "3.215232 | \n", "0.051782 | \n", "5841.181651 | \n", "108.523398 | \n", "-3.899994 | \n", "0.122690 | \n", "-3.216864 | \n", "0.151590 | \n", "0.687223 | \n", "0.033868 | \n", "-4.966730 | \n", "0.091349 | \n", "
| 12 | \n", "OGLE-LMC-CEP-0189 | \n", "5.360901 | \n", "0.436592 | \n", "1.677614 | \n", "0.014538 | \n", "3.383387 | \n", "0.048328 | \n", "5870.029253 | \n", "108.519472 | \n", "-4.311477 | \n", "0.113080 | \n", "-3.632315 | \n", "0.141764 | \n", "0.679045 | \n", "0.033771 | \n", "-5.362733 | \n", "0.080284 | \n", "
| 13 | \n", "OGLE-LMC-CEP-0212 | \n", "5.827662 | \n", "0.388543 | \n", "1.878070 | \n", "0.012839 | \n", "3.678507 | \n", "0.058507 | \n", "5512.321224 | \n", "136.168289 | \n", "-5.110928 | \n", "0.134717 | \n", "-4.306381 | \n", "0.175297 | \n", "0.796622 | \n", "0.043224 | \n", "-6.345276 | \n", "0.080668 | \n", "
| 14 | \n", "OGLE-LMC-CEP-0250 | \n", "5.810384 | \n", "0.390116 | \n", "1.705167 | \n", "0.014125 | \n", "3.381746 | \n", "0.049315 | \n", "5676.234659 | \n", "110.116633 | \n", "-4.344498 | \n", "0.114007 | \n", "-3.614058 | \n", "0.143999 | \n", "0.729551 | \n", "0.034345 | \n", "-5.471039 | \n", "0.078992 | \n", "
| 15 | \n", "OGLE-LMC-CEP-0264 | \n", "5.340560 | \n", "0.423963 | \n", "1.564663 | \n", "0.015050 | \n", "3.136247 | \n", "0.049791 | \n", "5836.566834 | \n", "108.575913 | \n", "-3.702632 | \n", "0.116724 | \n", "-3.017599 | \n", "0.146205 | \n", "0.691011 | \n", "0.033859 | \n", "-4.779438 | \n", "0.083818 | \n", "
| 16 | \n", "OGLE-LMC-CEP-0269 | \n", "5.223341 | \n", "0.400990 | \n", "1.565511 | \n", "0.014293 | \n", "3.165140 | \n", "0.048471 | \n", "5913.272544 | \n", "108.283659 | \n", "-3.755813 | \n", "0.113094 | \n", "-3.089476 | \n", "0.142398 | \n", "0.671343 | \n", "0.033740 | \n", "-4.801272 | \n", "0.079445 | \n", "
| 17 | \n", "OGLE-LMC-CEP-0291 | \n", "5.214949 | \n", "0.442964 | \n", "1.556525 | \n", "0.016287 | \n", "3.109353 | \n", "0.052164 | \n", "5790.705025 | \n", "108.936928 | \n", "-3.643970 | \n", "0.122596 | \n", "-2.942489 | \n", "0.151575 | \n", "0.705261 | \n", "0.033957 | \n", "-4.738173 | \n", "0.089745 | \n", "
| 18 | \n", "OGLE-LMC-CEP-0306 | \n", "6.141272 | \n", "0.370203 | \n", "1.737548 | \n", "0.011800 | \n", "3.485621 | \n", "0.045800 | \n", "5818.700016 | \n", "110.334754 | \n", "-4.580542 | \n", "0.104712 | \n", "-3.888373 | \n", "0.135723 | \n", "0.692407 | \n", "0.034412 | \n", "-5.653477 | \n", "0.067836 | \n", "
| 19 | \n", "OGLE-LMC-CEP-0316 | \n", "5.399814 | \n", "0.437950 | \n", "1.557504 | \n", "0.015657 | \n", "3.109774 | \n", "0.050749 | \n", "5786.677530 | \n", "108.652587 | \n", "-3.643539 | \n", "0.119598 | \n", "-2.943436 | \n", "0.148702 | \n", "0.705220 | \n", "0.033886 | \n", "-4.737486 | \n", "0.086755 | \n", "
| 20 | \n", "OGLE-LMC-CEP-0329 | \n", "5.237083 | \n", "0.413132 | \n", "1.567480 | \n", "0.014386 | \n", "3.134955 | \n", "0.049245 | \n", "5797.709739 | \n", "108.553704 | \n", "-3.704776 | \n", "0.114282 | \n", "-3.008118 | \n", "0.143684 | \n", "0.701122 | \n", "0.033776 | \n", "-4.793327 | \n", "0.080557 | \n", "
| 21 | \n", "OGLE-LMC-CEP-0356 | \n", "6.021884 | \n", "0.372840 | \n", "1.892691 | \n", "0.012304 | \n", "3.672953 | \n", "0.055787 | \n", "5424.543155 | \n", "129.241502 | \n", "-5.087434 | \n", "0.127832 | \n", "-4.253778 | \n", "0.166450 | \n", "0.838968 | \n", "0.040944 | \n", "-6.382608 | \n", "0.077124 | \n", "
| 22 | \n", "OGLE-LMC-CEP-0377 | \n", "6.608692 | \n", "0.414287 | \n", "1.732983 | \n", "0.014289 | \n", "3.521981 | \n", "0.049051 | \n", "5953.413965 | \n", "110.958698 | \n", "-4.647231 | \n", "0.114633 | \n", "-3.996031 | \n", "0.144837 | \n", "0.648584 | \n", "0.034730 | \n", "-5.650205 | \n", "0.080014 | \n", "
| 23 | \n", "OGLE-LMC-CEP-0458 | \n", "5.281688 | \n", "0.407069 | \n", "1.562998 | \n", "0.014325 | \n", "3.119723 | \n", "0.048912 | \n", "5783.798184 | \n", "108.395195 | \n", "-3.669420 | \n", "0.113737 | \n", "-2.967387 | \n", "0.143118 | \n", "0.706554 | \n", "0.033738 | \n", "-4.766181 | \n", "0.080090 | \n", "
| 24 | \n", "OGLE-LMC-CEP-0482 | \n", "5.727776 | \n", "0.369432 | \n", "1.749335 | \n", "0.012144 | \n", "3.501535 | \n", "0.047825 | \n", "5783.424213 | \n", "114.584404 | \n", "-4.631902 | \n", "0.109061 | \n", "-3.929575 | \n", "0.141729 | \n", "0.700820 | \n", "0.036012 | \n", "-5.712972 | \n", "0.069977 | \n", "
| 25 | \n", "OGLE-LMC-CEP-0492 | \n", "5.020713 | \n", "0.401435 | \n", "1.636063 | \n", "0.013508 | \n", "3.320696 | \n", "0.047238 | \n", "5934.848049 | \n", "108.239370 | \n", "-4.143013 | \n", "0.109388 | \n", "-3.483671 | \n", "0.138702 | \n", "0.660544 | \n", "0.033665 | \n", "-5.165452 | \n", "0.075554 | \n", "
| 26 | \n", "OGLE-LMC-CEP-0505 | \n", "5.297052 | \n", "0.423142 | \n", "1.583592 | \n", "0.015286 | \n", "3.160552 | \n", "0.050114 | \n", "5777.273315 | \n", "108.396204 | \n", "-3.772481 | \n", "0.117093 | \n", "-3.066106 | \n", "0.146068 | \n", "0.709262 | \n", "0.033752 | \n", "-4.871374 | \n", "0.084179 | \n", "
| 27 | \n", "OGLE-LMC-CEP-0520 | \n", "6.116985 | \n", "0.357136 | \n", "1.793759 | \n", "0.012131 | \n", "3.572909 | \n", "0.051777 | \n", "5728.852765 | \n", "121.591288 | \n", "-4.811805 | \n", "0.118213 | \n", "-4.096073 | \n", "0.154286 | \n", "0.719826 | \n", "0.038372 | \n", "-5.930786 | \n", "0.073430 | \n", "
| 28 | \n", "OGLE-LMC-CEP-0542 | \n", "5.487110 | \n", "0.441655 | \n", "1.647855 | \n", "0.015728 | \n", "3.299480 | \n", "0.049094 | \n", "5788.135818 | \n", "108.023427 | \n", "-4.113048 | \n", "0.116194 | \n", "-3.408498 | \n", "0.144080 | \n", "0.703619 | \n", "0.033552 | \n", "-5.200917 | \n", "0.085542 | \n", "
| 29 | \n", "OGLE-LMC-CEP-0561 | \n", "5.972216 | \n", "0.374926 | \n", "1.872249 | \n", "0.012086 | \n", "3.630625 | \n", "0.067437 | \n", "5414.643974 | \n", "165.521892 | \n", "-4.988641 | \n", "0.152511 | \n", "-4.163650 | \n", "0.201596 | \n", "0.827615 | \n", "0.051492 | \n", "-6.270989 | \n", "0.083603 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 295 | \n", "OGLE-LMC-CEP-4153 | \n", "5.840818 | \n", "0.353542 | \n", "1.794408 | \n", "0.011735 | \n", "3.557715 | \n", "0.048026 | \n", "5673.105028 | \n", "114.058821 | \n", "-4.781374 | \n", "0.109741 | \n", "-4.046425 | \n", "0.142773 | \n", "0.737870 | \n", "0.035679 | \n", "-5.928041 | \n", "0.069112 | \n", "
| 296 | \n", "OGLE-LMC-CEP-4176 | \n", "5.858068 | \n", "0.352757 | \n", "1.780428 | \n", "0.011477 | \n", "3.562131 | \n", "0.046822 | \n", "5770.803045 | \n", "112.524011 | \n", "-4.787490 | \n", "0.106400 | \n", "-4.082022 | \n", "0.138313 | \n", "0.702135 | \n", "0.035280 | \n", "-5.874449 | \n", "0.066939 | \n", "
| 297 | \n", "OGLE-LMC-CEP-4194 | \n", "5.867758 | \n", "0.373700 | \n", "1.774839 | \n", "0.012186 | \n", "3.558133 | \n", "0.048747 | \n", "5809.781229 | \n", "115.554813 | \n", "-4.772283 | \n", "0.110597 | \n", "-4.075753 | \n", "0.144085 | \n", "0.694995 | \n", "0.036264 | \n", "-5.853785 | \n", "0.070912 | \n", "
| 298 | \n", "OGLE-LMC-CEP-4211 | \n", "5.988204 | \n", "0.354018 | \n", "1.788256 | \n", "0.011704 | \n", "3.568296 | \n", "0.048561 | \n", "5752.672642 | \n", "116.005497 | \n", "-4.803398 | \n", "0.110395 | \n", "-4.093041 | \n", "0.143961 | \n", "0.712956 | \n", "0.036298 | \n", "-5.910954 | \n", "0.069196 | \n", "
| 299 | \n", "OGLE-LMC-CEP-4249 | \n", "5.439077 | \n", "0.458192 | \n", "1.578760 | \n", "0.016903 | \n", "3.188277 | \n", "0.052242 | \n", "5908.389470 | \n", "108.758928 | \n", "-3.822877 | \n", "0.124137 | \n", "-3.160218 | \n", "0.153196 | \n", "0.668875 | \n", "0.033980 | \n", "-4.865996 | \n", "0.092401 | \n", "
| 300 | \n", "OGLE-LMC-CEP-4257 | \n", "5.182741 | \n", "0.431018 | \n", "1.585972 | \n", "0.015937 | \n", "3.222722 | \n", "0.050965 | \n", "5957.248740 | \n", "108.606825 | \n", "-3.893257 | \n", "0.120344 | \n", "-3.241180 | \n", "0.149290 | \n", "0.655313 | \n", "0.033925 | \n", "-4.912366 | \n", "0.087613 | \n", "
| 301 | \n", "OGLE-LMC-CEP-4274 | \n", "5.462647 | \n", "0.445767 | \n", "1.653439 | \n", "0.015338 | \n", "3.316108 | \n", "0.048316 | \n", "5807.763804 | \n", "108.420563 | \n", "-4.156299 | \n", "0.112773 | \n", "-3.459070 | \n", "0.140357 | \n", "0.696064 | \n", "0.033624 | \n", "-5.235904 | \n", "0.082794 | \n", "
| 302 | \n", "OGLE-LMC-CEP-4281 | \n", "5.340388 | \n", "0.446426 | \n", "1.658971 | \n", "0.015163 | \n", "3.332365 | \n", "0.048060 | \n", "5832.036830 | \n", "108.814164 | \n", "-4.192350 | \n", "0.112551 | \n", "-3.501848 | \n", "0.140470 | \n", "0.690884 | \n", "0.033760 | \n", "-5.264705 | \n", "0.082117 | \n", "
| 303 | \n", "OGLE-LMC-CEP-4287 | \n", "5.793736 | \n", "0.449801 | \n", "1.714802 | \n", "0.016004 | \n", "3.429586 | \n", "0.051858 | \n", "5775.387942 | \n", "110.786713 | \n", "-4.445291 | \n", "0.121385 | \n", "-3.742566 | \n", "0.151172 | \n", "0.703409 | \n", "0.034693 | \n", "-5.531175 | \n", "0.087689 | \n", "
| 304 | \n", "OGLE-LMC-CEP-4293 | \n", "5.492365 | \n", "0.449147 | \n", "1.592466 | \n", "0.016686 | \n", "3.209056 | \n", "0.051575 | \n", "5878.997746 | \n", "108.585078 | \n", "-3.877234 | \n", "0.122038 | \n", "-3.203930 | \n", "0.150807 | \n", "0.678308 | \n", "0.033884 | \n", "-4.932093 | \n", "0.090383 | \n", "
| 305 | \n", "OGLE-LMC-CEP-4316 | \n", "5.319296 | \n", "0.355738 | \n", "1.742126 | \n", "0.012140 | \n", "3.453836 | \n", "0.048886 | \n", "5681.251473 | \n", "115.139574 | \n", "-4.526689 | \n", "0.111408 | \n", "-3.800150 | \n", "0.144114 | \n", "0.728685 | \n", "0.036143 | \n", "-5.654391 | \n", "0.070567 | \n", "
| 306 | \n", "OGLE-LMC-CEP-4317 | \n", "6.067925 | \n", "0.373260 | \n", "1.844272 | \n", "0.012223 | \n", "3.671292 | \n", "0.056455 | \n", "5704.296014 | \n", "135.006430 | \n", "-5.077455 | \n", "0.130387 | \n", "-4.350499 | \n", "0.169925 | \n", "0.723217 | \n", "0.043282 | \n", "-6.206211 | \n", "0.076856 | \n", "
| 307 | \n", "OGLE-LMC-CEP-4319 | \n", "5.800130 | \n", "0.398842 | \n", "1.706651 | \n", "0.014260 | \n", "3.416578 | \n", "0.048475 | \n", "5786.500997 | \n", "111.576645 | \n", "-4.409215 | \n", "0.112284 | \n", "-3.707509 | \n", "0.142398 | \n", "0.703287 | \n", "0.034861 | \n", "-5.500201 | \n", "0.078638 | \n", "
| 308 | \n", "OGLE-LMC-CEP-4330 | \n", "5.330297 | \n", "0.396520 | \n", "1.634917 | \n", "0.013571 | \n", "3.267188 | \n", "0.046495 | \n", "5771.216637 | \n", "107.889030 | \n", "-4.036485 | \n", "0.107953 | \n", "-3.328429 | \n", "0.136795 | \n", "0.708039 | \n", "0.033490 | \n", "-5.132767 | \n", "0.075235 | \n", "
| 309 | \n", "OGLE-LMC-CEP-4396 | \n", "5.481457 | \n", "0.437013 | \n", "1.613785 | \n", "0.015762 | \n", "3.232454 | \n", "0.050284 | \n", "5805.610560 | \n", "108.370159 | \n", "-3.948748 | \n", "0.118420 | \n", "-3.250918 | \n", "0.147182 | \n", "0.699603 | \n", "0.033765 | \n", "-5.031833 | \n", "0.086105 | \n", "
| 310 | \n", "OGLE-LMC-CEP-4402 | \n", "5.875651 | \n", "0.354651 | \n", "1.788180 | \n", "0.011433 | \n", "3.571531 | \n", "0.048785 | \n", "5749.355273 | \n", "120.686002 | \n", "-4.816530 | \n", "0.109742 | \n", "-4.107320 | \n", "0.144842 | \n", "0.706930 | \n", "0.038068 | \n", "-5.911652 | \n", "0.067039 | \n", "
| 311 | \n", "OGLE-LMC-CEP-4409 | \n", "5.636537 | \n", "0.369849 | \n", "1.702387 | \n", "0.012642 | \n", "3.360739 | \n", "0.046654 | \n", "5630.602752 | \n", "108.162740 | \n", "-4.299324 | \n", "0.106931 | \n", "-3.550974 | \n", "0.136734 | \n", "0.745008 | \n", "0.033653 | \n", "-5.445785 | \n", "0.071585 | \n", "
| 312 | \n", "OGLE-LMC-CEP-4414 | \n", "5.853990 | \n", "0.400237 | \n", "1.682367 | \n", "0.013374 | \n", "3.362379 | \n", "0.046351 | \n", "5768.517908 | \n", "108.623317 | \n", "-4.277952 | \n", "0.106947 | \n", "-3.570380 | \n", "0.135905 | \n", "0.706007 | \n", "0.033722 | \n", "-5.371111 | \n", "0.074175 | \n", "
| 313 | \n", "OGLE-LMC-CEP-4440 | \n", "5.423800 | \n", "0.396749 | \n", "1.629071 | \n", "0.013535 | \n", "3.256091 | \n", "0.046498 | \n", "5769.328847 | \n", "107.860387 | \n", "-4.008001 | \n", "0.107730 | \n", "-3.296252 | \n", "0.136519 | \n", "0.710061 | \n", "0.033478 | \n", "-5.105987 | \n", "0.074993 | \n", "
| 314 | \n", "OGLE-LMC-CEP-4465 | \n", "5.335445 | \n", "0.430254 | \n", "1.567492 | \n", "0.015697 | \n", "3.135683 | \n", "0.050066 | \n", "5801.744938 | \n", "108.267175 | \n", "-3.702393 | \n", "0.117825 | \n", "-3.000760 | \n", "0.146715 | \n", "0.705030 | \n", "0.033744 | \n", "-4.795042 | \n", "0.085713 | \n", "
| 315 | \n", "OGLE-LMC-CEP-4470 | \n", "5.353141 | \n", "0.442194 | \n", "1.577129 | \n", "0.016293 | \n", "3.181481 | \n", "0.051488 | \n", "5895.259448 | \n", "108.828612 | \n", "-3.808703 | \n", "0.121953 | \n", "-3.141582 | \n", "0.151200 | \n", "0.672580 | \n", "0.033991 | \n", "-4.856896 | \n", "0.089570 | \n", "
| 316 | \n", "OGLE-LMC-CEP-4474 | \n", "5.457405 | \n", "0.456051 | \n", "1.662122 | \n", "0.015783 | \n", "3.333803 | \n", "0.049024 | \n", "5812.066895 | \n", "108.743552 | \n", "-4.200595 | \n", "0.114823 | \n", "-3.505129 | \n", "0.142242 | \n", "0.694569 | \n", "0.033736 | \n", "-5.278677 | \n", "0.085169 | \n", "
| 317 | \n", "OGLE-LMC-CEP-4475 | \n", "5.313539 | \n", "0.404938 | \n", "1.584267 | \n", "0.014311 | \n", "3.170286 | \n", "0.048585 | \n", "5801.745285 | \n", "108.321130 | \n", "-3.791293 | \n", "0.113218 | \n", "-3.091693 | \n", "0.142506 | \n", "0.702613 | \n", "0.033724 | \n", "-4.880608 | \n", "0.079589 | \n", "
| 318 | \n", "OGLE-LMC-CEP-4476 | \n", "5.390528 | \n", "0.456553 | \n", "1.654910 | \n", "0.015396 | \n", "3.340119 | \n", "0.048401 | \n", "5872.781626 | \n", "108.754571 | \n", "-4.202901 | \n", "0.113889 | \n", "-3.523501 | \n", "0.141532 | \n", "0.677572 | \n", "0.033775 | \n", "-5.254489 | \n", "0.083236 | \n", "
| 319 | \n", "OGLE-LMC-CEP-4484 | \n", "5.213186 | \n", "0.430378 | \n", "1.647035 | \n", "0.015256 | \n", "3.274910 | \n", "0.049997 | \n", "5710.702515 | \n", "108.826781 | \n", "-4.067261 | \n", "0.116416 | \n", "-3.341477 | \n", "0.145289 | \n", "0.723262 | \n", "0.033844 | \n", "-5.184288 | \n", "0.083809 | \n", "
| 320 | \n", "OGLE-LMC-CEP-4504 | \n", "5.313000 | \n", "0.414688 | \n", "1.594631 | \n", "0.014793 | \n", "3.208892 | \n", "0.048698 | \n", "5852.826370 | \n", "108.104109 | \n", "-3.878441 | \n", "0.113918 | \n", "-3.192993 | \n", "0.142975 | \n", "0.687920 | \n", "0.033657 | \n", "-4.944660 | \n", "0.081253 | \n", "
| 321 | \n", "OGLE-LMC-CEP-4512 | \n", "6.109729 | \n", "0.361390 | \n", "1.793811 | \n", "0.013051 | \n", "3.569567 | \n", "0.058209 | \n", "5719.497818 | \n", "133.394190 | \n", "-4.809538 | \n", "0.133576 | \n", "-4.090534 | \n", "0.174047 | \n", "0.722550 | \n", "0.042394 | \n", "-5.929879 | \n", "0.081163 | \n", "
| 322 | \n", "OGLE-LMC-CEP-4524 | \n", "5.377051 | \n", "0.419763 | \n", "1.603084 | \n", "0.015022 | \n", "3.203401 | \n", "0.049523 | \n", "5779.593970 | \n", "108.407770 | \n", "-3.877106 | \n", "0.116135 | \n", "-3.170269 | \n", "0.145171 | \n", "0.708462 | \n", "0.033767 | \n", "-4.972559 | \n", "0.082994 | \n", "
| 323 | \n", "OGLE-LMC-CEP-4544 | \n", "4.861819 | \n", "0.355307 | \n", "1.752786 | \n", "0.011574 | \n", "3.439831 | \n", "0.046230 | \n", "5574.115821 | \n", "113.031667 | \n", "-4.508021 | \n", "0.104629 | \n", "-3.746073 | \n", "0.136494 | \n", "0.761896 | \n", "0.035316 | \n", "-5.689614 | \n", "0.066140 | \n", "
| 324 | \n", "OGLE-LMC-CEP-4600 | \n", "6.015916 | \n", "0.494931 | \n", "1.887622 | \n", "0.016501 | \n", "3.646813 | \n", "0.088076 | \n", "5364.440289 | \n", "201.291367 | \n", "-5.039300 | \n", "0.203981 | \n", "-4.179848 | \n", "0.268950 | \n", "0.852019 | \n", "0.065033 | \n", "-6.357413 | \n", "0.114394 | \n", "
325 rows × 17 columns
\n", "