Pruebasexoplanetas.ipynb

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  "metadata": {
    "colab": {
      "name": "Pruebas",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/astrodatos/proyecto_ps2/blob/master/Pruebasexoplanetas.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZYGHpzVG_hep",
        "colab_type": "code",
        "outputId": "b5baa06a-b8ff-4b77-90ff-4e57b0f50e64",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 534
        }
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import sklearn as sk\n",
        "import pandas as pd\n",
        "!pip install astroquery\n",
        "from astroquery.gaia import Gaia\n",
        "data = Gaia.launch_job(\"\"\"SELECT TOP 2000 gaia_source.source_id,gaia_source.ra,gaia_source.ra_error,gaia_source.dec,gaia_source.dec_error,gaia_source.phot_g_mean_mag,gaia_source.bp_rp,gaia_source.g_rp,gaia_source.phot_variable_flag,gaia_source.teff_val,gaia_source.a_g_val,gaia_source.radius_val,gaia_source.lum_val\n",
        "FROM gaiadr2.gaia_source\"\"\")"
      ],
      "execution_count": 140,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: astroquery in /usr/local/lib/python3.6/dist-packages (0.3.9)\n",
            "Requirement already satisfied: requests>=2.4.3 in /usr/local/lib/python3.6/dist-packages (from astroquery) (2.21.0)\n",
            "Requirement already satisfied: html5lib>=0.999 in /usr/local/lib/python3.6/dist-packages (from astroquery) (1.0.1)\n",
            "Requirement already satisfied: keyring>=4.0 in /usr/local/lib/python3.6/dist-packages (from astroquery) (19.0.2)\n",
            "Requirement already satisfied: beautifulsoup4>=4.3.2 in /usr/local/lib/python3.6/dist-packages (from astroquery) (4.6.3)\n",
            "Requirement already satisfied: astropy>=1.0 in /usr/local/lib/python3.6/dist-packages (from astroquery) (3.0.5)\n",
            "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.4.3->astroquery) (3.0.4)\n",
            "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.4.3->astroquery) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.4.3->astroquery) (2019.3.9)\n",
            "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.4.3->astroquery) (2.8)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.6/dist-packages (from html5lib>=0.999->astroquery) (0.5.1)\n",
            "Requirement already satisfied: six>=1.9 in /usr/local/lib/python3.6/dist-packages (from html5lib>=0.999->astroquery) (1.12.0)\n",
            "Requirement already satisfied: entrypoints in /usr/local/lib/python3.6/dist-packages (from keyring>=4.0->astroquery) (0.3)\n",
            "Requirement already satisfied: secretstorage; sys_platform == \"linux\" in /usr/local/lib/python3.6/dist-packages (from keyring>=4.0->astroquery) (3.1.1)\n",
            "Requirement already satisfied: numpy>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from astropy>=1.0->astroquery) (1.16.4)\n",
            "Requirement already satisfied: cryptography in /usr/local/lib/python3.6/dist-packages (from secretstorage; sys_platform == \"linux\"->keyring>=4.0->astroquery) (2.7)\n",
            "Requirement already satisfied: jeepney in /usr/local/lib/python3.6/dist-packages (from secretstorage; sys_platform == \"linux\"->keyring>=4.0->astroquery) (0.4)\n",
            "Requirement already satisfied: cffi!=1.11.3,>=1.8 in /usr/local/lib/python3.6/dist-packages (from cryptography->secretstorage; sys_platform == \"linux\"->keyring>=4.0->astroquery) (1.12.3)\n",
            "Requirement already satisfied: asn1crypto>=0.21.0 in /usr/local/lib/python3.6/dist-packages (from cryptography->secretstorage; sys_platform == \"linux\"->keyring>=4.0->astroquery) (0.24.0)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi!=1.11.3,>=1.8->cryptography->secretstorage; sys_platform == \"linux\"->keyring>=4.0->astroquery) (2.19)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "WARNING: W35: None:5:0: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
            "WARNING: W35: None:7:0: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
            "WARNING: W35: None:8:0: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
            "WARNING: W35: None:9:0: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
            "WARNING: W35: None:11:0: W35: 'value' attribute required for INFO elements [astropy.io.votable.tree]\n",
            "WARNING: W27: None:12:0: W27: COOSYS deprecated in VOTable 1.2 [astropy.io.votable.tree]\n",
            "WARNING: W06: None:33:0: W06: Invalid UCD 'phot.color': Unknown word 'phot.color' [astropy.io.votable.tree]\n",
            "WARNING: W06: None:36:0: W06: Invalid UCD 'phot.color': Unknown word 'phot.color' [astropy.io.votable.tree]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ix0j_vnVO1on",
        "colab_type": "code",
        "outputId": "94cfbf50-6cc0-442c-8e74-ddc02e88b0ed",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 3226
        }
      },
      "source": [
        "planetas=pd.read_csv(\"https://github.com/astrodatos/proyecto_ps2/raw/master/planets_2019.06.05_08.19.19.csv\")\n",
        "column_dict = {\n",
        "'fpl_hostname':'Host Name', \n",
        "'fpl_letter':'Planet Letter', \n",
        "'fpl_name':'Planet Name', \n",
        "'fpl_controvflag':'Controversial Flag'\n",
        "}\n",
        "planetas.rename(columns=column_dict, inplace=True)\n",
        "planetas\n"
      ],
      "execution_count": 141,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>st_tefferr2</th>\n",
              "      <th>st_tefflim</th>\n",
              "      <th>st_rad</th>\n",
              "      <th>st_raderr1</th>\n",
              "      <th>st_raderr2</th>\n",
              "      <th>st_radlim</th>\n",
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              "      <td>1</td>\n",
              "      <td>11 Com</td>\n",
              "      <td>b</td>\n",
              "      <td>11 Com b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>326.030000</td>\n",
              "      <td>0.320000</td>\n",
              "      <td>-0.320000</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>19.40000</td>\n",
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              "      <td>12h20m43.03s</td>\n",
              "      <td>185.179276</td>\n",
              "      <td>+17d47m34.3s</td>\n",
              "      <td>17.792868</td>\n",
              "      <td>93.37</td>\n",
              "      <td>1.92</td>\n",
              "      <td>-1.92</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.372</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>19.00</td>\n",
              "      <td>2.00</td>\n",
              "      <td>-2.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Xinglong Station</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>11 UMi</td>\n",
              "      <td>b</td>\n",
              "      <td>11 UMi b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>516.219970</td>\n",
              "      <td>3.200000</td>\n",
              "      <td>-3.200000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.530000</td>\n",
              "      <td>0.070000</td>\n",
              "      <td>-0.070000</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15h17m05.89s</td>\n",
              "      <td>229.274536</td>\n",
              "      <td>+71d49m26.0s</td>\n",
              "      <td>71.823898</td>\n",
              "      <td>125.72</td>\n",
              "      <td>1.97</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>4.500</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4213.0</td>\n",
              "      <td>46.0</td>\n",
              "      <td>-46.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>29.79</td>\n",
              "      <td>2.84</td>\n",
              "      <td>-2.84</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Thueringer Landessternwarte Tautenburg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>14 And</td>\n",
              "      <td>b</td>\n",
              "      <td>14 And b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>185.840000</td>\n",
              "      <td>0.230000</td>\n",
              "      <td>-0.230000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.830000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.80000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23h31m17.42s</td>\n",
              "      <td>352.822571</td>\n",
              "      <td>+39d14m10.3s</td>\n",
              "      <td>39.236198</td>\n",
              "      <td>75.59</td>\n",
              "      <td>0.71</td>\n",
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              "      <td>0.0</td>\n",
              "      <td>4.872</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4813.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>-20.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.00</td>\n",
              "      <td>1.00</td>\n",
              "      <td>-1.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>14 Her</td>\n",
              "      <td>b</td>\n",
              "      <td>14 Her b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>1773.400020</td>\n",
              "      <td>2.500000</td>\n",
              "      <td>-2.500000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>0.080000</td>\n",
              "      <td>-0.080000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.3700</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.66000</td>\n",
              "      <td>0.15000</td>\n",
              "      <td>-0.15000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16h10m24.31s</td>\n",
              "      <td>242.601303</td>\n",
              "      <td>+43d49m03.5s</td>\n",
              "      <td>43.817646</td>\n",
              "      <td>17.94</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.379</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5338.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>-25.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.93</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>W. M. Keck Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>16 Cyg B</td>\n",
              "      <td>b</td>\n",
              "      <td>16 Cyg B b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>798.500000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-1.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.660000</td>\n",
              "      <td>0.030000</td>\n",
              "      <td>-0.030000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.6800</td>\n",
              "      <td>0.0200</td>\n",
              "      <td>-0.0200</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.78000</td>\n",
              "      <td>0.08000</td>\n",
              "      <td>-0.08000</td>\n",
              "      <td>0.0</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>19h41m51.97s</td>\n",
              "      <td>295.466553</td>\n",
              "      <td>+50d31m03.1s</td>\n",
              "      <td>50.517525</td>\n",
              "      <td>21.41</td>\n",
              "      <td>0.23</td>\n",
              "      <td>-0.23</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.057</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5750.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>-8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.13</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>6</td>\n",
              "      <td>18 Del</td>\n",
              "      <td>b</td>\n",
              "      <td>18 Del b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>993.300000</td>\n",
              "      <td>3.200000</td>\n",
              "      <td>-3.200000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.600000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0800</td>\n",
              "      <td>0.0100</td>\n",
              "      <td>-0.0100</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10.30000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>20h58m25.94s</td>\n",
              "      <td>314.608063</td>\n",
              "      <td>+10d50m21.4s</td>\n",
              "      <td>10.839286</td>\n",
              "      <td>76.38</td>\n",
              "      <td>0.62</td>\n",
              "      <td>-0.62</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.244</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4979.0</td>\n",
              "      <td>18.0</td>\n",
              "      <td>-18.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.50</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>7</td>\n",
              "      <td>1RXS J160929.1-210524</td>\n",
              "      <td>b</td>\n",
              "      <td>1RXS J160929.1-210524 b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>330.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8.00000</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>-1.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>16h09m30.30s</td>\n",
              "      <td>242.376268</td>\n",
              "      <td>-21d04m58.9s</td>\n",
              "      <td>-21.083036</td>\n",
              "      <td>145.00</td>\n",
              "      <td>14.00</td>\n",
              "      <td>-14.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.057</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4060.0</td>\n",
              "      <td>300.0</td>\n",
              "      <td>-200.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Gemini Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>8</td>\n",
              "      <td>24 Boo</td>\n",
              "      <td>b</td>\n",
              "      <td>24 Boo b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>30.350600</td>\n",
              "      <td>0.007800</td>\n",
              "      <td>-0.007700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.190000</td>\n",
              "      <td>0.012000</td>\n",
              "      <td>-0.009000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0420</td>\n",
              "      <td>0.0480</td>\n",
              "      <td>-0.0290</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.91000</td>\n",
              "      <td>0.13000</td>\n",
              "      <td>-0.10000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14h28m37.81s</td>\n",
              "      <td>217.157547</td>\n",
              "      <td>+49d50m41.5s</td>\n",
              "      <td>49.844852</td>\n",
              "      <td>96.25</td>\n",
              "      <td>0.64</td>\n",
              "      <td>-0.64</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.305</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4893.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>-15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.64</td>\n",
              "      <td>0.84</td>\n",
              "      <td>-0.59</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>9</td>\n",
              "      <td>24 Sex</td>\n",
              "      <td>b</td>\n",
              "      <td>24 Sex b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>452.800000</td>\n",
              "      <td>2.100000</td>\n",
              "      <td>-4.500000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.333000</td>\n",
              "      <td>0.004000</td>\n",
              "      <td>-0.009000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0900</td>\n",
              "      <td>0.1400</td>\n",
              "      <td>-0.0600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.99000</td>\n",
              "      <td>0.26000</td>\n",
              "      <td>-0.38000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10h23m28.37s</td>\n",
              "      <td>155.868210</td>\n",
              "      <td>-00d54m08.1s</td>\n",
              "      <td>-0.902244</td>\n",
              "      <td>72.21</td>\n",
              "      <td>0.68</td>\n",
              "      <td>-0.68</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.198</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5098.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>-44.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.90</td>\n",
              "      <td>0.08</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>10</td>\n",
              "      <td>24 Sex</td>\n",
              "      <td>c</td>\n",
              "      <td>24 Sex c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>883.000000</td>\n",
              "      <td>32.400000</td>\n",
              "      <td>-13.800000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.080000</td>\n",
              "      <td>0.050000</td>\n",
              "      <td>-0.020000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2900</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>-0.0900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.86000</td>\n",
              "      <td>0.35000</td>\n",
              "      <td>-0.22000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10h23m28.37s</td>\n",
              "      <td>155.868210</td>\n",
              "      <td>-00d54m08.1s</td>\n",
              "      <td>-0.902244</td>\n",
              "      <td>72.21</td>\n",
              "      <td>0.68</td>\n",
              "      <td>-0.68</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.198</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5098.0</td>\n",
              "      <td>44.0</td>\n",
              "      <td>-44.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.90</td>\n",
              "      <td>0.08</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>11</td>\n",
              "      <td>2MASS J01225093-2439505</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J01225093-2439505 b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>52.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>-6.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>24.50000</td>\n",
              "      <td>2.50000</td>\n",
              "      <td>-2.50000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>01h22m50.94s</td>\n",
              "      <td>20.712243</td>\n",
              "      <td>-24d39m50.6s</td>\n",
              "      <td>-24.664049</td>\n",
              "      <td>36.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>-4.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.903</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3530.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>-50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>W. M. Keck Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>12</td>\n",
              "      <td>2MASS J02192210-3925225</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J02192210-3925225 b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>156.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13.90000</td>\n",
              "      <td>1.10000</td>\n",
              "      <td>-1.10000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.440</td>\n",
              "      <td>0.030</td>\n",
              "      <td>-0.030</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>02h19m22.11s</td>\n",
              "      <td>34.842106</td>\n",
              "      <td>-39d25m22.5s</td>\n",
              "      <td>-39.422928</td>\n",
              "      <td>39.40</td>\n",
              "      <td>2.60</td>\n",
              "      <td>-2.60</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.012</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3064.0</td>\n",
              "      <td>76.0</td>\n",
              "      <td>-76.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.28</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Cerro Tololo Inter-American Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>13</td>\n",
              "      <td>2MASS J04414489+2301513</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J04414489+2301513 b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15.000000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7.50000</td>\n",
              "      <td>2.50000</td>\n",
              "      <td>-2.50000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>04h41m44.90s</td>\n",
              "      <td>70.437073</td>\n",
              "      <td>+23d01m51.4s</td>\n",
              "      <td>23.030941</td>\n",
              "      <td>140.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18.967</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Hubble Space Telescope</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>14</td>\n",
              "      <td>2MASS J12073346-3932539</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J12073346-3932539 b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>46.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>-5.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.00000</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>-1.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>12h07m33.47s</td>\n",
              "      <td>181.889447</td>\n",
              "      <td>-39d32m54.0s</td>\n",
              "      <td>-39.548332</td>\n",
              "      <td>52.40</td>\n",
              "      <td>1.10</td>\n",
              "      <td>-1.10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.408</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Paranal Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>15</td>\n",
              "      <td>2MASS J19383260+4603591</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J19383260+4603591 b</td>\n",
              "      <td>Eclipse Timing Variations</td>\n",
              "      <td>416.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>-2.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.920000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>-0.020000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.90000</td>\n",
              "      <td>0.10000</td>\n",
              "      <td>-0.10000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19h38m32.61s</td>\n",
              "      <td>294.635865</td>\n",
              "      <td>+46d03m59.1s</td>\n",
              "      <td>46.066418</td>\n",
              "      <td>396.36</td>\n",
              "      <td>6.38</td>\n",
              "      <td>-6.20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.138</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Kepler</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>16</td>\n",
              "      <td>2MASS J21402931+1625183 A</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J21402931+1625183 A b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>7336.500000</td>\n",
              "      <td>1934.500000</td>\n",
              "      <td>-584.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.2600</td>\n",
              "      <td>0.0600</td>\n",
              "      <td>-0.0600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>46.200</td>\n",
              "      <td>2.500</td>\n",
              "      <td>-8.700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>20.95000</td>\n",
              "      <td>83.79000</td>\n",
              "      <td>-20.95000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.920</td>\n",
              "      <td>0.390</td>\n",
              "      <td>-0.360</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>21h40m29.32s</td>\n",
              "      <td>325.122159</td>\n",
              "      <td>+16d25m18.3s</td>\n",
              "      <td>16.421759</td>\n",
              "      <td>25.00</td>\n",
              "      <td>10.00</td>\n",
              "      <td>-10.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>17.396</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2300.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>-80.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.12</td>\n",
              "      <td>0.05</td>\n",
              "      <td>-0.04</td>\n",
              "      <td>0.0</td>\n",
              "      <td>W. M. Keck Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>17</td>\n",
              "      <td>2MASS J22362452+4751425</td>\n",
              "      <td>b</td>\n",
              "      <td>2MASS J22362452+4751425 b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>230.000000</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>-20.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>12.50000</td>\n",
              "      <td>1.50000</td>\n",
              "      <td>-1.50000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22h36m24.53s</td>\n",
              "      <td>339.102203</td>\n",
              "      <td>+47d51m42.6s</td>\n",
              "      <td>47.861820</td>\n",
              "      <td>74.00</td>\n",
              "      <td>10.00</td>\n",
              "      <td>-10.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.948</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4045.0</td>\n",
              "      <td>35.0</td>\n",
              "      <td>-35.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>W. M. Keck Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>18</td>\n",
              "      <td>30 Ari B</td>\n",
              "      <td>b</td>\n",
              "      <td>30 Ari B b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>335.100010</td>\n",
              "      <td>2.500000</td>\n",
              "      <td>-2.500000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.990000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>-0.020000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2900</td>\n",
              "      <td>0.0900</td>\n",
              "      <td>-0.0900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.82000</td>\n",
              "      <td>1.80000</td>\n",
              "      <td>-1.80000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>02h36m57.74s</td>\n",
              "      <td>39.240585</td>\n",
              "      <td>+24d38m53.0s</td>\n",
              "      <td>24.648064</td>\n",
              "      <td>44.71</td>\n",
              "      <td>0.10</td>\n",
              "      <td>-0.10</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.961</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6331.0</td>\n",
              "      <td>61.0</td>\n",
              "      <td>-61.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.41</td>\n",
              "      <td>0.05</td>\n",
              "      <td>-0.05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Thueringer Landessternwarte Tautenburg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>19</td>\n",
              "      <td>4 UMa</td>\n",
              "      <td>b</td>\n",
              "      <td>4 UMa b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>269.300000</td>\n",
              "      <td>1.960000</td>\n",
              "      <td>-1.960000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.870000</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>-0.040000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.4320</td>\n",
              "      <td>0.0240</td>\n",
              "      <td>-0.0240</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>7.10000</td>\n",
              "      <td>1.60000</td>\n",
              "      <td>-1.60000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>08h40m12.82s</td>\n",
              "      <td>130.053406</td>\n",
              "      <td>+64d19m40.6s</td>\n",
              "      <td>64.327934</td>\n",
              "      <td>73.58</td>\n",
              "      <td>1.18</td>\n",
              "      <td>-1.18</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.160</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4415.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>-70.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>18.11</td>\n",
              "      <td>1.47</td>\n",
              "      <td>-1.47</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Thueringer Landessternwarte Tautenburg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>20</td>\n",
              "      <td>42 Dra</td>\n",
              "      <td>b</td>\n",
              "      <td>42 Dra b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>479.100000</td>\n",
              "      <td>6.200000</td>\n",
              "      <td>-6.200000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.190000</td>\n",
              "      <td>0.010000</td>\n",
              "      <td>-0.010000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.3800</td>\n",
              "      <td>0.0600</td>\n",
              "      <td>-0.0600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.88000</td>\n",
              "      <td>0.85000</td>\n",
              "      <td>-0.85000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>18h25m59.14s</td>\n",
              "      <td>276.496399</td>\n",
              "      <td>+65d33m48.5s</td>\n",
              "      <td>65.563484</td>\n",
              "      <td>90.86</td>\n",
              "      <td>1.32</td>\n",
              "      <td>-1.32</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.364</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4200.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>-70.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>22.03</td>\n",
              "      <td>1.00</td>\n",
              "      <td>-1.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Thueringer Landessternwarte Tautenburg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>21</td>\n",
              "      <td>47 UMa</td>\n",
              "      <td>b</td>\n",
              "      <td>47 UMa b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>1078.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>-2.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.100000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>-0.020000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0320</td>\n",
              "      <td>0.0140</td>\n",
              "      <td>-0.0140</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.53000</td>\n",
              "      <td>0.07000</td>\n",
              "      <td>-0.06000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10h59m27.97s</td>\n",
              "      <td>164.866562</td>\n",
              "      <td>+40d25m48.9s</td>\n",
              "      <td>40.430256</td>\n",
              "      <td>13.80</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.831</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5892.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>-70.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.23</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>22</td>\n",
              "      <td>47 UMa</td>\n",
              "      <td>c</td>\n",
              "      <td>47 UMa c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>2391.000000</td>\n",
              "      <td>100.000000</td>\n",
              "      <td>-87.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>0.100000</td>\n",
              "      <td>-0.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>0.0470</td>\n",
              "      <td>-0.0960</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.54000</td>\n",
              "      <td>0.06600</td>\n",
              "      <td>-0.07300</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10h59m27.97s</td>\n",
              "      <td>164.866562</td>\n",
              "      <td>+40d25m48.9s</td>\n",
              "      <td>40.430256</td>\n",
              "      <td>13.80</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.831</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5892.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>-70.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.23</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>23</td>\n",
              "      <td>47 UMa</td>\n",
              "      <td>d</td>\n",
              "      <td>47 UMa d</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>14002.000000</td>\n",
              "      <td>4018.000000</td>\n",
              "      <td>-5095.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.600000</td>\n",
              "      <td>2.100000</td>\n",
              "      <td>-2.900000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>0.0900</td>\n",
              "      <td>-0.1600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.64000</td>\n",
              "      <td>0.29000</td>\n",
              "      <td>-0.48000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>10h59m27.97s</td>\n",
              "      <td>164.866562</td>\n",
              "      <td>+40d25m48.9s</td>\n",
              "      <td>40.430256</td>\n",
              "      <td>13.80</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.831</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5892.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>-70.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.23</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>24</td>\n",
              "      <td>51 Eri</td>\n",
              "      <td>b</td>\n",
              "      <td>51 Eri b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.200000</td>\n",
              "      <td>0.200000</td>\n",
              "      <td>-0.200000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.00000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>04h37m36.13s</td>\n",
              "      <td>69.400551</td>\n",
              "      <td>-02d28m24.8s</td>\n",
              "      <td>-2.473548</td>\n",
              "      <td>29.40</td>\n",
              "      <td>0.30</td>\n",
              "      <td>-0.30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.122</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Gemini Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>25</td>\n",
              "      <td>51 Peg</td>\n",
              "      <td>b</td>\n",
              "      <td>51 Peg b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>4.230785</td>\n",
              "      <td>0.000036</td>\n",
              "      <td>-0.000036</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.052700</td>\n",
              "      <td>0.003000</td>\n",
              "      <td>-0.003000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0130</td>\n",
              "      <td>0.0120</td>\n",
              "      <td>-0.0120</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.47200</td>\n",
              "      <td>0.03900</td>\n",
              "      <td>-0.03900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>22h57m27.98s</td>\n",
              "      <td>344.366577</td>\n",
              "      <td>+20d46m07.8s</td>\n",
              "      <td>20.768833</td>\n",
              "      <td>15.47</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.256</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5793.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>-70.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.20</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Haute-Provence Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>26</td>\n",
              "      <td>55 Cnc</td>\n",
              "      <td>b</td>\n",
              "      <td>55 Cnc b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>14.651520</td>\n",
              "      <td>0.000150</td>\n",
              "      <td>-0.000150</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.115227</td>\n",
              "      <td>0.000001</td>\n",
              "      <td>-0.000001</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0034</td>\n",
              "      <td>0.0032</td>\n",
              "      <td>-0.0032</td>\n",
              "      <td>0.0</td>\n",
              "      <td>90.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.83060</td>\n",
              "      <td>0.00330</td>\n",
              "      <td>-0.00330</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>08h52m35.81s</td>\n",
              "      <td>133.149216</td>\n",
              "      <td>+28d19m50.9s</td>\n",
              "      <td>28.330818</td>\n",
              "      <td>12.59</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.714</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5196.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>-24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>27</td>\n",
              "      <td>55 Cnc</td>\n",
              "      <td>c</td>\n",
              "      <td>55 Cnc c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>44.417500</td>\n",
              "      <td>0.007300</td>\n",
              "      <td>-0.007300</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.241376</td>\n",
              "      <td>0.000026</td>\n",
              "      <td>-0.000026</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0200</td>\n",
              "      <td>0.0310</td>\n",
              "      <td>-0.0310</td>\n",
              "      <td>0.0</td>\n",
              "      <td>90.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.17140</td>\n",
              "      <td>0.00550</td>\n",
              "      <td>-0.00550</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>08h52m35.81s</td>\n",
              "      <td>133.149216</td>\n",
              "      <td>+28d19m50.9s</td>\n",
              "      <td>28.330818</td>\n",
              "      <td>12.59</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.714</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5196.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>-24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>McDonald Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>28</td>\n",
              "      <td>55 Cnc</td>\n",
              "      <td>d</td>\n",
              "      <td>55 Cnc d</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>4825.000000</td>\n",
              "      <td>39.000000</td>\n",
              "      <td>-39.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.503000</td>\n",
              "      <td>0.030000</td>\n",
              "      <td>-0.030000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0190</td>\n",
              "      <td>0.0130</td>\n",
              "      <td>-0.0130</td>\n",
              "      <td>0.0</td>\n",
              "      <td>90.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.87800</td>\n",
              "      <td>0.06800</td>\n",
              "      <td>-0.06800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>08h52m35.81s</td>\n",
              "      <td>133.149216</td>\n",
              "      <td>+28d19m50.9s</td>\n",
              "      <td>28.330818</td>\n",
              "      <td>12.59</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.714</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5196.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>-24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>29</td>\n",
              "      <td>55 Cnc</td>\n",
              "      <td>e</td>\n",
              "      <td>55 Cnc e</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>0.736539</td>\n",
              "      <td>0.000007</td>\n",
              "      <td>-0.000007</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.015440</td>\n",
              "      <td>0.000090</td>\n",
              "      <td>-0.000090</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>83.300</td>\n",
              "      <td>0.900</td>\n",
              "      <td>-0.800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.02542</td>\n",
              "      <td>0.00098</td>\n",
              "      <td>-0.00098</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.170</td>\n",
              "      <td>0.007</td>\n",
              "      <td>-0.007</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.40</td>\n",
              "      <td>0.80</td>\n",
              "      <td>-0.70</td>\n",
              "      <td>0.0</td>\n",
              "      <td>08h52m35.81s</td>\n",
              "      <td>133.149216</td>\n",
              "      <td>+28d19m50.9s</td>\n",
              "      <td>28.330818</td>\n",
              "      <td>12.59</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.714</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5196.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>-24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>McDonald Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>30</td>\n",
              "      <td>55 Cnc</td>\n",
              "      <td>f</td>\n",
              "      <td>55 Cnc f</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>262.000000</td>\n",
              "      <td>0.510000</td>\n",
              "      <td>-0.510000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.788000</td>\n",
              "      <td>0.001000</td>\n",
              "      <td>-0.001000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.3050</td>\n",
              "      <td>0.0750</td>\n",
              "      <td>-0.0750</td>\n",
              "      <td>0.0</td>\n",
              "      <td>90.000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.14100</td>\n",
              "      <td>0.01200</td>\n",
              "      <td>-0.01200</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>08h52m35.81s</td>\n",
              "      <td>133.149216</td>\n",
              "      <td>+28d19m50.9s</td>\n",
              "      <td>28.330818</td>\n",
              "      <td>12.59</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.714</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5196.0</td>\n",
              "      <td>24.0</td>\n",
              "      <td>-24.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.94</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3942</th>\n",
              "      <td>3943</td>\n",
              "      <td>eps CrB</td>\n",
              "      <td>b</td>\n",
              "      <td>eps CrB b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>417.900000</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>-0.500000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.300000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1100</td>\n",
              "      <td>0.0300</td>\n",
              "      <td>-0.0300</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.70000</td>\n",
              "      <td>0.30000</td>\n",
              "      <td>-0.30000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15h57m35.25s</td>\n",
              "      <td>239.396881</td>\n",
              "      <td>+26d52m40.4s</td>\n",
              "      <td>26.877880</td>\n",
              "      <td>69.98</td>\n",
              "      <td>1.05</td>\n",
              "      <td>-1.05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.660</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4406.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>-15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>21.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Bohyunsan Optical Astronomical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3943</th>\n",
              "      <td>3944</td>\n",
              "      <td>eps Eri</td>\n",
              "      <td>b</td>\n",
              "      <td>eps Eri b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>2502.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>-10.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.390000</td>\n",
              "      <td>0.360000</td>\n",
              "      <td>-0.360000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7020</td>\n",
              "      <td>0.0390</td>\n",
              "      <td>-0.0390</td>\n",
              "      <td>0.0</td>\n",
              "      <td>30.100</td>\n",
              "      <td>3.800</td>\n",
              "      <td>-3.800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.55000</td>\n",
              "      <td>0.24000</td>\n",
              "      <td>-0.24000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>03h32m55.84s</td>\n",
              "      <td>53.232685</td>\n",
              "      <td>-09d27m29.7s</td>\n",
              "      <td>-9.458262</td>\n",
              "      <td>3.21</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.00</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.369</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3944</th>\n",
              "      <td>3945</td>\n",
              "      <td>eps Tau</td>\n",
              "      <td>b</td>\n",
              "      <td>eps Tau b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>594.900000</td>\n",
              "      <td>5.300000</td>\n",
              "      <td>-5.300000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.930000</td>\n",
              "      <td>0.030000</td>\n",
              "      <td>-0.030000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1510</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>-0.0230</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.60000</td>\n",
              "      <td>0.20000</td>\n",
              "      <td>-0.20000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>04h28m37.00s</td>\n",
              "      <td>67.154167</td>\n",
              "      <td>+19d10m49.6s</td>\n",
              "      <td>19.180431</td>\n",
              "      <td>49.23</td>\n",
              "      <td>1.03</td>\n",
              "      <td>-1.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.159</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4901.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.70</td>\n",
              "      <td>0.60</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3945</th>\n",
              "      <td>3946</td>\n",
              "      <td>gam 1 Leo</td>\n",
              "      <td>b</td>\n",
              "      <td>gam 1 Leo b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>428.500000</td>\n",
              "      <td>1.250000</td>\n",
              "      <td>-1.250000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.190000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>-0.020000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1440</td>\n",
              "      <td>0.0460</td>\n",
              "      <td>-0.0460</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.78000</td>\n",
              "      <td>1.00000</td>\n",
              "      <td>-1.00000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10h19m58.36s</td>\n",
              "      <td>154.993149</td>\n",
              "      <td>+19d50m29.4s</td>\n",
              "      <td>19.841488</td>\n",
              "      <td>38.52</td>\n",
              "      <td>1.19</td>\n",
              "      <td>-1.27</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4330.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>31.88</td>\n",
              "      <td>1.61</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Bohyunsan Optical Astronomical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3946</th>\n",
              "      <td>3947</td>\n",
              "      <td>gam Cep</td>\n",
              "      <td>b</td>\n",
              "      <td>gam Cep b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>903.300000</td>\n",
              "      <td>1.500000</td>\n",
              "      <td>-1.500000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.050000</td>\n",
              "      <td>0.060000</td>\n",
              "      <td>-0.060000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0490</td>\n",
              "      <td>0.0340</td>\n",
              "      <td>-0.0340</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.85000</td>\n",
              "      <td>0.16000</td>\n",
              "      <td>-0.16000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23h39m20.85s</td>\n",
              "      <td>354.836884</td>\n",
              "      <td>+77d37m56.2s</td>\n",
              "      <td>77.632278</td>\n",
              "      <td>13.54</td>\n",
              "      <td>0.07</td>\n",
              "      <td>-0.07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.804</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.90</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3947</th>\n",
              "      <td>3948</td>\n",
              "      <td>gam Lib</td>\n",
              "      <td>b</td>\n",
              "      <td>gam Lib b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>415.200000</td>\n",
              "      <td>1.800000</td>\n",
              "      <td>-1.900000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.240000</td>\n",
              "      <td>0.100000</td>\n",
              "      <td>-0.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2100</td>\n",
              "      <td>0.1000</td>\n",
              "      <td>-0.1000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.02000</td>\n",
              "      <td>0.14000</td>\n",
              "      <td>-0.14000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15h35m31.58s</td>\n",
              "      <td>233.881577</td>\n",
              "      <td>-14d47m22.3s</td>\n",
              "      <td>-14.789536</td>\n",
              "      <td>47.43</td>\n",
              "      <td>0.90</td>\n",
              "      <td>-0.90</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.547</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4822.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>-15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.10</td>\n",
              "      <td>1.10</td>\n",
              "      <td>-0.30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3948</th>\n",
              "      <td>3949</td>\n",
              "      <td>gam Lib</td>\n",
              "      <td>c</td>\n",
              "      <td>gam Lib c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>964.600000</td>\n",
              "      <td>3.100000</td>\n",
              "      <td>-3.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.170000</td>\n",
              "      <td>0.100000</td>\n",
              "      <td>-0.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0570</td>\n",
              "      <td>0.0340</td>\n",
              "      <td>-0.0320</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.58000</td>\n",
              "      <td>0.45000</td>\n",
              "      <td>-0.43000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15h35m31.58s</td>\n",
              "      <td>233.881577</td>\n",
              "      <td>-14d47m22.3s</td>\n",
              "      <td>-14.789536</td>\n",
              "      <td>47.43</td>\n",
              "      <td>0.90</td>\n",
              "      <td>-0.90</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.547</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4822.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>-15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.10</td>\n",
              "      <td>1.10</td>\n",
              "      <td>-0.30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3949</th>\n",
              "      <td>3950</td>\n",
              "      <td>iot Dra</td>\n",
              "      <td>b</td>\n",
              "      <td>iot Dra b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>511.098000</td>\n",
              "      <td>0.089000</td>\n",
              "      <td>-0.089000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.275000</td>\n",
              "      <td>0.074000</td>\n",
              "      <td>-0.074000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.7124</td>\n",
              "      <td>0.0039</td>\n",
              "      <td>-0.0039</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>8.82000</td>\n",
              "      <td>0.72000</td>\n",
              "      <td>-0.72000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15h24m55.77s</td>\n",
              "      <td>231.232391</td>\n",
              "      <td>+58d57m57.8s</td>\n",
              "      <td>58.966064</td>\n",
              "      <td>31.67</td>\n",
              "      <td>0.30</td>\n",
              "      <td>-0.30</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.847</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4530.0</td>\n",
              "      <td>100.0</td>\n",
              "      <td>-100.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3950</th>\n",
              "      <td>3951</td>\n",
              "      <td>kap And</td>\n",
              "      <td>b</td>\n",
              "      <td>kap And b</td>\n",
              "      <td>Imaging</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>55.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>-2.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13.61600</td>\n",
              "      <td>23.04200</td>\n",
              "      <td>-1.04700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>23h40m24.51s</td>\n",
              "      <td>355.102112</td>\n",
              "      <td>+44d20m02.2s</td>\n",
              "      <td>44.333931</td>\n",
              "      <td>50.06</td>\n",
              "      <td>0.86</td>\n",
              "      <td>-0.86</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.053</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10900.0</td>\n",
              "      <td>300.0</td>\n",
              "      <td>-300.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Subaru Telescope</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3951</th>\n",
              "      <td>3952</td>\n",
              "      <td>kap CrB</td>\n",
              "      <td>b</td>\n",
              "      <td>kap CrB b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>1285.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>-14.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.650000</td>\n",
              "      <td>0.130000</td>\n",
              "      <td>-0.130000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1670</td>\n",
              "      <td>0.0320</td>\n",
              "      <td>-0.0320</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.81100</td>\n",
              "      <td>0.05700</td>\n",
              "      <td>-0.05700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15h51m13.93s</td>\n",
              "      <td>237.808044</td>\n",
              "      <td>+35d39m26.6s</td>\n",
              "      <td>35.657383</td>\n",
              "      <td>30.50</td>\n",
              "      <td>0.20</td>\n",
              "      <td>-0.20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.460</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4871.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.85</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3952</th>\n",
              "      <td>3953</td>\n",
              "      <td>mu Leo</td>\n",
              "      <td>b</td>\n",
              "      <td>mu Leo b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>357.800000</td>\n",
              "      <td>1.200000</td>\n",
              "      <td>-1.200000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.100000</td>\n",
              "      <td>0.100000</td>\n",
              "      <td>-0.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0900</td>\n",
              "      <td>0.0600</td>\n",
              "      <td>-0.0600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.40000</td>\n",
              "      <td>0.40000</td>\n",
              "      <td>-0.40000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>09h52m45.82s</td>\n",
              "      <td>148.190903</td>\n",
              "      <td>+26d00m25.0s</td>\n",
              "      <td>26.006952</td>\n",
              "      <td>32.63</td>\n",
              "      <td>0.45</td>\n",
              "      <td>-0.45</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.421</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4538.2</td>\n",
              "      <td>27.5</td>\n",
              "      <td>-27.5</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.40</td>\n",
              "      <td>0.20</td>\n",
              "      <td>-0.20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Bohyunsan Optical Astronomical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3953</th>\n",
              "      <td>3954</td>\n",
              "      <td>nu Oph</td>\n",
              "      <td>b</td>\n",
              "      <td>nu Oph b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>530.320000</td>\n",
              "      <td>0.350000</td>\n",
              "      <td>-0.350000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.900000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1256</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>-0.0065</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>24.00000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17h59m01.59s</td>\n",
              "      <td>269.756622</td>\n",
              "      <td>-09d46m25.1s</td>\n",
              "      <td>-9.773632</td>\n",
              "      <td>43.38</td>\n",
              "      <td>0.87</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.978</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4928.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.10</td>\n",
              "      <td>1.10</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3954</th>\n",
              "      <td>3955</td>\n",
              "      <td>nu Oph</td>\n",
              "      <td>c</td>\n",
              "      <td>nu Oph c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>3186.000000</td>\n",
              "      <td>14.000000</td>\n",
              "      <td>-14.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.100000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1650</td>\n",
              "      <td>0.0130</td>\n",
              "      <td>-0.0130</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>27.00000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17h59m01.59s</td>\n",
              "      <td>269.756622</td>\n",
              "      <td>-09d46m25.1s</td>\n",
              "      <td>-9.773632</td>\n",
              "      <td>43.38</td>\n",
              "      <td>0.87</td>\n",
              "      <td>-0.87</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.978</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4928.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.10</td>\n",
              "      <td>1.10</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3955</th>\n",
              "      <td>3956</td>\n",
              "      <td>ome Ser</td>\n",
              "      <td>b</td>\n",
              "      <td>ome Ser b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>277.020000</td>\n",
              "      <td>0.520000</td>\n",
              "      <td>-0.510000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.100000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1060</td>\n",
              "      <td>0.0790</td>\n",
              "      <td>-0.0690</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.70000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15h50m17.55s</td>\n",
              "      <td>237.573105</td>\n",
              "      <td>+02d11m47.4s</td>\n",
              "      <td>2.196509</td>\n",
              "      <td>76.91</td>\n",
              "      <td>0.79</td>\n",
              "      <td>-0.79</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.883</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4770.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>-10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.30</td>\n",
              "      <td>0.88</td>\n",
              "      <td>-0.82</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3956</th>\n",
              "      <td>3957</td>\n",
              "      <td>omi CrB</td>\n",
              "      <td>b</td>\n",
              "      <td>omi CrB b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>187.830000</td>\n",
              "      <td>0.540000</td>\n",
              "      <td>-0.540000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.830000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1910</td>\n",
              "      <td>0.0850</td>\n",
              "      <td>-0.0850</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.50000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>15h20m08.56s</td>\n",
              "      <td>230.035660</td>\n",
              "      <td>+29d36m58.4s</td>\n",
              "      <td>29.616209</td>\n",
              "      <td>84.99</td>\n",
              "      <td>0.55</td>\n",
              "      <td>-0.55</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.187</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4749.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.50</td>\n",
              "      <td>0.70</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3957</th>\n",
              "      <td>3958</td>\n",
              "      <td>omi UMa</td>\n",
              "      <td>b</td>\n",
              "      <td>omi UMa b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>1630.000000</td>\n",
              "      <td>35.000000</td>\n",
              "      <td>-35.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.900000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1300</td>\n",
              "      <td>0.0650</td>\n",
              "      <td>-0.0650</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.10000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>08h30m15.87s</td>\n",
              "      <td>127.566124</td>\n",
              "      <td>+60d43m05.4s</td>\n",
              "      <td>60.718170</td>\n",
              "      <td>60.50</td>\n",
              "      <td>1.34</td>\n",
              "      <td>-1.34</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.027</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5242.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.10</td>\n",
              "      <td>1.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3958</th>\n",
              "      <td>3959</td>\n",
              "      <td>HD 39091</td>\n",
              "      <td>c</td>\n",
              "      <td>pi Men c</td>\n",
              "      <td>Transit</td>\n",
              "      <td>6.267900</td>\n",
              "      <td>0.000460</td>\n",
              "      <td>-0.000460</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.068390</td>\n",
              "      <td>0.000500</td>\n",
              "      <td>-0.000500</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>87.456</td>\n",
              "      <td>0.085</td>\n",
              "      <td>-0.076</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01517</td>\n",
              "      <td>0.00264</td>\n",
              "      <td>-0.00271</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.182</td>\n",
              "      <td>0.004</td>\n",
              "      <td>-0.004</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.97</td>\n",
              "      <td>0.57</td>\n",
              "      <td>-0.55</td>\n",
              "      <td>0.0</td>\n",
              "      <td>05h37m09.89s</td>\n",
              "      <td>84.291214</td>\n",
              "      <td>-80d28m08.8s</td>\n",
              "      <td>-80.469124</td>\n",
              "      <td>18.28</td>\n",
              "      <td>0.02</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.491</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6037.0</td>\n",
              "      <td>45.0</td>\n",
              "      <td>-45.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.10</td>\n",
              "      <td>0.02</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Transiting Exoplanet Survey Satellite (TESS)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3959</th>\n",
              "      <td>3960</td>\n",
              "      <td>psi 1 Dra B</td>\n",
              "      <td>b</td>\n",
              "      <td>psi 1 Dra B b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>3117.000000</td>\n",
              "      <td>42.000000</td>\n",
              "      <td>-42.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.430000</td>\n",
              "      <td>0.040000</td>\n",
              "      <td>-0.040000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.4000</td>\n",
              "      <td>0.0500</td>\n",
              "      <td>-0.0500</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.53000</td>\n",
              "      <td>0.10000</td>\n",
              "      <td>-0.10000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>17h41m58.10s</td>\n",
              "      <td>265.492096</td>\n",
              "      <td>+72d09m24.9s</td>\n",
              "      <td>72.156914</td>\n",
              "      <td>22.16</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.630</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6212.0</td>\n",
              "      <td>75.0</td>\n",
              "      <td>-75.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>McDonald Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3960</th>\n",
              "      <td>3961</td>\n",
              "      <td>rho CrB</td>\n",
              "      <td>b</td>\n",
              "      <td>rho CrB b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>39.845800</td>\n",
              "      <td>0.001500</td>\n",
              "      <td>-0.001400</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.219600</td>\n",
              "      <td>0.002400</td>\n",
              "      <td>-0.002500</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0373</td>\n",
              "      <td>0.0040</td>\n",
              "      <td>-0.0039</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.04490</td>\n",
              "      <td>0.02360</td>\n",
              "      <td>-0.02391</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>16h01m02.66s</td>\n",
              "      <td>240.261093</td>\n",
              "      <td>+33d18m12.6s</td>\n",
              "      <td>33.303509</td>\n",
              "      <td>17.24</td>\n",
              "      <td>0.02</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.209</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5627.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>-54.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.36</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Fred Lawrence Whipple Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3961</th>\n",
              "      <td>3962</td>\n",
              "      <td>rho CrB</td>\n",
              "      <td>c</td>\n",
              "      <td>rho CrB c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>102.540000</td>\n",
              "      <td>0.170000</td>\n",
              "      <td>-0.170000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.412300</td>\n",
              "      <td>0.004600</td>\n",
              "      <td>-0.004700</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0520</td>\n",
              "      <td>0.0610</td>\n",
              "      <td>-0.0370</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.07866</td>\n",
              "      <td>0.00629</td>\n",
              "      <td>-0.00629</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>16h01m02.66s</td>\n",
              "      <td>240.261093</td>\n",
              "      <td>+33d18m12.6s</td>\n",
              "      <td>33.303509</td>\n",
              "      <td>17.24</td>\n",
              "      <td>0.02</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.209</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5627.0</td>\n",
              "      <td>54.0</td>\n",
              "      <td>-54.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.36</td>\n",
              "      <td>0.03</td>\n",
              "      <td>-0.03</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3962</th>\n",
              "      <td>3963</td>\n",
              "      <td>tau Boo</td>\n",
              "      <td>b</td>\n",
              "      <td>tau Boo b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>3.312457</td>\n",
              "      <td>0.000007</td>\n",
              "      <td>-0.000007</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.049000</td>\n",
              "      <td>0.003000</td>\n",
              "      <td>-0.003000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0110</td>\n",
              "      <td>0.0060</td>\n",
              "      <td>-0.0060</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.32000</td>\n",
              "      <td>0.04000</td>\n",
              "      <td>-0.04000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>13h47m15.74s</td>\n",
              "      <td>206.815598</td>\n",
              "      <td>+17d27m24.9s</td>\n",
              "      <td>17.456905</td>\n",
              "      <td>15.66</td>\n",
              "      <td>0.08</td>\n",
              "      <td>-0.08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.295</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6400.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.46</td>\n",
              "      <td>0.05</td>\n",
              "      <td>-0.05</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Roque de los Muchachos Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3963</th>\n",
              "      <td>3964</td>\n",
              "      <td>tau Cet</td>\n",
              "      <td>e</td>\n",
              "      <td>tau Cet e</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>162.870000</td>\n",
              "      <td>1.080000</td>\n",
              "      <td>-0.460000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.538000</td>\n",
              "      <td>0.060000</td>\n",
              "      <td>-0.060000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1800</td>\n",
              "      <td>0.1800</td>\n",
              "      <td>-0.1400</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01237</td>\n",
              "      <td>0.00261</td>\n",
              "      <td>-0.00201</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h44m04.08s</td>\n",
              "      <td>26.017012</td>\n",
              "      <td>-15d56m14.9s</td>\n",
              "      <td>-15.937480</td>\n",
              "      <td>3.60</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.134</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3964</th>\n",
              "      <td>3965</td>\n",
              "      <td>tau Cet</td>\n",
              "      <td>f</td>\n",
              "      <td>tau Cet f</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>636.130000</td>\n",
              "      <td>11.700000</td>\n",
              "      <td>-47.690000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.334000</td>\n",
              "      <td>0.017000</td>\n",
              "      <td>-0.044000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>0.0700</td>\n",
              "      <td>-0.1600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01237</td>\n",
              "      <td>0.00330</td>\n",
              "      <td>-0.00431</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h44m04.08s</td>\n",
              "      <td>26.017012</td>\n",
              "      <td>-15d56m14.9s</td>\n",
              "      <td>-15.937480</td>\n",
              "      <td>3.60</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.134</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3965</th>\n",
              "      <td>3966</td>\n",
              "      <td>tau Cet</td>\n",
              "      <td>g</td>\n",
              "      <td>tau Cet g</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>20.000000</td>\n",
              "      <td>0.020000</td>\n",
              "      <td>-0.010000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.133000</td>\n",
              "      <td>0.001000</td>\n",
              "      <td>-0.002000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0600</td>\n",
              "      <td>0.1300</td>\n",
              "      <td>-0.0600</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00551</td>\n",
              "      <td>0.00079</td>\n",
              "      <td>-0.00126</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h44m04.08s</td>\n",
              "      <td>26.017012</td>\n",
              "      <td>-15d56m14.9s</td>\n",
              "      <td>-15.937480</td>\n",
              "      <td>3.60</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.134</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3966</th>\n",
              "      <td>3967</td>\n",
              "      <td>tau Cet</td>\n",
              "      <td>h</td>\n",
              "      <td>tau Cet h</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>49.410000</td>\n",
              "      <td>0.080000</td>\n",
              "      <td>-0.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.243000</td>\n",
              "      <td>0.003000</td>\n",
              "      <td>-0.003000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2300</td>\n",
              "      <td>0.1600</td>\n",
              "      <td>-0.1500</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.00576</td>\n",
              "      <td>0.00214</td>\n",
              "      <td>-0.00082</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h44m04.08s</td>\n",
              "      <td>26.017012</td>\n",
              "      <td>-15d56m14.9s</td>\n",
              "      <td>-15.937480</td>\n",
              "      <td>3.60</td>\n",
              "      <td>0.01</td>\n",
              "      <td>-0.01</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.134</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3967</th>\n",
              "      <td>3968</td>\n",
              "      <td>tau Gem</td>\n",
              "      <td>b</td>\n",
              "      <td>tau Gem b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>305.500000</td>\n",
              "      <td>0.100000</td>\n",
              "      <td>-0.100000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.170000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0310</td>\n",
              "      <td>0.0090</td>\n",
              "      <td>-0.0090</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>20.60000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>07h11m08.37s</td>\n",
              "      <td>107.784882</td>\n",
              "      <td>+30d14m42.6s</td>\n",
              "      <td>30.245163</td>\n",
              "      <td>112.64</td>\n",
              "      <td>4.07</td>\n",
              "      <td>-4.07</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.954</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4388.0</td>\n",
              "      <td>25.0</td>\n",
              "      <td>-25.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>26.80</td>\n",
              "      <td>0.70</td>\n",
              "      <td>-0.70</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3968</th>\n",
              "      <td>3969</td>\n",
              "      <td>ups And</td>\n",
              "      <td>b</td>\n",
              "      <td>ups And b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>4.617033</td>\n",
              "      <td>0.000023</td>\n",
              "      <td>-0.000023</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.059222</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0215</td>\n",
              "      <td>0.0007</td>\n",
              "      <td>-0.0007</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.68760</td>\n",
              "      <td>0.00440</td>\n",
              "      <td>-0.00440</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h36m47.84s</td>\n",
              "      <td>24.199345</td>\n",
              "      <td>+41d24m19.7s</td>\n",
              "      <td>41.405460</td>\n",
              "      <td>13.41</td>\n",
              "      <td>0.06</td>\n",
              "      <td>-0.06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.898</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.56</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Lick Observatory</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3969</th>\n",
              "      <td>3970</td>\n",
              "      <td>ups And</td>\n",
              "      <td>c</td>\n",
              "      <td>ups And c</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>241.258000</td>\n",
              "      <td>0.064000</td>\n",
              "      <td>-0.064000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.827774</td>\n",
              "      <td>0.000015</td>\n",
              "      <td>-0.000015</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2596</td>\n",
              "      <td>0.0079</td>\n",
              "      <td>-0.0079</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.98100</td>\n",
              "      <td>0.01900</td>\n",
              "      <td>-0.01900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h36m47.84s</td>\n",
              "      <td>24.199345</td>\n",
              "      <td>+41d24m19.7s</td>\n",
              "      <td>41.405460</td>\n",
              "      <td>13.41</td>\n",
              "      <td>0.06</td>\n",
              "      <td>-0.06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.898</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.56</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3970</th>\n",
              "      <td>3971</td>\n",
              "      <td>ups And</td>\n",
              "      <td>d</td>\n",
              "      <td>ups And d</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>1276.460000</td>\n",
              "      <td>0.570000</td>\n",
              "      <td>-0.570000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.513290</td>\n",
              "      <td>0.000750</td>\n",
              "      <td>-0.000750</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.2987</td>\n",
              "      <td>0.0072</td>\n",
              "      <td>-0.0072</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.13200</td>\n",
              "      <td>0.02900</td>\n",
              "      <td>-0.02900</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>01h36m47.84s</td>\n",
              "      <td>24.199345</td>\n",
              "      <td>+41d24m19.7s</td>\n",
              "      <td>41.405460</td>\n",
              "      <td>13.41</td>\n",
              "      <td>0.06</td>\n",
              "      <td>-0.06</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.898</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.56</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Multiple Observatories</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3971</th>\n",
              "      <td>3972</td>\n",
              "      <td>xi Aql</td>\n",
              "      <td>b</td>\n",
              "      <td>xi Aql b</td>\n",
              "      <td>Radial Velocity</td>\n",
              "      <td>136.750000</td>\n",
              "      <td>0.250000</td>\n",
              "      <td>-0.250000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.680000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.80000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>19h54m14.88s</td>\n",
              "      <td>298.562012</td>\n",
              "      <td>+08d27m41.2s</td>\n",
              "      <td>8.461452</td>\n",
              "      <td>56.27</td>\n",
              "      <td>0.56</td>\n",
              "      <td>-0.56</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.356</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4780.0</td>\n",
              "      <td>30.0</td>\n",
              "      <td>-30.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.00</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Okayama Astrophysical Observatory</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>3972 rows × 53 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      loc_rowid  ...                                   pl_facility\n",
              "0             1  ...                              Xinglong Station\n",
              "1             2  ...        Thueringer Landessternwarte Tautenburg\n",
              "2             3  ...             Okayama Astrophysical Observatory\n",
              "3             4  ...                        W. M. Keck Observatory\n",
              "4             5  ...                        Multiple Observatories\n",
              "5             6  ...             Okayama Astrophysical Observatory\n",
              "6             7  ...                            Gemini Observatory\n",
              "7             8  ...             Okayama Astrophysical Observatory\n",
              "8             9  ...                              Lick Observatory\n",
              "9            10  ...                              Lick Observatory\n",
              "10           11  ...                        W. M. Keck Observatory\n",
              "11           12  ...       Cerro Tololo Inter-American Observatory\n",
              "12           13  ...                        Hubble Space Telescope\n",
              "13           14  ...                           Paranal Observatory\n",
              "14           15  ...                                        Kepler\n",
              "15           16  ...                        W. M. Keck Observatory\n",
              "16           17  ...                        W. M. Keck Observatory\n",
              "17           18  ...        Thueringer Landessternwarte Tautenburg\n",
              "18           19  ...        Thueringer Landessternwarte Tautenburg\n",
              "19           20  ...        Thueringer Landessternwarte Tautenburg\n",
              "20           21  ...                              Lick Observatory\n",
              "21           22  ...                              Lick Observatory\n",
              "22           23  ...                              Lick Observatory\n",
              "23           24  ...                            Gemini Observatory\n",
              "24           25  ...                    Haute-Provence Observatory\n",
              "25           26  ...                              Lick Observatory\n",
              "26           27  ...                          McDonald Observatory\n",
              "27           28  ...                              Lick Observatory\n",
              "28           29  ...                          McDonald Observatory\n",
              "29           30  ...                        Multiple Observatories\n",
              "...         ...  ...                                           ...\n",
              "3942       3943  ...    Bohyunsan Optical Astronomical Observatory\n",
              "3943       3944  ...                        Multiple Observatories\n",
              "3944       3945  ...             Okayama Astrophysical Observatory\n",
              "3945       3946  ...    Bohyunsan Optical Astronomical Observatory\n",
              "3946       3947  ...                        Multiple Observatories\n",
              "3947       3948  ...             Okayama Astrophysical Observatory\n",
              "3948       3949  ...             Okayama Astrophysical Observatory\n",
              "3949       3950  ...                              Lick Observatory\n",
              "3950       3951  ...                              Subaru Telescope\n",
              "3951       3952  ...                              Lick Observatory\n",
              "3952       3953  ...    Bohyunsan Optical Astronomical Observatory\n",
              "3953       3954  ...             Okayama Astrophysical Observatory\n",
              "3954       3955  ...             Okayama Astrophysical Observatory\n",
              "3955       3956  ...             Okayama Astrophysical Observatory\n",
              "3956       3957  ...             Okayama Astrophysical Observatory\n",
              "3957       3958  ...             Okayama Astrophysical Observatory\n",
              "3958       3959  ...  Transiting Exoplanet Survey Satellite (TESS)\n",
              "3959       3960  ...                          McDonald Observatory\n",
              "3960       3961  ...             Fred Lawrence Whipple Observatory\n",
              "3961       3962  ...                        Multiple Observatories\n",
              "3962       3963  ...            Roque de los Muchachos Observatory\n",
              "3963       3964  ...                        Multiple Observatories\n",
              "3964       3965  ...                        Multiple Observatories\n",
              "3965       3966  ...                        Multiple Observatories\n",
              "3966       3967  ...                        Multiple Observatories\n",
              "3967       3968  ...                              Lick Observatory\n",
              "3968       3969  ...                              Lick Observatory\n",
              "3969       3970  ...                        Multiple Observatories\n",
              "3970       3971  ...                        Multiple Observatories\n",
              "3971       3972  ...             Okayama Astrophysical Observatory\n",
              "\n",
              "[3972 rows x 53 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 141
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JKfS4d9Jtei6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "d0bbadf6-c628-4665-81c6-d25540940ee8"
      },
      "source": [
        "def habitables(planetas):\n",
        "  masa= np.array(planetas['pl_bmassj'])\n",
        "  radio= np.array(planetas['pl_radj'])\n",
        "  n = masa.size\n",
        "  L = []\n",
        "  for i in range(0,n):\n",
        "    \n",
        "    if masa[i]==None or radio[i]==None:\n",
        "         continue\n",
        "    elif 0.0015625<masa[i]<0.01572327044 or 0.045<radio[i]<0.454:\n",
        "      L.append(1)\n",
        "    else:\n",
        "      L.append(0)\n",
        "  return L\n",
        "  print (L)\n",
        "a=habitables(planetas)\n",
        "print(a)\n"
      ],
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xtdLFrGfg07N",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 635
        },
        "outputId": "695b753f-c966-47fc-a863-7047fc92567a"
      },
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "plt.hist(a)\n",
        "plt.title('Clasificacion de planetas segun los criterios de habitabilidad',fontsize=20)\n",
        "plt.ylabel('Frecuencia',fontsize = 20) #se ponen los respectivos nombres y titulos\n",
        "plt.xlabel('Planetas',fontsize = 20)\n",
        "plt.savefig('planetas.png')"
      ],
      "execution_count": 164,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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mbR3D7gH8w7Djbpjas/NnfYZv3dVvlKbGuVWf4b1qmnrOGzPzIyOqY7rpN1/7EMttGFM1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\nYJQkSVKTgVGSJElNPwGX+8VaPDz+mAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}