From 7a63258db6fa91a3c40cb2cb49dbaa5435b0b6f9 Mon Sep 17 00:00:00 2001
From: holdengill <62360469+holdengill@users.noreply.github.com>
Date: Wed, 3 Jun 2020 15:20:34 -0700
Subject: [PATCH 1/3] Add files via upload

---
 Astro Project 4.ipynb | 5680 +++++++++++++++++++++++++++++++++++++++++
 1 file changed, 5680 insertions(+)
 create mode 100644 Astro Project 4.ipynb

diff --git a/Astro Project 4.ipynb b/Astro Project 4.ipynb
new file mode 100644
index 0000000..7906c4c
--- /dev/null
+++ b/Astro Project 4.ipynb	
@@ -0,0 +1,5680 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sys\n",
+    "from urllib.request import urlopen as uReq\n",
+    "from bs4 import BeautifulSoup as soup\n",
+    "from bs4.diagnose import diagnose\n",
+    "from bs4 import SoupStrainer\n",
+    "from urllib import request\n",
+    "import numpy as np\n",
+    "import scipy as sp\n",
+    "import requests\n",
+    "import time\n",
+    "import smtplib\n",
+    "import pandas as pd\n",
+    "%matplotlib inline\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TIC ID</th>\n",
+       "      <th>TOI</th>\n",
+       "      <th>TESS Mag</th>\n",
+       "      <th>RA</th>\n",
+       "      <th>Dec</th>\n",
+       "      <th>PM RA (mas/yr)</th>\n",
+       "      <th>PM Dec (mas/yr)</th>\n",
+       "      <th>Epoch (BJD)</th>\n",
+       "      <th>Period (days)</th>\n",
+       "      <th>Duration (hours)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Depth (ppm)</th>\n",
+       "      <th>Planet Radius (R_Earth)</th>\n",
+       "      <th>Planet Insolation (Earth Flux)</th>\n",
+       "      <th>Planet Equil Temp (K)</th>\n",
+       "      <th>Planet SNR</th>\n",
+       "      <th>Stellar Distance (pc)</th>\n",
+       "      <th>Stellar Eff Temp (K)</th>\n",
+       "      <th>Stellar log(g) (cm/s^2)</th>\n",
+       "      <th>Stellar Radius (R_Sun)</th>\n",
+       "      <th>Stellar Metallicity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>231663901</td>\n",
+       "      <td>101.01</td>\n",
+       "      <td>12.40690</td>\n",
+       "      <td>21:14:56.88</td>\n",
+       "      <td>-55:52:18.71</td>\n",
+       "      <td>12.641</td>\n",
+       "      <td>-16.011</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>1.430401</td>\n",
+       "      <td>1.638765</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20452.531250</td>\n",
+       "      <td>1.314501e+01</td>\n",
+       "      <td>1193.379517</td>\n",
+       "      <td>1499.044067</td>\n",
+       "      <td>0.887868</td>\n",
+       "      <td>375.3100</td>\n",
+       "      <td>5600.000000</td>\n",
+       "      <td>4.48851</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>149603524</td>\n",
+       "      <td>102.01</td>\n",
+       "      <td>9.71090</td>\n",
+       "      <td>05:48:33.56</td>\n",
+       "      <td>-63:59:17.98</td>\n",
+       "      <td>-15.641</td>\n",
+       "      <td>26.046</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>4.411943</td>\n",
+       "      <td>3.776425</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13979.925781</td>\n",
+       "      <td>1.539724e+01</td>\n",
+       "      <td>586.130005</td>\n",
+       "      <td>1370.000000</td>\n",
+       "      <td>474.380951</td>\n",
+       "      <td>175.6310</td>\n",
+       "      <td>6280.000000</td>\n",
+       "      <td>4.32092</td>\n",
+       "      <td>1.280000</td>\n",
+       "      <td>0.240000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>336732616</td>\n",
+       "      <td>103.01</td>\n",
+       "      <td>11.52320</td>\n",
+       "      <td>20:49:49.8</td>\n",
+       "      <td>-24:25:43.3</td>\n",
+       "      <td>10.426</td>\n",
+       "      <td>15.620</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.547854</td>\n",
+       "      <td>3.494333</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10424.372070</td>\n",
+       "      <td>1.458184e+01</td>\n",
+       "      <td>1212.004395</td>\n",
+       "      <td>1504.859009</td>\n",
+       "      <td>0.800299</td>\n",
+       "      <td>411.2110</td>\n",
+       "      <td>6351.000000</td>\n",
+       "      <td>4.22896</td>\n",
+       "      <td>1.400000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>231670397</td>\n",
+       "      <td>104.01</td>\n",
+       "      <td>9.86380</td>\n",
+       "      <td>21:19:47.93</td>\n",
+       "      <td>-58:08:56.16</td>\n",
+       "      <td>10.552</td>\n",
+       "      <td>-10.658</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>4.087445</td>\n",
+       "      <td>5.590140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3586.197021</td>\n",
+       "      <td>1.265210e+01</td>\n",
+       "      <td>1672.217529</td>\n",
+       "      <td>1630.958618</td>\n",
+       "      <td>0.808662</td>\n",
+       "      <td>316.6780</td>\n",
+       "      <td>6036.000000</td>\n",
+       "      <td>3.93359</td>\n",
+       "      <td>2.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>144065872</td>\n",
+       "      <td>105.01</td>\n",
+       "      <td>9.49950</td>\n",
+       "      <td>22:29:49.88</td>\n",
+       "      <td>-48:00:11.16</td>\n",
+       "      <td>91.976</td>\n",
+       "      <td>-6.861</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.184659</td>\n",
+       "      <td>2.869426</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11836.691406</td>\n",
+       "      <td>1.251459e+01</td>\n",
+       "      <td>985.883728</td>\n",
+       "      <td>1429.144653</td>\n",
+       "      <td>0.886027</td>\n",
+       "      <td>137.5440</td>\n",
+       "      <td>5630.000000</td>\n",
+       "      <td>4.37759</td>\n",
+       "      <td>1.130000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>38846515</td>\n",
+       "      <td>106.01</td>\n",
+       "      <td>10.31570</td>\n",
+       "      <td>04:35:50.36</td>\n",
+       "      <td>-64:01:37.34</td>\n",
+       "      <td>10.845</td>\n",
+       "      <td>-0.499</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.849380</td>\n",
+       "      <td>3.776111</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7452.432617</td>\n",
+       "      <td>9.061380e+00</td>\n",
+       "      <td>1311.385376</td>\n",
+       "      <td>1534.801880</td>\n",
+       "      <td>278.009491</td>\n",
+       "      <td>364.4110</td>\n",
+       "      <td>6900.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>92352620</td>\n",
+       "      <td>107.01</td>\n",
+       "      <td>9.64330</td>\n",
+       "      <td>20:55:07.98</td>\n",
+       "      <td>-34:08:08.7</td>\n",
+       "      <td>26.376</td>\n",
+       "      <td>-44.947</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.950054</td>\n",
+       "      <td>4.557506</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12999.897461</td>\n",
+       "      <td>1.877557e+01</td>\n",
+       "      <td>1098.209595</td>\n",
+       "      <td>1468.219727</td>\n",
+       "      <td>0.860200</td>\n",
+       "      <td>211.2110</td>\n",
+       "      <td>6153.000000</td>\n",
+       "      <td>4.18077</td>\n",
+       "      <td>1.620000</td>\n",
+       "      <td>0.220000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>289793076</td>\n",
+       "      <td>108.01</td>\n",
+       "      <td>13.16300</td>\n",
+       "      <td>21:07:50.76</td>\n",
+       "      <td>-26:05:48.19</td>\n",
+       "      <td>3.479</td>\n",
+       "      <td>-10.313</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.043839</td>\n",
+       "      <td>2.660993</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24143.222656</td>\n",
+       "      <td>1.399950e+01</td>\n",
+       "      <td>400.955292</td>\n",
+       "      <td>1141.284058</td>\n",
+       "      <td>0.820267</td>\n",
+       "      <td>421.8550</td>\n",
+       "      <td>5523.000000</td>\n",
+       "      <td>4.52192</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>29344935</td>\n",
+       "      <td>109.01</td>\n",
+       "      <td>13.23660</td>\n",
+       "      <td>20:52:51.71</td>\n",
+       "      <td>-25:41:14.55</td>\n",
+       "      <td>1.053</td>\n",
+       "      <td>-9.881</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.766737</td>\n",
+       "      <td>2.568721</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15691.951172</td>\n",
+       "      <td>1.166177e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.834164</td>\n",
+       "      <td>513.0110</td>\n",
+       "      <td>5346.000000</td>\n",
+       "      <td>4.48823</td>\n",
+       "      <td>0.930000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>281459670</td>\n",
+       "      <td>110.01</td>\n",
+       "      <td>11.67140</td>\n",
+       "      <td>00:22:28.45</td>\n",
+       "      <td>-59:56:33.32</td>\n",
+       "      <td>-22.309</td>\n",
+       "      <td>-4.893</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.174305</td>\n",
+       "      <td>2.723339</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15603.693359</td>\n",
+       "      <td>1.366880e+01</td>\n",
+       "      <td>662.491028</td>\n",
+       "      <td>1293.941772</td>\n",
+       "      <td>100.352081</td>\n",
+       "      <td>342.1400</td>\n",
+       "      <td>5943.000000</td>\n",
+       "      <td>4.42524</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>355703913</td>\n",
+       "      <td>111.01</td>\n",
+       "      <td>13.18300</td>\n",
+       "      <td>00:03:05.88</td>\n",
+       "      <td>-62:28:09.54</td>\n",
+       "      <td>2.894</td>\n",
+       "      <td>4.911</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.106098</td>\n",
+       "      <td>1.574766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12430.502930</td>\n",
+       "      <td>1.668368e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.581211</td>\n",
+       "      <td>508.8420</td>\n",
+       "      <td>5380.000000</td>\n",
+       "      <td>4.43370</td>\n",
+       "      <td>0.980000</td>\n",
+       "      <td>0.245387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>388104525</td>\n",
+       "      <td>112.01</td>\n",
+       "      <td>11.60350</td>\n",
+       "      <td>03:43:44.07</td>\n",
+       "      <td>-65:11:37.61</td>\n",
+       "      <td>21.126</td>\n",
+       "      <td>16.543</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.499814</td>\n",
+       "      <td>2.878017</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15044.681641</td>\n",
+       "      <td>1.483984e+01</td>\n",
+       "      <td>996.863525</td>\n",
+       "      <td>1433.107178</td>\n",
+       "      <td>235.476913</td>\n",
+       "      <td>302.4480</td>\n",
+       "      <td>5650.000000</td>\n",
+       "      <td>4.28867</td>\n",
+       "      <td>1.200000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>97409519</td>\n",
+       "      <td>113.01</td>\n",
+       "      <td>12.18930</td>\n",
+       "      <td>22:10:51.44</td>\n",
+       "      <td>-30:44:58.99</td>\n",
+       "      <td>-0.710</td>\n",
+       "      <td>-14.516</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.372877</td>\n",
+       "      <td>2.634260</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17163.603516</td>\n",
+       "      <td>1.420180e+01</td>\n",
+       "      <td>615.165894</td>\n",
+       "      <td>1270.187500</td>\n",
+       "      <td>0.829214</td>\n",
+       "      <td>448.6370</td>\n",
+       "      <td>6050.000000</td>\n",
+       "      <td>4.45061</td>\n",
+       "      <td>1.020000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>25155310</td>\n",
+       "      <td>114.01</td>\n",
+       "      <td>10.61030</td>\n",
+       "      <td>04:13:29.93</td>\n",
+       "      <td>-69:13:35.73</td>\n",
+       "      <td>63.134</td>\n",
+       "      <td>53.433</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.288776</td>\n",
+       "      <td>3.410191</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7125.314941</td>\n",
+       "      <td>1.083568e+01</td>\n",
+       "      <td>808.154602</td>\n",
+       "      <td>1359.857422</td>\n",
+       "      <td>240.635345</td>\n",
+       "      <td>216.5260</td>\n",
+       "      <td>5800.000000</td>\n",
+       "      <td>4.28004</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>0.206830</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>281541555</td>\n",
+       "      <td>115.01</td>\n",
+       "      <td>13.04170</td>\n",
+       "      <td>00:26:48.63</td>\n",
+       "      <td>-56:18:57.97</td>\n",
+       "      <td>21.460</td>\n",
+       "      <td>7.316</td>\n",
+       "      <td>2.458330e+06</td>\n",
+       "      <td>4.742745</td>\n",
+       "      <td>2.408768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13420.032227</td>\n",
+       "      <td>1.151794e+01</td>\n",
+       "      <td>246.937668</td>\n",
+       "      <td>1011.035889</td>\n",
+       "      <td>24.498663</td>\n",
+       "      <td>453.8080</td>\n",
+       "      <td>5377.000000</td>\n",
+       "      <td>4.42476</td>\n",
+       "      <td>0.980778</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>238176110</td>\n",
+       "      <td>116.01</td>\n",
+       "      <td>11.04430</td>\n",
+       "      <td>23:51:23.14</td>\n",
+       "      <td>-70:09:10.3</td>\n",
+       "      <td>96.185</td>\n",
+       "      <td>-1.747</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.798594</td>\n",
+       "      <td>2.366459</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16879.449219</td>\n",
+       "      <td>1.129384e+01</td>\n",
+       "      <td>288.255493</td>\n",
+       "      <td>1050.906738</td>\n",
+       "      <td>0.808503</td>\n",
+       "      <td>149.9420</td>\n",
+       "      <td>4920.000000</td>\n",
+       "      <td>4.49371</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.320000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>322307342</td>\n",
+       "      <td>117.01</td>\n",
+       "      <td>11.78060</td>\n",
+       "      <td>01:00:01.46</td>\n",
+       "      <td>-58:54:17.01</td>\n",
+       "      <td>22.522</td>\n",
+       "      <td>7.594</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.585500</td>\n",
+       "      <td>3.173000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6130.000000</td>\n",
+       "      <td>1.742020e+01</td>\n",
+       "      <td>519.635000</td>\n",
+       "      <td>1330.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>603.9550</td>\n",
+       "      <td>5704.800000</td>\n",
+       "      <td>3.84000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-0.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>266980320</td>\n",
+       "      <td>118.01</td>\n",
+       "      <td>9.17900</td>\n",
+       "      <td>23:18:14.22</td>\n",
+       "      <td>-56:54:14.35</td>\n",
+       "      <td>313.918</td>\n",
+       "      <td>-20.177</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>6.036061</td>\n",
+       "      <td>2.123832</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1704.034302</td>\n",
+       "      <td>4.926376e+00</td>\n",
+       "      <td>242.435043</td>\n",
+       "      <td>1006.395264</td>\n",
+       "      <td>0.830483</td>\n",
+       "      <td>94.1719</td>\n",
+       "      <td>5586.000000</td>\n",
+       "      <td>4.36763</td>\n",
+       "      <td>1.077600</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.01</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>5.541143</td>\n",
+       "      <td>3.034710</td>\n",
+       "      <td>...</td>\n",
+       "      <td>625.829712</td>\n",
+       "      <td>2.468596e+00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20.643391</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.02</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>10.691632</td>\n",
+       "      <td>3.177466</td>\n",
+       "      <td>...</td>\n",
+       "      <td>519.241028</td>\n",
+       "      <td>1.891011e+00</td>\n",
+       "      <td>58.334728</td>\n",
+       "      <td>704.857849</td>\n",
+       "      <td>19.546083</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>394137592</td>\n",
+       "      <td>120.01</td>\n",
+       "      <td>7.10620</td>\n",
+       "      <td>00:17:47.32</td>\n",
+       "      <td>-66:21:32.14</td>\n",
+       "      <td>64.763</td>\n",
+       "      <td>-5.056</td>\n",
+       "      <td>2.458332e+06</td>\n",
+       "      <td>11.535076</td>\n",
+       "      <td>8.555958</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2389.906250</td>\n",
+       "      <td>1.221581e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>32.900002</td>\n",
+       "      <td>79.5702</td>\n",
+       "      <td>5479.299805</td>\n",
+       "      <td>3.77000</td>\n",
+       "      <td>2.487710</td>\n",
+       "      <td>-0.020000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>207081058</td>\n",
+       "      <td>121.01</td>\n",
+       "      <td>9.93580</td>\n",
+       "      <td>22:07:28.2</td>\n",
+       "      <td>-41:48:55.84</td>\n",
+       "      <td>49.561</td>\n",
+       "      <td>-9.678</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>14.775056</td>\n",
+       "      <td>5.449073</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14107.169922</td>\n",
+       "      <td>1.478311e+01</td>\n",
+       "      <td>119.985214</td>\n",
+       "      <td>844.115112</td>\n",
+       "      <td>0.836588</td>\n",
+       "      <td>182.1690</td>\n",
+       "      <td>6053.000000</td>\n",
+       "      <td>4.31350</td>\n",
+       "      <td>1.225910</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>231702397</td>\n",
+       "      <td>122.01</td>\n",
+       "      <td>13.08400</td>\n",
+       "      <td>22:11:47.58</td>\n",
+       "      <td>-58:56:45.91</td>\n",
+       "      <td>138.138</td>\n",
+       "      <td>-235.810</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>5.077677</td>\n",
+       "      <td>1.155359</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6501.890625</td>\n",
+       "      <td>2.386458e+00</td>\n",
+       "      <td>6.457958</td>\n",
+       "      <td>406.577698</td>\n",
+       "      <td>0.940471</td>\n",
+       "      <td>62.1180</td>\n",
+       "      <td>3318.000000</td>\n",
+       "      <td>4.95810</td>\n",
+       "      <td>0.294000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>290131778</td>\n",
+       "      <td>123.01</td>\n",
+       "      <td>7.87598</td>\n",
+       "      <td>21:18:47.9</td>\n",
+       "      <td>-26:36:58.95</td>\n",
+       "      <td>23.236</td>\n",
+       "      <td>-57.557</td>\n",
+       "      <td>2.458325e+06</td>\n",
+       "      <td>3.308754</td>\n",
+       "      <td>5.634728</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3177.131836</td>\n",
+       "      <td>7.723223e+00</td>\n",
+       "      <td>1078.917480</td>\n",
+       "      <td>1461.728760</td>\n",
+       "      <td>0.920341</td>\n",
+       "      <td>161.4980</td>\n",
+       "      <td>6188.000000</td>\n",
+       "      <td>4.27166</td>\n",
+       "      <td>1.318870</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>29831208</td>\n",
+       "      <td>124.01</td>\n",
+       "      <td>11.13110</td>\n",
+       "      <td>04:26:19.83</td>\n",
+       "      <td>-67:48:22.87</td>\n",
+       "      <td>7.888</td>\n",
+       "      <td>32.653</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>1.842860</td>\n",
+       "      <td>1.719758</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2469.541504</td>\n",
+       "      <td>7.099990e+00</td>\n",
+       "      <td>590.536682</td>\n",
+       "      <td>1257.278442</td>\n",
+       "      <td>22.854355</td>\n",
+       "      <td>809.2520</td>\n",
+       "      <td>5080.000000</td>\n",
+       "      <td>4.48159</td>\n",
+       "      <td>0.877602</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.01</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>4.653811</td>\n",
+       "      <td>2.921928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1007.882446</td>\n",
+       "      <td>2.863905e+00</td>\n",
+       "      <td>188.107544</td>\n",
+       "      <td>944.542053</td>\n",
+       "      <td>17.438063</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.02</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458334e+06</td>\n",
+       "      <td>9.150607</td>\n",
+       "      <td>2.907668</td>\n",
+       "      <td>...</td>\n",
+       "      <td>996.181824</td>\n",
+       "      <td>2.861244e+00</td>\n",
+       "      <td>76.380043</td>\n",
+       "      <td>753.988525</td>\n",
+       "      <td>14.804296</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.03</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458343e+06</td>\n",
+       "      <td>19.981867</td>\n",
+       "      <td>2.991231</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1046.211182</td>\n",
+       "      <td>2.899664e+00</td>\n",
+       "      <td>26.945604</td>\n",
+       "      <td>581.087769</td>\n",
+       "      <td>10.261628</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>70440470</td>\n",
+       "      <td>126.01</td>\n",
+       "      <td>12.79230</td>\n",
+       "      <td>22:37:57.43</td>\n",
+       "      <td>-35:09:15.13</td>\n",
+       "      <td>-9.326</td>\n",
+       "      <td>-50.142</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.035381</td>\n",
+       "      <td>2.886722</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16740.835938</td>\n",
+       "      <td>1.504447e+01</td>\n",
+       "      <td>718.651245</td>\n",
+       "      <td>1320.533081</td>\n",
+       "      <td>0.860842</td>\n",
+       "      <td>573.0270</td>\n",
+       "      <td>5751.000000</td>\n",
+       "      <td>4.35036</td>\n",
+       "      <td>1.122370</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>234523599</td>\n",
+       "      <td>127.01</td>\n",
+       "      <td>14.12660</td>\n",
+       "      <td>01:02:12.45</td>\n",
+       "      <td>-61:45:22.08</td>\n",
+       "      <td>78.858</td>\n",
+       "      <td>-27.095</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>3.795609</td>\n",
+       "      <td>2.042805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55371.085938</td>\n",
+       "      <td>2.375098e+01</td>\n",
+       "      <td>54.250580</td>\n",
+       "      <td>692.182861</td>\n",
+       "      <td>58.162800</td>\n",
+       "      <td>140.2250</td>\n",
+       "      <td>3424.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1883</th>\n",
+       "      <td>37718056</td>\n",
+       "      <td>1908.01</td>\n",
+       "      <td>11.70830</td>\n",
+       "      <td>00:16:35.12</td>\n",
+       "      <td>-10:58:35.12</td>\n",
+       "      <td>1.827</td>\n",
+       "      <td>-1.504</td>\n",
+       "      <td>2.458384e+06</td>\n",
+       "      <td>3.656880</td>\n",
+       "      <td>3.542000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7040.000000</td>\n",
+       "      <td>1.280310e+01</td>\n",
+       "      <td>903.013000</td>\n",
+       "      <td>1527.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>524.9930</td>\n",
+       "      <td>6239.000000</td>\n",
+       "      <td>4.15000</td>\n",
+       "      <td>1.530000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1884</th>\n",
+       "      <td>232038798</td>\n",
+       "      <td>1909.01</td>\n",
+       "      <td>11.31870</td>\n",
+       "      <td>06:26:58.71</td>\n",
+       "      <td>-46:49:16.91</td>\n",
+       "      <td>0.077</td>\n",
+       "      <td>20.496</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>4.153230</td>\n",
+       "      <td>1.999000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20575.800000</td>\n",
+       "      <td>1.235690e+01</td>\n",
+       "      <td>499.927000</td>\n",
+       "      <td>1317.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>303.9410</td>\n",
+       "      <td>5818.800000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>0.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1885</th>\n",
+       "      <td>437261733</td>\n",
+       "      <td>1910.01</td>\n",
+       "      <td>13.29580</td>\n",
+       "      <td>11:21:17.84</td>\n",
+       "      <td>-22:23:17.44</td>\n",
+       "      <td>-24.166</td>\n",
+       "      <td>0.929</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>5.417920</td>\n",
+       "      <td>3.522000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13980.000000</td>\n",
+       "      <td>1.316170e+01</td>\n",
+       "      <td>260.226000</td>\n",
+       "      <td>1118.000000</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>642.8840</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.36000</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1886</th>\n",
+       "      <td>44745133</td>\n",
+       "      <td>1911.01</td>\n",
+       "      <td>12.57570</td>\n",
+       "      <td>04:06:37.87</td>\n",
+       "      <td>-25:20:58.8</td>\n",
+       "      <td>3.997</td>\n",
+       "      <td>9.892</td>\n",
+       "      <td>2.458416e+06</td>\n",
+       "      <td>7.818760</td>\n",
+       "      <td>4.968000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3110.000000</td>\n",
+       "      <td>9.222220e+00</td>\n",
+       "      <td>260.731000</td>\n",
+       "      <td>1119.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>679.7610</td>\n",
+       "      <td>5549.000000</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>1.640000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1887</th>\n",
+       "      <td>50712784</td>\n",
+       "      <td>1912.01</td>\n",
+       "      <td>10.55790</td>\n",
+       "      <td>08:25:21.08</td>\n",
+       "      <td>-11:30:03.56</td>\n",
+       "      <td>-5.388</td>\n",
+       "      <td>-0.587</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>5.405420</td>\n",
+       "      <td>4.712000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3590.000000</td>\n",
+       "      <td>9.836340e+00</td>\n",
+       "      <td>898.650000</td>\n",
+       "      <td>1525.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>343.0800</td>\n",
+       "      <td>6410.000000</td>\n",
+       "      <td>4.14000</td>\n",
+       "      <td>1.590000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1888</th>\n",
+       "      <td>53458803</td>\n",
+       "      <td>1913.01</td>\n",
+       "      <td>11.86560</td>\n",
+       "      <td>06:51:23.38</td>\n",
+       "      <td>-29:03:31.16</td>\n",
+       "      <td>-16.382</td>\n",
+       "      <td>-7.264</td>\n",
+       "      <td>2.458472e+06</td>\n",
+       "      <td>3.348620</td>\n",
+       "      <td>3.299000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11170.000000</td>\n",
+       "      <td>1.319540e+01</td>\n",
+       "      <td>617.947000</td>\n",
+       "      <td>1389.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "      <td>389.5700</td>\n",
+       "      <td>5711.000000</td>\n",
+       "      <td>4.27000</td>\n",
+       "      <td>1.230000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1889</th>\n",
+       "      <td>53750200</td>\n",
+       "      <td>1914.01</td>\n",
+       "      <td>12.23090</td>\n",
+       "      <td>06:54:04.17</td>\n",
+       "      <td>-27:03:01.5</td>\n",
+       "      <td>-0.139</td>\n",
+       "      <td>-4.758</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>4.192680</td>\n",
+       "      <td>1.729000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4240.000000</td>\n",
+       "      <td>1.098590e+01</td>\n",
+       "      <td>198.538000</td>\n",
+       "      <td>1045.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>737.6680</td>\n",
+       "      <td>6405.000000</td>\n",
+       "      <td>4.13000</td>\n",
+       "      <td>1.630000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1890</th>\n",
+       "      <td>98283926</td>\n",
+       "      <td>1915.01</td>\n",
+       "      <td>13.14720</td>\n",
+       "      <td>07:13:48.58</td>\n",
+       "      <td>-33:26:14.45</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>-2.879</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>2.291830</td>\n",
+       "      <td>3.129000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11090.000000</td>\n",
+       "      <td>1.347250e+01</td>\n",
+       "      <td>1834.770000</td>\n",
+       "      <td>1823.000000</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>800.3770</td>\n",
+       "      <td>6208.000000</td>\n",
+       "      <td>4.31000</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1891</th>\n",
+       "      <td>98545929</td>\n",
+       "      <td>1916.01</td>\n",
+       "      <td>12.45390</td>\n",
+       "      <td>07:16:25.09</td>\n",
+       "      <td>-31:14:39.82</td>\n",
+       "      <td>-2.420</td>\n",
+       "      <td>2.440</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>1.888510</td>\n",
+       "      <td>3.515000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4990.000000</td>\n",
+       "      <td>1.462970e+01</td>\n",
+       "      <td>12565.400000</td>\n",
+       "      <td>2949.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>1458.8300</td>\n",
+       "      <td>8549.000000</td>\n",
+       "      <td>4.11000</td>\n",
+       "      <td>2.120000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1892</th>\n",
+       "      <td>339522221</td>\n",
+       "      <td>1917.01</td>\n",
+       "      <td>12.04570</td>\n",
+       "      <td>19:46:45.23</td>\n",
+       "      <td>-63:33:56.34</td>\n",
+       "      <td>19.406</td>\n",
+       "      <td>-12.796</td>\n",
+       "      <td>2.458655e+06</td>\n",
+       "      <td>1.820690</td>\n",
+       "      <td>3.049000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12340.000000</td>\n",
+       "      <td>1.565930e+01</td>\n",
+       "      <td>2440.700000</td>\n",
+       "      <td>1958.000000</td>\n",
+       "      <td>83.000000</td>\n",
+       "      <td>514.5550</td>\n",
+       "      <td>6155.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1893</th>\n",
+       "      <td>308425348</td>\n",
+       "      <td>1918.01</td>\n",
+       "      <td>12.28760</td>\n",
+       "      <td>11:10:19.88</td>\n",
+       "      <td>-58:58:58.75</td>\n",
+       "      <td>-10.042</td>\n",
+       "      <td>4.282</td>\n",
+       "      <td>2.458572e+06</td>\n",
+       "      <td>3.398290</td>\n",
+       "      <td>2.634000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4340.000000</td>\n",
+       "      <td>7.066330e+00</td>\n",
+       "      <td>662.808000</td>\n",
+       "      <td>1413.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>477.3220</td>\n",
+       "      <td>6271.000000</td>\n",
+       "      <td>4.45000</td>\n",
+       "      <td>1.090000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1894</th>\n",
+       "      <td>102192004</td>\n",
+       "      <td>1919.01</td>\n",
+       "      <td>11.32870</td>\n",
+       "      <td>13:03:10.56</td>\n",
+       "      <td>-41:23:05.5</td>\n",
+       "      <td>0.043</td>\n",
+       "      <td>-5.784</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>4.233490</td>\n",
+       "      <td>1.613000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7020.000000</td>\n",
+       "      <td>1.327800e+01</td>\n",
+       "      <td>269.982000</td>\n",
+       "      <td>1129.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>410.1490</td>\n",
+       "      <td>6333.700000</td>\n",
+       "      <td>4.21000</td>\n",
+       "      <td>1.460000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1895</th>\n",
+       "      <td>363851359</td>\n",
+       "      <td>1920.01</td>\n",
+       "      <td>13.27550</td>\n",
+       "      <td>13:22:32.37</td>\n",
+       "      <td>-44:41:19.82</td>\n",
+       "      <td>-3.451</td>\n",
+       "      <td>-7.915</td>\n",
+       "      <td>2.458599e+06</td>\n",
+       "      <td>2.543170</td>\n",
+       "      <td>2.106000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5740.000000</td>\n",
+       "      <td>1.014960e+01</td>\n",
+       "      <td>455.425000</td>\n",
+       "      <td>1286.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>748.5850</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.20000</td>\n",
+       "      <td>1.310000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1896</th>\n",
+       "      <td>112099249</td>\n",
+       "      <td>1921.01</td>\n",
+       "      <td>12.15770</td>\n",
+       "      <td>13:58:04.08</td>\n",
+       "      <td>-30:20:53.35</td>\n",
+       "      <td>-4.362</td>\n",
+       "      <td>-5.087</td>\n",
+       "      <td>2.458604e+06</td>\n",
+       "      <td>5.179580</td>\n",
+       "      <td>4.524000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7620.000000</td>\n",
+       "      <td>1.482900e+01</td>\n",
+       "      <td>669.018000</td>\n",
+       "      <td>1416.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>663.2310</td>\n",
+       "      <td>6116.000000</td>\n",
+       "      <td>4.07000</td>\n",
+       "      <td>1.650000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1897</th>\n",
+       "      <td>112604564</td>\n",
+       "      <td>1922.01</td>\n",
+       "      <td>12.32130</td>\n",
+       "      <td>07:29:40.61</td>\n",
+       "      <td>-29:56:16.5</td>\n",
+       "      <td>2.670</td>\n",
+       "      <td>-5.024</td>\n",
+       "      <td>2.458496e+06</td>\n",
+       "      <td>4.577780</td>\n",
+       "      <td>3.574000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10660.000000</td>\n",
+       "      <td>1.858410e+01</td>\n",
+       "      <td>773.768000</td>\n",
+       "      <td>1469.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>878.5210</td>\n",
+       "      <td>6687.000000</td>\n",
+       "      <td>4.09000</td>\n",
+       "      <td>1.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1898</th>\n",
+       "      <td>114299824</td>\n",
+       "      <td>1923.01</td>\n",
+       "      <td>12.92640</td>\n",
+       "      <td>07:37:08.01</td>\n",
+       "      <td>-32:45:19.51</td>\n",
+       "      <td>-6.283</td>\n",
+       "      <td>0.531</td>\n",
+       "      <td>2.458494e+06</td>\n",
+       "      <td>4.206620</td>\n",
+       "      <td>2.290000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12200.000000</td>\n",
+       "      <td>1.196900e+01</td>\n",
+       "      <td>404.654000</td>\n",
+       "      <td>1249.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>609.8380</td>\n",
+       "      <td>6781.000000</td>\n",
+       "      <td>4.54000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1899</th>\n",
+       "      <td>371443216</td>\n",
+       "      <td>1924.01</td>\n",
+       "      <td>8.05520</td>\n",
+       "      <td>09:50:19.22</td>\n",
+       "      <td>-66:06:50.13</td>\n",
+       "      <td>6.051</td>\n",
+       "      <td>-15.398</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>2.824210</td>\n",
+       "      <td>3.860000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8309.850000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4629.230000</td>\n",
+       "      <td>2297.000000</td>\n",
+       "      <td>260.000000</td>\n",
+       "      <td>170.6960</td>\n",
+       "      <td>8004.200000</td>\n",
+       "      <td>4.20000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1900</th>\n",
+       "      <td>118956453</td>\n",
+       "      <td>1925.01</td>\n",
+       "      <td>11.93970</td>\n",
+       "      <td>09:01:39.91</td>\n",
+       "      <td>-20:43:13.33</td>\n",
+       "      <td>-9.984</td>\n",
+       "      <td>1.128</td>\n",
+       "      <td>2.458520e+06</td>\n",
+       "      <td>2.344990</td>\n",
+       "      <td>1.908000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14670.000000</td>\n",
+       "      <td>1.278410e+01</td>\n",
+       "      <td>381.246000</td>\n",
+       "      <td>1231.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>305.6030</td>\n",
+       "      <td>5515.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.040000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1901</th>\n",
+       "      <td>143143769</td>\n",
+       "      <td>1926.01</td>\n",
+       "      <td>12.36860</td>\n",
+       "      <td>05:58:23.73</td>\n",
+       "      <td>-30:48:42.48</td>\n",
+       "      <td>-16.881</td>\n",
+       "      <td>-7.371</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>1.336560</td>\n",
+       "      <td>0.737000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1760.000000</td>\n",
+       "      <td>4.255630e+00</td>\n",
+       "      <td>209.675000</td>\n",
+       "      <td>1060.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>280.5550</td>\n",
+       "      <td>5111.900000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>-0.188957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1902</th>\n",
+       "      <td>14344979</td>\n",
+       "      <td>1927.01</td>\n",
+       "      <td>12.33530</td>\n",
+       "      <td>10:55:09.32</td>\n",
+       "      <td>-00:44:13.44</td>\n",
+       "      <td>-28.120</td>\n",
+       "      <td>24.033</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>4.112650</td>\n",
+       "      <td>1.758000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20940.000000</td>\n",
+       "      <td>1.354450e+01</td>\n",
+       "      <td>108.112000</td>\n",
+       "      <td>898.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>325.3770</td>\n",
+       "      <td>5424.800000</td>\n",
+       "      <td>4.49000</td>\n",
+       "      <td>0.920000</td>\n",
+       "      <td>-0.490000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1903</th>\n",
+       "      <td>207077681</td>\n",
+       "      <td>1928.01</td>\n",
+       "      <td>12.31190</td>\n",
+       "      <td>21:23:03.09</td>\n",
+       "      <td>-40:02:54.38</td>\n",
+       "      <td>-3.337</td>\n",
+       "      <td>-39.852</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.278640</td>\n",
+       "      <td>1.852261</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17220.000000</td>\n",
+       "      <td>1.728026e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>61.500000</td>\n",
+       "      <td>355.5130</td>\n",
+       "      <td>4879.000000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>1.210000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1904</th>\n",
+       "      <td>157266693</td>\n",
+       "      <td>1929.01</td>\n",
+       "      <td>13.16480</td>\n",
+       "      <td>11:46:30.8</td>\n",
+       "      <td>-33:51:36.27</td>\n",
+       "      <td>-35.023</td>\n",
+       "      <td>-4.597</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>3.853060</td>\n",
+       "      <td>3.631000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16900.000000</td>\n",
+       "      <td>1.421250e+01</td>\n",
+       "      <td>743.913000</td>\n",
+       "      <td>1454.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>585.7700</td>\n",
+       "      <td>5697.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1905</th>\n",
+       "      <td>160578764</td>\n",
+       "      <td>1930.01</td>\n",
+       "      <td>12.10140</td>\n",
+       "      <td>14:54:38.09</td>\n",
+       "      <td>-38:44:40.37</td>\n",
+       "      <td>0.723</td>\n",
+       "      <td>-1.530</td>\n",
+       "      <td>2.458601e+06</td>\n",
+       "      <td>2.878290</td>\n",
+       "      <td>2.241000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8350.000000</td>\n",
+       "      <td>1.277710e+01</td>\n",
+       "      <td>547.690000</td>\n",
+       "      <td>1347.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>508.8850</td>\n",
+       "      <td>6017.000000</td>\n",
+       "      <td>4.22000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1906</th>\n",
+       "      <td>162922904</td>\n",
+       "      <td>1931.01</td>\n",
+       "      <td>12.02330</td>\n",
+       "      <td>11:27:22.81</td>\n",
+       "      <td>-44:05:19.33</td>\n",
+       "      <td>-8.427</td>\n",
+       "      <td>-2.262</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>3.817210</td>\n",
+       "      <td>4.420000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3850.000000</td>\n",
+       "      <td>1.282250e+01</td>\n",
+       "      <td>1280.030000</td>\n",
+       "      <td>1666.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>757.8400</td>\n",
+       "      <td>6090.000000</td>\n",
+       "      <td>3.88000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1907</th>\n",
+       "      <td>386259537</td>\n",
+       "      <td>1932.01</td>\n",
+       "      <td>11.32990</td>\n",
+       "      <td>08:29:32.94</td>\n",
+       "      <td>-12:56:41.17</td>\n",
+       "      <td>-13.184</td>\n",
+       "      <td>-3.821</td>\n",
+       "      <td>2.458522e+06</td>\n",
+       "      <td>5.612640</td>\n",
+       "      <td>6.235000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4685.480000</td>\n",
+       "      <td>1.720200e+01</td>\n",
+       "      <td>1063.430000</td>\n",
+       "      <td>1590.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>627.0660</td>\n",
+       "      <td>6013.500000</td>\n",
+       "      <td>4.17000</td>\n",
+       "      <td>2.280000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1908</th>\n",
+       "      <td>172598832</td>\n",
+       "      <td>1933.01</td>\n",
+       "      <td>12.94100</td>\n",
+       "      <td>06:42:17.1</td>\n",
+       "      <td>-29:46:36.41</td>\n",
+       "      <td>-4.344</td>\n",
+       "      <td>5.595</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>3.264450</td>\n",
+       "      <td>4.890000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4020.000000</td>\n",
+       "      <td>1.299240e+01</td>\n",
+       "      <td>2868.180000</td>\n",
+       "      <td>2038.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1342.2900</td>\n",
+       "      <td>6561.000000</td>\n",
+       "      <td>3.93000</td>\n",
+       "      <td>2.080000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1909</th>\n",
+       "      <td>125739286</td>\n",
+       "      <td>1934.01</td>\n",
+       "      <td>10.52880</td>\n",
+       "      <td>14:20:29.46</td>\n",
+       "      <td>-31:12:07.45</td>\n",
+       "      <td>-21.736</td>\n",
+       "      <td>-0.858</td>\n",
+       "      <td>2.458603e+06</td>\n",
+       "      <td>4.511620</td>\n",
+       "      <td>4.556000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10754.700000</td>\n",
+       "      <td>1.836540e+01</td>\n",
+       "      <td>1110.780000</td>\n",
+       "      <td>1608.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>356.3910</td>\n",
+       "      <td>6540.600000</td>\n",
+       "      <td>4.26000</td>\n",
+       "      <td>1.610000</td>\n",
+       "      <td>-0.290000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1910</th>\n",
+       "      <td>176685457</td>\n",
+       "      <td>1935.01</td>\n",
+       "      <td>12.26820</td>\n",
+       "      <td>09:27:40.95</td>\n",
+       "      <td>-19:20:51.53</td>\n",
+       "      <td>-6.078</td>\n",
+       "      <td>1.723</td>\n",
+       "      <td>2.458519e+06</td>\n",
+       "      <td>4.435260</td>\n",
+       "      <td>2.382000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6120.000000</td>\n",
+       "      <td>1.277850e+01</td>\n",
+       "      <td>863.216000</td>\n",
+       "      <td>1510.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>609.1280</td>\n",
+       "      <td>6245.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.380000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1911</th>\n",
+       "      <td>178289267</td>\n",
+       "      <td>1936.01</td>\n",
+       "      <td>11.70760</td>\n",
+       "      <td>04:03:47.59</td>\n",
+       "      <td>-19:03:24.55</td>\n",
+       "      <td>-12.664</td>\n",
+       "      <td>-14.115</td>\n",
+       "      <td>2.458413e+06</td>\n",
+       "      <td>2.350690</td>\n",
+       "      <td>2.449000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15520.000000</td>\n",
+       "      <td>1.216030e+01</td>\n",
+       "      <td>615.565000</td>\n",
+       "      <td>1387.000000</td>\n",
+       "      <td>173.000000</td>\n",
+       "      <td>279.4850</td>\n",
+       "      <td>5593.000000</td>\n",
+       "      <td>4.46000</td>\n",
+       "      <td>0.970000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912</th>\n",
+       "      <td>268301217</td>\n",
+       "      <td>1937.01</td>\n",
+       "      <td>12.49330</td>\n",
+       "      <td>07:45:28.97</td>\n",
+       "      <td>-52:22:59.73</td>\n",
+       "      <td>-5.675</td>\n",
+       "      <td>11.296</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>0.946670</td>\n",
+       "      <td>1.268000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13790.000000</td>\n",
+       "      <td>1.552260e+01</td>\n",
+       "      <td>2420.390000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>415.1350</td>\n",
+       "      <td>5707.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1913 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
+       "0     231663901   101.01  12.40690  21:14:56.88  -55:52:18.71          12.641   \n",
+       "1     149603524   102.01   9.71090  05:48:33.56  -63:59:17.98         -15.641   \n",
+       "2     336732616   103.01  11.52320   20:49:49.8   -24:25:43.3          10.426   \n",
+       "3     231670397   104.01   9.86380  21:19:47.93  -58:08:56.16          10.552   \n",
+       "4     144065872   105.01   9.49950  22:29:49.88  -48:00:11.16          91.976   \n",
+       "5      38846515   106.01  10.31570  04:35:50.36  -64:01:37.34          10.845   \n",
+       "6      92352620   107.01   9.64330  20:55:07.98   -34:08:08.7          26.376   \n",
+       "7     289793076   108.01  13.16300  21:07:50.76  -26:05:48.19           3.479   \n",
+       "8      29344935   109.01  13.23660  20:52:51.71  -25:41:14.55           1.053   \n",
+       "9     281459670   110.01  11.67140  00:22:28.45  -59:56:33.32         -22.309   \n",
+       "10    355703913   111.01  13.18300  00:03:05.88  -62:28:09.54           2.894   \n",
+       "11    388104525   112.01  11.60350  03:43:44.07  -65:11:37.61          21.126   \n",
+       "12     97409519   113.01  12.18930  22:10:51.44  -30:44:58.99          -0.710   \n",
+       "13     25155310   114.01  10.61030  04:13:29.93  -69:13:35.73          63.134   \n",
+       "14    281541555   115.01  13.04170  00:26:48.63  -56:18:57.97          21.460   \n",
+       "15    238176110   116.01  11.04430  23:51:23.14   -70:09:10.3          96.185   \n",
+       "16    322307342   117.01  11.78060  01:00:01.46  -58:54:17.01          22.522   \n",
+       "17    266980320   118.01   9.17900  23:18:14.22  -56:54:14.35         313.918   \n",
+       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "20    394137592   120.01   7.10620  00:17:47.32  -66:21:32.14          64.763   \n",
+       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
+       "22    231702397   122.01  13.08400  22:11:47.58  -58:56:45.91         138.138   \n",
+       "23    290131778   123.01   7.87598   21:18:47.9  -26:36:58.95          23.236   \n",
+       "24     29831208   124.01  11.13110  04:26:19.83  -67:48:22.87           7.888   \n",
+       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "27     52368076   125.03  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "28     70440470   126.01  12.79230  22:37:57.43  -35:09:15.13          -9.326   \n",
+       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
+       "...         ...      ...       ...          ...           ...             ...   \n",
+       "1883   37718056  1908.01  11.70830  00:16:35.12  -10:58:35.12           1.827   \n",
+       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
+       "1885  437261733  1910.01  13.29580  11:21:17.84  -22:23:17.44         -24.166   \n",
+       "1886   44745133  1911.01  12.57570  04:06:37.87   -25:20:58.8           3.997   \n",
+       "1887   50712784  1912.01  10.55790  08:25:21.08  -11:30:03.56          -5.388   \n",
+       "1888   53458803  1913.01  11.86560  06:51:23.38  -29:03:31.16         -16.382   \n",
+       "1889   53750200  1914.01  12.23090  06:54:04.17   -27:03:01.5          -0.139   \n",
+       "1890   98283926  1915.01  13.14720  07:13:48.58  -33:26:14.45           0.759   \n",
+       "1891   98545929  1916.01  12.45390  07:16:25.09  -31:14:39.82          -2.420   \n",
+       "1892  339522221  1917.01  12.04570  19:46:45.23  -63:33:56.34          19.406   \n",
+       "1893  308425348  1918.01  12.28760  11:10:19.88  -58:58:58.75         -10.042   \n",
+       "1894  102192004  1919.01  11.32870  13:03:10.56   -41:23:05.5           0.043   \n",
+       "1895  363851359  1920.01  13.27550  13:22:32.37  -44:41:19.82          -3.451   \n",
+       "1896  112099249  1921.01  12.15770  13:58:04.08  -30:20:53.35          -4.362   \n",
+       "1897  112604564  1922.01  12.32130  07:29:40.61   -29:56:16.5           2.670   \n",
+       "1898  114299824  1923.01  12.92640  07:37:08.01  -32:45:19.51          -6.283   \n",
+       "1899  371443216  1924.01   8.05520  09:50:19.22  -66:06:50.13           6.051   \n",
+       "1900  118956453  1925.01  11.93970  09:01:39.91  -20:43:13.33          -9.984   \n",
+       "1901  143143769  1926.01  12.36860  05:58:23.73  -30:48:42.48         -16.881   \n",
+       "1902   14344979  1927.01  12.33530  10:55:09.32  -00:44:13.44         -28.120   \n",
+       "1903  207077681  1928.01  12.31190  21:23:03.09  -40:02:54.38          -3.337   \n",
+       "1904  157266693  1929.01  13.16480   11:46:30.8  -33:51:36.27         -35.023   \n",
+       "1905  160578764  1930.01  12.10140  14:54:38.09  -38:44:40.37           0.723   \n",
+       "1906  162922904  1931.01  12.02330  11:27:22.81  -44:05:19.33          -8.427   \n",
+       "1907  386259537  1932.01  11.32990  08:29:32.94  -12:56:41.17         -13.184   \n",
+       "1908  172598832  1933.01  12.94100   06:42:17.1  -29:46:36.41          -4.344   \n",
+       "1909  125739286  1934.01  10.52880  14:20:29.46  -31:12:07.45         -21.736   \n",
+       "1910  176685457  1935.01  12.26820  09:27:40.95  -19:20:51.53          -6.078   \n",
+       "1911  178289267  1936.01  11.70760  04:03:47.59  -19:03:24.55         -12.664   \n",
+       "1912  268301217  1937.01  12.49330  07:45:28.97  -52:22:59.73          -5.675   \n",
+       "\n",
+       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
+       "0             -16.011  2.458326e+06       1.430401          1.638765   \n",
+       "1              26.046  2.458326e+06       4.411943          3.776425   \n",
+       "2              15.620  2.458327e+06       3.547854          3.494333   \n",
+       "3             -10.658  2.458328e+06       4.087445          5.590140   \n",
+       "4              -6.861  2.458327e+06       2.184659          2.869426   \n",
+       "5              -0.499  2.458327e+06       2.849380          3.776111   \n",
+       "6             -44.947  2.458328e+06       3.950054          4.557506   \n",
+       "7             -10.313  2.458328e+06       3.043839          2.660993   \n",
+       "8              -9.881  2.458326e+06       2.766737          2.568721   \n",
+       "9              -4.893  2.458328e+06       3.174305          2.723339   \n",
+       "10              4.911  2.458326e+06       2.106098          1.574766   \n",
+       "11             16.543  2.458327e+06       2.499814          2.878017   \n",
+       "12            -14.516  2.458327e+06       3.372877          2.634260   \n",
+       "13             53.433  2.458328e+06       3.288776          3.410191   \n",
+       "14              7.316  2.458330e+06       4.742745          2.408768   \n",
+       "15             -1.747  2.458327e+06       2.798594          2.366459   \n",
+       "16              7.594  2.458328e+06       3.585500          3.173000   \n",
+       "17            -20.177  2.458329e+06       6.036061          2.123832   \n",
+       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
+       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
+       "20             -5.056  2.458332e+06      11.535076          8.555958   \n",
+       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
+       "22           -235.810  2.458329e+06       5.077677          1.155359   \n",
+       "23            -57.557  2.458325e+06       3.308754          5.634728   \n",
+       "24             32.653  2.458327e+06       1.842860          1.719758   \n",
+       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
+       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
+       "27           -122.953  2.458343e+06      19.981867          2.991231   \n",
+       "28            -50.142  2.458327e+06       3.035381          2.886722   \n",
+       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
+       "...               ...           ...            ...               ...   \n",
+       "1883           -1.504  2.458384e+06       3.656880          3.542000   \n",
+       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
+       "1885            0.929  2.458549e+06       5.417920          3.522000   \n",
+       "1886            9.892  2.458416e+06       7.818760          4.968000   \n",
+       "1887           -0.587  2.458492e+06       5.405420          4.712000   \n",
+       "1888           -7.264  2.458472e+06       3.348620          3.299000   \n",
+       "1889           -4.758  2.458469e+06       4.192680          1.729000   \n",
+       "1890           -2.879  2.458492e+06       2.291830          3.129000   \n",
+       "1891            2.440  2.458492e+06       1.888510          3.515000   \n",
+       "1892          -12.796  2.458655e+06       1.820690          3.049000   \n",
+       "1893            4.282  2.458572e+06       3.398290          2.634000   \n",
+       "1894           -5.784  2.458575e+06       4.233490          1.613000   \n",
+       "1895           -7.915  2.458599e+06       2.543170          2.106000   \n",
+       "1896           -5.087  2.458604e+06       5.179580          4.524000   \n",
+       "1897           -5.024  2.458496e+06       4.577780          3.574000   \n",
+       "1898            0.531  2.458494e+06       4.206620          2.290000   \n",
+       "1899          -15.398  2.458574e+06       2.824210          3.860000   \n",
+       "1900            1.128  2.458520e+06       2.344990          1.908000   \n",
+       "1901           -7.371  2.458469e+06       1.336560          0.737000   \n",
+       "1902           24.033  2.458549e+06       4.112650          1.758000   \n",
+       "1903          -39.852  2.458326e+06       2.278640          1.852261   \n",
+       "1904           -4.597  2.458574e+06       3.853060          3.631000   \n",
+       "1905           -1.530  2.458601e+06       2.878290          2.241000   \n",
+       "1906           -2.262  2.458575e+06       3.817210          4.420000   \n",
+       "1907           -3.821  2.458522e+06       5.612640          6.235000   \n",
+       "1908            5.595  2.458471e+06       3.264450          4.890000   \n",
+       "1909           -0.858  2.458603e+06       4.511620          4.556000   \n",
+       "1910            1.723  2.458519e+06       4.435260          2.382000   \n",
+       "1911          -14.115  2.458413e+06       2.350690          2.449000   \n",
+       "1912           11.296  2.458492e+06       0.946670          1.268000   \n",
+       "\n",
+       "             ...            Depth (ppm)  Planet Radius (R_Earth)  \\\n",
+       "0            ...           20452.531250             1.314501e+01   \n",
+       "1            ...           13979.925781             1.539724e+01   \n",
+       "2            ...           10424.372070             1.458184e+01   \n",
+       "3            ...            3586.197021             1.265210e+01   \n",
+       "4            ...           11836.691406             1.251459e+01   \n",
+       "5            ...            7452.432617             9.061380e+00   \n",
+       "6            ...           12999.897461             1.877557e+01   \n",
+       "7            ...           24143.222656             1.399950e+01   \n",
+       "8            ...           15691.951172             1.166177e+01   \n",
+       "9            ...           15603.693359             1.366880e+01   \n",
+       "10           ...           12430.502930             1.668368e+01   \n",
+       "11           ...           15044.681641             1.483984e+01   \n",
+       "12           ...           17163.603516             1.420180e+01   \n",
+       "13           ...            7125.314941             1.083568e+01   \n",
+       "14           ...           13420.032227             1.151794e+01   \n",
+       "15           ...           16879.449219             1.129384e+01   \n",
+       "16           ...            6130.000000             1.742020e+01   \n",
+       "17           ...            1704.034302             4.926376e+00   \n",
+       "18           ...             625.829712             2.468596e+00   \n",
+       "19           ...             519.241028             1.891011e+00   \n",
+       "20           ...            2389.906250             1.221581e+01   \n",
+       "21           ...           14107.169922             1.478311e+01   \n",
+       "22           ...            6501.890625             2.386458e+00   \n",
+       "23           ...            3177.131836             7.723223e+00   \n",
+       "24           ...            2469.541504             7.099990e+00   \n",
+       "25           ...            1007.882446             2.863905e+00   \n",
+       "26           ...             996.181824             2.861244e+00   \n",
+       "27           ...            1046.211182             2.899664e+00   \n",
+       "28           ...           16740.835938             1.504447e+01   \n",
+       "29           ...           55371.085938             2.375098e+01   \n",
+       "...          ...                    ...                      ...   \n",
+       "1883         ...            7040.000000             1.280310e+01   \n",
+       "1884         ...           20575.800000             1.235690e+01   \n",
+       "1885         ...           13980.000000             1.316170e+01   \n",
+       "1886         ...            3110.000000             9.222220e+00   \n",
+       "1887         ...            3590.000000             9.836340e+00   \n",
+       "1888         ...           11170.000000             1.319540e+01   \n",
+       "1889         ...            4240.000000             1.098590e+01   \n",
+       "1890         ...           11090.000000             1.347250e+01   \n",
+       "1891         ...            4990.000000             1.462970e+01   \n",
+       "1892         ...           12340.000000             1.565930e+01   \n",
+       "1893         ...            4340.000000             7.066330e+00   \n",
+       "1894         ...            7020.000000             1.327800e+01   \n",
+       "1895         ...            5740.000000             1.014960e+01   \n",
+       "1896         ...            7620.000000             1.482900e+01   \n",
+       "1897         ...           10660.000000             1.858410e+01   \n",
+       "1898         ...           12200.000000             1.196900e+01   \n",
+       "1899         ...            8309.850000                      NaN   \n",
+       "1900         ...           14670.000000             1.278410e+01   \n",
+       "1901         ...            1760.000000             4.255630e+00   \n",
+       "1902         ...           20940.000000             1.354450e+01   \n",
+       "1903         ...           17220.000000             1.728026e+07   \n",
+       "1904         ...           16900.000000             1.421250e+01   \n",
+       "1905         ...            8350.000000             1.277710e+01   \n",
+       "1906         ...            3850.000000             1.282250e+01   \n",
+       "1907         ...            4685.480000             1.720200e+01   \n",
+       "1908         ...            4020.000000             1.299240e+01   \n",
+       "1909         ...           10754.700000             1.836540e+01   \n",
+       "1910         ...            6120.000000             1.277850e+01   \n",
+       "1911         ...           15520.000000             1.216030e+01   \n",
+       "1912         ...           13790.000000             1.552260e+01   \n",
+       "\n",
+       "      Planet Insolation (Earth Flux)  Planet Equil Temp (K)  Planet SNR  \\\n",
+       "0                        1193.379517            1499.044067    0.887868   \n",
+       "1                         586.130005            1370.000000  474.380951   \n",
+       "2                        1212.004395            1504.859009    0.800299   \n",
+       "3                        1672.217529            1630.958618    0.808662   \n",
+       "4                         985.883728            1429.144653    0.886027   \n",
+       "5                        1311.385376            1534.801880  278.009491   \n",
+       "6                        1098.209595            1468.219727    0.860200   \n",
+       "7                         400.955292            1141.284058    0.820267   \n",
+       "8                                NaN                    NaN    0.834164   \n",
+       "9                         662.491028            1293.941772  100.352081   \n",
+       "10                               NaN                    NaN   30.581211   \n",
+       "11                        996.863525            1433.107178  235.476913   \n",
+       "12                        615.165894            1270.187500    0.829214   \n",
+       "13                        808.154602            1359.857422  240.635345   \n",
+       "14                        246.937668            1011.035889   24.498663   \n",
+       "15                        288.255493            1050.906738    0.808503   \n",
+       "16                        519.635000            1330.000000   73.000000   \n",
+       "17                        242.435043            1006.395264    0.830483   \n",
+       "18                               NaN                    NaN   20.643391   \n",
+       "19                         58.334728             704.857849   19.546083   \n",
+       "20                               NaN                    NaN   32.900002   \n",
+       "21                        119.985214             844.115112    0.836588   \n",
+       "22                          6.457958             406.577698    0.940471   \n",
+       "23                       1078.917480            1461.728760    0.920341   \n",
+       "24                        590.536682            1257.278442   22.854355   \n",
+       "25                        188.107544             944.542053   17.438063   \n",
+       "26                         76.380043             753.988525   14.804296   \n",
+       "27                         26.945604             581.087769   10.261628   \n",
+       "28                        718.651245            1320.533081    0.860842   \n",
+       "29                         54.250580             692.182861   58.162800   \n",
+       "...                              ...                    ...         ...   \n",
+       "1883                      903.013000            1527.000000    9.000000   \n",
+       "1884                      499.927000            1317.000000   98.000000   \n",
+       "1885                      260.226000            1118.000000   26.000000   \n",
+       "1886                      260.731000            1119.000000   12.000000   \n",
+       "1887                      898.650000            1525.000000   10.000000   \n",
+       "1888                      617.947000            1389.000000  116.000000   \n",
+       "1889                      198.538000            1045.000000   20.000000   \n",
+       "1890                     1834.770000            1823.000000   32.000000   \n",
+       "1891                    12565.400000            2949.000000   22.000000   \n",
+       "1892                     2440.700000            1958.000000   83.000000   \n",
+       "1893                      662.808000            1413.000000    9.000000   \n",
+       "1894                      269.982000            1129.000000   23.000000   \n",
+       "1895                      455.425000            1286.000000   11.000000   \n",
+       "1896                      669.018000            1416.000000   20.000000   \n",
+       "1897                      773.768000            1469.000000   30.000000   \n",
+       "1898                      404.654000            1249.000000   12.000000   \n",
+       "1899                     4629.230000            2297.000000  260.000000   \n",
+       "1900                      381.246000            1231.000000   81.000000   \n",
+       "1901                      209.675000            1060.000000    9.000000   \n",
+       "1902                      108.112000             898.000000   35.000000   \n",
+       "1903                             NaN                    NaN   61.500000   \n",
+       "1904                      743.913000            1454.000000   35.000000   \n",
+       "1905                      547.690000            1347.000000   35.000000   \n",
+       "1906                     1280.030000            1666.000000   19.000000   \n",
+       "1907                     1063.430000            1590.000000   46.000000   \n",
+       "1908                     2868.180000            2038.000000   21.000000   \n",
+       "1909                     1110.780000            1608.000000   99.000000   \n",
+       "1910                      863.216000            1510.000000   22.000000   \n",
+       "1911                      615.565000            1387.000000  173.000000   \n",
+       "1912                     2420.390000            1954.000000   80.000000   \n",
+       "\n",
+       "      Stellar Distance (pc)  Stellar Eff Temp (K)  Stellar log(g) (cm/s^2)  \\\n",
+       "0                  375.3100           5600.000000                  4.48851   \n",
+       "1                  175.6310           6280.000000                  4.32092   \n",
+       "2                  411.2110           6351.000000                  4.22896   \n",
+       "3                  316.6780           6036.000000                  3.93359   \n",
+       "4                  137.5440           5630.000000                  4.37759   \n",
+       "5                  364.4110           6900.000000                  4.43800   \n",
+       "6                  211.2110           6153.000000                  4.18077   \n",
+       "7                  421.8550           5523.000000                  4.52192   \n",
+       "8                  513.0110           5346.000000                  4.48823   \n",
+       "9                  342.1400           5943.000000                  4.42524   \n",
+       "10                 508.8420           5380.000000                  4.43370   \n",
+       "11                 302.4480           5650.000000                  4.28867   \n",
+       "12                 448.6370           6050.000000                  4.45061   \n",
+       "13                 216.5260           5800.000000                  4.28004   \n",
+       "14                 453.8080           5377.000000                  4.42476   \n",
+       "15                 149.9420           4920.000000                  4.49371   \n",
+       "16                 603.9550           5704.800000                  3.84000   \n",
+       "17                  94.1719           5586.000000                  4.36763   \n",
+       "18                  66.6187           5332.000000                  4.56429   \n",
+       "19                  66.6187           5332.000000                  4.56429   \n",
+       "20                  79.5702           5479.299805                  3.77000   \n",
+       "21                 182.1690           6053.000000                  4.31350   \n",
+       "22                  62.1180           3318.000000                  4.95810   \n",
+       "23                 161.4980           6188.000000                  4.27166   \n",
+       "24                 809.2520           5080.000000                  4.48159   \n",
+       "25                 111.0590           5154.000000                  4.47072   \n",
+       "26                 111.0590           5154.000000                  4.47072   \n",
+       "27                 111.0590           5154.000000                  4.47072   \n",
+       "28                 573.0270           5751.000000                  4.35036   \n",
+       "29                 140.2250           3424.000000                  4.43800   \n",
+       "...                     ...                   ...                      ...   \n",
+       "1883               524.9930           6239.000000                  4.15000   \n",
+       "1884               303.9410           5818.800000                  4.24000   \n",
+       "1885               642.8840           5652.000000                  4.36000   \n",
+       "1886               679.7610           5549.000000                  4.00000   \n",
+       "1887               343.0800           6410.000000                  4.14000   \n",
+       "1888               389.5700           5711.000000                  4.27000   \n",
+       "1889               737.6680           6405.000000                  4.13000   \n",
+       "1890               800.3770           6208.000000                  4.31000   \n",
+       "1891              1458.8300           8549.000000                  4.11000   \n",
+       "1892               514.5550           6155.000000                  4.24000   \n",
+       "1893               477.3220           6271.000000                  4.45000   \n",
+       "1894               410.1490           6333.700000                  4.21000   \n",
+       "1895               748.5850           5652.000000                  4.20000   \n",
+       "1896               663.2310           6116.000000                  4.07000   \n",
+       "1897               878.5210           6687.000000                  4.09000   \n",
+       "1898               609.8380           6781.000000                  4.54000   \n",
+       "1899               170.6960           8004.200000                  4.20000   \n",
+       "1900               305.6030           5515.000000                  4.39000   \n",
+       "1901               280.5550           5111.900000                  4.50000   \n",
+       "1902               325.3770           5424.800000                  4.49000   \n",
+       "1903               355.5130           4879.000000                  4.50000   \n",
+       "1904               585.7700           5697.000000                  4.39000   \n",
+       "1905               508.8850           6017.000000                  4.22000   \n",
+       "1906               757.8400           6090.000000                  3.88000   \n",
+       "1907               627.0660           6013.500000                  4.17000   \n",
+       "1908              1342.2900           6561.000000                  3.93000   \n",
+       "1909               356.3910           6540.600000                  4.26000   \n",
+       "1910               609.1280           6245.000000                  4.24000   \n",
+       "1911               279.4850           5593.000000                  4.46000   \n",
+       "1912               415.1350           5707.000000                  4.39000   \n",
+       "\n",
+       "      Stellar Radius (R_Sun)  Stellar Metallicity  \n",
+       "0                   0.860000                  NaN  \n",
+       "1                   1.280000             0.240000  \n",
+       "2                   1.400000                  NaN  \n",
+       "3                   2.070000                  NaN  \n",
+       "4                   1.130000                  NaN  \n",
+       "5                   1.000000                  NaN  \n",
+       "6                   1.620000             0.220000  \n",
+       "7                   0.890000                  NaN  \n",
+       "8                   0.930000                  NaN  \n",
+       "9                   1.060000            -0.100000  \n",
+       "10                  0.980000             0.245387  \n",
+       "11                  1.200000                  NaN  \n",
+       "12                  1.020000                  NaN  \n",
+       "13                  1.270000             0.206830  \n",
+       "14                  0.980778                  NaN  \n",
+       "15                  0.860000             0.320000  \n",
+       "16                  2.000000            -0.250000  \n",
+       "17                  1.077600                  NaN  \n",
+       "18                  0.829762                  NaN  \n",
+       "19                  0.829762                  NaN  \n",
+       "20                  2.487710            -0.020000  \n",
+       "21                  1.225910                  NaN  \n",
+       "22                  0.294000                  NaN  \n",
+       "23                  1.318870                  NaN  \n",
+       "24                  0.877602                  NaN  \n",
+       "25                  0.899270                  NaN  \n",
+       "26                  0.899270                  NaN  \n",
+       "27                  0.899270                  NaN  \n",
+       "28                  1.122370                  NaN  \n",
+       "29                  1.000000                  NaN  \n",
+       "...                      ...                  ...  \n",
+       "1883                1.530000                  NaN  \n",
+       "1884                0.780000                  NaN  \n",
+       "1885                1.100000                  NaN  \n",
+       "1886                1.640000                  NaN  \n",
+       "1887                1.590000                  NaN  \n",
+       "1888                1.230000                  NaN  \n",
+       "1889                1.630000                  NaN  \n",
+       "1890                1.270000                  NaN  \n",
+       "1891                2.120000                  NaN  \n",
+       "1892                1.350000                  NaN  \n",
+       "1893                1.090000                  NaN  \n",
+       "1894                1.460000            -0.100000  \n",
+       "1895                1.310000                  NaN  \n",
+       "1896                1.650000                  NaN  \n",
+       "1897                1.780000                  NaN  \n",
+       "1898                1.070000                  NaN  \n",
+       "1899                     NaN                  NaN  \n",
+       "1900                1.040000                  NaN  \n",
+       "1901                0.860000            -0.188957  \n",
+       "1902                0.920000            -0.490000  \n",
+       "1903                1.210000                  NaN  \n",
+       "1904                1.060000                  NaN  \n",
+       "1905                1.350000                  NaN  \n",
+       "1906                2.030000                  NaN  \n",
+       "1907                2.280000                  NaN  \n",
+       "1908                2.080000                  NaN  \n",
+       "1909                1.610000            -0.290000  \n",
+       "1910                1.380000                  NaN  \n",
+       "1911                0.970000                  NaN  \n",
+       "1912                1.070000                  NaN  \n",
+       "\n",
+       "[1913 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Open/extract table of TOIs\n",
+    "df = pd.read_csv('https://exofop.ipac.caltech.edu/tess/download_toi.php?sort=toi&output=csv')\n",
+    "\n",
+    "#Remove some columns that do not seem relevant for manipulation to make table easier to read\n",
+    "columns_i_want = ['TIC ID', 'TOI',\n",
+    "       'TESS Mag', 'RA',\n",
+    "       'Dec', 'PM RA (mas/yr)', 'PM Dec (mas/yr)','Epoch (BJD)',\n",
+    "       'Period (days)', 'Duration (hours)', 'Depth (mmag)',\n",
+    "       'Depth (ppm)', 'Planet Radius (R_Earth)', 'Planet Insolation (Earth Flux)',\n",
+    "       'Planet Equil Temp (K)', 'Planet SNR', 'Stellar Distance (pc)', 'Stellar Eff Temp (K)',\n",
+    "        'Stellar log(g) (cm/s^2)', 'Stellar Radius (R_Sun)', 'Stellar Metallicity']\n",
+    "df_c = df.loc[:,columns_i_want]\n",
+    "df_c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.776"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Coefficients for Seff equation\n",
+    "#Coefficients go in order of: recent venus, runaway greenhouse, maximum greenhouse, early mars, runaway greenhouse (5x earth mass), runaway greenhouse (.1x earth mass)\n",
+    "seffsun  = [1.776,1.107, 0.356, 0.320, 1.188, 0.99] \n",
+    "a = [2.136e-4, 1.332e-4, 6.171e-5, 5.547e-5, 1.433e-4, 1.209e-4]\n",
+    "b = [2.533e-8, 1.580e-8, 1.698e-9, 1.526e-9, 1.707e-8, 1.404e-8]\n",
+    "c = [-1.332e-11, -8.308e-12, -3.198e-12, -2.874e-12, -8.968e-12, -7.418e-12]\n",
+    "d = [-3.097e-15, -1.931e-15, -5.575e-16, -5.011e-16, -2.084e-15, -1.713e-15]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TIC ID</th>\n",
+       "      <th>TOI</th>\n",
+       "      <th>TESS Mag</th>\n",
+       "      <th>RA</th>\n",
+       "      <th>Dec</th>\n",
+       "      <th>PM RA (mas/yr)</th>\n",
+       "      <th>PM Dec (mas/yr)</th>\n",
+       "      <th>Epoch (BJD)</th>\n",
+       "      <th>Period (days)</th>\n",
+       "      <th>Duration (hours)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Depth (ppm)</th>\n",
+       "      <th>Planet Radius (R_Earth)</th>\n",
+       "      <th>Planet Insolation (Earth Flux)</th>\n",
+       "      <th>Planet Equil Temp (K)</th>\n",
+       "      <th>Planet SNR</th>\n",
+       "      <th>Stellar Distance (pc)</th>\n",
+       "      <th>Stellar Eff Temp (K)</th>\n",
+       "      <th>Stellar log(g) (cm/s^2)</th>\n",
+       "      <th>Stellar Radius (R_Sun)</th>\n",
+       "      <th>Stellar Metallicity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>231663901</td>\n",
+       "      <td>101.01</td>\n",
+       "      <td>12.40690</td>\n",
+       "      <td>21:14:56.88</td>\n",
+       "      <td>-55:52:18.71</td>\n",
+       "      <td>12.641</td>\n",
+       "      <td>-16.011</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>1.430401</td>\n",
+       "      <td>1.638765</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20452.531250</td>\n",
+       "      <td>1.314501e+01</td>\n",
+       "      <td>1193.379517</td>\n",
+       "      <td>1499.044067</td>\n",
+       "      <td>0.887868</td>\n",
+       "      <td>375.3100</td>\n",
+       "      <td>5600.000000</td>\n",
+       "      <td>4.48851</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>149603524</td>\n",
+       "      <td>102.01</td>\n",
+       "      <td>9.71090</td>\n",
+       "      <td>05:48:33.56</td>\n",
+       "      <td>-63:59:17.98</td>\n",
+       "      <td>-15.641</td>\n",
+       "      <td>26.046</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>4.411943</td>\n",
+       "      <td>3.776425</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13979.925781</td>\n",
+       "      <td>1.539724e+01</td>\n",
+       "      <td>586.130005</td>\n",
+       "      <td>1370.000000</td>\n",
+       "      <td>474.380951</td>\n",
+       "      <td>175.6310</td>\n",
+       "      <td>6280.000000</td>\n",
+       "      <td>4.32092</td>\n",
+       "      <td>1.280000</td>\n",
+       "      <td>0.240000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>336732616</td>\n",
+       "      <td>103.01</td>\n",
+       "      <td>11.52320</td>\n",
+       "      <td>20:49:49.8</td>\n",
+       "      <td>-24:25:43.3</td>\n",
+       "      <td>10.426</td>\n",
+       "      <td>15.620</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.547854</td>\n",
+       "      <td>3.494333</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10424.372070</td>\n",
+       "      <td>1.458184e+01</td>\n",
+       "      <td>1212.004395</td>\n",
+       "      <td>1504.859009</td>\n",
+       "      <td>0.800299</td>\n",
+       "      <td>411.2110</td>\n",
+       "      <td>6351.000000</td>\n",
+       "      <td>4.22896</td>\n",
+       "      <td>1.400000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>231670397</td>\n",
+       "      <td>104.01</td>\n",
+       "      <td>9.86380</td>\n",
+       "      <td>21:19:47.93</td>\n",
+       "      <td>-58:08:56.16</td>\n",
+       "      <td>10.552</td>\n",
+       "      <td>-10.658</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>4.087445</td>\n",
+       "      <td>5.590140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3586.197021</td>\n",
+       "      <td>1.265210e+01</td>\n",
+       "      <td>1672.217529</td>\n",
+       "      <td>1630.958618</td>\n",
+       "      <td>0.808662</td>\n",
+       "      <td>316.6780</td>\n",
+       "      <td>6036.000000</td>\n",
+       "      <td>3.93359</td>\n",
+       "      <td>2.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>144065872</td>\n",
+       "      <td>105.01</td>\n",
+       "      <td>9.49950</td>\n",
+       "      <td>22:29:49.88</td>\n",
+       "      <td>-48:00:11.16</td>\n",
+       "      <td>91.976</td>\n",
+       "      <td>-6.861</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.184659</td>\n",
+       "      <td>2.869426</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11836.691406</td>\n",
+       "      <td>1.251459e+01</td>\n",
+       "      <td>985.883728</td>\n",
+       "      <td>1429.144653</td>\n",
+       "      <td>0.886027</td>\n",
+       "      <td>137.5440</td>\n",
+       "      <td>5630.000000</td>\n",
+       "      <td>4.37759</td>\n",
+       "      <td>1.130000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>38846515</td>\n",
+       "      <td>106.01</td>\n",
+       "      <td>10.31570</td>\n",
+       "      <td>04:35:50.36</td>\n",
+       "      <td>-64:01:37.34</td>\n",
+       "      <td>10.845</td>\n",
+       "      <td>-0.499</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.849380</td>\n",
+       "      <td>3.776111</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7452.432617</td>\n",
+       "      <td>9.061380e+00</td>\n",
+       "      <td>1311.385376</td>\n",
+       "      <td>1534.801880</td>\n",
+       "      <td>278.009491</td>\n",
+       "      <td>364.4110</td>\n",
+       "      <td>6900.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>92352620</td>\n",
+       "      <td>107.01</td>\n",
+       "      <td>9.64330</td>\n",
+       "      <td>20:55:07.98</td>\n",
+       "      <td>-34:08:08.7</td>\n",
+       "      <td>26.376</td>\n",
+       "      <td>-44.947</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.950054</td>\n",
+       "      <td>4.557506</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12999.897461</td>\n",
+       "      <td>1.877557e+01</td>\n",
+       "      <td>1098.209595</td>\n",
+       "      <td>1468.219727</td>\n",
+       "      <td>0.860200</td>\n",
+       "      <td>211.2110</td>\n",
+       "      <td>6153.000000</td>\n",
+       "      <td>4.18077</td>\n",
+       "      <td>1.620000</td>\n",
+       "      <td>0.220000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>289793076</td>\n",
+       "      <td>108.01</td>\n",
+       "      <td>13.16300</td>\n",
+       "      <td>21:07:50.76</td>\n",
+       "      <td>-26:05:48.19</td>\n",
+       "      <td>3.479</td>\n",
+       "      <td>-10.313</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.043839</td>\n",
+       "      <td>2.660993</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24143.222656</td>\n",
+       "      <td>1.399950e+01</td>\n",
+       "      <td>400.955292</td>\n",
+       "      <td>1141.284058</td>\n",
+       "      <td>0.820267</td>\n",
+       "      <td>421.8550</td>\n",
+       "      <td>5523.000000</td>\n",
+       "      <td>4.52192</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>29344935</td>\n",
+       "      <td>109.01</td>\n",
+       "      <td>13.23660</td>\n",
+       "      <td>20:52:51.71</td>\n",
+       "      <td>-25:41:14.55</td>\n",
+       "      <td>1.053</td>\n",
+       "      <td>-9.881</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.766737</td>\n",
+       "      <td>2.568721</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15691.951172</td>\n",
+       "      <td>1.166177e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.834164</td>\n",
+       "      <td>513.0110</td>\n",
+       "      <td>5346.000000</td>\n",
+       "      <td>4.48823</td>\n",
+       "      <td>0.930000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>281459670</td>\n",
+       "      <td>110.01</td>\n",
+       "      <td>11.67140</td>\n",
+       "      <td>00:22:28.45</td>\n",
+       "      <td>-59:56:33.32</td>\n",
+       "      <td>-22.309</td>\n",
+       "      <td>-4.893</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.174305</td>\n",
+       "      <td>2.723339</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15603.693359</td>\n",
+       "      <td>1.366880e+01</td>\n",
+       "      <td>662.491028</td>\n",
+       "      <td>1293.941772</td>\n",
+       "      <td>100.352081</td>\n",
+       "      <td>342.1400</td>\n",
+       "      <td>5943.000000</td>\n",
+       "      <td>4.42524</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>355703913</td>\n",
+       "      <td>111.01</td>\n",
+       "      <td>13.18300</td>\n",
+       "      <td>00:03:05.88</td>\n",
+       "      <td>-62:28:09.54</td>\n",
+       "      <td>2.894</td>\n",
+       "      <td>4.911</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.106098</td>\n",
+       "      <td>1.574766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12430.502930</td>\n",
+       "      <td>1.668368e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.581211</td>\n",
+       "      <td>508.8420</td>\n",
+       "      <td>5380.000000</td>\n",
+       "      <td>4.43370</td>\n",
+       "      <td>0.980000</td>\n",
+       "      <td>0.245387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>388104525</td>\n",
+       "      <td>112.01</td>\n",
+       "      <td>11.60350</td>\n",
+       "      <td>03:43:44.07</td>\n",
+       "      <td>-65:11:37.61</td>\n",
+       "      <td>21.126</td>\n",
+       "      <td>16.543</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.499814</td>\n",
+       "      <td>2.878017</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15044.681641</td>\n",
+       "      <td>1.483984e+01</td>\n",
+       "      <td>996.863525</td>\n",
+       "      <td>1433.107178</td>\n",
+       "      <td>235.476913</td>\n",
+       "      <td>302.4480</td>\n",
+       "      <td>5650.000000</td>\n",
+       "      <td>4.28867</td>\n",
+       "      <td>1.200000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>97409519</td>\n",
+       "      <td>113.01</td>\n",
+       "      <td>12.18930</td>\n",
+       "      <td>22:10:51.44</td>\n",
+       "      <td>-30:44:58.99</td>\n",
+       "      <td>-0.710</td>\n",
+       "      <td>-14.516</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.372877</td>\n",
+       "      <td>2.634260</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17163.603516</td>\n",
+       "      <td>1.420180e+01</td>\n",
+       "      <td>615.165894</td>\n",
+       "      <td>1270.187500</td>\n",
+       "      <td>0.829214</td>\n",
+       "      <td>448.6370</td>\n",
+       "      <td>6050.000000</td>\n",
+       "      <td>4.45061</td>\n",
+       "      <td>1.020000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>25155310</td>\n",
+       "      <td>114.01</td>\n",
+       "      <td>10.61030</td>\n",
+       "      <td>04:13:29.93</td>\n",
+       "      <td>-69:13:35.73</td>\n",
+       "      <td>63.134</td>\n",
+       "      <td>53.433</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.288776</td>\n",
+       "      <td>3.410191</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7125.314941</td>\n",
+       "      <td>1.083568e+01</td>\n",
+       "      <td>808.154602</td>\n",
+       "      <td>1359.857422</td>\n",
+       "      <td>240.635345</td>\n",
+       "      <td>216.5260</td>\n",
+       "      <td>5800.000000</td>\n",
+       "      <td>4.28004</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>0.206830</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>281541555</td>\n",
+       "      <td>115.01</td>\n",
+       "      <td>13.04170</td>\n",
+       "      <td>00:26:48.63</td>\n",
+       "      <td>-56:18:57.97</td>\n",
+       "      <td>21.460</td>\n",
+       "      <td>7.316</td>\n",
+       "      <td>2.458330e+06</td>\n",
+       "      <td>4.742745</td>\n",
+       "      <td>2.408768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13420.032227</td>\n",
+       "      <td>1.151794e+01</td>\n",
+       "      <td>246.937668</td>\n",
+       "      <td>1011.035889</td>\n",
+       "      <td>24.498663</td>\n",
+       "      <td>453.8080</td>\n",
+       "      <td>5377.000000</td>\n",
+       "      <td>4.42476</td>\n",
+       "      <td>0.980778</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>238176110</td>\n",
+       "      <td>116.01</td>\n",
+       "      <td>11.04430</td>\n",
+       "      <td>23:51:23.14</td>\n",
+       "      <td>-70:09:10.3</td>\n",
+       "      <td>96.185</td>\n",
+       "      <td>-1.747</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.798594</td>\n",
+       "      <td>2.366459</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16879.449219</td>\n",
+       "      <td>1.129384e+01</td>\n",
+       "      <td>288.255493</td>\n",
+       "      <td>1050.906738</td>\n",
+       "      <td>0.808503</td>\n",
+       "      <td>149.9420</td>\n",
+       "      <td>4920.000000</td>\n",
+       "      <td>4.49371</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.320000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>322307342</td>\n",
+       "      <td>117.01</td>\n",
+       "      <td>11.78060</td>\n",
+       "      <td>01:00:01.46</td>\n",
+       "      <td>-58:54:17.01</td>\n",
+       "      <td>22.522</td>\n",
+       "      <td>7.594</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.585500</td>\n",
+       "      <td>3.173000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6130.000000</td>\n",
+       "      <td>1.742020e+01</td>\n",
+       "      <td>519.635000</td>\n",
+       "      <td>1330.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>603.9550</td>\n",
+       "      <td>5704.800000</td>\n",
+       "      <td>3.84000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-0.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>266980320</td>\n",
+       "      <td>118.01</td>\n",
+       "      <td>9.17900</td>\n",
+       "      <td>23:18:14.22</td>\n",
+       "      <td>-56:54:14.35</td>\n",
+       "      <td>313.918</td>\n",
+       "      <td>-20.177</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>6.036061</td>\n",
+       "      <td>2.123832</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1704.034302</td>\n",
+       "      <td>4.926376e+00</td>\n",
+       "      <td>242.435043</td>\n",
+       "      <td>1006.395264</td>\n",
+       "      <td>0.830483</td>\n",
+       "      <td>94.1719</td>\n",
+       "      <td>5586.000000</td>\n",
+       "      <td>4.36763</td>\n",
+       "      <td>1.077600</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.01</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>5.541143</td>\n",
+       "      <td>3.034710</td>\n",
+       "      <td>...</td>\n",
+       "      <td>625.829712</td>\n",
+       "      <td>2.468596e+00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20.643391</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.02</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>10.691632</td>\n",
+       "      <td>3.177466</td>\n",
+       "      <td>...</td>\n",
+       "      <td>519.241028</td>\n",
+       "      <td>1.891011e+00</td>\n",
+       "      <td>58.334728</td>\n",
+       "      <td>704.857849</td>\n",
+       "      <td>19.546083</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>394137592</td>\n",
+       "      <td>120.01</td>\n",
+       "      <td>7.10620</td>\n",
+       "      <td>00:17:47.32</td>\n",
+       "      <td>-66:21:32.14</td>\n",
+       "      <td>64.763</td>\n",
+       "      <td>-5.056</td>\n",
+       "      <td>2.458332e+06</td>\n",
+       "      <td>11.535076</td>\n",
+       "      <td>8.555958</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2389.906250</td>\n",
+       "      <td>1.221581e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>32.900002</td>\n",
+       "      <td>79.5702</td>\n",
+       "      <td>5479.299805</td>\n",
+       "      <td>3.77000</td>\n",
+       "      <td>2.487710</td>\n",
+       "      <td>-0.020000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>207081058</td>\n",
+       "      <td>121.01</td>\n",
+       "      <td>9.93580</td>\n",
+       "      <td>22:07:28.2</td>\n",
+       "      <td>-41:48:55.84</td>\n",
+       "      <td>49.561</td>\n",
+       "      <td>-9.678</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>14.775056</td>\n",
+       "      <td>5.449073</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14107.169922</td>\n",
+       "      <td>1.478311e+01</td>\n",
+       "      <td>119.985214</td>\n",
+       "      <td>844.115112</td>\n",
+       "      <td>0.836588</td>\n",
+       "      <td>182.1690</td>\n",
+       "      <td>6053.000000</td>\n",
+       "      <td>4.31350</td>\n",
+       "      <td>1.225910</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>231702397</td>\n",
+       "      <td>122.01</td>\n",
+       "      <td>13.08400</td>\n",
+       "      <td>22:11:47.58</td>\n",
+       "      <td>-58:56:45.91</td>\n",
+       "      <td>138.138</td>\n",
+       "      <td>-235.810</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>5.077677</td>\n",
+       "      <td>1.155359</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6501.890625</td>\n",
+       "      <td>2.386458e+00</td>\n",
+       "      <td>6.457958</td>\n",
+       "      <td>406.577698</td>\n",
+       "      <td>0.940471</td>\n",
+       "      <td>62.1180</td>\n",
+       "      <td>3318.000000</td>\n",
+       "      <td>4.95810</td>\n",
+       "      <td>0.294000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>290131778</td>\n",
+       "      <td>123.01</td>\n",
+       "      <td>7.87598</td>\n",
+       "      <td>21:18:47.9</td>\n",
+       "      <td>-26:36:58.95</td>\n",
+       "      <td>23.236</td>\n",
+       "      <td>-57.557</td>\n",
+       "      <td>2.458325e+06</td>\n",
+       "      <td>3.308754</td>\n",
+       "      <td>5.634728</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3177.131836</td>\n",
+       "      <td>7.723223e+00</td>\n",
+       "      <td>1078.917480</td>\n",
+       "      <td>1461.728760</td>\n",
+       "      <td>0.920341</td>\n",
+       "      <td>161.4980</td>\n",
+       "      <td>6188.000000</td>\n",
+       "      <td>4.27166</td>\n",
+       "      <td>1.318870</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>29831208</td>\n",
+       "      <td>124.01</td>\n",
+       "      <td>11.13110</td>\n",
+       "      <td>04:26:19.83</td>\n",
+       "      <td>-67:48:22.87</td>\n",
+       "      <td>7.888</td>\n",
+       "      <td>32.653</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>1.842860</td>\n",
+       "      <td>1.719758</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2469.541504</td>\n",
+       "      <td>7.099990e+00</td>\n",
+       "      <td>590.536682</td>\n",
+       "      <td>1257.278442</td>\n",
+       "      <td>22.854355</td>\n",
+       "      <td>809.2520</td>\n",
+       "      <td>5080.000000</td>\n",
+       "      <td>4.48159</td>\n",
+       "      <td>0.877602</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.01</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>4.653811</td>\n",
+       "      <td>2.921928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1007.882446</td>\n",
+       "      <td>2.863905e+00</td>\n",
+       "      <td>188.107544</td>\n",
+       "      <td>944.542053</td>\n",
+       "      <td>17.438063</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.02</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458334e+06</td>\n",
+       "      <td>9.150607</td>\n",
+       "      <td>2.907668</td>\n",
+       "      <td>...</td>\n",
+       "      <td>996.181824</td>\n",
+       "      <td>2.861244e+00</td>\n",
+       "      <td>76.380043</td>\n",
+       "      <td>753.988525</td>\n",
+       "      <td>14.804296</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.03</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458343e+06</td>\n",
+       "      <td>19.981867</td>\n",
+       "      <td>2.991231</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1046.211182</td>\n",
+       "      <td>2.899664e+00</td>\n",
+       "      <td>26.945604</td>\n",
+       "      <td>581.087769</td>\n",
+       "      <td>10.261628</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>70440470</td>\n",
+       "      <td>126.01</td>\n",
+       "      <td>12.79230</td>\n",
+       "      <td>22:37:57.43</td>\n",
+       "      <td>-35:09:15.13</td>\n",
+       "      <td>-9.326</td>\n",
+       "      <td>-50.142</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.035381</td>\n",
+       "      <td>2.886722</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16740.835938</td>\n",
+       "      <td>1.504447e+01</td>\n",
+       "      <td>718.651245</td>\n",
+       "      <td>1320.533081</td>\n",
+       "      <td>0.860842</td>\n",
+       "      <td>573.0270</td>\n",
+       "      <td>5751.000000</td>\n",
+       "      <td>4.35036</td>\n",
+       "      <td>1.122370</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>234523599</td>\n",
+       "      <td>127.01</td>\n",
+       "      <td>14.12660</td>\n",
+       "      <td>01:02:12.45</td>\n",
+       "      <td>-61:45:22.08</td>\n",
+       "      <td>78.858</td>\n",
+       "      <td>-27.095</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>3.795609</td>\n",
+       "      <td>2.042805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55371.085938</td>\n",
+       "      <td>2.375098e+01</td>\n",
+       "      <td>54.250580</td>\n",
+       "      <td>692.182861</td>\n",
+       "      <td>58.162800</td>\n",
+       "      <td>140.2250</td>\n",
+       "      <td>3424.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1882</th>\n",
+       "      <td>453789494</td>\n",
+       "      <td>1907.01</td>\n",
+       "      <td>10.73160</td>\n",
+       "      <td>13:17:44.1</td>\n",
+       "      <td>-47:14:15.27</td>\n",
+       "      <td>-15.976</td>\n",
+       "      <td>0.505</td>\n",
+       "      <td>2.458599e+06</td>\n",
+       "      <td>5.477440</td>\n",
+       "      <td>5.462000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8373.780000</td>\n",
+       "      <td>2.040590e+01</td>\n",
+       "      <td>1517.790000</td>\n",
+       "      <td>1738.000000</td>\n",
+       "      <td>122.000000</td>\n",
+       "      <td>538.1100</td>\n",
+       "      <td>6942.000000</td>\n",
+       "      <td>3.94000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1883</th>\n",
+       "      <td>37718056</td>\n",
+       "      <td>1908.01</td>\n",
+       "      <td>11.70830</td>\n",
+       "      <td>00:16:35.12</td>\n",
+       "      <td>-10:58:35.12</td>\n",
+       "      <td>1.827</td>\n",
+       "      <td>-1.504</td>\n",
+       "      <td>2.458384e+06</td>\n",
+       "      <td>3.656880</td>\n",
+       "      <td>3.542000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7040.000000</td>\n",
+       "      <td>1.280310e+01</td>\n",
+       "      <td>903.013000</td>\n",
+       "      <td>1527.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>524.9930</td>\n",
+       "      <td>6239.000000</td>\n",
+       "      <td>4.15000</td>\n",
+       "      <td>1.530000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1884</th>\n",
+       "      <td>232038798</td>\n",
+       "      <td>1909.01</td>\n",
+       "      <td>11.31870</td>\n",
+       "      <td>06:26:58.71</td>\n",
+       "      <td>-46:49:16.91</td>\n",
+       "      <td>0.077</td>\n",
+       "      <td>20.496</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>4.153230</td>\n",
+       "      <td>1.999000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20575.800000</td>\n",
+       "      <td>1.235690e+01</td>\n",
+       "      <td>499.927000</td>\n",
+       "      <td>1317.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>303.9410</td>\n",
+       "      <td>5818.800000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>0.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1885</th>\n",
+       "      <td>437261733</td>\n",
+       "      <td>1910.01</td>\n",
+       "      <td>13.29580</td>\n",
+       "      <td>11:21:17.84</td>\n",
+       "      <td>-22:23:17.44</td>\n",
+       "      <td>-24.166</td>\n",
+       "      <td>0.929</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>5.417920</td>\n",
+       "      <td>3.522000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13980.000000</td>\n",
+       "      <td>1.316170e+01</td>\n",
+       "      <td>260.226000</td>\n",
+       "      <td>1118.000000</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>642.8840</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.36000</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1886</th>\n",
+       "      <td>44745133</td>\n",
+       "      <td>1911.01</td>\n",
+       "      <td>12.57570</td>\n",
+       "      <td>04:06:37.87</td>\n",
+       "      <td>-25:20:58.8</td>\n",
+       "      <td>3.997</td>\n",
+       "      <td>9.892</td>\n",
+       "      <td>2.458416e+06</td>\n",
+       "      <td>7.818760</td>\n",
+       "      <td>4.968000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3110.000000</td>\n",
+       "      <td>9.222220e+00</td>\n",
+       "      <td>260.731000</td>\n",
+       "      <td>1119.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>679.7610</td>\n",
+       "      <td>5549.000000</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>1.640000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1887</th>\n",
+       "      <td>50712784</td>\n",
+       "      <td>1912.01</td>\n",
+       "      <td>10.55790</td>\n",
+       "      <td>08:25:21.08</td>\n",
+       "      <td>-11:30:03.56</td>\n",
+       "      <td>-5.388</td>\n",
+       "      <td>-0.587</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>5.405420</td>\n",
+       "      <td>4.712000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3590.000000</td>\n",
+       "      <td>9.836340e+00</td>\n",
+       "      <td>898.650000</td>\n",
+       "      <td>1525.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>343.0800</td>\n",
+       "      <td>6410.000000</td>\n",
+       "      <td>4.14000</td>\n",
+       "      <td>1.590000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1888</th>\n",
+       "      <td>53458803</td>\n",
+       "      <td>1913.01</td>\n",
+       "      <td>11.86560</td>\n",
+       "      <td>06:51:23.38</td>\n",
+       "      <td>-29:03:31.16</td>\n",
+       "      <td>-16.382</td>\n",
+       "      <td>-7.264</td>\n",
+       "      <td>2.458472e+06</td>\n",
+       "      <td>3.348620</td>\n",
+       "      <td>3.299000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11170.000000</td>\n",
+       "      <td>1.319540e+01</td>\n",
+       "      <td>617.947000</td>\n",
+       "      <td>1389.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "      <td>389.5700</td>\n",
+       "      <td>5711.000000</td>\n",
+       "      <td>4.27000</td>\n",
+       "      <td>1.230000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1889</th>\n",
+       "      <td>53750200</td>\n",
+       "      <td>1914.01</td>\n",
+       "      <td>12.23090</td>\n",
+       "      <td>06:54:04.17</td>\n",
+       "      <td>-27:03:01.5</td>\n",
+       "      <td>-0.139</td>\n",
+       "      <td>-4.758</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>4.192680</td>\n",
+       "      <td>1.729000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4240.000000</td>\n",
+       "      <td>1.098590e+01</td>\n",
+       "      <td>198.538000</td>\n",
+       "      <td>1045.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>737.6680</td>\n",
+       "      <td>6405.000000</td>\n",
+       "      <td>4.13000</td>\n",
+       "      <td>1.630000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1890</th>\n",
+       "      <td>98283926</td>\n",
+       "      <td>1915.01</td>\n",
+       "      <td>13.14720</td>\n",
+       "      <td>07:13:48.58</td>\n",
+       "      <td>-33:26:14.45</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>-2.879</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>2.291830</td>\n",
+       "      <td>3.129000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11090.000000</td>\n",
+       "      <td>1.347250e+01</td>\n",
+       "      <td>1834.770000</td>\n",
+       "      <td>1823.000000</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>800.3770</td>\n",
+       "      <td>6208.000000</td>\n",
+       "      <td>4.31000</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1891</th>\n",
+       "      <td>98545929</td>\n",
+       "      <td>1916.01</td>\n",
+       "      <td>12.45390</td>\n",
+       "      <td>07:16:25.09</td>\n",
+       "      <td>-31:14:39.82</td>\n",
+       "      <td>-2.420</td>\n",
+       "      <td>2.440</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>1.888510</td>\n",
+       "      <td>3.515000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4990.000000</td>\n",
+       "      <td>1.462970e+01</td>\n",
+       "      <td>12565.400000</td>\n",
+       "      <td>2949.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>1458.8300</td>\n",
+       "      <td>8549.000000</td>\n",
+       "      <td>4.11000</td>\n",
+       "      <td>2.120000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1892</th>\n",
+       "      <td>339522221</td>\n",
+       "      <td>1917.01</td>\n",
+       "      <td>12.04570</td>\n",
+       "      <td>19:46:45.23</td>\n",
+       "      <td>-63:33:56.34</td>\n",
+       "      <td>19.406</td>\n",
+       "      <td>-12.796</td>\n",
+       "      <td>2.458655e+06</td>\n",
+       "      <td>1.820690</td>\n",
+       "      <td>3.049000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12340.000000</td>\n",
+       "      <td>1.565930e+01</td>\n",
+       "      <td>2440.700000</td>\n",
+       "      <td>1958.000000</td>\n",
+       "      <td>83.000000</td>\n",
+       "      <td>514.5550</td>\n",
+       "      <td>6155.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1893</th>\n",
+       "      <td>308425348</td>\n",
+       "      <td>1918.01</td>\n",
+       "      <td>12.28760</td>\n",
+       "      <td>11:10:19.88</td>\n",
+       "      <td>-58:58:58.75</td>\n",
+       "      <td>-10.042</td>\n",
+       "      <td>4.282</td>\n",
+       "      <td>2.458572e+06</td>\n",
+       "      <td>3.398290</td>\n",
+       "      <td>2.634000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4340.000000</td>\n",
+       "      <td>7.066330e+00</td>\n",
+       "      <td>662.808000</td>\n",
+       "      <td>1413.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>477.3220</td>\n",
+       "      <td>6271.000000</td>\n",
+       "      <td>4.45000</td>\n",
+       "      <td>1.090000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1894</th>\n",
+       "      <td>102192004</td>\n",
+       "      <td>1919.01</td>\n",
+       "      <td>11.32870</td>\n",
+       "      <td>13:03:10.56</td>\n",
+       "      <td>-41:23:05.5</td>\n",
+       "      <td>0.043</td>\n",
+       "      <td>-5.784</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>4.233490</td>\n",
+       "      <td>1.613000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7020.000000</td>\n",
+       "      <td>1.327800e+01</td>\n",
+       "      <td>269.982000</td>\n",
+       "      <td>1129.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>410.1490</td>\n",
+       "      <td>6333.700000</td>\n",
+       "      <td>4.21000</td>\n",
+       "      <td>1.460000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1895</th>\n",
+       "      <td>363851359</td>\n",
+       "      <td>1920.01</td>\n",
+       "      <td>13.27550</td>\n",
+       "      <td>13:22:32.37</td>\n",
+       "      <td>-44:41:19.82</td>\n",
+       "      <td>-3.451</td>\n",
+       "      <td>-7.915</td>\n",
+       "      <td>2.458599e+06</td>\n",
+       "      <td>2.543170</td>\n",
+       "      <td>2.106000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5740.000000</td>\n",
+       "      <td>1.014960e+01</td>\n",
+       "      <td>455.425000</td>\n",
+       "      <td>1286.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>748.5850</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.20000</td>\n",
+       "      <td>1.310000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1896</th>\n",
+       "      <td>112099249</td>\n",
+       "      <td>1921.01</td>\n",
+       "      <td>12.15770</td>\n",
+       "      <td>13:58:04.08</td>\n",
+       "      <td>-30:20:53.35</td>\n",
+       "      <td>-4.362</td>\n",
+       "      <td>-5.087</td>\n",
+       "      <td>2.458604e+06</td>\n",
+       "      <td>5.179580</td>\n",
+       "      <td>4.524000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7620.000000</td>\n",
+       "      <td>1.482900e+01</td>\n",
+       "      <td>669.018000</td>\n",
+       "      <td>1416.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>663.2310</td>\n",
+       "      <td>6116.000000</td>\n",
+       "      <td>4.07000</td>\n",
+       "      <td>1.650000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1897</th>\n",
+       "      <td>112604564</td>\n",
+       "      <td>1922.01</td>\n",
+       "      <td>12.32130</td>\n",
+       "      <td>07:29:40.61</td>\n",
+       "      <td>-29:56:16.5</td>\n",
+       "      <td>2.670</td>\n",
+       "      <td>-5.024</td>\n",
+       "      <td>2.458496e+06</td>\n",
+       "      <td>4.577780</td>\n",
+       "      <td>3.574000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10660.000000</td>\n",
+       "      <td>1.858410e+01</td>\n",
+       "      <td>773.768000</td>\n",
+       "      <td>1469.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>878.5210</td>\n",
+       "      <td>6687.000000</td>\n",
+       "      <td>4.09000</td>\n",
+       "      <td>1.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1898</th>\n",
+       "      <td>114299824</td>\n",
+       "      <td>1923.01</td>\n",
+       "      <td>12.92640</td>\n",
+       "      <td>07:37:08.01</td>\n",
+       "      <td>-32:45:19.51</td>\n",
+       "      <td>-6.283</td>\n",
+       "      <td>0.531</td>\n",
+       "      <td>2.458494e+06</td>\n",
+       "      <td>4.206620</td>\n",
+       "      <td>2.290000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12200.000000</td>\n",
+       "      <td>1.196900e+01</td>\n",
+       "      <td>404.654000</td>\n",
+       "      <td>1249.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>609.8380</td>\n",
+       "      <td>6781.000000</td>\n",
+       "      <td>4.54000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1900</th>\n",
+       "      <td>118956453</td>\n",
+       "      <td>1925.01</td>\n",
+       "      <td>11.93970</td>\n",
+       "      <td>09:01:39.91</td>\n",
+       "      <td>-20:43:13.33</td>\n",
+       "      <td>-9.984</td>\n",
+       "      <td>1.128</td>\n",
+       "      <td>2.458520e+06</td>\n",
+       "      <td>2.344990</td>\n",
+       "      <td>1.908000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14670.000000</td>\n",
+       "      <td>1.278410e+01</td>\n",
+       "      <td>381.246000</td>\n",
+       "      <td>1231.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>305.6030</td>\n",
+       "      <td>5515.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.040000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1901</th>\n",
+       "      <td>143143769</td>\n",
+       "      <td>1926.01</td>\n",
+       "      <td>12.36860</td>\n",
+       "      <td>05:58:23.73</td>\n",
+       "      <td>-30:48:42.48</td>\n",
+       "      <td>-16.881</td>\n",
+       "      <td>-7.371</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>1.336560</td>\n",
+       "      <td>0.737000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1760.000000</td>\n",
+       "      <td>4.255630e+00</td>\n",
+       "      <td>209.675000</td>\n",
+       "      <td>1060.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>280.5550</td>\n",
+       "      <td>5111.900000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>-0.188957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1902</th>\n",
+       "      <td>14344979</td>\n",
+       "      <td>1927.01</td>\n",
+       "      <td>12.33530</td>\n",
+       "      <td>10:55:09.32</td>\n",
+       "      <td>-00:44:13.44</td>\n",
+       "      <td>-28.120</td>\n",
+       "      <td>24.033</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>4.112650</td>\n",
+       "      <td>1.758000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20940.000000</td>\n",
+       "      <td>1.354450e+01</td>\n",
+       "      <td>108.112000</td>\n",
+       "      <td>898.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>325.3770</td>\n",
+       "      <td>5424.800000</td>\n",
+       "      <td>4.49000</td>\n",
+       "      <td>0.920000</td>\n",
+       "      <td>-0.490000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1903</th>\n",
+       "      <td>207077681</td>\n",
+       "      <td>1928.01</td>\n",
+       "      <td>12.31190</td>\n",
+       "      <td>21:23:03.09</td>\n",
+       "      <td>-40:02:54.38</td>\n",
+       "      <td>-3.337</td>\n",
+       "      <td>-39.852</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.278640</td>\n",
+       "      <td>1.852261</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17220.000000</td>\n",
+       "      <td>1.728026e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>61.500000</td>\n",
+       "      <td>355.5130</td>\n",
+       "      <td>4879.000000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>1.210000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1904</th>\n",
+       "      <td>157266693</td>\n",
+       "      <td>1929.01</td>\n",
+       "      <td>13.16480</td>\n",
+       "      <td>11:46:30.8</td>\n",
+       "      <td>-33:51:36.27</td>\n",
+       "      <td>-35.023</td>\n",
+       "      <td>-4.597</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>3.853060</td>\n",
+       "      <td>3.631000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16900.000000</td>\n",
+       "      <td>1.421250e+01</td>\n",
+       "      <td>743.913000</td>\n",
+       "      <td>1454.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>585.7700</td>\n",
+       "      <td>5697.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1905</th>\n",
+       "      <td>160578764</td>\n",
+       "      <td>1930.01</td>\n",
+       "      <td>12.10140</td>\n",
+       "      <td>14:54:38.09</td>\n",
+       "      <td>-38:44:40.37</td>\n",
+       "      <td>0.723</td>\n",
+       "      <td>-1.530</td>\n",
+       "      <td>2.458601e+06</td>\n",
+       "      <td>2.878290</td>\n",
+       "      <td>2.241000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8350.000000</td>\n",
+       "      <td>1.277710e+01</td>\n",
+       "      <td>547.690000</td>\n",
+       "      <td>1347.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>508.8850</td>\n",
+       "      <td>6017.000000</td>\n",
+       "      <td>4.22000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1906</th>\n",
+       "      <td>162922904</td>\n",
+       "      <td>1931.01</td>\n",
+       "      <td>12.02330</td>\n",
+       "      <td>11:27:22.81</td>\n",
+       "      <td>-44:05:19.33</td>\n",
+       "      <td>-8.427</td>\n",
+       "      <td>-2.262</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>3.817210</td>\n",
+       "      <td>4.420000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3850.000000</td>\n",
+       "      <td>1.282250e+01</td>\n",
+       "      <td>1280.030000</td>\n",
+       "      <td>1666.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>757.8400</td>\n",
+       "      <td>6090.000000</td>\n",
+       "      <td>3.88000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1907</th>\n",
+       "      <td>386259537</td>\n",
+       "      <td>1932.01</td>\n",
+       "      <td>11.32990</td>\n",
+       "      <td>08:29:32.94</td>\n",
+       "      <td>-12:56:41.17</td>\n",
+       "      <td>-13.184</td>\n",
+       "      <td>-3.821</td>\n",
+       "      <td>2.458522e+06</td>\n",
+       "      <td>5.612640</td>\n",
+       "      <td>6.235000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4685.480000</td>\n",
+       "      <td>1.720200e+01</td>\n",
+       "      <td>1063.430000</td>\n",
+       "      <td>1590.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>627.0660</td>\n",
+       "      <td>6013.500000</td>\n",
+       "      <td>4.17000</td>\n",
+       "      <td>2.280000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1908</th>\n",
+       "      <td>172598832</td>\n",
+       "      <td>1933.01</td>\n",
+       "      <td>12.94100</td>\n",
+       "      <td>06:42:17.1</td>\n",
+       "      <td>-29:46:36.41</td>\n",
+       "      <td>-4.344</td>\n",
+       "      <td>5.595</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>3.264450</td>\n",
+       "      <td>4.890000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4020.000000</td>\n",
+       "      <td>1.299240e+01</td>\n",
+       "      <td>2868.180000</td>\n",
+       "      <td>2038.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1342.2900</td>\n",
+       "      <td>6561.000000</td>\n",
+       "      <td>3.93000</td>\n",
+       "      <td>2.080000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1909</th>\n",
+       "      <td>125739286</td>\n",
+       "      <td>1934.01</td>\n",
+       "      <td>10.52880</td>\n",
+       "      <td>14:20:29.46</td>\n",
+       "      <td>-31:12:07.45</td>\n",
+       "      <td>-21.736</td>\n",
+       "      <td>-0.858</td>\n",
+       "      <td>2.458603e+06</td>\n",
+       "      <td>4.511620</td>\n",
+       "      <td>4.556000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10754.700000</td>\n",
+       "      <td>1.836540e+01</td>\n",
+       "      <td>1110.780000</td>\n",
+       "      <td>1608.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>356.3910</td>\n",
+       "      <td>6540.600000</td>\n",
+       "      <td>4.26000</td>\n",
+       "      <td>1.610000</td>\n",
+       "      <td>-0.290000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1910</th>\n",
+       "      <td>176685457</td>\n",
+       "      <td>1935.01</td>\n",
+       "      <td>12.26820</td>\n",
+       "      <td>09:27:40.95</td>\n",
+       "      <td>-19:20:51.53</td>\n",
+       "      <td>-6.078</td>\n",
+       "      <td>1.723</td>\n",
+       "      <td>2.458519e+06</td>\n",
+       "      <td>4.435260</td>\n",
+       "      <td>2.382000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6120.000000</td>\n",
+       "      <td>1.277850e+01</td>\n",
+       "      <td>863.216000</td>\n",
+       "      <td>1510.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>609.1280</td>\n",
+       "      <td>6245.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.380000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1911</th>\n",
+       "      <td>178289267</td>\n",
+       "      <td>1936.01</td>\n",
+       "      <td>11.70760</td>\n",
+       "      <td>04:03:47.59</td>\n",
+       "      <td>-19:03:24.55</td>\n",
+       "      <td>-12.664</td>\n",
+       "      <td>-14.115</td>\n",
+       "      <td>2.458413e+06</td>\n",
+       "      <td>2.350690</td>\n",
+       "      <td>2.449000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15520.000000</td>\n",
+       "      <td>1.216030e+01</td>\n",
+       "      <td>615.565000</td>\n",
+       "      <td>1387.000000</td>\n",
+       "      <td>173.000000</td>\n",
+       "      <td>279.4850</td>\n",
+       "      <td>5593.000000</td>\n",
+       "      <td>4.46000</td>\n",
+       "      <td>0.970000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912</th>\n",
+       "      <td>268301217</td>\n",
+       "      <td>1937.01</td>\n",
+       "      <td>12.49330</td>\n",
+       "      <td>07:45:28.97</td>\n",
+       "      <td>-52:22:59.73</td>\n",
+       "      <td>-5.675</td>\n",
+       "      <td>11.296</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>0.946670</td>\n",
+       "      <td>1.268000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13790.000000</td>\n",
+       "      <td>1.552260e+01</td>\n",
+       "      <td>2420.390000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>415.1350</td>\n",
+       "      <td>5707.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1802 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
+       "0     231663901   101.01  12.40690  21:14:56.88  -55:52:18.71          12.641   \n",
+       "1     149603524   102.01   9.71090  05:48:33.56  -63:59:17.98         -15.641   \n",
+       "2     336732616   103.01  11.52320   20:49:49.8   -24:25:43.3          10.426   \n",
+       "3     231670397   104.01   9.86380  21:19:47.93  -58:08:56.16          10.552   \n",
+       "4     144065872   105.01   9.49950  22:29:49.88  -48:00:11.16          91.976   \n",
+       "5      38846515   106.01  10.31570  04:35:50.36  -64:01:37.34          10.845   \n",
+       "6      92352620   107.01   9.64330  20:55:07.98   -34:08:08.7          26.376   \n",
+       "7     289793076   108.01  13.16300  21:07:50.76  -26:05:48.19           3.479   \n",
+       "8      29344935   109.01  13.23660  20:52:51.71  -25:41:14.55           1.053   \n",
+       "9     281459670   110.01  11.67140  00:22:28.45  -59:56:33.32         -22.309   \n",
+       "10    355703913   111.01  13.18300  00:03:05.88  -62:28:09.54           2.894   \n",
+       "11    388104525   112.01  11.60350  03:43:44.07  -65:11:37.61          21.126   \n",
+       "12     97409519   113.01  12.18930  22:10:51.44  -30:44:58.99          -0.710   \n",
+       "13     25155310   114.01  10.61030  04:13:29.93  -69:13:35.73          63.134   \n",
+       "14    281541555   115.01  13.04170  00:26:48.63  -56:18:57.97          21.460   \n",
+       "15    238176110   116.01  11.04430  23:51:23.14   -70:09:10.3          96.185   \n",
+       "16    322307342   117.01  11.78060  01:00:01.46  -58:54:17.01          22.522   \n",
+       "17    266980320   118.01   9.17900  23:18:14.22  -56:54:14.35         313.918   \n",
+       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "20    394137592   120.01   7.10620  00:17:47.32  -66:21:32.14          64.763   \n",
+       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
+       "22    231702397   122.01  13.08400  22:11:47.58  -58:56:45.91         138.138   \n",
+       "23    290131778   123.01   7.87598   21:18:47.9  -26:36:58.95          23.236   \n",
+       "24     29831208   124.01  11.13110  04:26:19.83  -67:48:22.87           7.888   \n",
+       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "27     52368076   125.03  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "28     70440470   126.01  12.79230  22:37:57.43  -35:09:15.13          -9.326   \n",
+       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
+       "...         ...      ...       ...          ...           ...             ...   \n",
+       "1882  453789494  1907.01  10.73160   13:17:44.1  -47:14:15.27         -15.976   \n",
+       "1883   37718056  1908.01  11.70830  00:16:35.12  -10:58:35.12           1.827   \n",
+       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
+       "1885  437261733  1910.01  13.29580  11:21:17.84  -22:23:17.44         -24.166   \n",
+       "1886   44745133  1911.01  12.57570  04:06:37.87   -25:20:58.8           3.997   \n",
+       "1887   50712784  1912.01  10.55790  08:25:21.08  -11:30:03.56          -5.388   \n",
+       "1888   53458803  1913.01  11.86560  06:51:23.38  -29:03:31.16         -16.382   \n",
+       "1889   53750200  1914.01  12.23090  06:54:04.17   -27:03:01.5          -0.139   \n",
+       "1890   98283926  1915.01  13.14720  07:13:48.58  -33:26:14.45           0.759   \n",
+       "1891   98545929  1916.01  12.45390  07:16:25.09  -31:14:39.82          -2.420   \n",
+       "1892  339522221  1917.01  12.04570  19:46:45.23  -63:33:56.34          19.406   \n",
+       "1893  308425348  1918.01  12.28760  11:10:19.88  -58:58:58.75         -10.042   \n",
+       "1894  102192004  1919.01  11.32870  13:03:10.56   -41:23:05.5           0.043   \n",
+       "1895  363851359  1920.01  13.27550  13:22:32.37  -44:41:19.82          -3.451   \n",
+       "1896  112099249  1921.01  12.15770  13:58:04.08  -30:20:53.35          -4.362   \n",
+       "1897  112604564  1922.01  12.32130  07:29:40.61   -29:56:16.5           2.670   \n",
+       "1898  114299824  1923.01  12.92640  07:37:08.01  -32:45:19.51          -6.283   \n",
+       "1900  118956453  1925.01  11.93970  09:01:39.91  -20:43:13.33          -9.984   \n",
+       "1901  143143769  1926.01  12.36860  05:58:23.73  -30:48:42.48         -16.881   \n",
+       "1902   14344979  1927.01  12.33530  10:55:09.32  -00:44:13.44         -28.120   \n",
+       "1903  207077681  1928.01  12.31190  21:23:03.09  -40:02:54.38          -3.337   \n",
+       "1904  157266693  1929.01  13.16480   11:46:30.8  -33:51:36.27         -35.023   \n",
+       "1905  160578764  1930.01  12.10140  14:54:38.09  -38:44:40.37           0.723   \n",
+       "1906  162922904  1931.01  12.02330  11:27:22.81  -44:05:19.33          -8.427   \n",
+       "1907  386259537  1932.01  11.32990  08:29:32.94  -12:56:41.17         -13.184   \n",
+       "1908  172598832  1933.01  12.94100   06:42:17.1  -29:46:36.41          -4.344   \n",
+       "1909  125739286  1934.01  10.52880  14:20:29.46  -31:12:07.45         -21.736   \n",
+       "1910  176685457  1935.01  12.26820  09:27:40.95  -19:20:51.53          -6.078   \n",
+       "1911  178289267  1936.01  11.70760  04:03:47.59  -19:03:24.55         -12.664   \n",
+       "1912  268301217  1937.01  12.49330  07:45:28.97  -52:22:59.73          -5.675   \n",
+       "\n",
+       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
+       "0             -16.011  2.458326e+06       1.430401          1.638765   \n",
+       "1              26.046  2.458326e+06       4.411943          3.776425   \n",
+       "2              15.620  2.458327e+06       3.547854          3.494333   \n",
+       "3             -10.658  2.458328e+06       4.087445          5.590140   \n",
+       "4              -6.861  2.458327e+06       2.184659          2.869426   \n",
+       "5              -0.499  2.458327e+06       2.849380          3.776111   \n",
+       "6             -44.947  2.458328e+06       3.950054          4.557506   \n",
+       "7             -10.313  2.458328e+06       3.043839          2.660993   \n",
+       "8              -9.881  2.458326e+06       2.766737          2.568721   \n",
+       "9              -4.893  2.458328e+06       3.174305          2.723339   \n",
+       "10              4.911  2.458326e+06       2.106098          1.574766   \n",
+       "11             16.543  2.458327e+06       2.499814          2.878017   \n",
+       "12            -14.516  2.458327e+06       3.372877          2.634260   \n",
+       "13             53.433  2.458328e+06       3.288776          3.410191   \n",
+       "14              7.316  2.458330e+06       4.742745          2.408768   \n",
+       "15             -1.747  2.458327e+06       2.798594          2.366459   \n",
+       "16              7.594  2.458328e+06       3.585500          3.173000   \n",
+       "17            -20.177  2.458329e+06       6.036061          2.123832   \n",
+       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
+       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
+       "20             -5.056  2.458332e+06      11.535076          8.555958   \n",
+       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
+       "22           -235.810  2.458329e+06       5.077677          1.155359   \n",
+       "23            -57.557  2.458325e+06       3.308754          5.634728   \n",
+       "24             32.653  2.458327e+06       1.842860          1.719758   \n",
+       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
+       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
+       "27           -122.953  2.458343e+06      19.981867          2.991231   \n",
+       "28            -50.142  2.458327e+06       3.035381          2.886722   \n",
+       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
+       "...               ...           ...            ...               ...   \n",
+       "1882            0.505  2.458599e+06       5.477440          5.462000   \n",
+       "1883           -1.504  2.458384e+06       3.656880          3.542000   \n",
+       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
+       "1885            0.929  2.458549e+06       5.417920          3.522000   \n",
+       "1886            9.892  2.458416e+06       7.818760          4.968000   \n",
+       "1887           -0.587  2.458492e+06       5.405420          4.712000   \n",
+       "1888           -7.264  2.458472e+06       3.348620          3.299000   \n",
+       "1889           -4.758  2.458469e+06       4.192680          1.729000   \n",
+       "1890           -2.879  2.458492e+06       2.291830          3.129000   \n",
+       "1891            2.440  2.458492e+06       1.888510          3.515000   \n",
+       "1892          -12.796  2.458655e+06       1.820690          3.049000   \n",
+       "1893            4.282  2.458572e+06       3.398290          2.634000   \n",
+       "1894           -5.784  2.458575e+06       4.233490          1.613000   \n",
+       "1895           -7.915  2.458599e+06       2.543170          2.106000   \n",
+       "1896           -5.087  2.458604e+06       5.179580          4.524000   \n",
+       "1897           -5.024  2.458496e+06       4.577780          3.574000   \n",
+       "1898            0.531  2.458494e+06       4.206620          2.290000   \n",
+       "1900            1.128  2.458520e+06       2.344990          1.908000   \n",
+       "1901           -7.371  2.458469e+06       1.336560          0.737000   \n",
+       "1902           24.033  2.458549e+06       4.112650          1.758000   \n",
+       "1903          -39.852  2.458326e+06       2.278640          1.852261   \n",
+       "1904           -4.597  2.458574e+06       3.853060          3.631000   \n",
+       "1905           -1.530  2.458601e+06       2.878290          2.241000   \n",
+       "1906           -2.262  2.458575e+06       3.817210          4.420000   \n",
+       "1907           -3.821  2.458522e+06       5.612640          6.235000   \n",
+       "1908            5.595  2.458471e+06       3.264450          4.890000   \n",
+       "1909           -0.858  2.458603e+06       4.511620          4.556000   \n",
+       "1910            1.723  2.458519e+06       4.435260          2.382000   \n",
+       "1911          -14.115  2.458413e+06       2.350690          2.449000   \n",
+       "1912           11.296  2.458492e+06       0.946670          1.268000   \n",
+       "\n",
+       "             ...            Depth (ppm)  Planet Radius (R_Earth)  \\\n",
+       "0            ...           20452.531250             1.314501e+01   \n",
+       "1            ...           13979.925781             1.539724e+01   \n",
+       "2            ...           10424.372070             1.458184e+01   \n",
+       "3            ...            3586.197021             1.265210e+01   \n",
+       "4            ...           11836.691406             1.251459e+01   \n",
+       "5            ...            7452.432617             9.061380e+00   \n",
+       "6            ...           12999.897461             1.877557e+01   \n",
+       "7            ...           24143.222656             1.399950e+01   \n",
+       "8            ...           15691.951172             1.166177e+01   \n",
+       "9            ...           15603.693359             1.366880e+01   \n",
+       "10           ...           12430.502930             1.668368e+01   \n",
+       "11           ...           15044.681641             1.483984e+01   \n",
+       "12           ...           17163.603516             1.420180e+01   \n",
+       "13           ...            7125.314941             1.083568e+01   \n",
+       "14           ...           13420.032227             1.151794e+01   \n",
+       "15           ...           16879.449219             1.129384e+01   \n",
+       "16           ...            6130.000000             1.742020e+01   \n",
+       "17           ...            1704.034302             4.926376e+00   \n",
+       "18           ...             625.829712             2.468596e+00   \n",
+       "19           ...             519.241028             1.891011e+00   \n",
+       "20           ...            2389.906250             1.221581e+01   \n",
+       "21           ...           14107.169922             1.478311e+01   \n",
+       "22           ...            6501.890625             2.386458e+00   \n",
+       "23           ...            3177.131836             7.723223e+00   \n",
+       "24           ...            2469.541504             7.099990e+00   \n",
+       "25           ...            1007.882446             2.863905e+00   \n",
+       "26           ...             996.181824             2.861244e+00   \n",
+       "27           ...            1046.211182             2.899664e+00   \n",
+       "28           ...           16740.835938             1.504447e+01   \n",
+       "29           ...           55371.085938             2.375098e+01   \n",
+       "...          ...                    ...                      ...   \n",
+       "1882         ...            8373.780000             2.040590e+01   \n",
+       "1883         ...            7040.000000             1.280310e+01   \n",
+       "1884         ...           20575.800000             1.235690e+01   \n",
+       "1885         ...           13980.000000             1.316170e+01   \n",
+       "1886         ...            3110.000000             9.222220e+00   \n",
+       "1887         ...            3590.000000             9.836340e+00   \n",
+       "1888         ...           11170.000000             1.319540e+01   \n",
+       "1889         ...            4240.000000             1.098590e+01   \n",
+       "1890         ...           11090.000000             1.347250e+01   \n",
+       "1891         ...            4990.000000             1.462970e+01   \n",
+       "1892         ...           12340.000000             1.565930e+01   \n",
+       "1893         ...            4340.000000             7.066330e+00   \n",
+       "1894         ...            7020.000000             1.327800e+01   \n",
+       "1895         ...            5740.000000             1.014960e+01   \n",
+       "1896         ...            7620.000000             1.482900e+01   \n",
+       "1897         ...           10660.000000             1.858410e+01   \n",
+       "1898         ...           12200.000000             1.196900e+01   \n",
+       "1900         ...           14670.000000             1.278410e+01   \n",
+       "1901         ...            1760.000000             4.255630e+00   \n",
+       "1902         ...           20940.000000             1.354450e+01   \n",
+       "1903         ...           17220.000000             1.728026e+07   \n",
+       "1904         ...           16900.000000             1.421250e+01   \n",
+       "1905         ...            8350.000000             1.277710e+01   \n",
+       "1906         ...            3850.000000             1.282250e+01   \n",
+       "1907         ...            4685.480000             1.720200e+01   \n",
+       "1908         ...            4020.000000             1.299240e+01   \n",
+       "1909         ...           10754.700000             1.836540e+01   \n",
+       "1910         ...            6120.000000             1.277850e+01   \n",
+       "1911         ...           15520.000000             1.216030e+01   \n",
+       "1912         ...           13790.000000             1.552260e+01   \n",
+       "\n",
+       "      Planet Insolation (Earth Flux)  Planet Equil Temp (K)  Planet SNR  \\\n",
+       "0                        1193.379517            1499.044067    0.887868   \n",
+       "1                         586.130005            1370.000000  474.380951   \n",
+       "2                        1212.004395            1504.859009    0.800299   \n",
+       "3                        1672.217529            1630.958618    0.808662   \n",
+       "4                         985.883728            1429.144653    0.886027   \n",
+       "5                        1311.385376            1534.801880  278.009491   \n",
+       "6                        1098.209595            1468.219727    0.860200   \n",
+       "7                         400.955292            1141.284058    0.820267   \n",
+       "8                                NaN                    NaN    0.834164   \n",
+       "9                         662.491028            1293.941772  100.352081   \n",
+       "10                               NaN                    NaN   30.581211   \n",
+       "11                        996.863525            1433.107178  235.476913   \n",
+       "12                        615.165894            1270.187500    0.829214   \n",
+       "13                        808.154602            1359.857422  240.635345   \n",
+       "14                        246.937668            1011.035889   24.498663   \n",
+       "15                        288.255493            1050.906738    0.808503   \n",
+       "16                        519.635000            1330.000000   73.000000   \n",
+       "17                        242.435043            1006.395264    0.830483   \n",
+       "18                               NaN                    NaN   20.643391   \n",
+       "19                         58.334728             704.857849   19.546083   \n",
+       "20                               NaN                    NaN   32.900002   \n",
+       "21                        119.985214             844.115112    0.836588   \n",
+       "22                          6.457958             406.577698    0.940471   \n",
+       "23                       1078.917480            1461.728760    0.920341   \n",
+       "24                        590.536682            1257.278442   22.854355   \n",
+       "25                        188.107544             944.542053   17.438063   \n",
+       "26                         76.380043             753.988525   14.804296   \n",
+       "27                         26.945604             581.087769   10.261628   \n",
+       "28                        718.651245            1320.533081    0.860842   \n",
+       "29                         54.250580             692.182861   58.162800   \n",
+       "...                              ...                    ...         ...   \n",
+       "1882                     1517.790000            1738.000000  122.000000   \n",
+       "1883                      903.013000            1527.000000    9.000000   \n",
+       "1884                      499.927000            1317.000000   98.000000   \n",
+       "1885                      260.226000            1118.000000   26.000000   \n",
+       "1886                      260.731000            1119.000000   12.000000   \n",
+       "1887                      898.650000            1525.000000   10.000000   \n",
+       "1888                      617.947000            1389.000000  116.000000   \n",
+       "1889                      198.538000            1045.000000   20.000000   \n",
+       "1890                     1834.770000            1823.000000   32.000000   \n",
+       "1891                    12565.400000            2949.000000   22.000000   \n",
+       "1892                     2440.700000            1958.000000   83.000000   \n",
+       "1893                      662.808000            1413.000000    9.000000   \n",
+       "1894                      269.982000            1129.000000   23.000000   \n",
+       "1895                      455.425000            1286.000000   11.000000   \n",
+       "1896                      669.018000            1416.000000   20.000000   \n",
+       "1897                      773.768000            1469.000000   30.000000   \n",
+       "1898                      404.654000            1249.000000   12.000000   \n",
+       "1900                      381.246000            1231.000000   81.000000   \n",
+       "1901                      209.675000            1060.000000    9.000000   \n",
+       "1902                      108.112000             898.000000   35.000000   \n",
+       "1903                             NaN                    NaN   61.500000   \n",
+       "1904                      743.913000            1454.000000   35.000000   \n",
+       "1905                      547.690000            1347.000000   35.000000   \n",
+       "1906                     1280.030000            1666.000000   19.000000   \n",
+       "1907                     1063.430000            1590.000000   46.000000   \n",
+       "1908                     2868.180000            2038.000000   21.000000   \n",
+       "1909                     1110.780000            1608.000000   99.000000   \n",
+       "1910                      863.216000            1510.000000   22.000000   \n",
+       "1911                      615.565000            1387.000000  173.000000   \n",
+       "1912                     2420.390000            1954.000000   80.000000   \n",
+       "\n",
+       "      Stellar Distance (pc)  Stellar Eff Temp (K)  Stellar log(g) (cm/s^2)  \\\n",
+       "0                  375.3100           5600.000000                  4.48851   \n",
+       "1                  175.6310           6280.000000                  4.32092   \n",
+       "2                  411.2110           6351.000000                  4.22896   \n",
+       "3                  316.6780           6036.000000                  3.93359   \n",
+       "4                  137.5440           5630.000000                  4.37759   \n",
+       "5                  364.4110           6900.000000                  4.43800   \n",
+       "6                  211.2110           6153.000000                  4.18077   \n",
+       "7                  421.8550           5523.000000                  4.52192   \n",
+       "8                  513.0110           5346.000000                  4.48823   \n",
+       "9                  342.1400           5943.000000                  4.42524   \n",
+       "10                 508.8420           5380.000000                  4.43370   \n",
+       "11                 302.4480           5650.000000                  4.28867   \n",
+       "12                 448.6370           6050.000000                  4.45061   \n",
+       "13                 216.5260           5800.000000                  4.28004   \n",
+       "14                 453.8080           5377.000000                  4.42476   \n",
+       "15                 149.9420           4920.000000                  4.49371   \n",
+       "16                 603.9550           5704.800000                  3.84000   \n",
+       "17                  94.1719           5586.000000                  4.36763   \n",
+       "18                  66.6187           5332.000000                  4.56429   \n",
+       "19                  66.6187           5332.000000                  4.56429   \n",
+       "20                  79.5702           5479.299805                  3.77000   \n",
+       "21                 182.1690           6053.000000                  4.31350   \n",
+       "22                  62.1180           3318.000000                  4.95810   \n",
+       "23                 161.4980           6188.000000                  4.27166   \n",
+       "24                 809.2520           5080.000000                  4.48159   \n",
+       "25                 111.0590           5154.000000                  4.47072   \n",
+       "26                 111.0590           5154.000000                  4.47072   \n",
+       "27                 111.0590           5154.000000                  4.47072   \n",
+       "28                 573.0270           5751.000000                  4.35036   \n",
+       "29                 140.2250           3424.000000                  4.43800   \n",
+       "...                     ...                   ...                      ...   \n",
+       "1882               538.1100           6942.000000                  3.94000   \n",
+       "1883               524.9930           6239.000000                  4.15000   \n",
+       "1884               303.9410           5818.800000                  4.24000   \n",
+       "1885               642.8840           5652.000000                  4.36000   \n",
+       "1886               679.7610           5549.000000                  4.00000   \n",
+       "1887               343.0800           6410.000000                  4.14000   \n",
+       "1888               389.5700           5711.000000                  4.27000   \n",
+       "1889               737.6680           6405.000000                  4.13000   \n",
+       "1890               800.3770           6208.000000                  4.31000   \n",
+       "1891              1458.8300           8549.000000                  4.11000   \n",
+       "1892               514.5550           6155.000000                  4.24000   \n",
+       "1893               477.3220           6271.000000                  4.45000   \n",
+       "1894               410.1490           6333.700000                  4.21000   \n",
+       "1895               748.5850           5652.000000                  4.20000   \n",
+       "1896               663.2310           6116.000000                  4.07000   \n",
+       "1897               878.5210           6687.000000                  4.09000   \n",
+       "1898               609.8380           6781.000000                  4.54000   \n",
+       "1900               305.6030           5515.000000                  4.39000   \n",
+       "1901               280.5550           5111.900000                  4.50000   \n",
+       "1902               325.3770           5424.800000                  4.49000   \n",
+       "1903               355.5130           4879.000000                  4.50000   \n",
+       "1904               585.7700           5697.000000                  4.39000   \n",
+       "1905               508.8850           6017.000000                  4.22000   \n",
+       "1906               757.8400           6090.000000                  3.88000   \n",
+       "1907               627.0660           6013.500000                  4.17000   \n",
+       "1908              1342.2900           6561.000000                  3.93000   \n",
+       "1909               356.3910           6540.600000                  4.26000   \n",
+       "1910               609.1280           6245.000000                  4.24000   \n",
+       "1911               279.4850           5593.000000                  4.46000   \n",
+       "1912               415.1350           5707.000000                  4.39000   \n",
+       "\n",
+       "      Stellar Radius (R_Sun)  Stellar Metallicity  \n",
+       "0                   0.860000                  NaN  \n",
+       "1                   1.280000             0.240000  \n",
+       "2                   1.400000                  NaN  \n",
+       "3                   2.070000                  NaN  \n",
+       "4                   1.130000                  NaN  \n",
+       "5                   1.000000                  NaN  \n",
+       "6                   1.620000             0.220000  \n",
+       "7                   0.890000                  NaN  \n",
+       "8                   0.930000                  NaN  \n",
+       "9                   1.060000            -0.100000  \n",
+       "10                  0.980000             0.245387  \n",
+       "11                  1.200000                  NaN  \n",
+       "12                  1.020000                  NaN  \n",
+       "13                  1.270000             0.206830  \n",
+       "14                  0.980778                  NaN  \n",
+       "15                  0.860000             0.320000  \n",
+       "16                  2.000000            -0.250000  \n",
+       "17                  1.077600                  NaN  \n",
+       "18                  0.829762                  NaN  \n",
+       "19                  0.829762                  NaN  \n",
+       "20                  2.487710            -0.020000  \n",
+       "21                  1.225910                  NaN  \n",
+       "22                  0.294000                  NaN  \n",
+       "23                  1.318870                  NaN  \n",
+       "24                  0.877602                  NaN  \n",
+       "25                  0.899270                  NaN  \n",
+       "26                  0.899270                  NaN  \n",
+       "27                  0.899270                  NaN  \n",
+       "28                  1.122370                  NaN  \n",
+       "29                  1.000000                  NaN  \n",
+       "...                      ...                  ...  \n",
+       "1882                2.030000                  NaN  \n",
+       "1883                1.530000                  NaN  \n",
+       "1884                0.780000                  NaN  \n",
+       "1885                1.100000                  NaN  \n",
+       "1886                1.640000                  NaN  \n",
+       "1887                1.590000                  NaN  \n",
+       "1888                1.230000                  NaN  \n",
+       "1889                1.630000                  NaN  \n",
+       "1890                1.270000                  NaN  \n",
+       "1891                2.120000                  NaN  \n",
+       "1892                1.350000                  NaN  \n",
+       "1893                1.090000                  NaN  \n",
+       "1894                1.460000            -0.100000  \n",
+       "1895                1.310000                  NaN  \n",
+       "1896                1.650000                  NaN  \n",
+       "1897                1.780000                  NaN  \n",
+       "1898                1.070000                  NaN  \n",
+       "1900                1.040000                  NaN  \n",
+       "1901                0.860000            -0.188957  \n",
+       "1902                0.920000            -0.490000  \n",
+       "1903                1.210000                  NaN  \n",
+       "1904                1.060000                  NaN  \n",
+       "1905                1.350000                  NaN  \n",
+       "1906                2.030000                  NaN  \n",
+       "1907                2.280000                  NaN  \n",
+       "1908                2.080000                  NaN  \n",
+       "1909                1.610000            -0.290000  \n",
+       "1910                1.380000                  NaN  \n",
+       "1911                0.970000                  NaN  \n",
+       "1912                1.070000                  NaN  \n",
+       "\n",
+       "[1802 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Remove objects with no Stellar temp or stellar radius (necessary in HZ calc)\n",
+    "df_c_refined = df_c[df_c['Stellar Eff Temp (K)'].notnull()]\n",
+    "df_c_refined2 = df_c_refined[df_c_refined['Stellar Radius (R_Sun)'].notnull()]\n",
+    "df_c_refined2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \"\"\"Entry point for launching an IPython kernel.\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  after removing the cwd from sys.path.\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \"\"\"\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  import sys\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \n"
+     ]
+    }
+   ],
+   "source": [
+    "#Add columns for value of star Temp (stellar eff temp - 5780) and Luminosity (stellar rad squared * rel stellar temp **4)\n",
+    "#Some relative luminosity is very small (practially 0) which screws up some calculations. Apply constraint?\n",
+    "df_c_refined2[\"T_star\"] = pd.Series(df_c_refined2.loc[:,'Stellar Eff Temp (K)'].astype(int))-5780\n",
+    "df_c_refined2[\"Luminosity\"] = pd.Series((df_c_refined2.loc[:,'Stellar Radius (R_Sun)'].astype(int))**2)*pd.Series(df_c_refined2.loc[:,'Stellar Eff Temp (K)'].astype(int)/5780)**4\n",
+    "\n",
+    "#Add different Kopparapu Hzs using each set of coefficients (need to figure out which coefficients work for which objects)\n",
+    "df_c_refined2['hz_rv'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[0] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[0] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[0])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[0])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[0])**4))**.5\n",
+    "df_c_refined2['hz_rg_1x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[1] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[1] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[1])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[1])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[1])**4))**.5\n",
+    "df_c_refined2['hz_mg'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[2] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[2] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[2])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[2])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[2])**4))**.5\n",
+    "df_c_refined2['hz_em'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[3] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[3] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[3])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[3])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[3])**4))**.5\n",
+    "df_c_refined2['hz_rg_5x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[4] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[4] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[4])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[4])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[4])**4))**.5\n",
+    "df_c_refined2['hz_rg_.1x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[5] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[5] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[5])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[5])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[5])**4))**.5\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Planet Radius (R_Earth)</th>\n",
+       "      <th>Stellar Eff Temp (K)</th>\n",
+       "      <th>Stellar Radius (R_Sun)</th>\n",
+       "      <th>hz_rv</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.314501e+01</td>\n",
+       "      <td>5600.000000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.539724e+01</td>\n",
+       "      <td>6280.000000</td>\n",
+       "      <td>1.280000</td>\n",
+       "      <td>0.728782</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.458184e+01</td>\n",
+       "      <td>6351.000000</td>\n",
+       "      <td>1.400000</td>\n",
+       "      <td>0.725865</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.265210e+01</td>\n",
+       "      <td>6036.000000</td>\n",
+       "      <td>2.070000</td>\n",
+       "      <td>1.478167</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.251459e+01</td>\n",
+       "      <td>5630.000000</td>\n",
+       "      <td>1.130000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>9.061380e+00</td>\n",
+       "      <td>6900.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.996214</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>1.877557e+01</td>\n",
+       "      <td>6153.000000</td>\n",
+       "      <td>1.620000</td>\n",
+       "      <td>0.734090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>1.399950e+01</td>\n",
+       "      <td>5523.000000</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>1.166177e+01</td>\n",
+       "      <td>5346.000000</td>\n",
+       "      <td>0.930000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1.366880e+01</td>\n",
+       "      <td>5943.000000</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>0.743126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1.668368e+01</td>\n",
+       "      <td>5380.000000</td>\n",
+       "      <td>0.980000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>1.483984e+01</td>\n",
+       "      <td>5650.000000</td>\n",
+       "      <td>1.200000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>1.420180e+01</td>\n",
+       "      <td>6050.000000</td>\n",
+       "      <td>1.020000</td>\n",
+       "      <td>0.738481</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>1.083568e+01</td>\n",
+       "      <td>5800.000000</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>0.749474</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>1.151794e+01</td>\n",
+       "      <td>5377.000000</td>\n",
+       "      <td>0.980778</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>1.129384e+01</td>\n",
+       "      <td>4920.000000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>1.742020e+01</td>\n",
+       "      <td>5704.800000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1.305669</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>4.926376e+00</td>\n",
+       "      <td>5586.000000</td>\n",
+       "      <td>1.077600</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>2.468596e+00</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>1.891011e+00</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1.221581e+01</td>\n",
+       "      <td>5479.299805</td>\n",
+       "      <td>2.487710</td>\n",
+       "      <td>1.323872</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>1.478311e+01</td>\n",
+       "      <td>6053.000000</td>\n",
+       "      <td>1.225910</td>\n",
+       "      <td>0.738352</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>2.386458e+00</td>\n",
+       "      <td>3318.000000</td>\n",
+       "      <td>0.294000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>7.723223e+00</td>\n",
+       "      <td>6188.000000</td>\n",
+       "      <td>1.318870</td>\n",
+       "      <td>0.732616</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>7.099990e+00</td>\n",
+       "      <td>5080.000000</td>\n",
+       "      <td>0.877602</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>2.863905e+00</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>2.861244e+00</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2.899664e+00</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>1.504447e+01</td>\n",
+       "      <td>5751.000000</td>\n",
+       "      <td>1.122370</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>2.375098e+01</td>\n",
+       "      <td>3424.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1882</th>\n",
+       "      <td>2.040590e+01</td>\n",
+       "      <td>6942.000000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>1.988007</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1883</th>\n",
+       "      <td>1.280310e+01</td>\n",
+       "      <td>6239.000000</td>\n",
+       "      <td>1.530000</td>\n",
+       "      <td>0.730483</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1884</th>\n",
+       "      <td>1.235690e+01</td>\n",
+       "      <td>5818.800000</td>\n",
+       "      <td>0.780000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1885</th>\n",
+       "      <td>1.316170e+01</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1886</th>\n",
+       "      <td>9.222220e+00</td>\n",
+       "      <td>5549.000000</td>\n",
+       "      <td>1.640000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1887</th>\n",
+       "      <td>9.836340e+00</td>\n",
+       "      <td>6410.000000</td>\n",
+       "      <td>1.590000</td>\n",
+       "      <td>0.723467</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1888</th>\n",
+       "      <td>1.319540e+01</td>\n",
+       "      <td>5711.000000</td>\n",
+       "      <td>1.230000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1889</th>\n",
+       "      <td>1.098590e+01</td>\n",
+       "      <td>6405.000000</td>\n",
+       "      <td>1.630000</td>\n",
+       "      <td>0.723669</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1890</th>\n",
+       "      <td>1.347250e+01</td>\n",
+       "      <td>6208.000000</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>0.731777</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1891</th>\n",
+       "      <td>1.462970e+01</td>\n",
+       "      <td>8549.000000</td>\n",
+       "      <td>2.120000</td>\n",
+       "      <td>2.832929</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1892</th>\n",
+       "      <td>1.565930e+01</td>\n",
+       "      <td>6155.000000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>0.734006</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1893</th>\n",
+       "      <td>7.066330e+00</td>\n",
+       "      <td>6271.000000</td>\n",
+       "      <td>1.090000</td>\n",
+       "      <td>0.729155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1894</th>\n",
+       "      <td>1.327800e+01</td>\n",
+       "      <td>6333.700000</td>\n",
+       "      <td>1.460000</td>\n",
+       "      <td>0.726601</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1895</th>\n",
+       "      <td>1.014960e+01</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>1.310000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1896</th>\n",
+       "      <td>1.482900e+01</td>\n",
+       "      <td>6116.000000</td>\n",
+       "      <td>1.650000</td>\n",
+       "      <td>0.735658</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1897</th>\n",
+       "      <td>1.858410e+01</td>\n",
+       "      <td>6687.000000</td>\n",
+       "      <td>1.780000</td>\n",
+       "      <td>0.712518</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1898</th>\n",
+       "      <td>1.196900e+01</td>\n",
+       "      <td>6781.000000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>0.708914</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1900</th>\n",
+       "      <td>1.278410e+01</td>\n",
+       "      <td>5515.000000</td>\n",
+       "      <td>1.040000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1901</th>\n",
+       "      <td>4.255630e+00</td>\n",
+       "      <td>5111.900000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1902</th>\n",
+       "      <td>1.354450e+01</td>\n",
+       "      <td>5424.800000</td>\n",
+       "      <td>0.920000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1903</th>\n",
+       "      <td>1.728026e+07</td>\n",
+       "      <td>4879.000000</td>\n",
+       "      <td>1.210000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1904</th>\n",
+       "      <td>1.421250e+01</td>\n",
+       "      <td>5697.000000</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1905</th>\n",
+       "      <td>1.277710e+01</td>\n",
+       "      <td>6017.000000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>0.739904</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1906</th>\n",
+       "      <td>1.282250e+01</td>\n",
+       "      <td>6090.000000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>1.473533</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1907</th>\n",
+       "      <td>1.720200e+01</td>\n",
+       "      <td>6013.500000</td>\n",
+       "      <td>2.280000</td>\n",
+       "      <td>1.480155</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1908</th>\n",
+       "      <td>1.299240e+01</td>\n",
+       "      <td>6561.000000</td>\n",
+       "      <td>2.080000</td>\n",
+       "      <td>1.757354</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1909</th>\n",
+       "      <td>1.836540e+01</td>\n",
+       "      <td>6540.600000</td>\n",
+       "      <td>1.610000</td>\n",
+       "      <td>0.718266</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1910</th>\n",
+       "      <td>1.277850e+01</td>\n",
+       "      <td>6245.000000</td>\n",
+       "      <td>1.380000</td>\n",
+       "      <td>0.730234</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1911</th>\n",
+       "      <td>1.216030e+01</td>\n",
+       "      <td>5593.000000</td>\n",
+       "      <td>0.970000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912</th>\n",
+       "      <td>1.552260e+01</td>\n",
+       "      <td>5707.000000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1802 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      Planet Radius (R_Earth)  Stellar Eff Temp (K)  Stellar Radius (R_Sun)  \\\n",
+       "0                1.314501e+01           5600.000000                0.860000   \n",
+       "1                1.539724e+01           6280.000000                1.280000   \n",
+       "2                1.458184e+01           6351.000000                1.400000   \n",
+       "3                1.265210e+01           6036.000000                2.070000   \n",
+       "4                1.251459e+01           5630.000000                1.130000   \n",
+       "5                9.061380e+00           6900.000000                1.000000   \n",
+       "6                1.877557e+01           6153.000000                1.620000   \n",
+       "7                1.399950e+01           5523.000000                0.890000   \n",
+       "8                1.166177e+01           5346.000000                0.930000   \n",
+       "9                1.366880e+01           5943.000000                1.060000   \n",
+       "10               1.668368e+01           5380.000000                0.980000   \n",
+       "11               1.483984e+01           5650.000000                1.200000   \n",
+       "12               1.420180e+01           6050.000000                1.020000   \n",
+       "13               1.083568e+01           5800.000000                1.270000   \n",
+       "14               1.151794e+01           5377.000000                0.980778   \n",
+       "15               1.129384e+01           4920.000000                0.860000   \n",
+       "16               1.742020e+01           5704.800000                2.000000   \n",
+       "17               4.926376e+00           5586.000000                1.077600   \n",
+       "18               2.468596e+00           5332.000000                0.829762   \n",
+       "19               1.891011e+00           5332.000000                0.829762   \n",
+       "20               1.221581e+01           5479.299805                2.487710   \n",
+       "21               1.478311e+01           6053.000000                1.225910   \n",
+       "22               2.386458e+00           3318.000000                0.294000   \n",
+       "23               7.723223e+00           6188.000000                1.318870   \n",
+       "24               7.099990e+00           5080.000000                0.877602   \n",
+       "25               2.863905e+00           5154.000000                0.899270   \n",
+       "26               2.861244e+00           5154.000000                0.899270   \n",
+       "27               2.899664e+00           5154.000000                0.899270   \n",
+       "28               1.504447e+01           5751.000000                1.122370   \n",
+       "29               2.375098e+01           3424.000000                1.000000   \n",
+       "...                       ...                   ...                     ...   \n",
+       "1882             2.040590e+01           6942.000000                2.030000   \n",
+       "1883             1.280310e+01           6239.000000                1.530000   \n",
+       "1884             1.235690e+01           5818.800000                0.780000   \n",
+       "1885             1.316170e+01           5652.000000                1.100000   \n",
+       "1886             9.222220e+00           5549.000000                1.640000   \n",
+       "1887             9.836340e+00           6410.000000                1.590000   \n",
+       "1888             1.319540e+01           5711.000000                1.230000   \n",
+       "1889             1.098590e+01           6405.000000                1.630000   \n",
+       "1890             1.347250e+01           6208.000000                1.270000   \n",
+       "1891             1.462970e+01           8549.000000                2.120000   \n",
+       "1892             1.565930e+01           6155.000000                1.350000   \n",
+       "1893             7.066330e+00           6271.000000                1.090000   \n",
+       "1894             1.327800e+01           6333.700000                1.460000   \n",
+       "1895             1.014960e+01           5652.000000                1.310000   \n",
+       "1896             1.482900e+01           6116.000000                1.650000   \n",
+       "1897             1.858410e+01           6687.000000                1.780000   \n",
+       "1898             1.196900e+01           6781.000000                1.070000   \n",
+       "1900             1.278410e+01           5515.000000                1.040000   \n",
+       "1901             4.255630e+00           5111.900000                0.860000   \n",
+       "1902             1.354450e+01           5424.800000                0.920000   \n",
+       "1903             1.728026e+07           4879.000000                1.210000   \n",
+       "1904             1.421250e+01           5697.000000                1.060000   \n",
+       "1905             1.277710e+01           6017.000000                1.350000   \n",
+       "1906             1.282250e+01           6090.000000                2.030000   \n",
+       "1907             1.720200e+01           6013.500000                2.280000   \n",
+       "1908             1.299240e+01           6561.000000                2.080000   \n",
+       "1909             1.836540e+01           6540.600000                1.610000   \n",
+       "1910             1.277850e+01           6245.000000                1.380000   \n",
+       "1911             1.216030e+01           5593.000000                0.970000   \n",
+       "1912             1.552260e+01           5707.000000                1.070000   \n",
+       "\n",
+       "         hz_rv  \n",
+       "0     0.000000  \n",
+       "1     0.728782  \n",
+       "2     0.725865  \n",
+       "3     1.478167  \n",
+       "4     0.000000  \n",
+       "5     0.996214  \n",
+       "6     0.734090  \n",
+       "7     0.000000  \n",
+       "8     0.000000  \n",
+       "9     0.743126  \n",
+       "10    0.000000  \n",
+       "11    0.000000  \n",
+       "12    0.738481  \n",
+       "13    0.749474  \n",
+       "14    0.000000  \n",
+       "15    0.000000  \n",
+       "16    1.305669  \n",
+       "17    0.000000  \n",
+       "18    0.000000  \n",
+       "19    0.000000  \n",
+       "20    1.323872  \n",
+       "21    0.738352  \n",
+       "22    0.000000  \n",
+       "23    0.732616  \n",
+       "24    0.000000  \n",
+       "25    0.000000  \n",
+       "26    0.000000  \n",
+       "27    0.000000  \n",
+       "28    0.000000  \n",
+       "29    0.000000  \n",
+       "...        ...  \n",
+       "1882  1.988007  \n",
+       "1883  0.730483  \n",
+       "1884  0.000000  \n",
+       "1885  0.000000  \n",
+       "1886  0.000000  \n",
+       "1887  0.723467  \n",
+       "1888  0.000000  \n",
+       "1889  0.723669  \n",
+       "1890  0.731777  \n",
+       "1891  2.832929  \n",
+       "1892  0.734006  \n",
+       "1893  0.729155  \n",
+       "1894  0.726601  \n",
+       "1895  0.000000  \n",
+       "1896  0.735658  \n",
+       "1897  0.712518  \n",
+       "1898  0.708914  \n",
+       "1900  0.000000  \n",
+       "1901  0.000000  \n",
+       "1902  0.000000  \n",
+       "1903  0.000000  \n",
+       "1904  0.000000  \n",
+       "1905  0.739904  \n",
+       "1906  1.473533  \n",
+       "1907  1.480155  \n",
+       "1908  1.757354  \n",
+       "1909  0.718266  \n",
+       "1910  0.730234  \n",
+       "1911  0.000000  \n",
+       "1912  0.000000  \n",
+       "\n",
+       "[1802 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Table with all values\n",
+    "df_c_refined2\n",
+    "\n",
+    "#create separate tables for each set of coefficients - easier for graphing later\n",
+    "#Only using a few values for now to graph in next section\n",
+    "df_rv = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rv']]\n",
+    "df_rg_1x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_1x']]\n",
+    "df_mg = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_mg']]\n",
+    "df_em = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_em']]\n",
+    "df_rg_5x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_5x']]\n",
+    "df_rg_point1x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_.1x']]\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
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+       " 0.7182662645964013,\n",
+       " 0.730233653850863]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Make Sets of each column to easily graph\n",
+    "\n",
+    "#For each HZ set of coefficients, need to remove TOIs that have a 0 as HZ distance - comes from bad Luminosity calc\n",
+    "df_rv_nonzero = df_rv[df_rv['hz_rv']>.01]\n",
+    "df_rg_1x_nonzero = df_rg_1x[df_rg_1x['hz_rg_1x']>.01]\n",
+    "df_mg_nonzero = df_mg[df_mg['hz_mg']>.01]\n",
+    "df_em_nonzero = df_em[df_em['hz_em']>.01]\n",
+    "df_rg_5x_nonzero = df_rg_5x[df_rg_5x['hz_rg_5x']>.01]\n",
+    "df_rg_point1x_nonzero = df_rg_point1x[df_rg_point1x['hz_rg_.1x']>.01]\n",
+    "\n",
+    "\n",
+    "#Turn each set into a series to graph (only put recent venus here as example - can easily be extended to all)\n",
+    "stellar_rad_rv_index = df_rv_nonzero.set_index('Stellar Radius (R_Sun)')\n",
+    "stellar_rad_rv_list = stellar_rad_rv_index.index.tolist()\n",
+    "\n",
+    "planet_rad_rv_index = df_rv_nonzero.set_index('Planet Radius (R_Earth)')\n",
+    "planet_rad_rv_list = planet_rad_rv_index.index.tolist()\n",
+    "\n",
+    "stellar_temp_rv_index = df_rv_nonzero.set_index('Stellar Eff Temp (K)')\n",
+    "stellar_temp_rv_list = stellar_temp_rv_index.index.tolist()\n",
+    "\n",
+    "hz_rv_index = df_rv_nonzero.set_index('hz_rv')\n",
+    "hz_rv_list = hz_rv_index.index.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'HZ in AU')"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graph hz vs stellar radius for recent venus\n",
+    "plt.scatter(stellar_rad_rv_list,hz_rv_list)\n",
+    "plt.title('HZ vs Stellar Radius using Recent Venus Coefficients')\n",
+    "plt.xlabel('Stellar Radius (R_Sun)')\n",
+    "plt.ylabel('HZ in AU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'HZ in AU')"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graph hz vs planet radius for recent venus\n",
+    "plt.scatter(planet_rad_rv_list,hz_rv_list)\n",
+    "plt.title('HZ vs Planet Radius using Recent Venus Coefficients')\n",
+    "plt.xlabel('Stellar Radius (R_Earth)')\n",
+    "plt.ylabel('HZ in AU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'HZ in AU')"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graph hz vs stellar temp for recent venus\n",
+    "plt.scatter(stellar_temp_rv_list,hz_rv_list)\n",
+    "plt.title('HZ vs Stellar Temp using Recent Venus Coefficients')\n",
+    "plt.xlabel('Stellar Temp (K)')\n",
+    "plt.ylabel('HZ in AU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}

From 11ea8cd047ae77994a7ea478136240f8e31e276e Mon Sep 17 00:00:00 2001
From: holdengill <62360469+holdengill@users.noreply.github.com>
Date: Tue, 16 Jun 2020 15:33:05 -0700
Subject: [PATCH 2/3] Delete Astro Project 4.ipynb

---
 Astro Project 4.ipynb | 5680 -----------------------------------------
 1 file changed, 5680 deletions(-)
 delete mode 100644 Astro Project 4.ipynb

diff --git a/Astro Project 4.ipynb b/Astro Project 4.ipynb
deleted file mode 100644
index 7906c4c..0000000
--- a/Astro Project 4.ipynb	
+++ /dev/null
@@ -1,5680 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import sys\n",
-    "from urllib.request import urlopen as uReq\n",
-    "from bs4 import BeautifulSoup as soup\n",
-    "from bs4.diagnose import diagnose\n",
-    "from bs4 import SoupStrainer\n",
-    "from urllib import request\n",
-    "import numpy as np\n",
-    "import scipy as sp\n",
-    "import requests\n",
-    "import time\n",
-    "import smtplib\n",
-    "import pandas as pd\n",
-    "%matplotlib inline\n",
-    "import matplotlib as mpl\n",
-    "import matplotlib.pyplot as plt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>TIC ID</th>\n",
-       "      <th>TOI</th>\n",
-       "      <th>TESS Mag</th>\n",
-       "      <th>RA</th>\n",
-       "      <th>Dec</th>\n",
-       "      <th>PM RA (mas/yr)</th>\n",
-       "      <th>PM Dec (mas/yr)</th>\n",
-       "      <th>Epoch (BJD)</th>\n",
-       "      <th>Period (days)</th>\n",
-       "      <th>Duration (hours)</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Depth (ppm)</th>\n",
-       "      <th>Planet Radius (R_Earth)</th>\n",
-       "      <th>Planet Insolation (Earth Flux)</th>\n",
-       "      <th>Planet Equil Temp (K)</th>\n",
-       "      <th>Planet SNR</th>\n",
-       "      <th>Stellar Distance (pc)</th>\n",
-       "      <th>Stellar Eff Temp (K)</th>\n",
-       "      <th>Stellar log(g) (cm/s^2)</th>\n",
-       "      <th>Stellar Radius (R_Sun)</th>\n",
-       "      <th>Stellar Metallicity</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>231663901</td>\n",
-       "      <td>101.01</td>\n",
-       "      <td>12.40690</td>\n",
-       "      <td>21:14:56.88</td>\n",
-       "      <td>-55:52:18.71</td>\n",
-       "      <td>12.641</td>\n",
-       "      <td>-16.011</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>1.430401</td>\n",
-       "      <td>1.638765</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20452.531250</td>\n",
-       "      <td>1.314501e+01</td>\n",
-       "      <td>1193.379517</td>\n",
-       "      <td>1499.044067</td>\n",
-       "      <td>0.887868</td>\n",
-       "      <td>375.3100</td>\n",
-       "      <td>5600.000000</td>\n",
-       "      <td>4.48851</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>149603524</td>\n",
-       "      <td>102.01</td>\n",
-       "      <td>9.71090</td>\n",
-       "      <td>05:48:33.56</td>\n",
-       "      <td>-63:59:17.98</td>\n",
-       "      <td>-15.641</td>\n",
-       "      <td>26.046</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>4.411943</td>\n",
-       "      <td>3.776425</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13979.925781</td>\n",
-       "      <td>1.539724e+01</td>\n",
-       "      <td>586.130005</td>\n",
-       "      <td>1370.000000</td>\n",
-       "      <td>474.380951</td>\n",
-       "      <td>175.6310</td>\n",
-       "      <td>6280.000000</td>\n",
-       "      <td>4.32092</td>\n",
-       "      <td>1.280000</td>\n",
-       "      <td>0.240000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>336732616</td>\n",
-       "      <td>103.01</td>\n",
-       "      <td>11.52320</td>\n",
-       "      <td>20:49:49.8</td>\n",
-       "      <td>-24:25:43.3</td>\n",
-       "      <td>10.426</td>\n",
-       "      <td>15.620</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>3.547854</td>\n",
-       "      <td>3.494333</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10424.372070</td>\n",
-       "      <td>1.458184e+01</td>\n",
-       "      <td>1212.004395</td>\n",
-       "      <td>1504.859009</td>\n",
-       "      <td>0.800299</td>\n",
-       "      <td>411.2110</td>\n",
-       "      <td>6351.000000</td>\n",
-       "      <td>4.22896</td>\n",
-       "      <td>1.400000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>231670397</td>\n",
-       "      <td>104.01</td>\n",
-       "      <td>9.86380</td>\n",
-       "      <td>21:19:47.93</td>\n",
-       "      <td>-58:08:56.16</td>\n",
-       "      <td>10.552</td>\n",
-       "      <td>-10.658</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>4.087445</td>\n",
-       "      <td>5.590140</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3586.197021</td>\n",
-       "      <td>1.265210e+01</td>\n",
-       "      <td>1672.217529</td>\n",
-       "      <td>1630.958618</td>\n",
-       "      <td>0.808662</td>\n",
-       "      <td>316.6780</td>\n",
-       "      <td>6036.000000</td>\n",
-       "      <td>3.93359</td>\n",
-       "      <td>2.070000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>144065872</td>\n",
-       "      <td>105.01</td>\n",
-       "      <td>9.49950</td>\n",
-       "      <td>22:29:49.88</td>\n",
-       "      <td>-48:00:11.16</td>\n",
-       "      <td>91.976</td>\n",
-       "      <td>-6.861</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.184659</td>\n",
-       "      <td>2.869426</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11836.691406</td>\n",
-       "      <td>1.251459e+01</td>\n",
-       "      <td>985.883728</td>\n",
-       "      <td>1429.144653</td>\n",
-       "      <td>0.886027</td>\n",
-       "      <td>137.5440</td>\n",
-       "      <td>5630.000000</td>\n",
-       "      <td>4.37759</td>\n",
-       "      <td>1.130000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>38846515</td>\n",
-       "      <td>106.01</td>\n",
-       "      <td>10.31570</td>\n",
-       "      <td>04:35:50.36</td>\n",
-       "      <td>-64:01:37.34</td>\n",
-       "      <td>10.845</td>\n",
-       "      <td>-0.499</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.849380</td>\n",
-       "      <td>3.776111</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7452.432617</td>\n",
-       "      <td>9.061380e+00</td>\n",
-       "      <td>1311.385376</td>\n",
-       "      <td>1534.801880</td>\n",
-       "      <td>278.009491</td>\n",
-       "      <td>364.4110</td>\n",
-       "      <td>6900.000000</td>\n",
-       "      <td>4.43800</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>92352620</td>\n",
-       "      <td>107.01</td>\n",
-       "      <td>9.64330</td>\n",
-       "      <td>20:55:07.98</td>\n",
-       "      <td>-34:08:08.7</td>\n",
-       "      <td>26.376</td>\n",
-       "      <td>-44.947</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.950054</td>\n",
-       "      <td>4.557506</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12999.897461</td>\n",
-       "      <td>1.877557e+01</td>\n",
-       "      <td>1098.209595</td>\n",
-       "      <td>1468.219727</td>\n",
-       "      <td>0.860200</td>\n",
-       "      <td>211.2110</td>\n",
-       "      <td>6153.000000</td>\n",
-       "      <td>4.18077</td>\n",
-       "      <td>1.620000</td>\n",
-       "      <td>0.220000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>289793076</td>\n",
-       "      <td>108.01</td>\n",
-       "      <td>13.16300</td>\n",
-       "      <td>21:07:50.76</td>\n",
-       "      <td>-26:05:48.19</td>\n",
-       "      <td>3.479</td>\n",
-       "      <td>-10.313</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.043839</td>\n",
-       "      <td>2.660993</td>\n",
-       "      <td>...</td>\n",
-       "      <td>24143.222656</td>\n",
-       "      <td>1.399950e+01</td>\n",
-       "      <td>400.955292</td>\n",
-       "      <td>1141.284058</td>\n",
-       "      <td>0.820267</td>\n",
-       "      <td>421.8550</td>\n",
-       "      <td>5523.000000</td>\n",
-       "      <td>4.52192</td>\n",
-       "      <td>0.890000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>29344935</td>\n",
-       "      <td>109.01</td>\n",
-       "      <td>13.23660</td>\n",
-       "      <td>20:52:51.71</td>\n",
-       "      <td>-25:41:14.55</td>\n",
-       "      <td>1.053</td>\n",
-       "      <td>-9.881</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>2.766737</td>\n",
-       "      <td>2.568721</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15691.951172</td>\n",
-       "      <td>1.166177e+01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.834164</td>\n",
-       "      <td>513.0110</td>\n",
-       "      <td>5346.000000</td>\n",
-       "      <td>4.48823</td>\n",
-       "      <td>0.930000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>281459670</td>\n",
-       "      <td>110.01</td>\n",
-       "      <td>11.67140</td>\n",
-       "      <td>00:22:28.45</td>\n",
-       "      <td>-59:56:33.32</td>\n",
-       "      <td>-22.309</td>\n",
-       "      <td>-4.893</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.174305</td>\n",
-       "      <td>2.723339</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15603.693359</td>\n",
-       "      <td>1.366880e+01</td>\n",
-       "      <td>662.491028</td>\n",
-       "      <td>1293.941772</td>\n",
-       "      <td>100.352081</td>\n",
-       "      <td>342.1400</td>\n",
-       "      <td>5943.000000</td>\n",
-       "      <td>4.42524</td>\n",
-       "      <td>1.060000</td>\n",
-       "      <td>-0.100000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>355703913</td>\n",
-       "      <td>111.01</td>\n",
-       "      <td>13.18300</td>\n",
-       "      <td>00:03:05.88</td>\n",
-       "      <td>-62:28:09.54</td>\n",
-       "      <td>2.894</td>\n",
-       "      <td>4.911</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>2.106098</td>\n",
-       "      <td>1.574766</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12430.502930</td>\n",
-       "      <td>1.668368e+01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>30.581211</td>\n",
-       "      <td>508.8420</td>\n",
-       "      <td>5380.000000</td>\n",
-       "      <td>4.43370</td>\n",
-       "      <td>0.980000</td>\n",
-       "      <td>0.245387</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>388104525</td>\n",
-       "      <td>112.01</td>\n",
-       "      <td>11.60350</td>\n",
-       "      <td>03:43:44.07</td>\n",
-       "      <td>-65:11:37.61</td>\n",
-       "      <td>21.126</td>\n",
-       "      <td>16.543</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.499814</td>\n",
-       "      <td>2.878017</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15044.681641</td>\n",
-       "      <td>1.483984e+01</td>\n",
-       "      <td>996.863525</td>\n",
-       "      <td>1433.107178</td>\n",
-       "      <td>235.476913</td>\n",
-       "      <td>302.4480</td>\n",
-       "      <td>5650.000000</td>\n",
-       "      <td>4.28867</td>\n",
-       "      <td>1.200000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>97409519</td>\n",
-       "      <td>113.01</td>\n",
-       "      <td>12.18930</td>\n",
-       "      <td>22:10:51.44</td>\n",
-       "      <td>-30:44:58.99</td>\n",
-       "      <td>-0.710</td>\n",
-       "      <td>-14.516</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>3.372877</td>\n",
-       "      <td>2.634260</td>\n",
-       "      <td>...</td>\n",
-       "      <td>17163.603516</td>\n",
-       "      <td>1.420180e+01</td>\n",
-       "      <td>615.165894</td>\n",
-       "      <td>1270.187500</td>\n",
-       "      <td>0.829214</td>\n",
-       "      <td>448.6370</td>\n",
-       "      <td>6050.000000</td>\n",
-       "      <td>4.45061</td>\n",
-       "      <td>1.020000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>25155310</td>\n",
-       "      <td>114.01</td>\n",
-       "      <td>10.61030</td>\n",
-       "      <td>04:13:29.93</td>\n",
-       "      <td>-69:13:35.73</td>\n",
-       "      <td>63.134</td>\n",
-       "      <td>53.433</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.288776</td>\n",
-       "      <td>3.410191</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7125.314941</td>\n",
-       "      <td>1.083568e+01</td>\n",
-       "      <td>808.154602</td>\n",
-       "      <td>1359.857422</td>\n",
-       "      <td>240.635345</td>\n",
-       "      <td>216.5260</td>\n",
-       "      <td>5800.000000</td>\n",
-       "      <td>4.28004</td>\n",
-       "      <td>1.270000</td>\n",
-       "      <td>0.206830</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>281541555</td>\n",
-       "      <td>115.01</td>\n",
-       "      <td>13.04170</td>\n",
-       "      <td>00:26:48.63</td>\n",
-       "      <td>-56:18:57.97</td>\n",
-       "      <td>21.460</td>\n",
-       "      <td>7.316</td>\n",
-       "      <td>2.458330e+06</td>\n",
-       "      <td>4.742745</td>\n",
-       "      <td>2.408768</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13420.032227</td>\n",
-       "      <td>1.151794e+01</td>\n",
-       "      <td>246.937668</td>\n",
-       "      <td>1011.035889</td>\n",
-       "      <td>24.498663</td>\n",
-       "      <td>453.8080</td>\n",
-       "      <td>5377.000000</td>\n",
-       "      <td>4.42476</td>\n",
-       "      <td>0.980778</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>238176110</td>\n",
-       "      <td>116.01</td>\n",
-       "      <td>11.04430</td>\n",
-       "      <td>23:51:23.14</td>\n",
-       "      <td>-70:09:10.3</td>\n",
-       "      <td>96.185</td>\n",
-       "      <td>-1.747</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.798594</td>\n",
-       "      <td>2.366459</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16879.449219</td>\n",
-       "      <td>1.129384e+01</td>\n",
-       "      <td>288.255493</td>\n",
-       "      <td>1050.906738</td>\n",
-       "      <td>0.808503</td>\n",
-       "      <td>149.9420</td>\n",
-       "      <td>4920.000000</td>\n",
-       "      <td>4.49371</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>0.320000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>322307342</td>\n",
-       "      <td>117.01</td>\n",
-       "      <td>11.78060</td>\n",
-       "      <td>01:00:01.46</td>\n",
-       "      <td>-58:54:17.01</td>\n",
-       "      <td>22.522</td>\n",
-       "      <td>7.594</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.585500</td>\n",
-       "      <td>3.173000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6130.000000</td>\n",
-       "      <td>1.742020e+01</td>\n",
-       "      <td>519.635000</td>\n",
-       "      <td>1330.000000</td>\n",
-       "      <td>73.000000</td>\n",
-       "      <td>603.9550</td>\n",
-       "      <td>5704.800000</td>\n",
-       "      <td>3.84000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>-0.250000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>266980320</td>\n",
-       "      <td>118.01</td>\n",
-       "      <td>9.17900</td>\n",
-       "      <td>23:18:14.22</td>\n",
-       "      <td>-56:54:14.35</td>\n",
-       "      <td>313.918</td>\n",
-       "      <td>-20.177</td>\n",
-       "      <td>2.458329e+06</td>\n",
-       "      <td>6.036061</td>\n",
-       "      <td>2.123832</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1704.034302</td>\n",
-       "      <td>4.926376e+00</td>\n",
-       "      <td>242.435043</td>\n",
-       "      <td>1006.395264</td>\n",
-       "      <td>0.830483</td>\n",
-       "      <td>94.1719</td>\n",
-       "      <td>5586.000000</td>\n",
-       "      <td>4.36763</td>\n",
-       "      <td>1.077600</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>278683844</td>\n",
-       "      <td>119.01</td>\n",
-       "      <td>9.27890</td>\n",
-       "      <td>06:36:57.22</td>\n",
-       "      <td>-58:00:58.15</td>\n",
-       "      <td>51.497</td>\n",
-       "      <td>-205.600</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>5.541143</td>\n",
-       "      <td>3.034710</td>\n",
-       "      <td>...</td>\n",
-       "      <td>625.829712</td>\n",
-       "      <td>2.468596e+00</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>20.643391</td>\n",
-       "      <td>66.6187</td>\n",
-       "      <td>5332.000000</td>\n",
-       "      <td>4.56429</td>\n",
-       "      <td>0.829762</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>278683844</td>\n",
-       "      <td>119.02</td>\n",
-       "      <td>9.27890</td>\n",
-       "      <td>06:36:57.22</td>\n",
-       "      <td>-58:00:58.15</td>\n",
-       "      <td>51.497</td>\n",
-       "      <td>-205.600</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>10.691632</td>\n",
-       "      <td>3.177466</td>\n",
-       "      <td>...</td>\n",
-       "      <td>519.241028</td>\n",
-       "      <td>1.891011e+00</td>\n",
-       "      <td>58.334728</td>\n",
-       "      <td>704.857849</td>\n",
-       "      <td>19.546083</td>\n",
-       "      <td>66.6187</td>\n",
-       "      <td>5332.000000</td>\n",
-       "      <td>4.56429</td>\n",
-       "      <td>0.829762</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>394137592</td>\n",
-       "      <td>120.01</td>\n",
-       "      <td>7.10620</td>\n",
-       "      <td>00:17:47.32</td>\n",
-       "      <td>-66:21:32.14</td>\n",
-       "      <td>64.763</td>\n",
-       "      <td>-5.056</td>\n",
-       "      <td>2.458332e+06</td>\n",
-       "      <td>11.535076</td>\n",
-       "      <td>8.555958</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2389.906250</td>\n",
-       "      <td>1.221581e+01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>32.900002</td>\n",
-       "      <td>79.5702</td>\n",
-       "      <td>5479.299805</td>\n",
-       "      <td>3.77000</td>\n",
-       "      <td>2.487710</td>\n",
-       "      <td>-0.020000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>207081058</td>\n",
-       "      <td>121.01</td>\n",
-       "      <td>9.93580</td>\n",
-       "      <td>22:07:28.2</td>\n",
-       "      <td>-41:48:55.84</td>\n",
-       "      <td>49.561</td>\n",
-       "      <td>-9.678</td>\n",
-       "      <td>2.458336e+06</td>\n",
-       "      <td>14.775056</td>\n",
-       "      <td>5.449073</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14107.169922</td>\n",
-       "      <td>1.478311e+01</td>\n",
-       "      <td>119.985214</td>\n",
-       "      <td>844.115112</td>\n",
-       "      <td>0.836588</td>\n",
-       "      <td>182.1690</td>\n",
-       "      <td>6053.000000</td>\n",
-       "      <td>4.31350</td>\n",
-       "      <td>1.225910</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>231702397</td>\n",
-       "      <td>122.01</td>\n",
-       "      <td>13.08400</td>\n",
-       "      <td>22:11:47.58</td>\n",
-       "      <td>-58:56:45.91</td>\n",
-       "      <td>138.138</td>\n",
-       "      <td>-235.810</td>\n",
-       "      <td>2.458329e+06</td>\n",
-       "      <td>5.077677</td>\n",
-       "      <td>1.155359</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6501.890625</td>\n",
-       "      <td>2.386458e+00</td>\n",
-       "      <td>6.457958</td>\n",
-       "      <td>406.577698</td>\n",
-       "      <td>0.940471</td>\n",
-       "      <td>62.1180</td>\n",
-       "      <td>3318.000000</td>\n",
-       "      <td>4.95810</td>\n",
-       "      <td>0.294000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>290131778</td>\n",
-       "      <td>123.01</td>\n",
-       "      <td>7.87598</td>\n",
-       "      <td>21:18:47.9</td>\n",
-       "      <td>-26:36:58.95</td>\n",
-       "      <td>23.236</td>\n",
-       "      <td>-57.557</td>\n",
-       "      <td>2.458325e+06</td>\n",
-       "      <td>3.308754</td>\n",
-       "      <td>5.634728</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3177.131836</td>\n",
-       "      <td>7.723223e+00</td>\n",
-       "      <td>1078.917480</td>\n",
-       "      <td>1461.728760</td>\n",
-       "      <td>0.920341</td>\n",
-       "      <td>161.4980</td>\n",
-       "      <td>6188.000000</td>\n",
-       "      <td>4.27166</td>\n",
-       "      <td>1.318870</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>29831208</td>\n",
-       "      <td>124.01</td>\n",
-       "      <td>11.13110</td>\n",
-       "      <td>04:26:19.83</td>\n",
-       "      <td>-67:48:22.87</td>\n",
-       "      <td>7.888</td>\n",
-       "      <td>32.653</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>1.842860</td>\n",
-       "      <td>1.719758</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2469.541504</td>\n",
-       "      <td>7.099990e+00</td>\n",
-       "      <td>590.536682</td>\n",
-       "      <td>1257.278442</td>\n",
-       "      <td>22.854355</td>\n",
-       "      <td>809.2520</td>\n",
-       "      <td>5080.000000</td>\n",
-       "      <td>4.48159</td>\n",
-       "      <td>0.877602</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>52368076</td>\n",
-       "      <td>125.01</td>\n",
-       "      <td>10.19850</td>\n",
-       "      <td>01:34:22.42</td>\n",
-       "      <td>-66:40:34.86</td>\n",
-       "      <td>-119.800</td>\n",
-       "      <td>-122.953</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>4.653811</td>\n",
-       "      <td>2.921928</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1007.882446</td>\n",
-       "      <td>2.863905e+00</td>\n",
-       "      <td>188.107544</td>\n",
-       "      <td>944.542053</td>\n",
-       "      <td>17.438063</td>\n",
-       "      <td>111.0590</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>4.47072</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>52368076</td>\n",
-       "      <td>125.02</td>\n",
-       "      <td>10.19850</td>\n",
-       "      <td>01:34:22.42</td>\n",
-       "      <td>-66:40:34.86</td>\n",
-       "      <td>-119.800</td>\n",
-       "      <td>-122.953</td>\n",
-       "      <td>2.458334e+06</td>\n",
-       "      <td>9.150607</td>\n",
-       "      <td>2.907668</td>\n",
-       "      <td>...</td>\n",
-       "      <td>996.181824</td>\n",
-       "      <td>2.861244e+00</td>\n",
-       "      <td>76.380043</td>\n",
-       "      <td>753.988525</td>\n",
-       "      <td>14.804296</td>\n",
-       "      <td>111.0590</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>4.47072</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>52368076</td>\n",
-       "      <td>125.03</td>\n",
-       "      <td>10.19850</td>\n",
-       "      <td>01:34:22.42</td>\n",
-       "      <td>-66:40:34.86</td>\n",
-       "      <td>-119.800</td>\n",
-       "      <td>-122.953</td>\n",
-       "      <td>2.458343e+06</td>\n",
-       "      <td>19.981867</td>\n",
-       "      <td>2.991231</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1046.211182</td>\n",
-       "      <td>2.899664e+00</td>\n",
-       "      <td>26.945604</td>\n",
-       "      <td>581.087769</td>\n",
-       "      <td>10.261628</td>\n",
-       "      <td>111.0590</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>4.47072</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>70440470</td>\n",
-       "      <td>126.01</td>\n",
-       "      <td>12.79230</td>\n",
-       "      <td>22:37:57.43</td>\n",
-       "      <td>-35:09:15.13</td>\n",
-       "      <td>-9.326</td>\n",
-       "      <td>-50.142</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>3.035381</td>\n",
-       "      <td>2.886722</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16740.835938</td>\n",
-       "      <td>1.504447e+01</td>\n",
-       "      <td>718.651245</td>\n",
-       "      <td>1320.533081</td>\n",
-       "      <td>0.860842</td>\n",
-       "      <td>573.0270</td>\n",
-       "      <td>5751.000000</td>\n",
-       "      <td>4.35036</td>\n",
-       "      <td>1.122370</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>234523599</td>\n",
-       "      <td>127.01</td>\n",
-       "      <td>14.12660</td>\n",
-       "      <td>01:02:12.45</td>\n",
-       "      <td>-61:45:22.08</td>\n",
-       "      <td>78.858</td>\n",
-       "      <td>-27.095</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>3.795609</td>\n",
-       "      <td>2.042805</td>\n",
-       "      <td>...</td>\n",
-       "      <td>55371.085938</td>\n",
-       "      <td>2.375098e+01</td>\n",
-       "      <td>54.250580</td>\n",
-       "      <td>692.182861</td>\n",
-       "      <td>58.162800</td>\n",
-       "      <td>140.2250</td>\n",
-       "      <td>3424.000000</td>\n",
-       "      <td>4.43800</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1883</th>\n",
-       "      <td>37718056</td>\n",
-       "      <td>1908.01</td>\n",
-       "      <td>11.70830</td>\n",
-       "      <td>00:16:35.12</td>\n",
-       "      <td>-10:58:35.12</td>\n",
-       "      <td>1.827</td>\n",
-       "      <td>-1.504</td>\n",
-       "      <td>2.458384e+06</td>\n",
-       "      <td>3.656880</td>\n",
-       "      <td>3.542000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7040.000000</td>\n",
-       "      <td>1.280310e+01</td>\n",
-       "      <td>903.013000</td>\n",
-       "      <td>1527.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>524.9930</td>\n",
-       "      <td>6239.000000</td>\n",
-       "      <td>4.15000</td>\n",
-       "      <td>1.530000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1884</th>\n",
-       "      <td>232038798</td>\n",
-       "      <td>1909.01</td>\n",
-       "      <td>11.31870</td>\n",
-       "      <td>06:26:58.71</td>\n",
-       "      <td>-46:49:16.91</td>\n",
-       "      <td>0.077</td>\n",
-       "      <td>20.496</td>\n",
-       "      <td>2.458471e+06</td>\n",
-       "      <td>4.153230</td>\n",
-       "      <td>1.999000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20575.800000</td>\n",
-       "      <td>1.235690e+01</td>\n",
-       "      <td>499.927000</td>\n",
-       "      <td>1317.000000</td>\n",
-       "      <td>98.000000</td>\n",
-       "      <td>303.9410</td>\n",
-       "      <td>5818.800000</td>\n",
-       "      <td>4.24000</td>\n",
-       "      <td>0.780000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1885</th>\n",
-       "      <td>437261733</td>\n",
-       "      <td>1910.01</td>\n",
-       "      <td>13.29580</td>\n",
-       "      <td>11:21:17.84</td>\n",
-       "      <td>-22:23:17.44</td>\n",
-       "      <td>-24.166</td>\n",
-       "      <td>0.929</td>\n",
-       "      <td>2.458549e+06</td>\n",
-       "      <td>5.417920</td>\n",
-       "      <td>3.522000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13980.000000</td>\n",
-       "      <td>1.316170e+01</td>\n",
-       "      <td>260.226000</td>\n",
-       "      <td>1118.000000</td>\n",
-       "      <td>26.000000</td>\n",
-       "      <td>642.8840</td>\n",
-       "      <td>5652.000000</td>\n",
-       "      <td>4.36000</td>\n",
-       "      <td>1.100000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1886</th>\n",
-       "      <td>44745133</td>\n",
-       "      <td>1911.01</td>\n",
-       "      <td>12.57570</td>\n",
-       "      <td>04:06:37.87</td>\n",
-       "      <td>-25:20:58.8</td>\n",
-       "      <td>3.997</td>\n",
-       "      <td>9.892</td>\n",
-       "      <td>2.458416e+06</td>\n",
-       "      <td>7.818760</td>\n",
-       "      <td>4.968000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3110.000000</td>\n",
-       "      <td>9.222220e+00</td>\n",
-       "      <td>260.731000</td>\n",
-       "      <td>1119.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "      <td>679.7610</td>\n",
-       "      <td>5549.000000</td>\n",
-       "      <td>4.00000</td>\n",
-       "      <td>1.640000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1887</th>\n",
-       "      <td>50712784</td>\n",
-       "      <td>1912.01</td>\n",
-       "      <td>10.55790</td>\n",
-       "      <td>08:25:21.08</td>\n",
-       "      <td>-11:30:03.56</td>\n",
-       "      <td>-5.388</td>\n",
-       "      <td>-0.587</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>5.405420</td>\n",
-       "      <td>4.712000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3590.000000</td>\n",
-       "      <td>9.836340e+00</td>\n",
-       "      <td>898.650000</td>\n",
-       "      <td>1525.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>343.0800</td>\n",
-       "      <td>6410.000000</td>\n",
-       "      <td>4.14000</td>\n",
-       "      <td>1.590000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1888</th>\n",
-       "      <td>53458803</td>\n",
-       "      <td>1913.01</td>\n",
-       "      <td>11.86560</td>\n",
-       "      <td>06:51:23.38</td>\n",
-       "      <td>-29:03:31.16</td>\n",
-       "      <td>-16.382</td>\n",
-       "      <td>-7.264</td>\n",
-       "      <td>2.458472e+06</td>\n",
-       "      <td>3.348620</td>\n",
-       "      <td>3.299000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11170.000000</td>\n",
-       "      <td>1.319540e+01</td>\n",
-       "      <td>617.947000</td>\n",
-       "      <td>1389.000000</td>\n",
-       "      <td>116.000000</td>\n",
-       "      <td>389.5700</td>\n",
-       "      <td>5711.000000</td>\n",
-       "      <td>4.27000</td>\n",
-       "      <td>1.230000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1889</th>\n",
-       "      <td>53750200</td>\n",
-       "      <td>1914.01</td>\n",
-       "      <td>12.23090</td>\n",
-       "      <td>06:54:04.17</td>\n",
-       "      <td>-27:03:01.5</td>\n",
-       "      <td>-0.139</td>\n",
-       "      <td>-4.758</td>\n",
-       "      <td>2.458469e+06</td>\n",
-       "      <td>4.192680</td>\n",
-       "      <td>1.729000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4240.000000</td>\n",
-       "      <td>1.098590e+01</td>\n",
-       "      <td>198.538000</td>\n",
-       "      <td>1045.000000</td>\n",
-       "      <td>20.000000</td>\n",
-       "      <td>737.6680</td>\n",
-       "      <td>6405.000000</td>\n",
-       "      <td>4.13000</td>\n",
-       "      <td>1.630000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1890</th>\n",
-       "      <td>98283926</td>\n",
-       "      <td>1915.01</td>\n",
-       "      <td>13.14720</td>\n",
-       "      <td>07:13:48.58</td>\n",
-       "      <td>-33:26:14.45</td>\n",
-       "      <td>0.759</td>\n",
-       "      <td>-2.879</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>2.291830</td>\n",
-       "      <td>3.129000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11090.000000</td>\n",
-       "      <td>1.347250e+01</td>\n",
-       "      <td>1834.770000</td>\n",
-       "      <td>1823.000000</td>\n",
-       "      <td>32.000000</td>\n",
-       "      <td>800.3770</td>\n",
-       "      <td>6208.000000</td>\n",
-       "      <td>4.31000</td>\n",
-       "      <td>1.270000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1891</th>\n",
-       "      <td>98545929</td>\n",
-       "      <td>1916.01</td>\n",
-       "      <td>12.45390</td>\n",
-       "      <td>07:16:25.09</td>\n",
-       "      <td>-31:14:39.82</td>\n",
-       "      <td>-2.420</td>\n",
-       "      <td>2.440</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>1.888510</td>\n",
-       "      <td>3.515000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4990.000000</td>\n",
-       "      <td>1.462970e+01</td>\n",
-       "      <td>12565.400000</td>\n",
-       "      <td>2949.000000</td>\n",
-       "      <td>22.000000</td>\n",
-       "      <td>1458.8300</td>\n",
-       "      <td>8549.000000</td>\n",
-       "      <td>4.11000</td>\n",
-       "      <td>2.120000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1892</th>\n",
-       "      <td>339522221</td>\n",
-       "      <td>1917.01</td>\n",
-       "      <td>12.04570</td>\n",
-       "      <td>19:46:45.23</td>\n",
-       "      <td>-63:33:56.34</td>\n",
-       "      <td>19.406</td>\n",
-       "      <td>-12.796</td>\n",
-       "      <td>2.458655e+06</td>\n",
-       "      <td>1.820690</td>\n",
-       "      <td>3.049000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12340.000000</td>\n",
-       "      <td>1.565930e+01</td>\n",
-       "      <td>2440.700000</td>\n",
-       "      <td>1958.000000</td>\n",
-       "      <td>83.000000</td>\n",
-       "      <td>514.5550</td>\n",
-       "      <td>6155.000000</td>\n",
-       "      <td>4.24000</td>\n",
-       "      <td>1.350000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1893</th>\n",
-       "      <td>308425348</td>\n",
-       "      <td>1918.01</td>\n",
-       "      <td>12.28760</td>\n",
-       "      <td>11:10:19.88</td>\n",
-       "      <td>-58:58:58.75</td>\n",
-       "      <td>-10.042</td>\n",
-       "      <td>4.282</td>\n",
-       "      <td>2.458572e+06</td>\n",
-       "      <td>3.398290</td>\n",
-       "      <td>2.634000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4340.000000</td>\n",
-       "      <td>7.066330e+00</td>\n",
-       "      <td>662.808000</td>\n",
-       "      <td>1413.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>477.3220</td>\n",
-       "      <td>6271.000000</td>\n",
-       "      <td>4.45000</td>\n",
-       "      <td>1.090000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1894</th>\n",
-       "      <td>102192004</td>\n",
-       "      <td>1919.01</td>\n",
-       "      <td>11.32870</td>\n",
-       "      <td>13:03:10.56</td>\n",
-       "      <td>-41:23:05.5</td>\n",
-       "      <td>0.043</td>\n",
-       "      <td>-5.784</td>\n",
-       "      <td>2.458575e+06</td>\n",
-       "      <td>4.233490</td>\n",
-       "      <td>1.613000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7020.000000</td>\n",
-       "      <td>1.327800e+01</td>\n",
-       "      <td>269.982000</td>\n",
-       "      <td>1129.000000</td>\n",
-       "      <td>23.000000</td>\n",
-       "      <td>410.1490</td>\n",
-       "      <td>6333.700000</td>\n",
-       "      <td>4.21000</td>\n",
-       "      <td>1.460000</td>\n",
-       "      <td>-0.100000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1895</th>\n",
-       "      <td>363851359</td>\n",
-       "      <td>1920.01</td>\n",
-       "      <td>13.27550</td>\n",
-       "      <td>13:22:32.37</td>\n",
-       "      <td>-44:41:19.82</td>\n",
-       "      <td>-3.451</td>\n",
-       "      <td>-7.915</td>\n",
-       "      <td>2.458599e+06</td>\n",
-       "      <td>2.543170</td>\n",
-       "      <td>2.106000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5740.000000</td>\n",
-       "      <td>1.014960e+01</td>\n",
-       "      <td>455.425000</td>\n",
-       "      <td>1286.000000</td>\n",
-       "      <td>11.000000</td>\n",
-       "      <td>748.5850</td>\n",
-       "      <td>5652.000000</td>\n",
-       "      <td>4.20000</td>\n",
-       "      <td>1.310000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1896</th>\n",
-       "      <td>112099249</td>\n",
-       "      <td>1921.01</td>\n",
-       "      <td>12.15770</td>\n",
-       "      <td>13:58:04.08</td>\n",
-       "      <td>-30:20:53.35</td>\n",
-       "      <td>-4.362</td>\n",
-       "      <td>-5.087</td>\n",
-       "      <td>2.458604e+06</td>\n",
-       "      <td>5.179580</td>\n",
-       "      <td>4.524000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7620.000000</td>\n",
-       "      <td>1.482900e+01</td>\n",
-       "      <td>669.018000</td>\n",
-       "      <td>1416.000000</td>\n",
-       "      <td>20.000000</td>\n",
-       "      <td>663.2310</td>\n",
-       "      <td>6116.000000</td>\n",
-       "      <td>4.07000</td>\n",
-       "      <td>1.650000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1897</th>\n",
-       "      <td>112604564</td>\n",
-       "      <td>1922.01</td>\n",
-       "      <td>12.32130</td>\n",
-       "      <td>07:29:40.61</td>\n",
-       "      <td>-29:56:16.5</td>\n",
-       "      <td>2.670</td>\n",
-       "      <td>-5.024</td>\n",
-       "      <td>2.458496e+06</td>\n",
-       "      <td>4.577780</td>\n",
-       "      <td>3.574000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10660.000000</td>\n",
-       "      <td>1.858410e+01</td>\n",
-       "      <td>773.768000</td>\n",
-       "      <td>1469.000000</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>878.5210</td>\n",
-       "      <td>6687.000000</td>\n",
-       "      <td>4.09000</td>\n",
-       "      <td>1.780000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1898</th>\n",
-       "      <td>114299824</td>\n",
-       "      <td>1923.01</td>\n",
-       "      <td>12.92640</td>\n",
-       "      <td>07:37:08.01</td>\n",
-       "      <td>-32:45:19.51</td>\n",
-       "      <td>-6.283</td>\n",
-       "      <td>0.531</td>\n",
-       "      <td>2.458494e+06</td>\n",
-       "      <td>4.206620</td>\n",
-       "      <td>2.290000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12200.000000</td>\n",
-       "      <td>1.196900e+01</td>\n",
-       "      <td>404.654000</td>\n",
-       "      <td>1249.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "      <td>609.8380</td>\n",
-       "      <td>6781.000000</td>\n",
-       "      <td>4.54000</td>\n",
-       "      <td>1.070000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1899</th>\n",
-       "      <td>371443216</td>\n",
-       "      <td>1924.01</td>\n",
-       "      <td>8.05520</td>\n",
-       "      <td>09:50:19.22</td>\n",
-       "      <td>-66:06:50.13</td>\n",
-       "      <td>6.051</td>\n",
-       "      <td>-15.398</td>\n",
-       "      <td>2.458574e+06</td>\n",
-       "      <td>2.824210</td>\n",
-       "      <td>3.860000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8309.850000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4629.230000</td>\n",
-       "      <td>2297.000000</td>\n",
-       "      <td>260.000000</td>\n",
-       "      <td>170.6960</td>\n",
-       "      <td>8004.200000</td>\n",
-       "      <td>4.20000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1900</th>\n",
-       "      <td>118956453</td>\n",
-       "      <td>1925.01</td>\n",
-       "      <td>11.93970</td>\n",
-       "      <td>09:01:39.91</td>\n",
-       "      <td>-20:43:13.33</td>\n",
-       "      <td>-9.984</td>\n",
-       "      <td>1.128</td>\n",
-       "      <td>2.458520e+06</td>\n",
-       "      <td>2.344990</td>\n",
-       "      <td>1.908000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14670.000000</td>\n",
-       "      <td>1.278410e+01</td>\n",
-       "      <td>381.246000</td>\n",
-       "      <td>1231.000000</td>\n",
-       "      <td>81.000000</td>\n",
-       "      <td>305.6030</td>\n",
-       "      <td>5515.000000</td>\n",
-       "      <td>4.39000</td>\n",
-       "      <td>1.040000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1901</th>\n",
-       "      <td>143143769</td>\n",
-       "      <td>1926.01</td>\n",
-       "      <td>12.36860</td>\n",
-       "      <td>05:58:23.73</td>\n",
-       "      <td>-30:48:42.48</td>\n",
-       "      <td>-16.881</td>\n",
-       "      <td>-7.371</td>\n",
-       "      <td>2.458469e+06</td>\n",
-       "      <td>1.336560</td>\n",
-       "      <td>0.737000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1760.000000</td>\n",
-       "      <td>4.255630e+00</td>\n",
-       "      <td>209.675000</td>\n",
-       "      <td>1060.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>280.5550</td>\n",
-       "      <td>5111.900000</td>\n",
-       "      <td>4.50000</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>-0.188957</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1902</th>\n",
-       "      <td>14344979</td>\n",
-       "      <td>1927.01</td>\n",
-       "      <td>12.33530</td>\n",
-       "      <td>10:55:09.32</td>\n",
-       "      <td>-00:44:13.44</td>\n",
-       "      <td>-28.120</td>\n",
-       "      <td>24.033</td>\n",
-       "      <td>2.458549e+06</td>\n",
-       "      <td>4.112650</td>\n",
-       "      <td>1.758000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20940.000000</td>\n",
-       "      <td>1.354450e+01</td>\n",
-       "      <td>108.112000</td>\n",
-       "      <td>898.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>325.3770</td>\n",
-       "      <td>5424.800000</td>\n",
-       "      <td>4.49000</td>\n",
-       "      <td>0.920000</td>\n",
-       "      <td>-0.490000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1903</th>\n",
-       "      <td>207077681</td>\n",
-       "      <td>1928.01</td>\n",
-       "      <td>12.31190</td>\n",
-       "      <td>21:23:03.09</td>\n",
-       "      <td>-40:02:54.38</td>\n",
-       "      <td>-3.337</td>\n",
-       "      <td>-39.852</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>2.278640</td>\n",
-       "      <td>1.852261</td>\n",
-       "      <td>...</td>\n",
-       "      <td>17220.000000</td>\n",
-       "      <td>1.728026e+07</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>61.500000</td>\n",
-       "      <td>355.5130</td>\n",
-       "      <td>4879.000000</td>\n",
-       "      <td>4.50000</td>\n",
-       "      <td>1.210000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1904</th>\n",
-       "      <td>157266693</td>\n",
-       "      <td>1929.01</td>\n",
-       "      <td>13.16480</td>\n",
-       "      <td>11:46:30.8</td>\n",
-       "      <td>-33:51:36.27</td>\n",
-       "      <td>-35.023</td>\n",
-       "      <td>-4.597</td>\n",
-       "      <td>2.458574e+06</td>\n",
-       "      <td>3.853060</td>\n",
-       "      <td>3.631000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16900.000000</td>\n",
-       "      <td>1.421250e+01</td>\n",
-       "      <td>743.913000</td>\n",
-       "      <td>1454.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>585.7700</td>\n",
-       "      <td>5697.000000</td>\n",
-       "      <td>4.39000</td>\n",
-       "      <td>1.060000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1905</th>\n",
-       "      <td>160578764</td>\n",
-       "      <td>1930.01</td>\n",
-       "      <td>12.10140</td>\n",
-       "      <td>14:54:38.09</td>\n",
-       "      <td>-38:44:40.37</td>\n",
-       "      <td>0.723</td>\n",
-       "      <td>-1.530</td>\n",
-       "      <td>2.458601e+06</td>\n",
-       "      <td>2.878290</td>\n",
-       "      <td>2.241000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8350.000000</td>\n",
-       "      <td>1.277710e+01</td>\n",
-       "      <td>547.690000</td>\n",
-       "      <td>1347.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>508.8850</td>\n",
-       "      <td>6017.000000</td>\n",
-       "      <td>4.22000</td>\n",
-       "      <td>1.350000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1906</th>\n",
-       "      <td>162922904</td>\n",
-       "      <td>1931.01</td>\n",
-       "      <td>12.02330</td>\n",
-       "      <td>11:27:22.81</td>\n",
-       "      <td>-44:05:19.33</td>\n",
-       "      <td>-8.427</td>\n",
-       "      <td>-2.262</td>\n",
-       "      <td>2.458575e+06</td>\n",
-       "      <td>3.817210</td>\n",
-       "      <td>4.420000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3850.000000</td>\n",
-       "      <td>1.282250e+01</td>\n",
-       "      <td>1280.030000</td>\n",
-       "      <td>1666.000000</td>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>757.8400</td>\n",
-       "      <td>6090.000000</td>\n",
-       "      <td>3.88000</td>\n",
-       "      <td>2.030000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1907</th>\n",
-       "      <td>386259537</td>\n",
-       "      <td>1932.01</td>\n",
-       "      <td>11.32990</td>\n",
-       "      <td>08:29:32.94</td>\n",
-       "      <td>-12:56:41.17</td>\n",
-       "      <td>-13.184</td>\n",
-       "      <td>-3.821</td>\n",
-       "      <td>2.458522e+06</td>\n",
-       "      <td>5.612640</td>\n",
-       "      <td>6.235000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4685.480000</td>\n",
-       "      <td>1.720200e+01</td>\n",
-       "      <td>1063.430000</td>\n",
-       "      <td>1590.000000</td>\n",
-       "      <td>46.000000</td>\n",
-       "      <td>627.0660</td>\n",
-       "      <td>6013.500000</td>\n",
-       "      <td>4.17000</td>\n",
-       "      <td>2.280000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1908</th>\n",
-       "      <td>172598832</td>\n",
-       "      <td>1933.01</td>\n",
-       "      <td>12.94100</td>\n",
-       "      <td>06:42:17.1</td>\n",
-       "      <td>-29:46:36.41</td>\n",
-       "      <td>-4.344</td>\n",
-       "      <td>5.595</td>\n",
-       "      <td>2.458471e+06</td>\n",
-       "      <td>3.264450</td>\n",
-       "      <td>4.890000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4020.000000</td>\n",
-       "      <td>1.299240e+01</td>\n",
-       "      <td>2868.180000</td>\n",
-       "      <td>2038.000000</td>\n",
-       "      <td>21.000000</td>\n",
-       "      <td>1342.2900</td>\n",
-       "      <td>6561.000000</td>\n",
-       "      <td>3.93000</td>\n",
-       "      <td>2.080000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1909</th>\n",
-       "      <td>125739286</td>\n",
-       "      <td>1934.01</td>\n",
-       "      <td>10.52880</td>\n",
-       "      <td>14:20:29.46</td>\n",
-       "      <td>-31:12:07.45</td>\n",
-       "      <td>-21.736</td>\n",
-       "      <td>-0.858</td>\n",
-       "      <td>2.458603e+06</td>\n",
-       "      <td>4.511620</td>\n",
-       "      <td>4.556000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10754.700000</td>\n",
-       "      <td>1.836540e+01</td>\n",
-       "      <td>1110.780000</td>\n",
-       "      <td>1608.000000</td>\n",
-       "      <td>99.000000</td>\n",
-       "      <td>356.3910</td>\n",
-       "      <td>6540.600000</td>\n",
-       "      <td>4.26000</td>\n",
-       "      <td>1.610000</td>\n",
-       "      <td>-0.290000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1910</th>\n",
-       "      <td>176685457</td>\n",
-       "      <td>1935.01</td>\n",
-       "      <td>12.26820</td>\n",
-       "      <td>09:27:40.95</td>\n",
-       "      <td>-19:20:51.53</td>\n",
-       "      <td>-6.078</td>\n",
-       "      <td>1.723</td>\n",
-       "      <td>2.458519e+06</td>\n",
-       "      <td>4.435260</td>\n",
-       "      <td>2.382000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6120.000000</td>\n",
-       "      <td>1.277850e+01</td>\n",
-       "      <td>863.216000</td>\n",
-       "      <td>1510.000000</td>\n",
-       "      <td>22.000000</td>\n",
-       "      <td>609.1280</td>\n",
-       "      <td>6245.000000</td>\n",
-       "      <td>4.24000</td>\n",
-       "      <td>1.380000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1911</th>\n",
-       "      <td>178289267</td>\n",
-       "      <td>1936.01</td>\n",
-       "      <td>11.70760</td>\n",
-       "      <td>04:03:47.59</td>\n",
-       "      <td>-19:03:24.55</td>\n",
-       "      <td>-12.664</td>\n",
-       "      <td>-14.115</td>\n",
-       "      <td>2.458413e+06</td>\n",
-       "      <td>2.350690</td>\n",
-       "      <td>2.449000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15520.000000</td>\n",
-       "      <td>1.216030e+01</td>\n",
-       "      <td>615.565000</td>\n",
-       "      <td>1387.000000</td>\n",
-       "      <td>173.000000</td>\n",
-       "      <td>279.4850</td>\n",
-       "      <td>5593.000000</td>\n",
-       "      <td>4.46000</td>\n",
-       "      <td>0.970000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1912</th>\n",
-       "      <td>268301217</td>\n",
-       "      <td>1937.01</td>\n",
-       "      <td>12.49330</td>\n",
-       "      <td>07:45:28.97</td>\n",
-       "      <td>-52:22:59.73</td>\n",
-       "      <td>-5.675</td>\n",
-       "      <td>11.296</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>0.946670</td>\n",
-       "      <td>1.268000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13790.000000</td>\n",
-       "      <td>1.552260e+01</td>\n",
-       "      <td>2420.390000</td>\n",
-       "      <td>1954.000000</td>\n",
-       "      <td>80.000000</td>\n",
-       "      <td>415.1350</td>\n",
-       "      <td>5707.000000</td>\n",
-       "      <td>4.39000</td>\n",
-       "      <td>1.070000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1913 rows × 21 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
-       "0     231663901   101.01  12.40690  21:14:56.88  -55:52:18.71          12.641   \n",
-       "1     149603524   102.01   9.71090  05:48:33.56  -63:59:17.98         -15.641   \n",
-       "2     336732616   103.01  11.52320   20:49:49.8   -24:25:43.3          10.426   \n",
-       "3     231670397   104.01   9.86380  21:19:47.93  -58:08:56.16          10.552   \n",
-       "4     144065872   105.01   9.49950  22:29:49.88  -48:00:11.16          91.976   \n",
-       "5      38846515   106.01  10.31570  04:35:50.36  -64:01:37.34          10.845   \n",
-       "6      92352620   107.01   9.64330  20:55:07.98   -34:08:08.7          26.376   \n",
-       "7     289793076   108.01  13.16300  21:07:50.76  -26:05:48.19           3.479   \n",
-       "8      29344935   109.01  13.23660  20:52:51.71  -25:41:14.55           1.053   \n",
-       "9     281459670   110.01  11.67140  00:22:28.45  -59:56:33.32         -22.309   \n",
-       "10    355703913   111.01  13.18300  00:03:05.88  -62:28:09.54           2.894   \n",
-       "11    388104525   112.01  11.60350  03:43:44.07  -65:11:37.61          21.126   \n",
-       "12     97409519   113.01  12.18930  22:10:51.44  -30:44:58.99          -0.710   \n",
-       "13     25155310   114.01  10.61030  04:13:29.93  -69:13:35.73          63.134   \n",
-       "14    281541555   115.01  13.04170  00:26:48.63  -56:18:57.97          21.460   \n",
-       "15    238176110   116.01  11.04430  23:51:23.14   -70:09:10.3          96.185   \n",
-       "16    322307342   117.01  11.78060  01:00:01.46  -58:54:17.01          22.522   \n",
-       "17    266980320   118.01   9.17900  23:18:14.22  -56:54:14.35         313.918   \n",
-       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
-       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
-       "20    394137592   120.01   7.10620  00:17:47.32  -66:21:32.14          64.763   \n",
-       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
-       "22    231702397   122.01  13.08400  22:11:47.58  -58:56:45.91         138.138   \n",
-       "23    290131778   123.01   7.87598   21:18:47.9  -26:36:58.95          23.236   \n",
-       "24     29831208   124.01  11.13110  04:26:19.83  -67:48:22.87           7.888   \n",
-       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
-       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
-       "27     52368076   125.03  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
-       "28     70440470   126.01  12.79230  22:37:57.43  -35:09:15.13          -9.326   \n",
-       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
-       "...         ...      ...       ...          ...           ...             ...   \n",
-       "1883   37718056  1908.01  11.70830  00:16:35.12  -10:58:35.12           1.827   \n",
-       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
-       "1885  437261733  1910.01  13.29580  11:21:17.84  -22:23:17.44         -24.166   \n",
-       "1886   44745133  1911.01  12.57570  04:06:37.87   -25:20:58.8           3.997   \n",
-       "1887   50712784  1912.01  10.55790  08:25:21.08  -11:30:03.56          -5.388   \n",
-       "1888   53458803  1913.01  11.86560  06:51:23.38  -29:03:31.16         -16.382   \n",
-       "1889   53750200  1914.01  12.23090  06:54:04.17   -27:03:01.5          -0.139   \n",
-       "1890   98283926  1915.01  13.14720  07:13:48.58  -33:26:14.45           0.759   \n",
-       "1891   98545929  1916.01  12.45390  07:16:25.09  -31:14:39.82          -2.420   \n",
-       "1892  339522221  1917.01  12.04570  19:46:45.23  -63:33:56.34          19.406   \n",
-       "1893  308425348  1918.01  12.28760  11:10:19.88  -58:58:58.75         -10.042   \n",
-       "1894  102192004  1919.01  11.32870  13:03:10.56   -41:23:05.5           0.043   \n",
-       "1895  363851359  1920.01  13.27550  13:22:32.37  -44:41:19.82          -3.451   \n",
-       "1896  112099249  1921.01  12.15770  13:58:04.08  -30:20:53.35          -4.362   \n",
-       "1897  112604564  1922.01  12.32130  07:29:40.61   -29:56:16.5           2.670   \n",
-       "1898  114299824  1923.01  12.92640  07:37:08.01  -32:45:19.51          -6.283   \n",
-       "1899  371443216  1924.01   8.05520  09:50:19.22  -66:06:50.13           6.051   \n",
-       "1900  118956453  1925.01  11.93970  09:01:39.91  -20:43:13.33          -9.984   \n",
-       "1901  143143769  1926.01  12.36860  05:58:23.73  -30:48:42.48         -16.881   \n",
-       "1902   14344979  1927.01  12.33530  10:55:09.32  -00:44:13.44         -28.120   \n",
-       "1903  207077681  1928.01  12.31190  21:23:03.09  -40:02:54.38          -3.337   \n",
-       "1904  157266693  1929.01  13.16480   11:46:30.8  -33:51:36.27         -35.023   \n",
-       "1905  160578764  1930.01  12.10140  14:54:38.09  -38:44:40.37           0.723   \n",
-       "1906  162922904  1931.01  12.02330  11:27:22.81  -44:05:19.33          -8.427   \n",
-       "1907  386259537  1932.01  11.32990  08:29:32.94  -12:56:41.17         -13.184   \n",
-       "1908  172598832  1933.01  12.94100   06:42:17.1  -29:46:36.41          -4.344   \n",
-       "1909  125739286  1934.01  10.52880  14:20:29.46  -31:12:07.45         -21.736   \n",
-       "1910  176685457  1935.01  12.26820  09:27:40.95  -19:20:51.53          -6.078   \n",
-       "1911  178289267  1936.01  11.70760  04:03:47.59  -19:03:24.55         -12.664   \n",
-       "1912  268301217  1937.01  12.49330  07:45:28.97  -52:22:59.73          -5.675   \n",
-       "\n",
-       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
-       "0             -16.011  2.458326e+06       1.430401          1.638765   \n",
-       "1              26.046  2.458326e+06       4.411943          3.776425   \n",
-       "2              15.620  2.458327e+06       3.547854          3.494333   \n",
-       "3             -10.658  2.458328e+06       4.087445          5.590140   \n",
-       "4              -6.861  2.458327e+06       2.184659          2.869426   \n",
-       "5              -0.499  2.458327e+06       2.849380          3.776111   \n",
-       "6             -44.947  2.458328e+06       3.950054          4.557506   \n",
-       "7             -10.313  2.458328e+06       3.043839          2.660993   \n",
-       "8              -9.881  2.458326e+06       2.766737          2.568721   \n",
-       "9              -4.893  2.458328e+06       3.174305          2.723339   \n",
-       "10              4.911  2.458326e+06       2.106098          1.574766   \n",
-       "11             16.543  2.458327e+06       2.499814          2.878017   \n",
-       "12            -14.516  2.458327e+06       3.372877          2.634260   \n",
-       "13             53.433  2.458328e+06       3.288776          3.410191   \n",
-       "14              7.316  2.458330e+06       4.742745          2.408768   \n",
-       "15             -1.747  2.458327e+06       2.798594          2.366459   \n",
-       "16              7.594  2.458328e+06       3.585500          3.173000   \n",
-       "17            -20.177  2.458329e+06       6.036061          2.123832   \n",
-       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
-       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
-       "20             -5.056  2.458332e+06      11.535076          8.555958   \n",
-       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
-       "22           -235.810  2.458329e+06       5.077677          1.155359   \n",
-       "23            -57.557  2.458325e+06       3.308754          5.634728   \n",
-       "24             32.653  2.458327e+06       1.842860          1.719758   \n",
-       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
-       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
-       "27           -122.953  2.458343e+06      19.981867          2.991231   \n",
-       "28            -50.142  2.458327e+06       3.035381          2.886722   \n",
-       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
-       "...               ...           ...            ...               ...   \n",
-       "1883           -1.504  2.458384e+06       3.656880          3.542000   \n",
-       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
-       "1885            0.929  2.458549e+06       5.417920          3.522000   \n",
-       "1886            9.892  2.458416e+06       7.818760          4.968000   \n",
-       "1887           -0.587  2.458492e+06       5.405420          4.712000   \n",
-       "1888           -7.264  2.458472e+06       3.348620          3.299000   \n",
-       "1889           -4.758  2.458469e+06       4.192680          1.729000   \n",
-       "1890           -2.879  2.458492e+06       2.291830          3.129000   \n",
-       "1891            2.440  2.458492e+06       1.888510          3.515000   \n",
-       "1892          -12.796  2.458655e+06       1.820690          3.049000   \n",
-       "1893            4.282  2.458572e+06       3.398290          2.634000   \n",
-       "1894           -5.784  2.458575e+06       4.233490          1.613000   \n",
-       "1895           -7.915  2.458599e+06       2.543170          2.106000   \n",
-       "1896           -5.087  2.458604e+06       5.179580          4.524000   \n",
-       "1897           -5.024  2.458496e+06       4.577780          3.574000   \n",
-       "1898            0.531  2.458494e+06       4.206620          2.290000   \n",
-       "1899          -15.398  2.458574e+06       2.824210          3.860000   \n",
-       "1900            1.128  2.458520e+06       2.344990          1.908000   \n",
-       "1901           -7.371  2.458469e+06       1.336560          0.737000   \n",
-       "1902           24.033  2.458549e+06       4.112650          1.758000   \n",
-       "1903          -39.852  2.458326e+06       2.278640          1.852261   \n",
-       "1904           -4.597  2.458574e+06       3.853060          3.631000   \n",
-       "1905           -1.530  2.458601e+06       2.878290          2.241000   \n",
-       "1906           -2.262  2.458575e+06       3.817210          4.420000   \n",
-       "1907           -3.821  2.458522e+06       5.612640          6.235000   \n",
-       "1908            5.595  2.458471e+06       3.264450          4.890000   \n",
-       "1909           -0.858  2.458603e+06       4.511620          4.556000   \n",
-       "1910            1.723  2.458519e+06       4.435260          2.382000   \n",
-       "1911          -14.115  2.458413e+06       2.350690          2.449000   \n",
-       "1912           11.296  2.458492e+06       0.946670          1.268000   \n",
-       "\n",
-       "             ...            Depth (ppm)  Planet Radius (R_Earth)  \\\n",
-       "0            ...           20452.531250             1.314501e+01   \n",
-       "1            ...           13979.925781             1.539724e+01   \n",
-       "2            ...           10424.372070             1.458184e+01   \n",
-       "3            ...            3586.197021             1.265210e+01   \n",
-       "4            ...           11836.691406             1.251459e+01   \n",
-       "5            ...            7452.432617             9.061380e+00   \n",
-       "6            ...           12999.897461             1.877557e+01   \n",
-       "7            ...           24143.222656             1.399950e+01   \n",
-       "8            ...           15691.951172             1.166177e+01   \n",
-       "9            ...           15603.693359             1.366880e+01   \n",
-       "10           ...           12430.502930             1.668368e+01   \n",
-       "11           ...           15044.681641             1.483984e+01   \n",
-       "12           ...           17163.603516             1.420180e+01   \n",
-       "13           ...            7125.314941             1.083568e+01   \n",
-       "14           ...           13420.032227             1.151794e+01   \n",
-       "15           ...           16879.449219             1.129384e+01   \n",
-       "16           ...            6130.000000             1.742020e+01   \n",
-       "17           ...            1704.034302             4.926376e+00   \n",
-       "18           ...             625.829712             2.468596e+00   \n",
-       "19           ...             519.241028             1.891011e+00   \n",
-       "20           ...            2389.906250             1.221581e+01   \n",
-       "21           ...           14107.169922             1.478311e+01   \n",
-       "22           ...            6501.890625             2.386458e+00   \n",
-       "23           ...            3177.131836             7.723223e+00   \n",
-       "24           ...            2469.541504             7.099990e+00   \n",
-       "25           ...            1007.882446             2.863905e+00   \n",
-       "26           ...             996.181824             2.861244e+00   \n",
-       "27           ...            1046.211182             2.899664e+00   \n",
-       "28           ...           16740.835938             1.504447e+01   \n",
-       "29           ...           55371.085938             2.375098e+01   \n",
-       "...          ...                    ...                      ...   \n",
-       "1883         ...            7040.000000             1.280310e+01   \n",
-       "1884         ...           20575.800000             1.235690e+01   \n",
-       "1885         ...           13980.000000             1.316170e+01   \n",
-       "1886         ...            3110.000000             9.222220e+00   \n",
-       "1887         ...            3590.000000             9.836340e+00   \n",
-       "1888         ...           11170.000000             1.319540e+01   \n",
-       "1889         ...            4240.000000             1.098590e+01   \n",
-       "1890         ...           11090.000000             1.347250e+01   \n",
-       "1891         ...            4990.000000             1.462970e+01   \n",
-       "1892         ...           12340.000000             1.565930e+01   \n",
-       "1893         ...            4340.000000             7.066330e+00   \n",
-       "1894         ...            7020.000000             1.327800e+01   \n",
-       "1895         ...            5740.000000             1.014960e+01   \n",
-       "1896         ...            7620.000000             1.482900e+01   \n",
-       "1897         ...           10660.000000             1.858410e+01   \n",
-       "1898         ...           12200.000000             1.196900e+01   \n",
-       "1899         ...            8309.850000                      NaN   \n",
-       "1900         ...           14670.000000             1.278410e+01   \n",
-       "1901         ...            1760.000000             4.255630e+00   \n",
-       "1902         ...           20940.000000             1.354450e+01   \n",
-       "1903         ...           17220.000000             1.728026e+07   \n",
-       "1904         ...           16900.000000             1.421250e+01   \n",
-       "1905         ...            8350.000000             1.277710e+01   \n",
-       "1906         ...            3850.000000             1.282250e+01   \n",
-       "1907         ...            4685.480000             1.720200e+01   \n",
-       "1908         ...            4020.000000             1.299240e+01   \n",
-       "1909         ...           10754.700000             1.836540e+01   \n",
-       "1910         ...            6120.000000             1.277850e+01   \n",
-       "1911         ...           15520.000000             1.216030e+01   \n",
-       "1912         ...           13790.000000             1.552260e+01   \n",
-       "\n",
-       "      Planet Insolation (Earth Flux)  Planet Equil Temp (K)  Planet SNR  \\\n",
-       "0                        1193.379517            1499.044067    0.887868   \n",
-       "1                         586.130005            1370.000000  474.380951   \n",
-       "2                        1212.004395            1504.859009    0.800299   \n",
-       "3                        1672.217529            1630.958618    0.808662   \n",
-       "4                         985.883728            1429.144653    0.886027   \n",
-       "5                        1311.385376            1534.801880  278.009491   \n",
-       "6                        1098.209595            1468.219727    0.860200   \n",
-       "7                         400.955292            1141.284058    0.820267   \n",
-       "8                                NaN                    NaN    0.834164   \n",
-       "9                         662.491028            1293.941772  100.352081   \n",
-       "10                               NaN                    NaN   30.581211   \n",
-       "11                        996.863525            1433.107178  235.476913   \n",
-       "12                        615.165894            1270.187500    0.829214   \n",
-       "13                        808.154602            1359.857422  240.635345   \n",
-       "14                        246.937668            1011.035889   24.498663   \n",
-       "15                        288.255493            1050.906738    0.808503   \n",
-       "16                        519.635000            1330.000000   73.000000   \n",
-       "17                        242.435043            1006.395264    0.830483   \n",
-       "18                               NaN                    NaN   20.643391   \n",
-       "19                         58.334728             704.857849   19.546083   \n",
-       "20                               NaN                    NaN   32.900002   \n",
-       "21                        119.985214             844.115112    0.836588   \n",
-       "22                          6.457958             406.577698    0.940471   \n",
-       "23                       1078.917480            1461.728760    0.920341   \n",
-       "24                        590.536682            1257.278442   22.854355   \n",
-       "25                        188.107544             944.542053   17.438063   \n",
-       "26                         76.380043             753.988525   14.804296   \n",
-       "27                         26.945604             581.087769   10.261628   \n",
-       "28                        718.651245            1320.533081    0.860842   \n",
-       "29                         54.250580             692.182861   58.162800   \n",
-       "...                              ...                    ...         ...   \n",
-       "1883                      903.013000            1527.000000    9.000000   \n",
-       "1884                      499.927000            1317.000000   98.000000   \n",
-       "1885                      260.226000            1118.000000   26.000000   \n",
-       "1886                      260.731000            1119.000000   12.000000   \n",
-       "1887                      898.650000            1525.000000   10.000000   \n",
-       "1888                      617.947000            1389.000000  116.000000   \n",
-       "1889                      198.538000            1045.000000   20.000000   \n",
-       "1890                     1834.770000            1823.000000   32.000000   \n",
-       "1891                    12565.400000            2949.000000   22.000000   \n",
-       "1892                     2440.700000            1958.000000   83.000000   \n",
-       "1893                      662.808000            1413.000000    9.000000   \n",
-       "1894                      269.982000            1129.000000   23.000000   \n",
-       "1895                      455.425000            1286.000000   11.000000   \n",
-       "1896                      669.018000            1416.000000   20.000000   \n",
-       "1897                      773.768000            1469.000000   30.000000   \n",
-       "1898                      404.654000            1249.000000   12.000000   \n",
-       "1899                     4629.230000            2297.000000  260.000000   \n",
-       "1900                      381.246000            1231.000000   81.000000   \n",
-       "1901                      209.675000            1060.000000    9.000000   \n",
-       "1902                      108.112000             898.000000   35.000000   \n",
-       "1903                             NaN                    NaN   61.500000   \n",
-       "1904                      743.913000            1454.000000   35.000000   \n",
-       "1905                      547.690000            1347.000000   35.000000   \n",
-       "1906                     1280.030000            1666.000000   19.000000   \n",
-       "1907                     1063.430000            1590.000000   46.000000   \n",
-       "1908                     2868.180000            2038.000000   21.000000   \n",
-       "1909                     1110.780000            1608.000000   99.000000   \n",
-       "1910                      863.216000            1510.000000   22.000000   \n",
-       "1911                      615.565000            1387.000000  173.000000   \n",
-       "1912                     2420.390000            1954.000000   80.000000   \n",
-       "\n",
-       "      Stellar Distance (pc)  Stellar Eff Temp (K)  Stellar log(g) (cm/s^2)  \\\n",
-       "0                  375.3100           5600.000000                  4.48851   \n",
-       "1                  175.6310           6280.000000                  4.32092   \n",
-       "2                  411.2110           6351.000000                  4.22896   \n",
-       "3                  316.6780           6036.000000                  3.93359   \n",
-       "4                  137.5440           5630.000000                  4.37759   \n",
-       "5                  364.4110           6900.000000                  4.43800   \n",
-       "6                  211.2110           6153.000000                  4.18077   \n",
-       "7                  421.8550           5523.000000                  4.52192   \n",
-       "8                  513.0110           5346.000000                  4.48823   \n",
-       "9                  342.1400           5943.000000                  4.42524   \n",
-       "10                 508.8420           5380.000000                  4.43370   \n",
-       "11                 302.4480           5650.000000                  4.28867   \n",
-       "12                 448.6370           6050.000000                  4.45061   \n",
-       "13                 216.5260           5800.000000                  4.28004   \n",
-       "14                 453.8080           5377.000000                  4.42476   \n",
-       "15                 149.9420           4920.000000                  4.49371   \n",
-       "16                 603.9550           5704.800000                  3.84000   \n",
-       "17                  94.1719           5586.000000                  4.36763   \n",
-       "18                  66.6187           5332.000000                  4.56429   \n",
-       "19                  66.6187           5332.000000                  4.56429   \n",
-       "20                  79.5702           5479.299805                  3.77000   \n",
-       "21                 182.1690           6053.000000                  4.31350   \n",
-       "22                  62.1180           3318.000000                  4.95810   \n",
-       "23                 161.4980           6188.000000                  4.27166   \n",
-       "24                 809.2520           5080.000000                  4.48159   \n",
-       "25                 111.0590           5154.000000                  4.47072   \n",
-       "26                 111.0590           5154.000000                  4.47072   \n",
-       "27                 111.0590           5154.000000                  4.47072   \n",
-       "28                 573.0270           5751.000000                  4.35036   \n",
-       "29                 140.2250           3424.000000                  4.43800   \n",
-       "...                     ...                   ...                      ...   \n",
-       "1883               524.9930           6239.000000                  4.15000   \n",
-       "1884               303.9410           5818.800000                  4.24000   \n",
-       "1885               642.8840           5652.000000                  4.36000   \n",
-       "1886               679.7610           5549.000000                  4.00000   \n",
-       "1887               343.0800           6410.000000                  4.14000   \n",
-       "1888               389.5700           5711.000000                  4.27000   \n",
-       "1889               737.6680           6405.000000                  4.13000   \n",
-       "1890               800.3770           6208.000000                  4.31000   \n",
-       "1891              1458.8300           8549.000000                  4.11000   \n",
-       "1892               514.5550           6155.000000                  4.24000   \n",
-       "1893               477.3220           6271.000000                  4.45000   \n",
-       "1894               410.1490           6333.700000                  4.21000   \n",
-       "1895               748.5850           5652.000000                  4.20000   \n",
-       "1896               663.2310           6116.000000                  4.07000   \n",
-       "1897               878.5210           6687.000000                  4.09000   \n",
-       "1898               609.8380           6781.000000                  4.54000   \n",
-       "1899               170.6960           8004.200000                  4.20000   \n",
-       "1900               305.6030           5515.000000                  4.39000   \n",
-       "1901               280.5550           5111.900000                  4.50000   \n",
-       "1902               325.3770           5424.800000                  4.49000   \n",
-       "1903               355.5130           4879.000000                  4.50000   \n",
-       "1904               585.7700           5697.000000                  4.39000   \n",
-       "1905               508.8850           6017.000000                  4.22000   \n",
-       "1906               757.8400           6090.000000                  3.88000   \n",
-       "1907               627.0660           6013.500000                  4.17000   \n",
-       "1908              1342.2900           6561.000000                  3.93000   \n",
-       "1909               356.3910           6540.600000                  4.26000   \n",
-       "1910               609.1280           6245.000000                  4.24000   \n",
-       "1911               279.4850           5593.000000                  4.46000   \n",
-       "1912               415.1350           5707.000000                  4.39000   \n",
-       "\n",
-       "      Stellar Radius (R_Sun)  Stellar Metallicity  \n",
-       "0                   0.860000                  NaN  \n",
-       "1                   1.280000             0.240000  \n",
-       "2                   1.400000                  NaN  \n",
-       "3                   2.070000                  NaN  \n",
-       "4                   1.130000                  NaN  \n",
-       "5                   1.000000                  NaN  \n",
-       "6                   1.620000             0.220000  \n",
-       "7                   0.890000                  NaN  \n",
-       "8                   0.930000                  NaN  \n",
-       "9                   1.060000            -0.100000  \n",
-       "10                  0.980000             0.245387  \n",
-       "11                  1.200000                  NaN  \n",
-       "12                  1.020000                  NaN  \n",
-       "13                  1.270000             0.206830  \n",
-       "14                  0.980778                  NaN  \n",
-       "15                  0.860000             0.320000  \n",
-       "16                  2.000000            -0.250000  \n",
-       "17                  1.077600                  NaN  \n",
-       "18                  0.829762                  NaN  \n",
-       "19                  0.829762                  NaN  \n",
-       "20                  2.487710            -0.020000  \n",
-       "21                  1.225910                  NaN  \n",
-       "22                  0.294000                  NaN  \n",
-       "23                  1.318870                  NaN  \n",
-       "24                  0.877602                  NaN  \n",
-       "25                  0.899270                  NaN  \n",
-       "26                  0.899270                  NaN  \n",
-       "27                  0.899270                  NaN  \n",
-       "28                  1.122370                  NaN  \n",
-       "29                  1.000000                  NaN  \n",
-       "...                      ...                  ...  \n",
-       "1883                1.530000                  NaN  \n",
-       "1884                0.780000                  NaN  \n",
-       "1885                1.100000                  NaN  \n",
-       "1886                1.640000                  NaN  \n",
-       "1887                1.590000                  NaN  \n",
-       "1888                1.230000                  NaN  \n",
-       "1889                1.630000                  NaN  \n",
-       "1890                1.270000                  NaN  \n",
-       "1891                2.120000                  NaN  \n",
-       "1892                1.350000                  NaN  \n",
-       "1893                1.090000                  NaN  \n",
-       "1894                1.460000            -0.100000  \n",
-       "1895                1.310000                  NaN  \n",
-       "1896                1.650000                  NaN  \n",
-       "1897                1.780000                  NaN  \n",
-       "1898                1.070000                  NaN  \n",
-       "1899                     NaN                  NaN  \n",
-       "1900                1.040000                  NaN  \n",
-       "1901                0.860000            -0.188957  \n",
-       "1902                0.920000            -0.490000  \n",
-       "1903                1.210000                  NaN  \n",
-       "1904                1.060000                  NaN  \n",
-       "1905                1.350000                  NaN  \n",
-       "1906                2.030000                  NaN  \n",
-       "1907                2.280000                  NaN  \n",
-       "1908                2.080000                  NaN  \n",
-       "1909                1.610000            -0.290000  \n",
-       "1910                1.380000                  NaN  \n",
-       "1911                0.970000                  NaN  \n",
-       "1912                1.070000                  NaN  \n",
-       "\n",
-       "[1913 rows x 21 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#Open/extract table of TOIs\n",
-    "df = pd.read_csv('https://exofop.ipac.caltech.edu/tess/download_toi.php?sort=toi&output=csv')\n",
-    "\n",
-    "#Remove some columns that do not seem relevant for manipulation to make table easier to read\n",
-    "columns_i_want = ['TIC ID', 'TOI',\n",
-    "       'TESS Mag', 'RA',\n",
-    "       'Dec', 'PM RA (mas/yr)', 'PM Dec (mas/yr)','Epoch (BJD)',\n",
-    "       'Period (days)', 'Duration (hours)', 'Depth (mmag)',\n",
-    "       'Depth (ppm)', 'Planet Radius (R_Earth)', 'Planet Insolation (Earth Flux)',\n",
-    "       'Planet Equil Temp (K)', 'Planet SNR', 'Stellar Distance (pc)', 'Stellar Eff Temp (K)',\n",
-    "        'Stellar log(g) (cm/s^2)', 'Stellar Radius (R_Sun)', 'Stellar Metallicity']\n",
-    "df_c = df.loc[:,columns_i_want]\n",
-    "df_c"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.776"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#Coefficients for Seff equation\n",
-    "#Coefficients go in order of: recent venus, runaway greenhouse, maximum greenhouse, early mars, runaway greenhouse (5x earth mass), runaway greenhouse (.1x earth mass)\n",
-    "seffsun  = [1.776,1.107, 0.356, 0.320, 1.188, 0.99] \n",
-    "a = [2.136e-4, 1.332e-4, 6.171e-5, 5.547e-5, 1.433e-4, 1.209e-4]\n",
-    "b = [2.533e-8, 1.580e-8, 1.698e-9, 1.526e-9, 1.707e-8, 1.404e-8]\n",
-    "c = [-1.332e-11, -8.308e-12, -3.198e-12, -2.874e-12, -8.968e-12, -7.418e-12]\n",
-    "d = [-3.097e-15, -1.931e-15, -5.575e-16, -5.011e-16, -2.084e-15, -1.713e-15]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>TIC ID</th>\n",
-       "      <th>TOI</th>\n",
-       "      <th>TESS Mag</th>\n",
-       "      <th>RA</th>\n",
-       "      <th>Dec</th>\n",
-       "      <th>PM RA (mas/yr)</th>\n",
-       "      <th>PM Dec (mas/yr)</th>\n",
-       "      <th>Epoch (BJD)</th>\n",
-       "      <th>Period (days)</th>\n",
-       "      <th>Duration (hours)</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Depth (ppm)</th>\n",
-       "      <th>Planet Radius (R_Earth)</th>\n",
-       "      <th>Planet Insolation (Earth Flux)</th>\n",
-       "      <th>Planet Equil Temp (K)</th>\n",
-       "      <th>Planet SNR</th>\n",
-       "      <th>Stellar Distance (pc)</th>\n",
-       "      <th>Stellar Eff Temp (K)</th>\n",
-       "      <th>Stellar log(g) (cm/s^2)</th>\n",
-       "      <th>Stellar Radius (R_Sun)</th>\n",
-       "      <th>Stellar Metallicity</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>231663901</td>\n",
-       "      <td>101.01</td>\n",
-       "      <td>12.40690</td>\n",
-       "      <td>21:14:56.88</td>\n",
-       "      <td>-55:52:18.71</td>\n",
-       "      <td>12.641</td>\n",
-       "      <td>-16.011</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>1.430401</td>\n",
-       "      <td>1.638765</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20452.531250</td>\n",
-       "      <td>1.314501e+01</td>\n",
-       "      <td>1193.379517</td>\n",
-       "      <td>1499.044067</td>\n",
-       "      <td>0.887868</td>\n",
-       "      <td>375.3100</td>\n",
-       "      <td>5600.000000</td>\n",
-       "      <td>4.48851</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>149603524</td>\n",
-       "      <td>102.01</td>\n",
-       "      <td>9.71090</td>\n",
-       "      <td>05:48:33.56</td>\n",
-       "      <td>-63:59:17.98</td>\n",
-       "      <td>-15.641</td>\n",
-       "      <td>26.046</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>4.411943</td>\n",
-       "      <td>3.776425</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13979.925781</td>\n",
-       "      <td>1.539724e+01</td>\n",
-       "      <td>586.130005</td>\n",
-       "      <td>1370.000000</td>\n",
-       "      <td>474.380951</td>\n",
-       "      <td>175.6310</td>\n",
-       "      <td>6280.000000</td>\n",
-       "      <td>4.32092</td>\n",
-       "      <td>1.280000</td>\n",
-       "      <td>0.240000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>336732616</td>\n",
-       "      <td>103.01</td>\n",
-       "      <td>11.52320</td>\n",
-       "      <td>20:49:49.8</td>\n",
-       "      <td>-24:25:43.3</td>\n",
-       "      <td>10.426</td>\n",
-       "      <td>15.620</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>3.547854</td>\n",
-       "      <td>3.494333</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10424.372070</td>\n",
-       "      <td>1.458184e+01</td>\n",
-       "      <td>1212.004395</td>\n",
-       "      <td>1504.859009</td>\n",
-       "      <td>0.800299</td>\n",
-       "      <td>411.2110</td>\n",
-       "      <td>6351.000000</td>\n",
-       "      <td>4.22896</td>\n",
-       "      <td>1.400000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>231670397</td>\n",
-       "      <td>104.01</td>\n",
-       "      <td>9.86380</td>\n",
-       "      <td>21:19:47.93</td>\n",
-       "      <td>-58:08:56.16</td>\n",
-       "      <td>10.552</td>\n",
-       "      <td>-10.658</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>4.087445</td>\n",
-       "      <td>5.590140</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3586.197021</td>\n",
-       "      <td>1.265210e+01</td>\n",
-       "      <td>1672.217529</td>\n",
-       "      <td>1630.958618</td>\n",
-       "      <td>0.808662</td>\n",
-       "      <td>316.6780</td>\n",
-       "      <td>6036.000000</td>\n",
-       "      <td>3.93359</td>\n",
-       "      <td>2.070000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>144065872</td>\n",
-       "      <td>105.01</td>\n",
-       "      <td>9.49950</td>\n",
-       "      <td>22:29:49.88</td>\n",
-       "      <td>-48:00:11.16</td>\n",
-       "      <td>91.976</td>\n",
-       "      <td>-6.861</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.184659</td>\n",
-       "      <td>2.869426</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11836.691406</td>\n",
-       "      <td>1.251459e+01</td>\n",
-       "      <td>985.883728</td>\n",
-       "      <td>1429.144653</td>\n",
-       "      <td>0.886027</td>\n",
-       "      <td>137.5440</td>\n",
-       "      <td>5630.000000</td>\n",
-       "      <td>4.37759</td>\n",
-       "      <td>1.130000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>38846515</td>\n",
-       "      <td>106.01</td>\n",
-       "      <td>10.31570</td>\n",
-       "      <td>04:35:50.36</td>\n",
-       "      <td>-64:01:37.34</td>\n",
-       "      <td>10.845</td>\n",
-       "      <td>-0.499</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.849380</td>\n",
-       "      <td>3.776111</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7452.432617</td>\n",
-       "      <td>9.061380e+00</td>\n",
-       "      <td>1311.385376</td>\n",
-       "      <td>1534.801880</td>\n",
-       "      <td>278.009491</td>\n",
-       "      <td>364.4110</td>\n",
-       "      <td>6900.000000</td>\n",
-       "      <td>4.43800</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>92352620</td>\n",
-       "      <td>107.01</td>\n",
-       "      <td>9.64330</td>\n",
-       "      <td>20:55:07.98</td>\n",
-       "      <td>-34:08:08.7</td>\n",
-       "      <td>26.376</td>\n",
-       "      <td>-44.947</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.950054</td>\n",
-       "      <td>4.557506</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12999.897461</td>\n",
-       "      <td>1.877557e+01</td>\n",
-       "      <td>1098.209595</td>\n",
-       "      <td>1468.219727</td>\n",
-       "      <td>0.860200</td>\n",
-       "      <td>211.2110</td>\n",
-       "      <td>6153.000000</td>\n",
-       "      <td>4.18077</td>\n",
-       "      <td>1.620000</td>\n",
-       "      <td>0.220000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>289793076</td>\n",
-       "      <td>108.01</td>\n",
-       "      <td>13.16300</td>\n",
-       "      <td>21:07:50.76</td>\n",
-       "      <td>-26:05:48.19</td>\n",
-       "      <td>3.479</td>\n",
-       "      <td>-10.313</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.043839</td>\n",
-       "      <td>2.660993</td>\n",
-       "      <td>...</td>\n",
-       "      <td>24143.222656</td>\n",
-       "      <td>1.399950e+01</td>\n",
-       "      <td>400.955292</td>\n",
-       "      <td>1141.284058</td>\n",
-       "      <td>0.820267</td>\n",
-       "      <td>421.8550</td>\n",
-       "      <td>5523.000000</td>\n",
-       "      <td>4.52192</td>\n",
-       "      <td>0.890000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>29344935</td>\n",
-       "      <td>109.01</td>\n",
-       "      <td>13.23660</td>\n",
-       "      <td>20:52:51.71</td>\n",
-       "      <td>-25:41:14.55</td>\n",
-       "      <td>1.053</td>\n",
-       "      <td>-9.881</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>2.766737</td>\n",
-       "      <td>2.568721</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15691.951172</td>\n",
-       "      <td>1.166177e+01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.834164</td>\n",
-       "      <td>513.0110</td>\n",
-       "      <td>5346.000000</td>\n",
-       "      <td>4.48823</td>\n",
-       "      <td>0.930000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>281459670</td>\n",
-       "      <td>110.01</td>\n",
-       "      <td>11.67140</td>\n",
-       "      <td>00:22:28.45</td>\n",
-       "      <td>-59:56:33.32</td>\n",
-       "      <td>-22.309</td>\n",
-       "      <td>-4.893</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.174305</td>\n",
-       "      <td>2.723339</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15603.693359</td>\n",
-       "      <td>1.366880e+01</td>\n",
-       "      <td>662.491028</td>\n",
-       "      <td>1293.941772</td>\n",
-       "      <td>100.352081</td>\n",
-       "      <td>342.1400</td>\n",
-       "      <td>5943.000000</td>\n",
-       "      <td>4.42524</td>\n",
-       "      <td>1.060000</td>\n",
-       "      <td>-0.100000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>355703913</td>\n",
-       "      <td>111.01</td>\n",
-       "      <td>13.18300</td>\n",
-       "      <td>00:03:05.88</td>\n",
-       "      <td>-62:28:09.54</td>\n",
-       "      <td>2.894</td>\n",
-       "      <td>4.911</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>2.106098</td>\n",
-       "      <td>1.574766</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12430.502930</td>\n",
-       "      <td>1.668368e+01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>30.581211</td>\n",
-       "      <td>508.8420</td>\n",
-       "      <td>5380.000000</td>\n",
-       "      <td>4.43370</td>\n",
-       "      <td>0.980000</td>\n",
-       "      <td>0.245387</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>388104525</td>\n",
-       "      <td>112.01</td>\n",
-       "      <td>11.60350</td>\n",
-       "      <td>03:43:44.07</td>\n",
-       "      <td>-65:11:37.61</td>\n",
-       "      <td>21.126</td>\n",
-       "      <td>16.543</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.499814</td>\n",
-       "      <td>2.878017</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15044.681641</td>\n",
-       "      <td>1.483984e+01</td>\n",
-       "      <td>996.863525</td>\n",
-       "      <td>1433.107178</td>\n",
-       "      <td>235.476913</td>\n",
-       "      <td>302.4480</td>\n",
-       "      <td>5650.000000</td>\n",
-       "      <td>4.28867</td>\n",
-       "      <td>1.200000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>97409519</td>\n",
-       "      <td>113.01</td>\n",
-       "      <td>12.18930</td>\n",
-       "      <td>22:10:51.44</td>\n",
-       "      <td>-30:44:58.99</td>\n",
-       "      <td>-0.710</td>\n",
-       "      <td>-14.516</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>3.372877</td>\n",
-       "      <td>2.634260</td>\n",
-       "      <td>...</td>\n",
-       "      <td>17163.603516</td>\n",
-       "      <td>1.420180e+01</td>\n",
-       "      <td>615.165894</td>\n",
-       "      <td>1270.187500</td>\n",
-       "      <td>0.829214</td>\n",
-       "      <td>448.6370</td>\n",
-       "      <td>6050.000000</td>\n",
-       "      <td>4.45061</td>\n",
-       "      <td>1.020000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>25155310</td>\n",
-       "      <td>114.01</td>\n",
-       "      <td>10.61030</td>\n",
-       "      <td>04:13:29.93</td>\n",
-       "      <td>-69:13:35.73</td>\n",
-       "      <td>63.134</td>\n",
-       "      <td>53.433</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.288776</td>\n",
-       "      <td>3.410191</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7125.314941</td>\n",
-       "      <td>1.083568e+01</td>\n",
-       "      <td>808.154602</td>\n",
-       "      <td>1359.857422</td>\n",
-       "      <td>240.635345</td>\n",
-       "      <td>216.5260</td>\n",
-       "      <td>5800.000000</td>\n",
-       "      <td>4.28004</td>\n",
-       "      <td>1.270000</td>\n",
-       "      <td>0.206830</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>281541555</td>\n",
-       "      <td>115.01</td>\n",
-       "      <td>13.04170</td>\n",
-       "      <td>00:26:48.63</td>\n",
-       "      <td>-56:18:57.97</td>\n",
-       "      <td>21.460</td>\n",
-       "      <td>7.316</td>\n",
-       "      <td>2.458330e+06</td>\n",
-       "      <td>4.742745</td>\n",
-       "      <td>2.408768</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13420.032227</td>\n",
-       "      <td>1.151794e+01</td>\n",
-       "      <td>246.937668</td>\n",
-       "      <td>1011.035889</td>\n",
-       "      <td>24.498663</td>\n",
-       "      <td>453.8080</td>\n",
-       "      <td>5377.000000</td>\n",
-       "      <td>4.42476</td>\n",
-       "      <td>0.980778</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>238176110</td>\n",
-       "      <td>116.01</td>\n",
-       "      <td>11.04430</td>\n",
-       "      <td>23:51:23.14</td>\n",
-       "      <td>-70:09:10.3</td>\n",
-       "      <td>96.185</td>\n",
-       "      <td>-1.747</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>2.798594</td>\n",
-       "      <td>2.366459</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16879.449219</td>\n",
-       "      <td>1.129384e+01</td>\n",
-       "      <td>288.255493</td>\n",
-       "      <td>1050.906738</td>\n",
-       "      <td>0.808503</td>\n",
-       "      <td>149.9420</td>\n",
-       "      <td>4920.000000</td>\n",
-       "      <td>4.49371</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>0.320000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>322307342</td>\n",
-       "      <td>117.01</td>\n",
-       "      <td>11.78060</td>\n",
-       "      <td>01:00:01.46</td>\n",
-       "      <td>-58:54:17.01</td>\n",
-       "      <td>22.522</td>\n",
-       "      <td>7.594</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>3.585500</td>\n",
-       "      <td>3.173000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6130.000000</td>\n",
-       "      <td>1.742020e+01</td>\n",
-       "      <td>519.635000</td>\n",
-       "      <td>1330.000000</td>\n",
-       "      <td>73.000000</td>\n",
-       "      <td>603.9550</td>\n",
-       "      <td>5704.800000</td>\n",
-       "      <td>3.84000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>-0.250000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>266980320</td>\n",
-       "      <td>118.01</td>\n",
-       "      <td>9.17900</td>\n",
-       "      <td>23:18:14.22</td>\n",
-       "      <td>-56:54:14.35</td>\n",
-       "      <td>313.918</td>\n",
-       "      <td>-20.177</td>\n",
-       "      <td>2.458329e+06</td>\n",
-       "      <td>6.036061</td>\n",
-       "      <td>2.123832</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1704.034302</td>\n",
-       "      <td>4.926376e+00</td>\n",
-       "      <td>242.435043</td>\n",
-       "      <td>1006.395264</td>\n",
-       "      <td>0.830483</td>\n",
-       "      <td>94.1719</td>\n",
-       "      <td>5586.000000</td>\n",
-       "      <td>4.36763</td>\n",
-       "      <td>1.077600</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>278683844</td>\n",
-       "      <td>119.01</td>\n",
-       "      <td>9.27890</td>\n",
-       "      <td>06:36:57.22</td>\n",
-       "      <td>-58:00:58.15</td>\n",
-       "      <td>51.497</td>\n",
-       "      <td>-205.600</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>5.541143</td>\n",
-       "      <td>3.034710</td>\n",
-       "      <td>...</td>\n",
-       "      <td>625.829712</td>\n",
-       "      <td>2.468596e+00</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>20.643391</td>\n",
-       "      <td>66.6187</td>\n",
-       "      <td>5332.000000</td>\n",
-       "      <td>4.56429</td>\n",
-       "      <td>0.829762</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>278683844</td>\n",
-       "      <td>119.02</td>\n",
-       "      <td>9.27890</td>\n",
-       "      <td>06:36:57.22</td>\n",
-       "      <td>-58:00:58.15</td>\n",
-       "      <td>51.497</td>\n",
-       "      <td>-205.600</td>\n",
-       "      <td>2.458328e+06</td>\n",
-       "      <td>10.691632</td>\n",
-       "      <td>3.177466</td>\n",
-       "      <td>...</td>\n",
-       "      <td>519.241028</td>\n",
-       "      <td>1.891011e+00</td>\n",
-       "      <td>58.334728</td>\n",
-       "      <td>704.857849</td>\n",
-       "      <td>19.546083</td>\n",
-       "      <td>66.6187</td>\n",
-       "      <td>5332.000000</td>\n",
-       "      <td>4.56429</td>\n",
-       "      <td>0.829762</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>394137592</td>\n",
-       "      <td>120.01</td>\n",
-       "      <td>7.10620</td>\n",
-       "      <td>00:17:47.32</td>\n",
-       "      <td>-66:21:32.14</td>\n",
-       "      <td>64.763</td>\n",
-       "      <td>-5.056</td>\n",
-       "      <td>2.458332e+06</td>\n",
-       "      <td>11.535076</td>\n",
-       "      <td>8.555958</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2389.906250</td>\n",
-       "      <td>1.221581e+01</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>32.900002</td>\n",
-       "      <td>79.5702</td>\n",
-       "      <td>5479.299805</td>\n",
-       "      <td>3.77000</td>\n",
-       "      <td>2.487710</td>\n",
-       "      <td>-0.020000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>207081058</td>\n",
-       "      <td>121.01</td>\n",
-       "      <td>9.93580</td>\n",
-       "      <td>22:07:28.2</td>\n",
-       "      <td>-41:48:55.84</td>\n",
-       "      <td>49.561</td>\n",
-       "      <td>-9.678</td>\n",
-       "      <td>2.458336e+06</td>\n",
-       "      <td>14.775056</td>\n",
-       "      <td>5.449073</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14107.169922</td>\n",
-       "      <td>1.478311e+01</td>\n",
-       "      <td>119.985214</td>\n",
-       "      <td>844.115112</td>\n",
-       "      <td>0.836588</td>\n",
-       "      <td>182.1690</td>\n",
-       "      <td>6053.000000</td>\n",
-       "      <td>4.31350</td>\n",
-       "      <td>1.225910</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>231702397</td>\n",
-       "      <td>122.01</td>\n",
-       "      <td>13.08400</td>\n",
-       "      <td>22:11:47.58</td>\n",
-       "      <td>-58:56:45.91</td>\n",
-       "      <td>138.138</td>\n",
-       "      <td>-235.810</td>\n",
-       "      <td>2.458329e+06</td>\n",
-       "      <td>5.077677</td>\n",
-       "      <td>1.155359</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6501.890625</td>\n",
-       "      <td>2.386458e+00</td>\n",
-       "      <td>6.457958</td>\n",
-       "      <td>406.577698</td>\n",
-       "      <td>0.940471</td>\n",
-       "      <td>62.1180</td>\n",
-       "      <td>3318.000000</td>\n",
-       "      <td>4.95810</td>\n",
-       "      <td>0.294000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>290131778</td>\n",
-       "      <td>123.01</td>\n",
-       "      <td>7.87598</td>\n",
-       "      <td>21:18:47.9</td>\n",
-       "      <td>-26:36:58.95</td>\n",
-       "      <td>23.236</td>\n",
-       "      <td>-57.557</td>\n",
-       "      <td>2.458325e+06</td>\n",
-       "      <td>3.308754</td>\n",
-       "      <td>5.634728</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3177.131836</td>\n",
-       "      <td>7.723223e+00</td>\n",
-       "      <td>1078.917480</td>\n",
-       "      <td>1461.728760</td>\n",
-       "      <td>0.920341</td>\n",
-       "      <td>161.4980</td>\n",
-       "      <td>6188.000000</td>\n",
-       "      <td>4.27166</td>\n",
-       "      <td>1.318870</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>29831208</td>\n",
-       "      <td>124.01</td>\n",
-       "      <td>11.13110</td>\n",
-       "      <td>04:26:19.83</td>\n",
-       "      <td>-67:48:22.87</td>\n",
-       "      <td>7.888</td>\n",
-       "      <td>32.653</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>1.842860</td>\n",
-       "      <td>1.719758</td>\n",
-       "      <td>...</td>\n",
-       "      <td>2469.541504</td>\n",
-       "      <td>7.099990e+00</td>\n",
-       "      <td>590.536682</td>\n",
-       "      <td>1257.278442</td>\n",
-       "      <td>22.854355</td>\n",
-       "      <td>809.2520</td>\n",
-       "      <td>5080.000000</td>\n",
-       "      <td>4.48159</td>\n",
-       "      <td>0.877602</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>52368076</td>\n",
-       "      <td>125.01</td>\n",
-       "      <td>10.19850</td>\n",
-       "      <td>01:34:22.42</td>\n",
-       "      <td>-66:40:34.86</td>\n",
-       "      <td>-119.800</td>\n",
-       "      <td>-122.953</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>4.653811</td>\n",
-       "      <td>2.921928</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1007.882446</td>\n",
-       "      <td>2.863905e+00</td>\n",
-       "      <td>188.107544</td>\n",
-       "      <td>944.542053</td>\n",
-       "      <td>17.438063</td>\n",
-       "      <td>111.0590</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>4.47072</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>52368076</td>\n",
-       "      <td>125.02</td>\n",
-       "      <td>10.19850</td>\n",
-       "      <td>01:34:22.42</td>\n",
-       "      <td>-66:40:34.86</td>\n",
-       "      <td>-119.800</td>\n",
-       "      <td>-122.953</td>\n",
-       "      <td>2.458334e+06</td>\n",
-       "      <td>9.150607</td>\n",
-       "      <td>2.907668</td>\n",
-       "      <td>...</td>\n",
-       "      <td>996.181824</td>\n",
-       "      <td>2.861244e+00</td>\n",
-       "      <td>76.380043</td>\n",
-       "      <td>753.988525</td>\n",
-       "      <td>14.804296</td>\n",
-       "      <td>111.0590</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>4.47072</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>52368076</td>\n",
-       "      <td>125.03</td>\n",
-       "      <td>10.19850</td>\n",
-       "      <td>01:34:22.42</td>\n",
-       "      <td>-66:40:34.86</td>\n",
-       "      <td>-119.800</td>\n",
-       "      <td>-122.953</td>\n",
-       "      <td>2.458343e+06</td>\n",
-       "      <td>19.981867</td>\n",
-       "      <td>2.991231</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1046.211182</td>\n",
-       "      <td>2.899664e+00</td>\n",
-       "      <td>26.945604</td>\n",
-       "      <td>581.087769</td>\n",
-       "      <td>10.261628</td>\n",
-       "      <td>111.0590</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>4.47072</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>70440470</td>\n",
-       "      <td>126.01</td>\n",
-       "      <td>12.79230</td>\n",
-       "      <td>22:37:57.43</td>\n",
-       "      <td>-35:09:15.13</td>\n",
-       "      <td>-9.326</td>\n",
-       "      <td>-50.142</td>\n",
-       "      <td>2.458327e+06</td>\n",
-       "      <td>3.035381</td>\n",
-       "      <td>2.886722</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16740.835938</td>\n",
-       "      <td>1.504447e+01</td>\n",
-       "      <td>718.651245</td>\n",
-       "      <td>1320.533081</td>\n",
-       "      <td>0.860842</td>\n",
-       "      <td>573.0270</td>\n",
-       "      <td>5751.000000</td>\n",
-       "      <td>4.35036</td>\n",
-       "      <td>1.122370</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>234523599</td>\n",
-       "      <td>127.01</td>\n",
-       "      <td>14.12660</td>\n",
-       "      <td>01:02:12.45</td>\n",
-       "      <td>-61:45:22.08</td>\n",
-       "      <td>78.858</td>\n",
-       "      <td>-27.095</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>3.795609</td>\n",
-       "      <td>2.042805</td>\n",
-       "      <td>...</td>\n",
-       "      <td>55371.085938</td>\n",
-       "      <td>2.375098e+01</td>\n",
-       "      <td>54.250580</td>\n",
-       "      <td>692.182861</td>\n",
-       "      <td>58.162800</td>\n",
-       "      <td>140.2250</td>\n",
-       "      <td>3424.000000</td>\n",
-       "      <td>4.43800</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>NaN</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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1882</th>\n",
-       "      <td>453789494</td>\n",
-       "      <td>1907.01</td>\n",
-       "      <td>10.73160</td>\n",
-       "      <td>13:17:44.1</td>\n",
-       "      <td>-47:14:15.27</td>\n",
-       "      <td>-15.976</td>\n",
-       "      <td>0.505</td>\n",
-       "      <td>2.458599e+06</td>\n",
-       "      <td>5.477440</td>\n",
-       "      <td>5.462000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8373.780000</td>\n",
-       "      <td>2.040590e+01</td>\n",
-       "      <td>1517.790000</td>\n",
-       "      <td>1738.000000</td>\n",
-       "      <td>122.000000</td>\n",
-       "      <td>538.1100</td>\n",
-       "      <td>6942.000000</td>\n",
-       "      <td>3.94000</td>\n",
-       "      <td>2.030000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1883</th>\n",
-       "      <td>37718056</td>\n",
-       "      <td>1908.01</td>\n",
-       "      <td>11.70830</td>\n",
-       "      <td>00:16:35.12</td>\n",
-       "      <td>-10:58:35.12</td>\n",
-       "      <td>1.827</td>\n",
-       "      <td>-1.504</td>\n",
-       "      <td>2.458384e+06</td>\n",
-       "      <td>3.656880</td>\n",
-       "      <td>3.542000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7040.000000</td>\n",
-       "      <td>1.280310e+01</td>\n",
-       "      <td>903.013000</td>\n",
-       "      <td>1527.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>524.9930</td>\n",
-       "      <td>6239.000000</td>\n",
-       "      <td>4.15000</td>\n",
-       "      <td>1.530000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1884</th>\n",
-       "      <td>232038798</td>\n",
-       "      <td>1909.01</td>\n",
-       "      <td>11.31870</td>\n",
-       "      <td>06:26:58.71</td>\n",
-       "      <td>-46:49:16.91</td>\n",
-       "      <td>0.077</td>\n",
-       "      <td>20.496</td>\n",
-       "      <td>2.458471e+06</td>\n",
-       "      <td>4.153230</td>\n",
-       "      <td>1.999000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20575.800000</td>\n",
-       "      <td>1.235690e+01</td>\n",
-       "      <td>499.927000</td>\n",
-       "      <td>1317.000000</td>\n",
-       "      <td>98.000000</td>\n",
-       "      <td>303.9410</td>\n",
-       "      <td>5818.800000</td>\n",
-       "      <td>4.24000</td>\n",
-       "      <td>0.780000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1885</th>\n",
-       "      <td>437261733</td>\n",
-       "      <td>1910.01</td>\n",
-       "      <td>13.29580</td>\n",
-       "      <td>11:21:17.84</td>\n",
-       "      <td>-22:23:17.44</td>\n",
-       "      <td>-24.166</td>\n",
-       "      <td>0.929</td>\n",
-       "      <td>2.458549e+06</td>\n",
-       "      <td>5.417920</td>\n",
-       "      <td>3.522000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13980.000000</td>\n",
-       "      <td>1.316170e+01</td>\n",
-       "      <td>260.226000</td>\n",
-       "      <td>1118.000000</td>\n",
-       "      <td>26.000000</td>\n",
-       "      <td>642.8840</td>\n",
-       "      <td>5652.000000</td>\n",
-       "      <td>4.36000</td>\n",
-       "      <td>1.100000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1886</th>\n",
-       "      <td>44745133</td>\n",
-       "      <td>1911.01</td>\n",
-       "      <td>12.57570</td>\n",
-       "      <td>04:06:37.87</td>\n",
-       "      <td>-25:20:58.8</td>\n",
-       "      <td>3.997</td>\n",
-       "      <td>9.892</td>\n",
-       "      <td>2.458416e+06</td>\n",
-       "      <td>7.818760</td>\n",
-       "      <td>4.968000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3110.000000</td>\n",
-       "      <td>9.222220e+00</td>\n",
-       "      <td>260.731000</td>\n",
-       "      <td>1119.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "      <td>679.7610</td>\n",
-       "      <td>5549.000000</td>\n",
-       "      <td>4.00000</td>\n",
-       "      <td>1.640000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1887</th>\n",
-       "      <td>50712784</td>\n",
-       "      <td>1912.01</td>\n",
-       "      <td>10.55790</td>\n",
-       "      <td>08:25:21.08</td>\n",
-       "      <td>-11:30:03.56</td>\n",
-       "      <td>-5.388</td>\n",
-       "      <td>-0.587</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>5.405420</td>\n",
-       "      <td>4.712000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3590.000000</td>\n",
-       "      <td>9.836340e+00</td>\n",
-       "      <td>898.650000</td>\n",
-       "      <td>1525.000000</td>\n",
-       "      <td>10.000000</td>\n",
-       "      <td>343.0800</td>\n",
-       "      <td>6410.000000</td>\n",
-       "      <td>4.14000</td>\n",
-       "      <td>1.590000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1888</th>\n",
-       "      <td>53458803</td>\n",
-       "      <td>1913.01</td>\n",
-       "      <td>11.86560</td>\n",
-       "      <td>06:51:23.38</td>\n",
-       "      <td>-29:03:31.16</td>\n",
-       "      <td>-16.382</td>\n",
-       "      <td>-7.264</td>\n",
-       "      <td>2.458472e+06</td>\n",
-       "      <td>3.348620</td>\n",
-       "      <td>3.299000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11170.000000</td>\n",
-       "      <td>1.319540e+01</td>\n",
-       "      <td>617.947000</td>\n",
-       "      <td>1389.000000</td>\n",
-       "      <td>116.000000</td>\n",
-       "      <td>389.5700</td>\n",
-       "      <td>5711.000000</td>\n",
-       "      <td>4.27000</td>\n",
-       "      <td>1.230000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1889</th>\n",
-       "      <td>53750200</td>\n",
-       "      <td>1914.01</td>\n",
-       "      <td>12.23090</td>\n",
-       "      <td>06:54:04.17</td>\n",
-       "      <td>-27:03:01.5</td>\n",
-       "      <td>-0.139</td>\n",
-       "      <td>-4.758</td>\n",
-       "      <td>2.458469e+06</td>\n",
-       "      <td>4.192680</td>\n",
-       "      <td>1.729000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4240.000000</td>\n",
-       "      <td>1.098590e+01</td>\n",
-       "      <td>198.538000</td>\n",
-       "      <td>1045.000000</td>\n",
-       "      <td>20.000000</td>\n",
-       "      <td>737.6680</td>\n",
-       "      <td>6405.000000</td>\n",
-       "      <td>4.13000</td>\n",
-       "      <td>1.630000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1890</th>\n",
-       "      <td>98283926</td>\n",
-       "      <td>1915.01</td>\n",
-       "      <td>13.14720</td>\n",
-       "      <td>07:13:48.58</td>\n",
-       "      <td>-33:26:14.45</td>\n",
-       "      <td>0.759</td>\n",
-       "      <td>-2.879</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>2.291830</td>\n",
-       "      <td>3.129000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11090.000000</td>\n",
-       "      <td>1.347250e+01</td>\n",
-       "      <td>1834.770000</td>\n",
-       "      <td>1823.000000</td>\n",
-       "      <td>32.000000</td>\n",
-       "      <td>800.3770</td>\n",
-       "      <td>6208.000000</td>\n",
-       "      <td>4.31000</td>\n",
-       "      <td>1.270000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1891</th>\n",
-       "      <td>98545929</td>\n",
-       "      <td>1916.01</td>\n",
-       "      <td>12.45390</td>\n",
-       "      <td>07:16:25.09</td>\n",
-       "      <td>-31:14:39.82</td>\n",
-       "      <td>-2.420</td>\n",
-       "      <td>2.440</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>1.888510</td>\n",
-       "      <td>3.515000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4990.000000</td>\n",
-       "      <td>1.462970e+01</td>\n",
-       "      <td>12565.400000</td>\n",
-       "      <td>2949.000000</td>\n",
-       "      <td>22.000000</td>\n",
-       "      <td>1458.8300</td>\n",
-       "      <td>8549.000000</td>\n",
-       "      <td>4.11000</td>\n",
-       "      <td>2.120000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1892</th>\n",
-       "      <td>339522221</td>\n",
-       "      <td>1917.01</td>\n",
-       "      <td>12.04570</td>\n",
-       "      <td>19:46:45.23</td>\n",
-       "      <td>-63:33:56.34</td>\n",
-       "      <td>19.406</td>\n",
-       "      <td>-12.796</td>\n",
-       "      <td>2.458655e+06</td>\n",
-       "      <td>1.820690</td>\n",
-       "      <td>3.049000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12340.000000</td>\n",
-       "      <td>1.565930e+01</td>\n",
-       "      <td>2440.700000</td>\n",
-       "      <td>1958.000000</td>\n",
-       "      <td>83.000000</td>\n",
-       "      <td>514.5550</td>\n",
-       "      <td>6155.000000</td>\n",
-       "      <td>4.24000</td>\n",
-       "      <td>1.350000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1893</th>\n",
-       "      <td>308425348</td>\n",
-       "      <td>1918.01</td>\n",
-       "      <td>12.28760</td>\n",
-       "      <td>11:10:19.88</td>\n",
-       "      <td>-58:58:58.75</td>\n",
-       "      <td>-10.042</td>\n",
-       "      <td>4.282</td>\n",
-       "      <td>2.458572e+06</td>\n",
-       "      <td>3.398290</td>\n",
-       "      <td>2.634000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4340.000000</td>\n",
-       "      <td>7.066330e+00</td>\n",
-       "      <td>662.808000</td>\n",
-       "      <td>1413.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>477.3220</td>\n",
-       "      <td>6271.000000</td>\n",
-       "      <td>4.45000</td>\n",
-       "      <td>1.090000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1894</th>\n",
-       "      <td>102192004</td>\n",
-       "      <td>1919.01</td>\n",
-       "      <td>11.32870</td>\n",
-       "      <td>13:03:10.56</td>\n",
-       "      <td>-41:23:05.5</td>\n",
-       "      <td>0.043</td>\n",
-       "      <td>-5.784</td>\n",
-       "      <td>2.458575e+06</td>\n",
-       "      <td>4.233490</td>\n",
-       "      <td>1.613000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7020.000000</td>\n",
-       "      <td>1.327800e+01</td>\n",
-       "      <td>269.982000</td>\n",
-       "      <td>1129.000000</td>\n",
-       "      <td>23.000000</td>\n",
-       "      <td>410.1490</td>\n",
-       "      <td>6333.700000</td>\n",
-       "      <td>4.21000</td>\n",
-       "      <td>1.460000</td>\n",
-       "      <td>-0.100000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1895</th>\n",
-       "      <td>363851359</td>\n",
-       "      <td>1920.01</td>\n",
-       "      <td>13.27550</td>\n",
-       "      <td>13:22:32.37</td>\n",
-       "      <td>-44:41:19.82</td>\n",
-       "      <td>-3.451</td>\n",
-       "      <td>-7.915</td>\n",
-       "      <td>2.458599e+06</td>\n",
-       "      <td>2.543170</td>\n",
-       "      <td>2.106000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5740.000000</td>\n",
-       "      <td>1.014960e+01</td>\n",
-       "      <td>455.425000</td>\n",
-       "      <td>1286.000000</td>\n",
-       "      <td>11.000000</td>\n",
-       "      <td>748.5850</td>\n",
-       "      <td>5652.000000</td>\n",
-       "      <td>4.20000</td>\n",
-       "      <td>1.310000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1896</th>\n",
-       "      <td>112099249</td>\n",
-       "      <td>1921.01</td>\n",
-       "      <td>12.15770</td>\n",
-       "      <td>13:58:04.08</td>\n",
-       "      <td>-30:20:53.35</td>\n",
-       "      <td>-4.362</td>\n",
-       "      <td>-5.087</td>\n",
-       "      <td>2.458604e+06</td>\n",
-       "      <td>5.179580</td>\n",
-       "      <td>4.524000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7620.000000</td>\n",
-       "      <td>1.482900e+01</td>\n",
-       "      <td>669.018000</td>\n",
-       "      <td>1416.000000</td>\n",
-       "      <td>20.000000</td>\n",
-       "      <td>663.2310</td>\n",
-       "      <td>6116.000000</td>\n",
-       "      <td>4.07000</td>\n",
-       "      <td>1.650000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1897</th>\n",
-       "      <td>112604564</td>\n",
-       "      <td>1922.01</td>\n",
-       "      <td>12.32130</td>\n",
-       "      <td>07:29:40.61</td>\n",
-       "      <td>-29:56:16.5</td>\n",
-       "      <td>2.670</td>\n",
-       "      <td>-5.024</td>\n",
-       "      <td>2.458496e+06</td>\n",
-       "      <td>4.577780</td>\n",
-       "      <td>3.574000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10660.000000</td>\n",
-       "      <td>1.858410e+01</td>\n",
-       "      <td>773.768000</td>\n",
-       "      <td>1469.000000</td>\n",
-       "      <td>30.000000</td>\n",
-       "      <td>878.5210</td>\n",
-       "      <td>6687.000000</td>\n",
-       "      <td>4.09000</td>\n",
-       "      <td>1.780000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1898</th>\n",
-       "      <td>114299824</td>\n",
-       "      <td>1923.01</td>\n",
-       "      <td>12.92640</td>\n",
-       "      <td>07:37:08.01</td>\n",
-       "      <td>-32:45:19.51</td>\n",
-       "      <td>-6.283</td>\n",
-       "      <td>0.531</td>\n",
-       "      <td>2.458494e+06</td>\n",
-       "      <td>4.206620</td>\n",
-       "      <td>2.290000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>12200.000000</td>\n",
-       "      <td>1.196900e+01</td>\n",
-       "      <td>404.654000</td>\n",
-       "      <td>1249.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "      <td>609.8380</td>\n",
-       "      <td>6781.000000</td>\n",
-       "      <td>4.54000</td>\n",
-       "      <td>1.070000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1900</th>\n",
-       "      <td>118956453</td>\n",
-       "      <td>1925.01</td>\n",
-       "      <td>11.93970</td>\n",
-       "      <td>09:01:39.91</td>\n",
-       "      <td>-20:43:13.33</td>\n",
-       "      <td>-9.984</td>\n",
-       "      <td>1.128</td>\n",
-       "      <td>2.458520e+06</td>\n",
-       "      <td>2.344990</td>\n",
-       "      <td>1.908000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14670.000000</td>\n",
-       "      <td>1.278410e+01</td>\n",
-       "      <td>381.246000</td>\n",
-       "      <td>1231.000000</td>\n",
-       "      <td>81.000000</td>\n",
-       "      <td>305.6030</td>\n",
-       "      <td>5515.000000</td>\n",
-       "      <td>4.39000</td>\n",
-       "      <td>1.040000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1901</th>\n",
-       "      <td>143143769</td>\n",
-       "      <td>1926.01</td>\n",
-       "      <td>12.36860</td>\n",
-       "      <td>05:58:23.73</td>\n",
-       "      <td>-30:48:42.48</td>\n",
-       "      <td>-16.881</td>\n",
-       "      <td>-7.371</td>\n",
-       "      <td>2.458469e+06</td>\n",
-       "      <td>1.336560</td>\n",
-       "      <td>0.737000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1760.000000</td>\n",
-       "      <td>4.255630e+00</td>\n",
-       "      <td>209.675000</td>\n",
-       "      <td>1060.000000</td>\n",
-       "      <td>9.000000</td>\n",
-       "      <td>280.5550</td>\n",
-       "      <td>5111.900000</td>\n",
-       "      <td>4.50000</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>-0.188957</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1902</th>\n",
-       "      <td>14344979</td>\n",
-       "      <td>1927.01</td>\n",
-       "      <td>12.33530</td>\n",
-       "      <td>10:55:09.32</td>\n",
-       "      <td>-00:44:13.44</td>\n",
-       "      <td>-28.120</td>\n",
-       "      <td>24.033</td>\n",
-       "      <td>2.458549e+06</td>\n",
-       "      <td>4.112650</td>\n",
-       "      <td>1.758000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>20940.000000</td>\n",
-       "      <td>1.354450e+01</td>\n",
-       "      <td>108.112000</td>\n",
-       "      <td>898.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>325.3770</td>\n",
-       "      <td>5424.800000</td>\n",
-       "      <td>4.49000</td>\n",
-       "      <td>0.920000</td>\n",
-       "      <td>-0.490000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1903</th>\n",
-       "      <td>207077681</td>\n",
-       "      <td>1928.01</td>\n",
-       "      <td>12.31190</td>\n",
-       "      <td>21:23:03.09</td>\n",
-       "      <td>-40:02:54.38</td>\n",
-       "      <td>-3.337</td>\n",
-       "      <td>-39.852</td>\n",
-       "      <td>2.458326e+06</td>\n",
-       "      <td>2.278640</td>\n",
-       "      <td>1.852261</td>\n",
-       "      <td>...</td>\n",
-       "      <td>17220.000000</td>\n",
-       "      <td>1.728026e+07</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>61.500000</td>\n",
-       "      <td>355.5130</td>\n",
-       "      <td>4879.000000</td>\n",
-       "      <td>4.50000</td>\n",
-       "      <td>1.210000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1904</th>\n",
-       "      <td>157266693</td>\n",
-       "      <td>1929.01</td>\n",
-       "      <td>13.16480</td>\n",
-       "      <td>11:46:30.8</td>\n",
-       "      <td>-33:51:36.27</td>\n",
-       "      <td>-35.023</td>\n",
-       "      <td>-4.597</td>\n",
-       "      <td>2.458574e+06</td>\n",
-       "      <td>3.853060</td>\n",
-       "      <td>3.631000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>16900.000000</td>\n",
-       "      <td>1.421250e+01</td>\n",
-       "      <td>743.913000</td>\n",
-       "      <td>1454.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>585.7700</td>\n",
-       "      <td>5697.000000</td>\n",
-       "      <td>4.39000</td>\n",
-       "      <td>1.060000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1905</th>\n",
-       "      <td>160578764</td>\n",
-       "      <td>1930.01</td>\n",
-       "      <td>12.10140</td>\n",
-       "      <td>14:54:38.09</td>\n",
-       "      <td>-38:44:40.37</td>\n",
-       "      <td>0.723</td>\n",
-       "      <td>-1.530</td>\n",
-       "      <td>2.458601e+06</td>\n",
-       "      <td>2.878290</td>\n",
-       "      <td>2.241000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8350.000000</td>\n",
-       "      <td>1.277710e+01</td>\n",
-       "      <td>547.690000</td>\n",
-       "      <td>1347.000000</td>\n",
-       "      <td>35.000000</td>\n",
-       "      <td>508.8850</td>\n",
-       "      <td>6017.000000</td>\n",
-       "      <td>4.22000</td>\n",
-       "      <td>1.350000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1906</th>\n",
-       "      <td>162922904</td>\n",
-       "      <td>1931.01</td>\n",
-       "      <td>12.02330</td>\n",
-       "      <td>11:27:22.81</td>\n",
-       "      <td>-44:05:19.33</td>\n",
-       "      <td>-8.427</td>\n",
-       "      <td>-2.262</td>\n",
-       "      <td>2.458575e+06</td>\n",
-       "      <td>3.817210</td>\n",
-       "      <td>4.420000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3850.000000</td>\n",
-       "      <td>1.282250e+01</td>\n",
-       "      <td>1280.030000</td>\n",
-       "      <td>1666.000000</td>\n",
-       "      <td>19.000000</td>\n",
-       "      <td>757.8400</td>\n",
-       "      <td>6090.000000</td>\n",
-       "      <td>3.88000</td>\n",
-       "      <td>2.030000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1907</th>\n",
-       "      <td>386259537</td>\n",
-       "      <td>1932.01</td>\n",
-       "      <td>11.32990</td>\n",
-       "      <td>08:29:32.94</td>\n",
-       "      <td>-12:56:41.17</td>\n",
-       "      <td>-13.184</td>\n",
-       "      <td>-3.821</td>\n",
-       "      <td>2.458522e+06</td>\n",
-       "      <td>5.612640</td>\n",
-       "      <td>6.235000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4685.480000</td>\n",
-       "      <td>1.720200e+01</td>\n",
-       "      <td>1063.430000</td>\n",
-       "      <td>1590.000000</td>\n",
-       "      <td>46.000000</td>\n",
-       "      <td>627.0660</td>\n",
-       "      <td>6013.500000</td>\n",
-       "      <td>4.17000</td>\n",
-       "      <td>2.280000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1908</th>\n",
-       "      <td>172598832</td>\n",
-       "      <td>1933.01</td>\n",
-       "      <td>12.94100</td>\n",
-       "      <td>06:42:17.1</td>\n",
-       "      <td>-29:46:36.41</td>\n",
-       "      <td>-4.344</td>\n",
-       "      <td>5.595</td>\n",
-       "      <td>2.458471e+06</td>\n",
-       "      <td>3.264450</td>\n",
-       "      <td>4.890000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>4020.000000</td>\n",
-       "      <td>1.299240e+01</td>\n",
-       "      <td>2868.180000</td>\n",
-       "      <td>2038.000000</td>\n",
-       "      <td>21.000000</td>\n",
-       "      <td>1342.2900</td>\n",
-       "      <td>6561.000000</td>\n",
-       "      <td>3.93000</td>\n",
-       "      <td>2.080000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1909</th>\n",
-       "      <td>125739286</td>\n",
-       "      <td>1934.01</td>\n",
-       "      <td>10.52880</td>\n",
-       "      <td>14:20:29.46</td>\n",
-       "      <td>-31:12:07.45</td>\n",
-       "      <td>-21.736</td>\n",
-       "      <td>-0.858</td>\n",
-       "      <td>2.458603e+06</td>\n",
-       "      <td>4.511620</td>\n",
-       "      <td>4.556000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>10754.700000</td>\n",
-       "      <td>1.836540e+01</td>\n",
-       "      <td>1110.780000</td>\n",
-       "      <td>1608.000000</td>\n",
-       "      <td>99.000000</td>\n",
-       "      <td>356.3910</td>\n",
-       "      <td>6540.600000</td>\n",
-       "      <td>4.26000</td>\n",
-       "      <td>1.610000</td>\n",
-       "      <td>-0.290000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1910</th>\n",
-       "      <td>176685457</td>\n",
-       "      <td>1935.01</td>\n",
-       "      <td>12.26820</td>\n",
-       "      <td>09:27:40.95</td>\n",
-       "      <td>-19:20:51.53</td>\n",
-       "      <td>-6.078</td>\n",
-       "      <td>1.723</td>\n",
-       "      <td>2.458519e+06</td>\n",
-       "      <td>4.435260</td>\n",
-       "      <td>2.382000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6120.000000</td>\n",
-       "      <td>1.277850e+01</td>\n",
-       "      <td>863.216000</td>\n",
-       "      <td>1510.000000</td>\n",
-       "      <td>22.000000</td>\n",
-       "      <td>609.1280</td>\n",
-       "      <td>6245.000000</td>\n",
-       "      <td>4.24000</td>\n",
-       "      <td>1.380000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1911</th>\n",
-       "      <td>178289267</td>\n",
-       "      <td>1936.01</td>\n",
-       "      <td>11.70760</td>\n",
-       "      <td>04:03:47.59</td>\n",
-       "      <td>-19:03:24.55</td>\n",
-       "      <td>-12.664</td>\n",
-       "      <td>-14.115</td>\n",
-       "      <td>2.458413e+06</td>\n",
-       "      <td>2.350690</td>\n",
-       "      <td>2.449000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>15520.000000</td>\n",
-       "      <td>1.216030e+01</td>\n",
-       "      <td>615.565000</td>\n",
-       "      <td>1387.000000</td>\n",
-       "      <td>173.000000</td>\n",
-       "      <td>279.4850</td>\n",
-       "      <td>5593.000000</td>\n",
-       "      <td>4.46000</td>\n",
-       "      <td>0.970000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1912</th>\n",
-       "      <td>268301217</td>\n",
-       "      <td>1937.01</td>\n",
-       "      <td>12.49330</td>\n",
-       "      <td>07:45:28.97</td>\n",
-       "      <td>-52:22:59.73</td>\n",
-       "      <td>-5.675</td>\n",
-       "      <td>11.296</td>\n",
-       "      <td>2.458492e+06</td>\n",
-       "      <td>0.946670</td>\n",
-       "      <td>1.268000</td>\n",
-       "      <td>...</td>\n",
-       "      <td>13790.000000</td>\n",
-       "      <td>1.552260e+01</td>\n",
-       "      <td>2420.390000</td>\n",
-       "      <td>1954.000000</td>\n",
-       "      <td>80.000000</td>\n",
-       "      <td>415.1350</td>\n",
-       "      <td>5707.000000</td>\n",
-       "      <td>4.39000</td>\n",
-       "      <td>1.070000</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1802 rows × 21 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
-       "0     231663901   101.01  12.40690  21:14:56.88  -55:52:18.71          12.641   \n",
-       "1     149603524   102.01   9.71090  05:48:33.56  -63:59:17.98         -15.641   \n",
-       "2     336732616   103.01  11.52320   20:49:49.8   -24:25:43.3          10.426   \n",
-       "3     231670397   104.01   9.86380  21:19:47.93  -58:08:56.16          10.552   \n",
-       "4     144065872   105.01   9.49950  22:29:49.88  -48:00:11.16          91.976   \n",
-       "5      38846515   106.01  10.31570  04:35:50.36  -64:01:37.34          10.845   \n",
-       "6      92352620   107.01   9.64330  20:55:07.98   -34:08:08.7          26.376   \n",
-       "7     289793076   108.01  13.16300  21:07:50.76  -26:05:48.19           3.479   \n",
-       "8      29344935   109.01  13.23660  20:52:51.71  -25:41:14.55           1.053   \n",
-       "9     281459670   110.01  11.67140  00:22:28.45  -59:56:33.32         -22.309   \n",
-       "10    355703913   111.01  13.18300  00:03:05.88  -62:28:09.54           2.894   \n",
-       "11    388104525   112.01  11.60350  03:43:44.07  -65:11:37.61          21.126   \n",
-       "12     97409519   113.01  12.18930  22:10:51.44  -30:44:58.99          -0.710   \n",
-       "13     25155310   114.01  10.61030  04:13:29.93  -69:13:35.73          63.134   \n",
-       "14    281541555   115.01  13.04170  00:26:48.63  -56:18:57.97          21.460   \n",
-       "15    238176110   116.01  11.04430  23:51:23.14   -70:09:10.3          96.185   \n",
-       "16    322307342   117.01  11.78060  01:00:01.46  -58:54:17.01          22.522   \n",
-       "17    266980320   118.01   9.17900  23:18:14.22  -56:54:14.35         313.918   \n",
-       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
-       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
-       "20    394137592   120.01   7.10620  00:17:47.32  -66:21:32.14          64.763   \n",
-       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
-       "22    231702397   122.01  13.08400  22:11:47.58  -58:56:45.91         138.138   \n",
-       "23    290131778   123.01   7.87598   21:18:47.9  -26:36:58.95          23.236   \n",
-       "24     29831208   124.01  11.13110  04:26:19.83  -67:48:22.87           7.888   \n",
-       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
-       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
-       "27     52368076   125.03  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
-       "28     70440470   126.01  12.79230  22:37:57.43  -35:09:15.13          -9.326   \n",
-       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
-       "...         ...      ...       ...          ...           ...             ...   \n",
-       "1882  453789494  1907.01  10.73160   13:17:44.1  -47:14:15.27         -15.976   \n",
-       "1883   37718056  1908.01  11.70830  00:16:35.12  -10:58:35.12           1.827   \n",
-       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
-       "1885  437261733  1910.01  13.29580  11:21:17.84  -22:23:17.44         -24.166   \n",
-       "1886   44745133  1911.01  12.57570  04:06:37.87   -25:20:58.8           3.997   \n",
-       "1887   50712784  1912.01  10.55790  08:25:21.08  -11:30:03.56          -5.388   \n",
-       "1888   53458803  1913.01  11.86560  06:51:23.38  -29:03:31.16         -16.382   \n",
-       "1889   53750200  1914.01  12.23090  06:54:04.17   -27:03:01.5          -0.139   \n",
-       "1890   98283926  1915.01  13.14720  07:13:48.58  -33:26:14.45           0.759   \n",
-       "1891   98545929  1916.01  12.45390  07:16:25.09  -31:14:39.82          -2.420   \n",
-       "1892  339522221  1917.01  12.04570  19:46:45.23  -63:33:56.34          19.406   \n",
-       "1893  308425348  1918.01  12.28760  11:10:19.88  -58:58:58.75         -10.042   \n",
-       "1894  102192004  1919.01  11.32870  13:03:10.56   -41:23:05.5           0.043   \n",
-       "1895  363851359  1920.01  13.27550  13:22:32.37  -44:41:19.82          -3.451   \n",
-       "1896  112099249  1921.01  12.15770  13:58:04.08  -30:20:53.35          -4.362   \n",
-       "1897  112604564  1922.01  12.32130  07:29:40.61   -29:56:16.5           2.670   \n",
-       "1898  114299824  1923.01  12.92640  07:37:08.01  -32:45:19.51          -6.283   \n",
-       "1900  118956453  1925.01  11.93970  09:01:39.91  -20:43:13.33          -9.984   \n",
-       "1901  143143769  1926.01  12.36860  05:58:23.73  -30:48:42.48         -16.881   \n",
-       "1902   14344979  1927.01  12.33530  10:55:09.32  -00:44:13.44         -28.120   \n",
-       "1903  207077681  1928.01  12.31190  21:23:03.09  -40:02:54.38          -3.337   \n",
-       "1904  157266693  1929.01  13.16480   11:46:30.8  -33:51:36.27         -35.023   \n",
-       "1905  160578764  1930.01  12.10140  14:54:38.09  -38:44:40.37           0.723   \n",
-       "1906  162922904  1931.01  12.02330  11:27:22.81  -44:05:19.33          -8.427   \n",
-       "1907  386259537  1932.01  11.32990  08:29:32.94  -12:56:41.17         -13.184   \n",
-       "1908  172598832  1933.01  12.94100   06:42:17.1  -29:46:36.41          -4.344   \n",
-       "1909  125739286  1934.01  10.52880  14:20:29.46  -31:12:07.45         -21.736   \n",
-       "1910  176685457  1935.01  12.26820  09:27:40.95  -19:20:51.53          -6.078   \n",
-       "1911  178289267  1936.01  11.70760  04:03:47.59  -19:03:24.55         -12.664   \n",
-       "1912  268301217  1937.01  12.49330  07:45:28.97  -52:22:59.73          -5.675   \n",
-       "\n",
-       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
-       "0             -16.011  2.458326e+06       1.430401          1.638765   \n",
-       "1              26.046  2.458326e+06       4.411943          3.776425   \n",
-       "2              15.620  2.458327e+06       3.547854          3.494333   \n",
-       "3             -10.658  2.458328e+06       4.087445          5.590140   \n",
-       "4              -6.861  2.458327e+06       2.184659          2.869426   \n",
-       "5              -0.499  2.458327e+06       2.849380          3.776111   \n",
-       "6             -44.947  2.458328e+06       3.950054          4.557506   \n",
-       "7             -10.313  2.458328e+06       3.043839          2.660993   \n",
-       "8              -9.881  2.458326e+06       2.766737          2.568721   \n",
-       "9              -4.893  2.458328e+06       3.174305          2.723339   \n",
-       "10              4.911  2.458326e+06       2.106098          1.574766   \n",
-       "11             16.543  2.458327e+06       2.499814          2.878017   \n",
-       "12            -14.516  2.458327e+06       3.372877          2.634260   \n",
-       "13             53.433  2.458328e+06       3.288776          3.410191   \n",
-       "14              7.316  2.458330e+06       4.742745          2.408768   \n",
-       "15             -1.747  2.458327e+06       2.798594          2.366459   \n",
-       "16              7.594  2.458328e+06       3.585500          3.173000   \n",
-       "17            -20.177  2.458329e+06       6.036061          2.123832   \n",
-       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
-       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
-       "20             -5.056  2.458332e+06      11.535076          8.555958   \n",
-       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
-       "22           -235.810  2.458329e+06       5.077677          1.155359   \n",
-       "23            -57.557  2.458325e+06       3.308754          5.634728   \n",
-       "24             32.653  2.458327e+06       1.842860          1.719758   \n",
-       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
-       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
-       "27           -122.953  2.458343e+06      19.981867          2.991231   \n",
-       "28            -50.142  2.458327e+06       3.035381          2.886722   \n",
-       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
-       "...               ...           ...            ...               ...   \n",
-       "1882            0.505  2.458599e+06       5.477440          5.462000   \n",
-       "1883           -1.504  2.458384e+06       3.656880          3.542000   \n",
-       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
-       "1885            0.929  2.458549e+06       5.417920          3.522000   \n",
-       "1886            9.892  2.458416e+06       7.818760          4.968000   \n",
-       "1887           -0.587  2.458492e+06       5.405420          4.712000   \n",
-       "1888           -7.264  2.458472e+06       3.348620          3.299000   \n",
-       "1889           -4.758  2.458469e+06       4.192680          1.729000   \n",
-       "1890           -2.879  2.458492e+06       2.291830          3.129000   \n",
-       "1891            2.440  2.458492e+06       1.888510          3.515000   \n",
-       "1892          -12.796  2.458655e+06       1.820690          3.049000   \n",
-       "1893            4.282  2.458572e+06       3.398290          2.634000   \n",
-       "1894           -5.784  2.458575e+06       4.233490          1.613000   \n",
-       "1895           -7.915  2.458599e+06       2.543170          2.106000   \n",
-       "1896           -5.087  2.458604e+06       5.179580          4.524000   \n",
-       "1897           -5.024  2.458496e+06       4.577780          3.574000   \n",
-       "1898            0.531  2.458494e+06       4.206620          2.290000   \n",
-       "1900            1.128  2.458520e+06       2.344990          1.908000   \n",
-       "1901           -7.371  2.458469e+06       1.336560          0.737000   \n",
-       "1902           24.033  2.458549e+06       4.112650          1.758000   \n",
-       "1903          -39.852  2.458326e+06       2.278640          1.852261   \n",
-       "1904           -4.597  2.458574e+06       3.853060          3.631000   \n",
-       "1905           -1.530  2.458601e+06       2.878290          2.241000   \n",
-       "1906           -2.262  2.458575e+06       3.817210          4.420000   \n",
-       "1907           -3.821  2.458522e+06       5.612640          6.235000   \n",
-       "1908            5.595  2.458471e+06       3.264450          4.890000   \n",
-       "1909           -0.858  2.458603e+06       4.511620          4.556000   \n",
-       "1910            1.723  2.458519e+06       4.435260          2.382000   \n",
-       "1911          -14.115  2.458413e+06       2.350690          2.449000   \n",
-       "1912           11.296  2.458492e+06       0.946670          1.268000   \n",
-       "\n",
-       "             ...            Depth (ppm)  Planet Radius (R_Earth)  \\\n",
-       "0            ...           20452.531250             1.314501e+01   \n",
-       "1            ...           13979.925781             1.539724e+01   \n",
-       "2            ...           10424.372070             1.458184e+01   \n",
-       "3            ...            3586.197021             1.265210e+01   \n",
-       "4            ...           11836.691406             1.251459e+01   \n",
-       "5            ...            7452.432617             9.061380e+00   \n",
-       "6            ...           12999.897461             1.877557e+01   \n",
-       "7            ...           24143.222656             1.399950e+01   \n",
-       "8            ...           15691.951172             1.166177e+01   \n",
-       "9            ...           15603.693359             1.366880e+01   \n",
-       "10           ...           12430.502930             1.668368e+01   \n",
-       "11           ...           15044.681641             1.483984e+01   \n",
-       "12           ...           17163.603516             1.420180e+01   \n",
-       "13           ...            7125.314941             1.083568e+01   \n",
-       "14           ...           13420.032227             1.151794e+01   \n",
-       "15           ...           16879.449219             1.129384e+01   \n",
-       "16           ...            6130.000000             1.742020e+01   \n",
-       "17           ...            1704.034302             4.926376e+00   \n",
-       "18           ...             625.829712             2.468596e+00   \n",
-       "19           ...             519.241028             1.891011e+00   \n",
-       "20           ...            2389.906250             1.221581e+01   \n",
-       "21           ...           14107.169922             1.478311e+01   \n",
-       "22           ...            6501.890625             2.386458e+00   \n",
-       "23           ...            3177.131836             7.723223e+00   \n",
-       "24           ...            2469.541504             7.099990e+00   \n",
-       "25           ...            1007.882446             2.863905e+00   \n",
-       "26           ...             996.181824             2.861244e+00   \n",
-       "27           ...            1046.211182             2.899664e+00   \n",
-       "28           ...           16740.835938             1.504447e+01   \n",
-       "29           ...           55371.085938             2.375098e+01   \n",
-       "...          ...                    ...                      ...   \n",
-       "1882         ...            8373.780000             2.040590e+01   \n",
-       "1883         ...            7040.000000             1.280310e+01   \n",
-       "1884         ...           20575.800000             1.235690e+01   \n",
-       "1885         ...           13980.000000             1.316170e+01   \n",
-       "1886         ...            3110.000000             9.222220e+00   \n",
-       "1887         ...            3590.000000             9.836340e+00   \n",
-       "1888         ...           11170.000000             1.319540e+01   \n",
-       "1889         ...            4240.000000             1.098590e+01   \n",
-       "1890         ...           11090.000000             1.347250e+01   \n",
-       "1891         ...            4990.000000             1.462970e+01   \n",
-       "1892         ...           12340.000000             1.565930e+01   \n",
-       "1893         ...            4340.000000             7.066330e+00   \n",
-       "1894         ...            7020.000000             1.327800e+01   \n",
-       "1895         ...            5740.000000             1.014960e+01   \n",
-       "1896         ...            7620.000000             1.482900e+01   \n",
-       "1897         ...           10660.000000             1.858410e+01   \n",
-       "1898         ...           12200.000000             1.196900e+01   \n",
-       "1900         ...           14670.000000             1.278410e+01   \n",
-       "1901         ...            1760.000000             4.255630e+00   \n",
-       "1902         ...           20940.000000             1.354450e+01   \n",
-       "1903         ...           17220.000000             1.728026e+07   \n",
-       "1904         ...           16900.000000             1.421250e+01   \n",
-       "1905         ...            8350.000000             1.277710e+01   \n",
-       "1906         ...            3850.000000             1.282250e+01   \n",
-       "1907         ...            4685.480000             1.720200e+01   \n",
-       "1908         ...            4020.000000             1.299240e+01   \n",
-       "1909         ...           10754.700000             1.836540e+01   \n",
-       "1910         ...            6120.000000             1.277850e+01   \n",
-       "1911         ...           15520.000000             1.216030e+01   \n",
-       "1912         ...           13790.000000             1.552260e+01   \n",
-       "\n",
-       "      Planet Insolation (Earth Flux)  Planet Equil Temp (K)  Planet SNR  \\\n",
-       "0                        1193.379517            1499.044067    0.887868   \n",
-       "1                         586.130005            1370.000000  474.380951   \n",
-       "2                        1212.004395            1504.859009    0.800299   \n",
-       "3                        1672.217529            1630.958618    0.808662   \n",
-       "4                         985.883728            1429.144653    0.886027   \n",
-       "5                        1311.385376            1534.801880  278.009491   \n",
-       "6                        1098.209595            1468.219727    0.860200   \n",
-       "7                         400.955292            1141.284058    0.820267   \n",
-       "8                                NaN                    NaN    0.834164   \n",
-       "9                         662.491028            1293.941772  100.352081   \n",
-       "10                               NaN                    NaN   30.581211   \n",
-       "11                        996.863525            1433.107178  235.476913   \n",
-       "12                        615.165894            1270.187500    0.829214   \n",
-       "13                        808.154602            1359.857422  240.635345   \n",
-       "14                        246.937668            1011.035889   24.498663   \n",
-       "15                        288.255493            1050.906738    0.808503   \n",
-       "16                        519.635000            1330.000000   73.000000   \n",
-       "17                        242.435043            1006.395264    0.830483   \n",
-       "18                               NaN                    NaN   20.643391   \n",
-       "19                         58.334728             704.857849   19.546083   \n",
-       "20                               NaN                    NaN   32.900002   \n",
-       "21                        119.985214             844.115112    0.836588   \n",
-       "22                          6.457958             406.577698    0.940471   \n",
-       "23                       1078.917480            1461.728760    0.920341   \n",
-       "24                        590.536682            1257.278442   22.854355   \n",
-       "25                        188.107544             944.542053   17.438063   \n",
-       "26                         76.380043             753.988525   14.804296   \n",
-       "27                         26.945604             581.087769   10.261628   \n",
-       "28                        718.651245            1320.533081    0.860842   \n",
-       "29                         54.250580             692.182861   58.162800   \n",
-       "...                              ...                    ...         ...   \n",
-       "1882                     1517.790000            1738.000000  122.000000   \n",
-       "1883                      903.013000            1527.000000    9.000000   \n",
-       "1884                      499.927000            1317.000000   98.000000   \n",
-       "1885                      260.226000            1118.000000   26.000000   \n",
-       "1886                      260.731000            1119.000000   12.000000   \n",
-       "1887                      898.650000            1525.000000   10.000000   \n",
-       "1888                      617.947000            1389.000000  116.000000   \n",
-       "1889                      198.538000            1045.000000   20.000000   \n",
-       "1890                     1834.770000            1823.000000   32.000000   \n",
-       "1891                    12565.400000            2949.000000   22.000000   \n",
-       "1892                     2440.700000            1958.000000   83.000000   \n",
-       "1893                      662.808000            1413.000000    9.000000   \n",
-       "1894                      269.982000            1129.000000   23.000000   \n",
-       "1895                      455.425000            1286.000000   11.000000   \n",
-       "1896                      669.018000            1416.000000   20.000000   \n",
-       "1897                      773.768000            1469.000000   30.000000   \n",
-       "1898                      404.654000            1249.000000   12.000000   \n",
-       "1900                      381.246000            1231.000000   81.000000   \n",
-       "1901                      209.675000            1060.000000    9.000000   \n",
-       "1902                      108.112000             898.000000   35.000000   \n",
-       "1903                             NaN                    NaN   61.500000   \n",
-       "1904                      743.913000            1454.000000   35.000000   \n",
-       "1905                      547.690000            1347.000000   35.000000   \n",
-       "1906                     1280.030000            1666.000000   19.000000   \n",
-       "1907                     1063.430000            1590.000000   46.000000   \n",
-       "1908                     2868.180000            2038.000000   21.000000   \n",
-       "1909                     1110.780000            1608.000000   99.000000   \n",
-       "1910                      863.216000            1510.000000   22.000000   \n",
-       "1911                      615.565000            1387.000000  173.000000   \n",
-       "1912                     2420.390000            1954.000000   80.000000   \n",
-       "\n",
-       "      Stellar Distance (pc)  Stellar Eff Temp (K)  Stellar log(g) (cm/s^2)  \\\n",
-       "0                  375.3100           5600.000000                  4.48851   \n",
-       "1                  175.6310           6280.000000                  4.32092   \n",
-       "2                  411.2110           6351.000000                  4.22896   \n",
-       "3                  316.6780           6036.000000                  3.93359   \n",
-       "4                  137.5440           5630.000000                  4.37759   \n",
-       "5                  364.4110           6900.000000                  4.43800   \n",
-       "6                  211.2110           6153.000000                  4.18077   \n",
-       "7                  421.8550           5523.000000                  4.52192   \n",
-       "8                  513.0110           5346.000000                  4.48823   \n",
-       "9                  342.1400           5943.000000                  4.42524   \n",
-       "10                 508.8420           5380.000000                  4.43370   \n",
-       "11                 302.4480           5650.000000                  4.28867   \n",
-       "12                 448.6370           6050.000000                  4.45061   \n",
-       "13                 216.5260           5800.000000                  4.28004   \n",
-       "14                 453.8080           5377.000000                  4.42476   \n",
-       "15                 149.9420           4920.000000                  4.49371   \n",
-       "16                 603.9550           5704.800000                  3.84000   \n",
-       "17                  94.1719           5586.000000                  4.36763   \n",
-       "18                  66.6187           5332.000000                  4.56429   \n",
-       "19                  66.6187           5332.000000                  4.56429   \n",
-       "20                  79.5702           5479.299805                  3.77000   \n",
-       "21                 182.1690           6053.000000                  4.31350   \n",
-       "22                  62.1180           3318.000000                  4.95810   \n",
-       "23                 161.4980           6188.000000                  4.27166   \n",
-       "24                 809.2520           5080.000000                  4.48159   \n",
-       "25                 111.0590           5154.000000                  4.47072   \n",
-       "26                 111.0590           5154.000000                  4.47072   \n",
-       "27                 111.0590           5154.000000                  4.47072   \n",
-       "28                 573.0270           5751.000000                  4.35036   \n",
-       "29                 140.2250           3424.000000                  4.43800   \n",
-       "...                     ...                   ...                      ...   \n",
-       "1882               538.1100           6942.000000                  3.94000   \n",
-       "1883               524.9930           6239.000000                  4.15000   \n",
-       "1884               303.9410           5818.800000                  4.24000   \n",
-       "1885               642.8840           5652.000000                  4.36000   \n",
-       "1886               679.7610           5549.000000                  4.00000   \n",
-       "1887               343.0800           6410.000000                  4.14000   \n",
-       "1888               389.5700           5711.000000                  4.27000   \n",
-       "1889               737.6680           6405.000000                  4.13000   \n",
-       "1890               800.3770           6208.000000                  4.31000   \n",
-       "1891              1458.8300           8549.000000                  4.11000   \n",
-       "1892               514.5550           6155.000000                  4.24000   \n",
-       "1893               477.3220           6271.000000                  4.45000   \n",
-       "1894               410.1490           6333.700000                  4.21000   \n",
-       "1895               748.5850           5652.000000                  4.20000   \n",
-       "1896               663.2310           6116.000000                  4.07000   \n",
-       "1897               878.5210           6687.000000                  4.09000   \n",
-       "1898               609.8380           6781.000000                  4.54000   \n",
-       "1900               305.6030           5515.000000                  4.39000   \n",
-       "1901               280.5550           5111.900000                  4.50000   \n",
-       "1902               325.3770           5424.800000                  4.49000   \n",
-       "1903               355.5130           4879.000000                  4.50000   \n",
-       "1904               585.7700           5697.000000                  4.39000   \n",
-       "1905               508.8850           6017.000000                  4.22000   \n",
-       "1906               757.8400           6090.000000                  3.88000   \n",
-       "1907               627.0660           6013.500000                  4.17000   \n",
-       "1908              1342.2900           6561.000000                  3.93000   \n",
-       "1909               356.3910           6540.600000                  4.26000   \n",
-       "1910               609.1280           6245.000000                  4.24000   \n",
-       "1911               279.4850           5593.000000                  4.46000   \n",
-       "1912               415.1350           5707.000000                  4.39000   \n",
-       "\n",
-       "      Stellar Radius (R_Sun)  Stellar Metallicity  \n",
-       "0                   0.860000                  NaN  \n",
-       "1                   1.280000             0.240000  \n",
-       "2                   1.400000                  NaN  \n",
-       "3                   2.070000                  NaN  \n",
-       "4                   1.130000                  NaN  \n",
-       "5                   1.000000                  NaN  \n",
-       "6                   1.620000             0.220000  \n",
-       "7                   0.890000                  NaN  \n",
-       "8                   0.930000                  NaN  \n",
-       "9                   1.060000            -0.100000  \n",
-       "10                  0.980000             0.245387  \n",
-       "11                  1.200000                  NaN  \n",
-       "12                  1.020000                  NaN  \n",
-       "13                  1.270000             0.206830  \n",
-       "14                  0.980778                  NaN  \n",
-       "15                  0.860000             0.320000  \n",
-       "16                  2.000000            -0.250000  \n",
-       "17                  1.077600                  NaN  \n",
-       "18                  0.829762                  NaN  \n",
-       "19                  0.829762                  NaN  \n",
-       "20                  2.487710            -0.020000  \n",
-       "21                  1.225910                  NaN  \n",
-       "22                  0.294000                  NaN  \n",
-       "23                  1.318870                  NaN  \n",
-       "24                  0.877602                  NaN  \n",
-       "25                  0.899270                  NaN  \n",
-       "26                  0.899270                  NaN  \n",
-       "27                  0.899270                  NaN  \n",
-       "28                  1.122370                  NaN  \n",
-       "29                  1.000000                  NaN  \n",
-       "...                      ...                  ...  \n",
-       "1882                2.030000                  NaN  \n",
-       "1883                1.530000                  NaN  \n",
-       "1884                0.780000                  NaN  \n",
-       "1885                1.100000                  NaN  \n",
-       "1886                1.640000                  NaN  \n",
-       "1887                1.590000                  NaN  \n",
-       "1888                1.230000                  NaN  \n",
-       "1889                1.630000                  NaN  \n",
-       "1890                1.270000                  NaN  \n",
-       "1891                2.120000                  NaN  \n",
-       "1892                1.350000                  NaN  \n",
-       "1893                1.090000                  NaN  \n",
-       "1894                1.460000            -0.100000  \n",
-       "1895                1.310000                  NaN  \n",
-       "1896                1.650000                  NaN  \n",
-       "1897                1.780000                  NaN  \n",
-       "1898                1.070000                  NaN  \n",
-       "1900                1.040000                  NaN  \n",
-       "1901                0.860000            -0.188957  \n",
-       "1902                0.920000            -0.490000  \n",
-       "1903                1.210000                  NaN  \n",
-       "1904                1.060000                  NaN  \n",
-       "1905                1.350000                  NaN  \n",
-       "1906                2.030000                  NaN  \n",
-       "1907                2.280000                  NaN  \n",
-       "1908                2.080000                  NaN  \n",
-       "1909                1.610000            -0.290000  \n",
-       "1910                1.380000                  NaN  \n",
-       "1911                0.970000                  NaN  \n",
-       "1912                1.070000                  NaN  \n",
-       "\n",
-       "[1802 rows x 21 columns]"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#Remove objects with no Stellar temp or stellar radius (necessary in HZ calc)\n",
-    "df_c_refined = df_c[df_c['Stellar Eff Temp (K)'].notnull()]\n",
-    "df_c_refined2 = df_c_refined[df_c_refined['Stellar Radius (R_Sun)'].notnull()]\n",
-    "df_c_refined2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  \"\"\"Entry point for launching an IPython kernel.\n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  \n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  after removing the cwd from sys.path.\n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  \"\"\"\n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  \n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  import sys\n",
-      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
-      "  \n"
-     ]
-    }
-   ],
-   "source": [
-    "#Add columns for value of star Temp (stellar eff temp - 5780) and Luminosity (stellar rad squared * rel stellar temp **4)\n",
-    "#Some relative luminosity is very small (practially 0) which screws up some calculations. Apply constraint?\n",
-    "df_c_refined2[\"T_star\"] = pd.Series(df_c_refined2.loc[:,'Stellar Eff Temp (K)'].astype(int))-5780\n",
-    "df_c_refined2[\"Luminosity\"] = pd.Series((df_c_refined2.loc[:,'Stellar Radius (R_Sun)'].astype(int))**2)*pd.Series(df_c_refined2.loc[:,'Stellar Eff Temp (K)'].astype(int)/5780)**4\n",
-    "\n",
-    "#Add different Kopparapu Hzs using each set of coefficients (need to figure out which coefficients work for which objects)\n",
-    "df_c_refined2['hz_rv'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[0] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[0] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[0])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[0])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[0])**4))**.5\n",
-    "df_c_refined2['hz_rg_1x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[1] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[1] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[1])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[1])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[1])**4))**.5\n",
-    "df_c_refined2['hz_mg'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[2] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[2] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[2])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[2])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[2])**4))**.5\n",
-    "df_c_refined2['hz_em'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[3] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[3] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[3])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[3])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[3])**4))**.5\n",
-    "df_c_refined2['hz_rg_5x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[4] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[4] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[4])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[4])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[4])**4))**.5\n",
-    "df_c_refined2['hz_rg_.1x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(int)))/(seffsun[5] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*a[5] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*b[5])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*c[5])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(int))*d[5])**4))**.5\n",
-    "\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Planet Radius (R_Earth)</th>\n",
-       "      <th>Stellar Eff Temp (K)</th>\n",
-       "      <th>Stellar Radius (R_Sun)</th>\n",
-       "      <th>hz_rv</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1.314501e+01</td>\n",
-       "      <td>5600.000000</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1.539724e+01</td>\n",
-       "      <td>6280.000000</td>\n",
-       "      <td>1.280000</td>\n",
-       "      <td>0.728782</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1.458184e+01</td>\n",
-       "      <td>6351.000000</td>\n",
-       "      <td>1.400000</td>\n",
-       "      <td>0.725865</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1.265210e+01</td>\n",
-       "      <td>6036.000000</td>\n",
-       "      <td>2.070000</td>\n",
-       "      <td>1.478167</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1.251459e+01</td>\n",
-       "      <td>5630.000000</td>\n",
-       "      <td>1.130000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>9.061380e+00</td>\n",
-       "      <td>6900.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.996214</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>1.877557e+01</td>\n",
-       "      <td>6153.000000</td>\n",
-       "      <td>1.620000</td>\n",
-       "      <td>0.734090</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>1.399950e+01</td>\n",
-       "      <td>5523.000000</td>\n",
-       "      <td>0.890000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>1.166177e+01</td>\n",
-       "      <td>5346.000000</td>\n",
-       "      <td>0.930000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>1.366880e+01</td>\n",
-       "      <td>5943.000000</td>\n",
-       "      <td>1.060000</td>\n",
-       "      <td>0.743126</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>1.668368e+01</td>\n",
-       "      <td>5380.000000</td>\n",
-       "      <td>0.980000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>1.483984e+01</td>\n",
-       "      <td>5650.000000</td>\n",
-       "      <td>1.200000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>1.420180e+01</td>\n",
-       "      <td>6050.000000</td>\n",
-       "      <td>1.020000</td>\n",
-       "      <td>0.738481</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>1.083568e+01</td>\n",
-       "      <td>5800.000000</td>\n",
-       "      <td>1.270000</td>\n",
-       "      <td>0.749474</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>1.151794e+01</td>\n",
-       "      <td>5377.000000</td>\n",
-       "      <td>0.980778</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>1.129384e+01</td>\n",
-       "      <td>4920.000000</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>1.742020e+01</td>\n",
-       "      <td>5704.800000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>1.305669</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>4.926376e+00</td>\n",
-       "      <td>5586.000000</td>\n",
-       "      <td>1.077600</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>2.468596e+00</td>\n",
-       "      <td>5332.000000</td>\n",
-       "      <td>0.829762</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>1.891011e+00</td>\n",
-       "      <td>5332.000000</td>\n",
-       "      <td>0.829762</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>1.221581e+01</td>\n",
-       "      <td>5479.299805</td>\n",
-       "      <td>2.487710</td>\n",
-       "      <td>1.323872</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>1.478311e+01</td>\n",
-       "      <td>6053.000000</td>\n",
-       "      <td>1.225910</td>\n",
-       "      <td>0.738352</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>2.386458e+00</td>\n",
-       "      <td>3318.000000</td>\n",
-       "      <td>0.294000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>7.723223e+00</td>\n",
-       "      <td>6188.000000</td>\n",
-       "      <td>1.318870</td>\n",
-       "      <td>0.732616</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>7.099990e+00</td>\n",
-       "      <td>5080.000000</td>\n",
-       "      <td>0.877602</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>2.863905e+00</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>2.861244e+00</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>2.899664e+00</td>\n",
-       "      <td>5154.000000</td>\n",
-       "      <td>0.899270</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>1.504447e+01</td>\n",
-       "      <td>5751.000000</td>\n",
-       "      <td>1.122370</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>2.375098e+01</td>\n",
-       "      <td>3424.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1882</th>\n",
-       "      <td>2.040590e+01</td>\n",
-       "      <td>6942.000000</td>\n",
-       "      <td>2.030000</td>\n",
-       "      <td>1.988007</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1883</th>\n",
-       "      <td>1.280310e+01</td>\n",
-       "      <td>6239.000000</td>\n",
-       "      <td>1.530000</td>\n",
-       "      <td>0.730483</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1884</th>\n",
-       "      <td>1.235690e+01</td>\n",
-       "      <td>5818.800000</td>\n",
-       "      <td>0.780000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1885</th>\n",
-       "      <td>1.316170e+01</td>\n",
-       "      <td>5652.000000</td>\n",
-       "      <td>1.100000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1886</th>\n",
-       "      <td>9.222220e+00</td>\n",
-       "      <td>5549.000000</td>\n",
-       "      <td>1.640000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1887</th>\n",
-       "      <td>9.836340e+00</td>\n",
-       "      <td>6410.000000</td>\n",
-       "      <td>1.590000</td>\n",
-       "      <td>0.723467</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1888</th>\n",
-       "      <td>1.319540e+01</td>\n",
-       "      <td>5711.000000</td>\n",
-       "      <td>1.230000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1889</th>\n",
-       "      <td>1.098590e+01</td>\n",
-       "      <td>6405.000000</td>\n",
-       "      <td>1.630000</td>\n",
-       "      <td>0.723669</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1890</th>\n",
-       "      <td>1.347250e+01</td>\n",
-       "      <td>6208.000000</td>\n",
-       "      <td>1.270000</td>\n",
-       "      <td>0.731777</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1891</th>\n",
-       "      <td>1.462970e+01</td>\n",
-       "      <td>8549.000000</td>\n",
-       "      <td>2.120000</td>\n",
-       "      <td>2.832929</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1892</th>\n",
-       "      <td>1.565930e+01</td>\n",
-       "      <td>6155.000000</td>\n",
-       "      <td>1.350000</td>\n",
-       "      <td>0.734006</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1893</th>\n",
-       "      <td>7.066330e+00</td>\n",
-       "      <td>6271.000000</td>\n",
-       "      <td>1.090000</td>\n",
-       "      <td>0.729155</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1894</th>\n",
-       "      <td>1.327800e+01</td>\n",
-       "      <td>6333.700000</td>\n",
-       "      <td>1.460000</td>\n",
-       "      <td>0.726601</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1895</th>\n",
-       "      <td>1.014960e+01</td>\n",
-       "      <td>5652.000000</td>\n",
-       "      <td>1.310000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1896</th>\n",
-       "      <td>1.482900e+01</td>\n",
-       "      <td>6116.000000</td>\n",
-       "      <td>1.650000</td>\n",
-       "      <td>0.735658</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1897</th>\n",
-       "      <td>1.858410e+01</td>\n",
-       "      <td>6687.000000</td>\n",
-       "      <td>1.780000</td>\n",
-       "      <td>0.712518</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1898</th>\n",
-       "      <td>1.196900e+01</td>\n",
-       "      <td>6781.000000</td>\n",
-       "      <td>1.070000</td>\n",
-       "      <td>0.708914</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1900</th>\n",
-       "      <td>1.278410e+01</td>\n",
-       "      <td>5515.000000</td>\n",
-       "      <td>1.040000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1901</th>\n",
-       "      <td>4.255630e+00</td>\n",
-       "      <td>5111.900000</td>\n",
-       "      <td>0.860000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1902</th>\n",
-       "      <td>1.354450e+01</td>\n",
-       "      <td>5424.800000</td>\n",
-       "      <td>0.920000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1903</th>\n",
-       "      <td>1.728026e+07</td>\n",
-       "      <td>4879.000000</td>\n",
-       "      <td>1.210000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1904</th>\n",
-       "      <td>1.421250e+01</td>\n",
-       "      <td>5697.000000</td>\n",
-       "      <td>1.060000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1905</th>\n",
-       "      <td>1.277710e+01</td>\n",
-       "      <td>6017.000000</td>\n",
-       "      <td>1.350000</td>\n",
-       "      <td>0.739904</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1906</th>\n",
-       "      <td>1.282250e+01</td>\n",
-       "      <td>6090.000000</td>\n",
-       "      <td>2.030000</td>\n",
-       "      <td>1.473533</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1907</th>\n",
-       "      <td>1.720200e+01</td>\n",
-       "      <td>6013.500000</td>\n",
-       "      <td>2.280000</td>\n",
-       "      <td>1.480155</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1908</th>\n",
-       "      <td>1.299240e+01</td>\n",
-       "      <td>6561.000000</td>\n",
-       "      <td>2.080000</td>\n",
-       "      <td>1.757354</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1909</th>\n",
-       "      <td>1.836540e+01</td>\n",
-       "      <td>6540.600000</td>\n",
-       "      <td>1.610000</td>\n",
-       "      <td>0.718266</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1910</th>\n",
-       "      <td>1.277850e+01</td>\n",
-       "      <td>6245.000000</td>\n",
-       "      <td>1.380000</td>\n",
-       "      <td>0.730234</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1911</th>\n",
-       "      <td>1.216030e+01</td>\n",
-       "      <td>5593.000000</td>\n",
-       "      <td>0.970000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1912</th>\n",
-       "      <td>1.552260e+01</td>\n",
-       "      <td>5707.000000</td>\n",
-       "      <td>1.070000</td>\n",
-       "      <td>0.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1802 rows × 4 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "      Planet Radius (R_Earth)  Stellar Eff Temp (K)  Stellar Radius (R_Sun)  \\\n",
-       "0                1.314501e+01           5600.000000                0.860000   \n",
-       "1                1.539724e+01           6280.000000                1.280000   \n",
-       "2                1.458184e+01           6351.000000                1.400000   \n",
-       "3                1.265210e+01           6036.000000                2.070000   \n",
-       "4                1.251459e+01           5630.000000                1.130000   \n",
-       "5                9.061380e+00           6900.000000                1.000000   \n",
-       "6                1.877557e+01           6153.000000                1.620000   \n",
-       "7                1.399950e+01           5523.000000                0.890000   \n",
-       "8                1.166177e+01           5346.000000                0.930000   \n",
-       "9                1.366880e+01           5943.000000                1.060000   \n",
-       "10               1.668368e+01           5380.000000                0.980000   \n",
-       "11               1.483984e+01           5650.000000                1.200000   \n",
-       "12               1.420180e+01           6050.000000                1.020000   \n",
-       "13               1.083568e+01           5800.000000                1.270000   \n",
-       "14               1.151794e+01           5377.000000                0.980778   \n",
-       "15               1.129384e+01           4920.000000                0.860000   \n",
-       "16               1.742020e+01           5704.800000                2.000000   \n",
-       "17               4.926376e+00           5586.000000                1.077600   \n",
-       "18               2.468596e+00           5332.000000                0.829762   \n",
-       "19               1.891011e+00           5332.000000                0.829762   \n",
-       "20               1.221581e+01           5479.299805                2.487710   \n",
-       "21               1.478311e+01           6053.000000                1.225910   \n",
-       "22               2.386458e+00           3318.000000                0.294000   \n",
-       "23               7.723223e+00           6188.000000                1.318870   \n",
-       "24               7.099990e+00           5080.000000                0.877602   \n",
-       "25               2.863905e+00           5154.000000                0.899270   \n",
-       "26               2.861244e+00           5154.000000                0.899270   \n",
-       "27               2.899664e+00           5154.000000                0.899270   \n",
-       "28               1.504447e+01           5751.000000                1.122370   \n",
-       "29               2.375098e+01           3424.000000                1.000000   \n",
-       "...                       ...                   ...                     ...   \n",
-       "1882             2.040590e+01           6942.000000                2.030000   \n",
-       "1883             1.280310e+01           6239.000000                1.530000   \n",
-       "1884             1.235690e+01           5818.800000                0.780000   \n",
-       "1885             1.316170e+01           5652.000000                1.100000   \n",
-       "1886             9.222220e+00           5549.000000                1.640000   \n",
-       "1887             9.836340e+00           6410.000000                1.590000   \n",
-       "1888             1.319540e+01           5711.000000                1.230000   \n",
-       "1889             1.098590e+01           6405.000000                1.630000   \n",
-       "1890             1.347250e+01           6208.000000                1.270000   \n",
-       "1891             1.462970e+01           8549.000000                2.120000   \n",
-       "1892             1.565930e+01           6155.000000                1.350000   \n",
-       "1893             7.066330e+00           6271.000000                1.090000   \n",
-       "1894             1.327800e+01           6333.700000                1.460000   \n",
-       "1895             1.014960e+01           5652.000000                1.310000   \n",
-       "1896             1.482900e+01           6116.000000                1.650000   \n",
-       "1897             1.858410e+01           6687.000000                1.780000   \n",
-       "1898             1.196900e+01           6781.000000                1.070000   \n",
-       "1900             1.278410e+01           5515.000000                1.040000   \n",
-       "1901             4.255630e+00           5111.900000                0.860000   \n",
-       "1902             1.354450e+01           5424.800000                0.920000   \n",
-       "1903             1.728026e+07           4879.000000                1.210000   \n",
-       "1904             1.421250e+01           5697.000000                1.060000   \n",
-       "1905             1.277710e+01           6017.000000                1.350000   \n",
-       "1906             1.282250e+01           6090.000000                2.030000   \n",
-       "1907             1.720200e+01           6013.500000                2.280000   \n",
-       "1908             1.299240e+01           6561.000000                2.080000   \n",
-       "1909             1.836540e+01           6540.600000                1.610000   \n",
-       "1910             1.277850e+01           6245.000000                1.380000   \n",
-       "1911             1.216030e+01           5593.000000                0.970000   \n",
-       "1912             1.552260e+01           5707.000000                1.070000   \n",
-       "\n",
-       "         hz_rv  \n",
-       "0     0.000000  \n",
-       "1     0.728782  \n",
-       "2     0.725865  \n",
-       "3     1.478167  \n",
-       "4     0.000000  \n",
-       "5     0.996214  \n",
-       "6     0.734090  \n",
-       "7     0.000000  \n",
-       "8     0.000000  \n",
-       "9     0.743126  \n",
-       "10    0.000000  \n",
-       "11    0.000000  \n",
-       "12    0.738481  \n",
-       "13    0.749474  \n",
-       "14    0.000000  \n",
-       "15    0.000000  \n",
-       "16    1.305669  \n",
-       "17    0.000000  \n",
-       "18    0.000000  \n",
-       "19    0.000000  \n",
-       "20    1.323872  \n",
-       "21    0.738352  \n",
-       "22    0.000000  \n",
-       "23    0.732616  \n",
-       "24    0.000000  \n",
-       "25    0.000000  \n",
-       "26    0.000000  \n",
-       "27    0.000000  \n",
-       "28    0.000000  \n",
-       "29    0.000000  \n",
-       "...        ...  \n",
-       "1882  1.988007  \n",
-       "1883  0.730483  \n",
-       "1884  0.000000  \n",
-       "1885  0.000000  \n",
-       "1886  0.000000  \n",
-       "1887  0.723467  \n",
-       "1888  0.000000  \n",
-       "1889  0.723669  \n",
-       "1890  0.731777  \n",
-       "1891  2.832929  \n",
-       "1892  0.734006  \n",
-       "1893  0.729155  \n",
-       "1894  0.726601  \n",
-       "1895  0.000000  \n",
-       "1896  0.735658  \n",
-       "1897  0.712518  \n",
-       "1898  0.708914  \n",
-       "1900  0.000000  \n",
-       "1901  0.000000  \n",
-       "1902  0.000000  \n",
-       "1903  0.000000  \n",
-       "1904  0.000000  \n",
-       "1905  0.739904  \n",
-       "1906  1.473533  \n",
-       "1907  1.480155  \n",
-       "1908  1.757354  \n",
-       "1909  0.718266  \n",
-       "1910  0.730234  \n",
-       "1911  0.000000  \n",
-       "1912  0.000000  \n",
-       "\n",
-       "[1802 rows x 4 columns]"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#Table with all values\n",
-    "df_c_refined2\n",
-    "\n",
-    "#create separate tables for each set of coefficients - easier for graphing later\n",
-    "#Only using a few values for now to graph in next section\n",
-    "df_rv = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rv']]\n",
-    "df_rg_1x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_1x']]\n",
-    "df_mg = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_mg']]\n",
-    "df_em = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_em']]\n",
-    "df_rg_5x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_5x']]\n",
-    "df_rg_point1x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_.1x']]\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0.7287824490466663,\n",
-       " 0.7258649593264015,\n",
-       " 1.4781672891525803,\n",
-       " 0.9962136139625344,\n",
-       " 0.7340899847286564,\n",
-       " 0.7431264895438373,\n",
-       " 0.738480740249737,\n",
-       " 0.7494744279685026,\n",
-       " 1.305669071489191,\n",
-       " 1.3238719793081377,\n",
-       " 0.7383517383164404,\n",
-       " 0.7326157135638225,\n",
-       " 0.7369371644363113,\n",
-       " 0.7281631472008235,\n",
-       " 0.9968477675497395,\n",
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-       " 0.725049436056984,\n",
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-       " 1.3123766423869623,\n",
-       " 0.7488457575293671,\n",
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-       " 1.489154151822955,\n",
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-       " 1.482324022567345,\n",
-       " 0.992068764326653,\n",
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-       " 2.83126863795873,\n",
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-       " 1.4761878742660324,\n",
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-       " 0.7270934204667786,\n",
-       " 1.6355555330473481,\n",
-       " 0.7428636563104805,\n",
-       " 0.7276276940847615,\n",
-       " 0.7276276940847615,\n",
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-       " 0.7291133901410302,\n",
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-       " 0.7481292105586919,\n",
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-       " 0.736296858421909,\n",
-       " 0.736296858421909,\n",
-       " 4.336954417367308,\n",
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-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "#Make Sets of each column to easily graph\n",
-    "\n",
-    "#For each HZ set of coefficients, need to remove TOIs that have a 0 as HZ distance - comes from bad Luminosity calc\n",
-    "df_rv_nonzero = df_rv[df_rv['hz_rv']>.01]\n",
-    "df_rg_1x_nonzero = df_rg_1x[df_rg_1x['hz_rg_1x']>.01]\n",
-    "df_mg_nonzero = df_mg[df_mg['hz_mg']>.01]\n",
-    "df_em_nonzero = df_em[df_em['hz_em']>.01]\n",
-    "df_rg_5x_nonzero = df_rg_5x[df_rg_5x['hz_rg_5x']>.01]\n",
-    "df_rg_point1x_nonzero = df_rg_point1x[df_rg_point1x['hz_rg_.1x']>.01]\n",
-    "\n",
-    "\n",
-    "#Turn each set into a series to graph (only put recent venus here as example - can easily be extended to all)\n",
-    "stellar_rad_rv_index = df_rv_nonzero.set_index('Stellar Radius (R_Sun)')\n",
-    "stellar_rad_rv_list = stellar_rad_rv_index.index.tolist()\n",
-    "\n",
-    "planet_rad_rv_index = df_rv_nonzero.set_index('Planet Radius (R_Earth)')\n",
-    "planet_rad_rv_list = planet_rad_rv_index.index.tolist()\n",
-    "\n",
-    "stellar_temp_rv_index = df_rv_nonzero.set_index('Stellar Eff Temp (K)')\n",
-    "stellar_temp_rv_list = stellar_temp_rv_index.index.tolist()\n",
-    "\n",
-    "hz_rv_index = df_rv_nonzero.set_index('hz_rv')\n",
-    "hz_rv_list = hz_rv_index.index.tolist()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'HZ in AU')"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#Graph hz vs stellar radius for recent venus\n",
-    "plt.scatter(stellar_rad_rv_list,hz_rv_list)\n",
-    "plt.title('HZ vs Stellar Radius using Recent Venus Coefficients')\n",
-    "plt.xlabel('Stellar Radius (R_Sun)')\n",
-    "plt.ylabel('HZ in AU')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'HZ in AU')"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#Graph hz vs planet radius for recent venus\n",
-    "plt.scatter(planet_rad_rv_list,hz_rv_list)\n",
-    "plt.title('HZ vs Planet Radius using Recent Venus Coefficients')\n",
-    "plt.xlabel('Stellar Radius (R_Earth)')\n",
-    "plt.ylabel('HZ in AU')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'HZ in AU')"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "#Graph hz vs stellar temp for recent venus\n",
-    "plt.scatter(stellar_temp_rv_list,hz_rv_list)\n",
-    "plt.title('HZ vs Stellar Temp using Recent Venus Coefficients')\n",
-    "plt.xlabel('Stellar Temp (K)')\n",
-    "plt.ylabel('HZ in AU')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}

From 663056886cd918e0275e38135d628b4192482f4e Mon Sep 17 00:00:00 2001
From: holdengill <62360469+holdengill@users.noreply.github.com>
Date: Tue, 16 Jun 2020 15:33:39 -0700
Subject: [PATCH 3/3] Add files via upload

---
 ...arapu Habitable Zone Application (1).ipynb | 5965 +++++++++++++++++
 1 file changed, 5965 insertions(+)
 create mode 100644 Kopparapu Habitable Zone Application (1).ipynb

diff --git a/Kopparapu Habitable Zone Application (1).ipynb b/Kopparapu Habitable Zone Application (1).ipynb
new file mode 100644
index 0000000..3e673b9
--- /dev/null
+++ b/Kopparapu Habitable Zone Application (1).ipynb	
@@ -0,0 +1,5965 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sys\n",
+    "from urllib.request import urlopen as uReq\n",
+    "from urllib import request\n",
+    "import numpy as np\n",
+    "import scipy as sp\n",
+    "import requests\n",
+    "import time\n",
+    "import smtplib\n",
+    "import pandas as pd\n",
+    "%matplotlib inline\n",
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TIC ID</th>\n",
+       "      <th>TOI</th>\n",
+       "      <th>TESS Mag</th>\n",
+       "      <th>RA</th>\n",
+       "      <th>Dec</th>\n",
+       "      <th>PM RA (mas/yr)</th>\n",
+       "      <th>PM Dec (mas/yr)</th>\n",
+       "      <th>Epoch (BJD)</th>\n",
+       "      <th>Period (days)</th>\n",
+       "      <th>Duration (hours)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Depth (ppm)</th>\n",
+       "      <th>Planet Radius (R_Earth)</th>\n",
+       "      <th>Planet Insolation (Earth Flux)</th>\n",
+       "      <th>Planet Equil Temp (K)</th>\n",
+       "      <th>Planet SNR</th>\n",
+       "      <th>Stellar Distance (pc)</th>\n",
+       "      <th>Stellar Eff Temp (K)</th>\n",
+       "      <th>Stellar log(g) (cm/s^2)</th>\n",
+       "      <th>Stellar Radius (R_Sun)</th>\n",
+       "      <th>Stellar Metallicity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>231663901</td>\n",
+       "      <td>101.01</td>\n",
+       "      <td>12.40690</td>\n",
+       "      <td>21:14:56.88</td>\n",
+       "      <td>-55:52:18.71</td>\n",
+       "      <td>12.641</td>\n",
+       "      <td>-16.011</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>1.430401</td>\n",
+       "      <td>1.638765</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20452.531250</td>\n",
+       "      <td>1.314501e+01</td>\n",
+       "      <td>1193.379517</td>\n",
+       "      <td>1499.044067</td>\n",
+       "      <td>0.887868</td>\n",
+       "      <td>375.3100</td>\n",
+       "      <td>5600.000000</td>\n",
+       "      <td>4.48851</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>149603524</td>\n",
+       "      <td>102.01</td>\n",
+       "      <td>9.71090</td>\n",
+       "      <td>05:48:33.56</td>\n",
+       "      <td>-63:59:17.98</td>\n",
+       "      <td>-15.641</td>\n",
+       "      <td>26.046</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>4.411943</td>\n",
+       "      <td>3.776425</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13979.925781</td>\n",
+       "      <td>1.539724e+01</td>\n",
+       "      <td>586.130005</td>\n",
+       "      <td>1370.000000</td>\n",
+       "      <td>474.380951</td>\n",
+       "      <td>175.6310</td>\n",
+       "      <td>6280.000000</td>\n",
+       "      <td>4.32092</td>\n",
+       "      <td>1.280000</td>\n",
+       "      <td>0.240000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>336732616</td>\n",
+       "      <td>103.01</td>\n",
+       "      <td>11.52320</td>\n",
+       "      <td>20:49:49.8</td>\n",
+       "      <td>-24:25:43.3</td>\n",
+       "      <td>10.426</td>\n",
+       "      <td>15.620</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.547854</td>\n",
+       "      <td>3.494333</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10424.372070</td>\n",
+       "      <td>1.458184e+01</td>\n",
+       "      <td>1212.004395</td>\n",
+       "      <td>1504.859009</td>\n",
+       "      <td>0.800299</td>\n",
+       "      <td>411.2110</td>\n",
+       "      <td>6351.000000</td>\n",
+       "      <td>4.22896</td>\n",
+       "      <td>1.400000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>231670397</td>\n",
+       "      <td>104.01</td>\n",
+       "      <td>9.86380</td>\n",
+       "      <td>21:19:47.93</td>\n",
+       "      <td>-58:08:56.16</td>\n",
+       "      <td>10.552</td>\n",
+       "      <td>-10.658</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>4.087445</td>\n",
+       "      <td>5.590140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3586.197021</td>\n",
+       "      <td>1.265210e+01</td>\n",
+       "      <td>1672.217529</td>\n",
+       "      <td>1630.958618</td>\n",
+       "      <td>0.808662</td>\n",
+       "      <td>316.6780</td>\n",
+       "      <td>6036.000000</td>\n",
+       "      <td>3.93359</td>\n",
+       "      <td>2.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>144065872</td>\n",
+       "      <td>105.01</td>\n",
+       "      <td>9.49950</td>\n",
+       "      <td>22:29:49.88</td>\n",
+       "      <td>-48:00:11.16</td>\n",
+       "      <td>91.976</td>\n",
+       "      <td>-6.861</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.184659</td>\n",
+       "      <td>2.869426</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11836.691406</td>\n",
+       "      <td>1.251459e+01</td>\n",
+       "      <td>985.883728</td>\n",
+       "      <td>1429.144653</td>\n",
+       "      <td>0.886027</td>\n",
+       "      <td>137.5440</td>\n",
+       "      <td>5630.000000</td>\n",
+       "      <td>4.37759</td>\n",
+       "      <td>1.130000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>38846515</td>\n",
+       "      <td>106.01</td>\n",
+       "      <td>10.31570</td>\n",
+       "      <td>04:35:50.36</td>\n",
+       "      <td>-64:01:37.34</td>\n",
+       "      <td>10.845</td>\n",
+       "      <td>-0.499</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.849380</td>\n",
+       "      <td>3.776111</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7452.432617</td>\n",
+       "      <td>9.061380e+00</td>\n",
+       "      <td>1311.385376</td>\n",
+       "      <td>1534.801880</td>\n",
+       "      <td>278.009491</td>\n",
+       "      <td>364.4110</td>\n",
+       "      <td>6900.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>92352620</td>\n",
+       "      <td>107.01</td>\n",
+       "      <td>9.64330</td>\n",
+       "      <td>20:55:07.98</td>\n",
+       "      <td>-34:08:08.7</td>\n",
+       "      <td>26.376</td>\n",
+       "      <td>-44.947</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.950054</td>\n",
+       "      <td>4.557506</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12999.897461</td>\n",
+       "      <td>1.877557e+01</td>\n",
+       "      <td>1098.209595</td>\n",
+       "      <td>1468.219727</td>\n",
+       "      <td>0.860200</td>\n",
+       "      <td>211.2110</td>\n",
+       "      <td>6153.000000</td>\n",
+       "      <td>4.18077</td>\n",
+       "      <td>1.620000</td>\n",
+       "      <td>0.220000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>289793076</td>\n",
+       "      <td>108.01</td>\n",
+       "      <td>13.16300</td>\n",
+       "      <td>21:07:50.76</td>\n",
+       "      <td>-26:05:48.19</td>\n",
+       "      <td>3.479</td>\n",
+       "      <td>-10.313</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.043839</td>\n",
+       "      <td>2.660993</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24143.222656</td>\n",
+       "      <td>1.399950e+01</td>\n",
+       "      <td>400.955292</td>\n",
+       "      <td>1141.284058</td>\n",
+       "      <td>0.820267</td>\n",
+       "      <td>421.8550</td>\n",
+       "      <td>5523.000000</td>\n",
+       "      <td>4.52192</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>29344935</td>\n",
+       "      <td>109.01</td>\n",
+       "      <td>13.23660</td>\n",
+       "      <td>20:52:51.71</td>\n",
+       "      <td>-25:41:14.55</td>\n",
+       "      <td>1.053</td>\n",
+       "      <td>-9.881</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.766737</td>\n",
+       "      <td>2.568721</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15691.951172</td>\n",
+       "      <td>1.166177e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.834164</td>\n",
+       "      <td>513.0110</td>\n",
+       "      <td>5346.000000</td>\n",
+       "      <td>4.48823</td>\n",
+       "      <td>0.930000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>281459670</td>\n",
+       "      <td>110.01</td>\n",
+       "      <td>11.67140</td>\n",
+       "      <td>00:22:28.45</td>\n",
+       "      <td>-59:56:33.32</td>\n",
+       "      <td>-22.309</td>\n",
+       "      <td>-4.893</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.174305</td>\n",
+       "      <td>2.723339</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15603.693359</td>\n",
+       "      <td>1.366880e+01</td>\n",
+       "      <td>662.491028</td>\n",
+       "      <td>1293.941772</td>\n",
+       "      <td>100.352081</td>\n",
+       "      <td>342.1400</td>\n",
+       "      <td>5943.000000</td>\n",
+       "      <td>4.42524</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>355703913</td>\n",
+       "      <td>111.01</td>\n",
+       "      <td>13.18300</td>\n",
+       "      <td>00:03:05.88</td>\n",
+       "      <td>-62:28:09.54</td>\n",
+       "      <td>2.894</td>\n",
+       "      <td>4.911</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.106098</td>\n",
+       "      <td>1.574766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12430.502930</td>\n",
+       "      <td>1.668368e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.581211</td>\n",
+       "      <td>508.8420</td>\n",
+       "      <td>5380.000000</td>\n",
+       "      <td>4.43370</td>\n",
+       "      <td>0.980000</td>\n",
+       "      <td>0.245387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>388104525</td>\n",
+       "      <td>112.01</td>\n",
+       "      <td>11.60350</td>\n",
+       "      <td>03:43:44.07</td>\n",
+       "      <td>-65:11:37.61</td>\n",
+       "      <td>21.126</td>\n",
+       "      <td>16.543</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.499814</td>\n",
+       "      <td>2.878017</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15044.681641</td>\n",
+       "      <td>1.483984e+01</td>\n",
+       "      <td>996.863525</td>\n",
+       "      <td>1433.107178</td>\n",
+       "      <td>235.476913</td>\n",
+       "      <td>302.4480</td>\n",
+       "      <td>5650.000000</td>\n",
+       "      <td>4.28867</td>\n",
+       "      <td>1.200000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>97409519</td>\n",
+       "      <td>113.01</td>\n",
+       "      <td>12.18930</td>\n",
+       "      <td>22:10:51.44</td>\n",
+       "      <td>-30:44:58.99</td>\n",
+       "      <td>-0.710</td>\n",
+       "      <td>-14.516</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.372877</td>\n",
+       "      <td>2.634260</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17163.603516</td>\n",
+       "      <td>1.420180e+01</td>\n",
+       "      <td>615.165894</td>\n",
+       "      <td>1270.187500</td>\n",
+       "      <td>0.829214</td>\n",
+       "      <td>448.6370</td>\n",
+       "      <td>6050.000000</td>\n",
+       "      <td>4.45061</td>\n",
+       "      <td>1.020000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>25155310</td>\n",
+       "      <td>114.01</td>\n",
+       "      <td>10.61030</td>\n",
+       "      <td>04:13:29.93</td>\n",
+       "      <td>-69:13:35.73</td>\n",
+       "      <td>63.134</td>\n",
+       "      <td>53.433</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.288776</td>\n",
+       "      <td>3.410191</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7125.314941</td>\n",
+       "      <td>1.083568e+01</td>\n",
+       "      <td>808.154602</td>\n",
+       "      <td>1359.857422</td>\n",
+       "      <td>240.635345</td>\n",
+       "      <td>216.5260</td>\n",
+       "      <td>5800.000000</td>\n",
+       "      <td>4.28004</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>0.206830</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>281541555</td>\n",
+       "      <td>115.01</td>\n",
+       "      <td>13.04170</td>\n",
+       "      <td>00:26:48.63</td>\n",
+       "      <td>-56:18:57.97</td>\n",
+       "      <td>21.460</td>\n",
+       "      <td>7.316</td>\n",
+       "      <td>2.458330e+06</td>\n",
+       "      <td>4.742745</td>\n",
+       "      <td>2.408768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13420.032227</td>\n",
+       "      <td>1.151794e+01</td>\n",
+       "      <td>246.937668</td>\n",
+       "      <td>1011.035889</td>\n",
+       "      <td>24.498663</td>\n",
+       "      <td>453.8080</td>\n",
+       "      <td>5377.000000</td>\n",
+       "      <td>4.42476</td>\n",
+       "      <td>0.980778</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>238176110</td>\n",
+       "      <td>116.01</td>\n",
+       "      <td>11.04430</td>\n",
+       "      <td>23:51:23.14</td>\n",
+       "      <td>-70:09:10.3</td>\n",
+       "      <td>96.185</td>\n",
+       "      <td>-1.747</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.798594</td>\n",
+       "      <td>2.366459</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16879.449219</td>\n",
+       "      <td>1.129384e+01</td>\n",
+       "      <td>288.255493</td>\n",
+       "      <td>1050.906738</td>\n",
+       "      <td>0.808503</td>\n",
+       "      <td>149.9420</td>\n",
+       "      <td>4920.000000</td>\n",
+       "      <td>4.49371</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.320000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>322307342</td>\n",
+       "      <td>117.01</td>\n",
+       "      <td>11.78060</td>\n",
+       "      <td>01:00:01.46</td>\n",
+       "      <td>-58:54:17.01</td>\n",
+       "      <td>22.522</td>\n",
+       "      <td>7.594</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.585500</td>\n",
+       "      <td>3.173000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6130.000000</td>\n",
+       "      <td>1.742020e+01</td>\n",
+       "      <td>519.635000</td>\n",
+       "      <td>1330.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>603.9550</td>\n",
+       "      <td>5704.800000</td>\n",
+       "      <td>3.84000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-0.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>266980320</td>\n",
+       "      <td>118.01</td>\n",
+       "      <td>9.17900</td>\n",
+       "      <td>23:18:14.22</td>\n",
+       "      <td>-56:54:14.35</td>\n",
+       "      <td>313.918</td>\n",
+       "      <td>-20.177</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>6.036061</td>\n",
+       "      <td>2.123832</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1704.034302</td>\n",
+       "      <td>4.926376e+00</td>\n",
+       "      <td>242.435043</td>\n",
+       "      <td>1006.395264</td>\n",
+       "      <td>0.830483</td>\n",
+       "      <td>94.1719</td>\n",
+       "      <td>5586.000000</td>\n",
+       "      <td>4.36763</td>\n",
+       "      <td>1.077600</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.01</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>5.541143</td>\n",
+       "      <td>3.034710</td>\n",
+       "      <td>...</td>\n",
+       "      <td>625.829712</td>\n",
+       "      <td>2.468596e+00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20.643391</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.02</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>10.691632</td>\n",
+       "      <td>3.177466</td>\n",
+       "      <td>...</td>\n",
+       "      <td>519.241028</td>\n",
+       "      <td>1.891011e+00</td>\n",
+       "      <td>58.334728</td>\n",
+       "      <td>704.857849</td>\n",
+       "      <td>19.546083</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>394137592</td>\n",
+       "      <td>120.01</td>\n",
+       "      <td>7.10620</td>\n",
+       "      <td>00:17:47.32</td>\n",
+       "      <td>-66:21:32.14</td>\n",
+       "      <td>64.763</td>\n",
+       "      <td>-5.056</td>\n",
+       "      <td>2.458332e+06</td>\n",
+       "      <td>11.535076</td>\n",
+       "      <td>8.555958</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2389.906250</td>\n",
+       "      <td>1.221581e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>32.900002</td>\n",
+       "      <td>79.5702</td>\n",
+       "      <td>5479.299805</td>\n",
+       "      <td>3.77000</td>\n",
+       "      <td>2.487710</td>\n",
+       "      <td>-0.020000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>207081058</td>\n",
+       "      <td>121.01</td>\n",
+       "      <td>9.93580</td>\n",
+       "      <td>22:07:28.2</td>\n",
+       "      <td>-41:48:55.84</td>\n",
+       "      <td>49.561</td>\n",
+       "      <td>-9.678</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>14.775056</td>\n",
+       "      <td>5.449073</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14107.169922</td>\n",
+       "      <td>1.478311e+01</td>\n",
+       "      <td>119.985214</td>\n",
+       "      <td>844.115112</td>\n",
+       "      <td>0.836588</td>\n",
+       "      <td>182.1690</td>\n",
+       "      <td>6053.000000</td>\n",
+       "      <td>4.31350</td>\n",
+       "      <td>1.225910</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>231702397</td>\n",
+       "      <td>122.01</td>\n",
+       "      <td>13.08400</td>\n",
+       "      <td>22:11:47.58</td>\n",
+       "      <td>-58:56:45.91</td>\n",
+       "      <td>138.138</td>\n",
+       "      <td>-235.810</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>5.077677</td>\n",
+       "      <td>1.155359</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6501.890625</td>\n",
+       "      <td>2.386458e+00</td>\n",
+       "      <td>6.457958</td>\n",
+       "      <td>406.577698</td>\n",
+       "      <td>0.940471</td>\n",
+       "      <td>62.1180</td>\n",
+       "      <td>3318.000000</td>\n",
+       "      <td>4.95810</td>\n",
+       "      <td>0.294000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>290131778</td>\n",
+       "      <td>123.01</td>\n",
+       "      <td>7.87598</td>\n",
+       "      <td>21:18:47.9</td>\n",
+       "      <td>-26:36:58.95</td>\n",
+       "      <td>23.236</td>\n",
+       "      <td>-57.557</td>\n",
+       "      <td>2.458325e+06</td>\n",
+       "      <td>3.308754</td>\n",
+       "      <td>5.634728</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3177.131836</td>\n",
+       "      <td>7.723223e+00</td>\n",
+       "      <td>1078.917480</td>\n",
+       "      <td>1461.728760</td>\n",
+       "      <td>0.920341</td>\n",
+       "      <td>161.4980</td>\n",
+       "      <td>6188.000000</td>\n",
+       "      <td>4.27166</td>\n",
+       "      <td>1.318870</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>29831208</td>\n",
+       "      <td>124.01</td>\n",
+       "      <td>11.13110</td>\n",
+       "      <td>04:26:19.83</td>\n",
+       "      <td>-67:48:22.87</td>\n",
+       "      <td>7.888</td>\n",
+       "      <td>32.653</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>1.842860</td>\n",
+       "      <td>1.719758</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2469.541504</td>\n",
+       "      <td>7.099990e+00</td>\n",
+       "      <td>590.536682</td>\n",
+       "      <td>1257.278442</td>\n",
+       "      <td>22.854355</td>\n",
+       "      <td>809.2520</td>\n",
+       "      <td>5080.000000</td>\n",
+       "      <td>4.48159</td>\n",
+       "      <td>0.877602</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.01</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>4.653811</td>\n",
+       "      <td>2.921928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1007.882446</td>\n",
+       "      <td>2.863905e+00</td>\n",
+       "      <td>188.107544</td>\n",
+       "      <td>944.542053</td>\n",
+       "      <td>17.438063</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.02</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458334e+06</td>\n",
+       "      <td>9.150607</td>\n",
+       "      <td>2.907668</td>\n",
+       "      <td>...</td>\n",
+       "      <td>996.181824</td>\n",
+       "      <td>2.861244e+00</td>\n",
+       "      <td>76.380043</td>\n",
+       "      <td>753.988525</td>\n",
+       "      <td>14.804296</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.03</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458343e+06</td>\n",
+       "      <td>19.981867</td>\n",
+       "      <td>2.991231</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1046.211182</td>\n",
+       "      <td>2.899664e+00</td>\n",
+       "      <td>26.945604</td>\n",
+       "      <td>581.087769</td>\n",
+       "      <td>10.261628</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>70440470</td>\n",
+       "      <td>126.01</td>\n",
+       "      <td>12.79230</td>\n",
+       "      <td>22:37:57.43</td>\n",
+       "      <td>-35:09:15.13</td>\n",
+       "      <td>-9.326</td>\n",
+       "      <td>-50.142</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.035381</td>\n",
+       "      <td>2.886722</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16740.835938</td>\n",
+       "      <td>1.504447e+01</td>\n",
+       "      <td>718.651245</td>\n",
+       "      <td>1320.533081</td>\n",
+       "      <td>0.860842</td>\n",
+       "      <td>573.0270</td>\n",
+       "      <td>5751.000000</td>\n",
+       "      <td>4.35036</td>\n",
+       "      <td>1.122370</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>234523599</td>\n",
+       "      <td>127.01</td>\n",
+       "      <td>14.12660</td>\n",
+       "      <td>01:02:12.45</td>\n",
+       "      <td>-61:45:22.08</td>\n",
+       "      <td>78.858</td>\n",
+       "      <td>-27.095</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>3.795609</td>\n",
+       "      <td>2.042805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55371.085938</td>\n",
+       "      <td>2.375098e+01</td>\n",
+       "      <td>54.250580</td>\n",
+       "      <td>692.182861</td>\n",
+       "      <td>58.162800</td>\n",
+       "      <td>140.2250</td>\n",
+       "      <td>3424.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1883</th>\n",
+       "      <td>37718056</td>\n",
+       "      <td>1908.01</td>\n",
+       "      <td>11.70830</td>\n",
+       "      <td>00:16:35.12</td>\n",
+       "      <td>-10:58:35.12</td>\n",
+       "      <td>1.827</td>\n",
+       "      <td>-1.504</td>\n",
+       "      <td>2.458384e+06</td>\n",
+       "      <td>3.656880</td>\n",
+       "      <td>3.542000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7040.000000</td>\n",
+       "      <td>1.280310e+01</td>\n",
+       "      <td>903.013000</td>\n",
+       "      <td>1527.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>524.9930</td>\n",
+       "      <td>6239.000000</td>\n",
+       "      <td>4.15000</td>\n",
+       "      <td>1.530000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1884</th>\n",
+       "      <td>232038798</td>\n",
+       "      <td>1909.01</td>\n",
+       "      <td>11.31870</td>\n",
+       "      <td>06:26:58.71</td>\n",
+       "      <td>-46:49:16.91</td>\n",
+       "      <td>0.077</td>\n",
+       "      <td>20.496</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>4.153230</td>\n",
+       "      <td>1.999000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20575.800000</td>\n",
+       "      <td>1.235690e+01</td>\n",
+       "      <td>499.927000</td>\n",
+       "      <td>1317.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>303.9410</td>\n",
+       "      <td>5818.800000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>0.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1885</th>\n",
+       "      <td>437261733</td>\n",
+       "      <td>1910.01</td>\n",
+       "      <td>13.29580</td>\n",
+       "      <td>11:21:17.84</td>\n",
+       "      <td>-22:23:17.44</td>\n",
+       "      <td>-24.166</td>\n",
+       "      <td>0.929</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>5.417920</td>\n",
+       "      <td>3.522000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13980.000000</td>\n",
+       "      <td>1.316170e+01</td>\n",
+       "      <td>260.226000</td>\n",
+       "      <td>1118.000000</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>642.8840</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.36000</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1886</th>\n",
+       "      <td>44745133</td>\n",
+       "      <td>1911.01</td>\n",
+       "      <td>12.57570</td>\n",
+       "      <td>04:06:37.87</td>\n",
+       "      <td>-25:20:58.8</td>\n",
+       "      <td>3.997</td>\n",
+       "      <td>9.892</td>\n",
+       "      <td>2.458416e+06</td>\n",
+       "      <td>7.818760</td>\n",
+       "      <td>4.968000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3110.000000</td>\n",
+       "      <td>9.222220e+00</td>\n",
+       "      <td>260.731000</td>\n",
+       "      <td>1119.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>679.7610</td>\n",
+       "      <td>5549.000000</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>1.640000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1887</th>\n",
+       "      <td>50712784</td>\n",
+       "      <td>1912.01</td>\n",
+       "      <td>10.55790</td>\n",
+       "      <td>08:25:21.08</td>\n",
+       "      <td>-11:30:03.56</td>\n",
+       "      <td>-5.388</td>\n",
+       "      <td>-0.587</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>5.405420</td>\n",
+       "      <td>4.712000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3590.000000</td>\n",
+       "      <td>9.836340e+00</td>\n",
+       "      <td>898.650000</td>\n",
+       "      <td>1525.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>343.0800</td>\n",
+       "      <td>6410.000000</td>\n",
+       "      <td>4.14000</td>\n",
+       "      <td>1.590000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1888</th>\n",
+       "      <td>53458803</td>\n",
+       "      <td>1913.01</td>\n",
+       "      <td>11.86560</td>\n",
+       "      <td>06:51:23.38</td>\n",
+       "      <td>-29:03:31.16</td>\n",
+       "      <td>-16.382</td>\n",
+       "      <td>-7.264</td>\n",
+       "      <td>2.458472e+06</td>\n",
+       "      <td>3.348620</td>\n",
+       "      <td>3.299000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11170.000000</td>\n",
+       "      <td>1.319540e+01</td>\n",
+       "      <td>617.947000</td>\n",
+       "      <td>1389.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "      <td>389.5700</td>\n",
+       "      <td>5711.000000</td>\n",
+       "      <td>4.27000</td>\n",
+       "      <td>1.230000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1889</th>\n",
+       "      <td>53750200</td>\n",
+       "      <td>1914.01</td>\n",
+       "      <td>12.23090</td>\n",
+       "      <td>06:54:04.17</td>\n",
+       "      <td>-27:03:01.5</td>\n",
+       "      <td>-0.139</td>\n",
+       "      <td>-4.758</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>4.192680</td>\n",
+       "      <td>1.729000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4240.000000</td>\n",
+       "      <td>1.098590e+01</td>\n",
+       "      <td>198.538000</td>\n",
+       "      <td>1045.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>737.6680</td>\n",
+       "      <td>6405.000000</td>\n",
+       "      <td>4.13000</td>\n",
+       "      <td>1.630000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1890</th>\n",
+       "      <td>98283926</td>\n",
+       "      <td>1915.01</td>\n",
+       "      <td>13.14720</td>\n",
+       "      <td>07:13:48.58</td>\n",
+       "      <td>-33:26:14.45</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>-2.879</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>2.291830</td>\n",
+       "      <td>3.129000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11090.000000</td>\n",
+       "      <td>1.347250e+01</td>\n",
+       "      <td>1834.770000</td>\n",
+       "      <td>1823.000000</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>800.3770</td>\n",
+       "      <td>6208.000000</td>\n",
+       "      <td>4.31000</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1891</th>\n",
+       "      <td>98545929</td>\n",
+       "      <td>1916.01</td>\n",
+       "      <td>12.45390</td>\n",
+       "      <td>07:16:25.09</td>\n",
+       "      <td>-31:14:39.82</td>\n",
+       "      <td>-2.420</td>\n",
+       "      <td>2.440</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>1.888510</td>\n",
+       "      <td>3.515000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4990.000000</td>\n",
+       "      <td>1.462970e+01</td>\n",
+       "      <td>12565.400000</td>\n",
+       "      <td>2949.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>1458.8300</td>\n",
+       "      <td>8549.000000</td>\n",
+       "      <td>4.11000</td>\n",
+       "      <td>2.120000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1892</th>\n",
+       "      <td>339522221</td>\n",
+       "      <td>1917.01</td>\n",
+       "      <td>12.04570</td>\n",
+       "      <td>19:46:45.23</td>\n",
+       "      <td>-63:33:56.34</td>\n",
+       "      <td>19.406</td>\n",
+       "      <td>-12.796</td>\n",
+       "      <td>2.458655e+06</td>\n",
+       "      <td>1.820690</td>\n",
+       "      <td>3.049000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12340.000000</td>\n",
+       "      <td>1.565930e+01</td>\n",
+       "      <td>2440.700000</td>\n",
+       "      <td>1958.000000</td>\n",
+       "      <td>83.000000</td>\n",
+       "      <td>514.5550</td>\n",
+       "      <td>6155.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1893</th>\n",
+       "      <td>308425348</td>\n",
+       "      <td>1918.01</td>\n",
+       "      <td>12.28760</td>\n",
+       "      <td>11:10:19.88</td>\n",
+       "      <td>-58:58:58.75</td>\n",
+       "      <td>-10.042</td>\n",
+       "      <td>4.282</td>\n",
+       "      <td>2.458572e+06</td>\n",
+       "      <td>3.398290</td>\n",
+       "      <td>2.634000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4340.000000</td>\n",
+       "      <td>7.066330e+00</td>\n",
+       "      <td>662.808000</td>\n",
+       "      <td>1413.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>477.3220</td>\n",
+       "      <td>6271.000000</td>\n",
+       "      <td>4.45000</td>\n",
+       "      <td>1.090000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1894</th>\n",
+       "      <td>102192004</td>\n",
+       "      <td>1919.01</td>\n",
+       "      <td>11.32870</td>\n",
+       "      <td>13:03:10.56</td>\n",
+       "      <td>-41:23:05.5</td>\n",
+       "      <td>0.043</td>\n",
+       "      <td>-5.784</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>4.233490</td>\n",
+       "      <td>1.613000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7020.000000</td>\n",
+       "      <td>1.327800e+01</td>\n",
+       "      <td>269.982000</td>\n",
+       "      <td>1129.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>410.1490</td>\n",
+       "      <td>6333.700000</td>\n",
+       "      <td>4.21000</td>\n",
+       "      <td>1.460000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1895</th>\n",
+       "      <td>363851359</td>\n",
+       "      <td>1920.01</td>\n",
+       "      <td>13.27550</td>\n",
+       "      <td>13:22:32.37</td>\n",
+       "      <td>-44:41:19.82</td>\n",
+       "      <td>-3.451</td>\n",
+       "      <td>-7.915</td>\n",
+       "      <td>2.458599e+06</td>\n",
+       "      <td>2.543170</td>\n",
+       "      <td>2.106000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5740.000000</td>\n",
+       "      <td>1.014960e+01</td>\n",
+       "      <td>455.425000</td>\n",
+       "      <td>1286.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>748.5850</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.20000</td>\n",
+       "      <td>1.310000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1896</th>\n",
+       "      <td>112099249</td>\n",
+       "      <td>1921.01</td>\n",
+       "      <td>12.15770</td>\n",
+       "      <td>13:58:04.08</td>\n",
+       "      <td>-30:20:53.35</td>\n",
+       "      <td>-4.362</td>\n",
+       "      <td>-5.087</td>\n",
+       "      <td>2.458604e+06</td>\n",
+       "      <td>5.179580</td>\n",
+       "      <td>4.524000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7620.000000</td>\n",
+       "      <td>1.482900e+01</td>\n",
+       "      <td>669.018000</td>\n",
+       "      <td>1416.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>663.2310</td>\n",
+       "      <td>6116.000000</td>\n",
+       "      <td>4.07000</td>\n",
+       "      <td>1.650000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1897</th>\n",
+       "      <td>112604564</td>\n",
+       "      <td>1922.01</td>\n",
+       "      <td>12.32130</td>\n",
+       "      <td>07:29:40.61</td>\n",
+       "      <td>-29:56:16.5</td>\n",
+       "      <td>2.670</td>\n",
+       "      <td>-5.024</td>\n",
+       "      <td>2.458496e+06</td>\n",
+       "      <td>4.577780</td>\n",
+       "      <td>3.574000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10660.000000</td>\n",
+       "      <td>1.858410e+01</td>\n",
+       "      <td>773.768000</td>\n",
+       "      <td>1469.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>878.5210</td>\n",
+       "      <td>6687.000000</td>\n",
+       "      <td>4.09000</td>\n",
+       "      <td>1.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1898</th>\n",
+       "      <td>114299824</td>\n",
+       "      <td>1923.01</td>\n",
+       "      <td>12.92640</td>\n",
+       "      <td>07:37:08.01</td>\n",
+       "      <td>-32:45:19.51</td>\n",
+       "      <td>-6.283</td>\n",
+       "      <td>0.531</td>\n",
+       "      <td>2.458494e+06</td>\n",
+       "      <td>4.206620</td>\n",
+       "      <td>2.290000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12200.000000</td>\n",
+       "      <td>1.196900e+01</td>\n",
+       "      <td>404.654000</td>\n",
+       "      <td>1249.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>609.8380</td>\n",
+       "      <td>6781.000000</td>\n",
+       "      <td>4.54000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1899</th>\n",
+       "      <td>371443216</td>\n",
+       "      <td>1924.01</td>\n",
+       "      <td>8.05520</td>\n",
+       "      <td>09:50:19.22</td>\n",
+       "      <td>-66:06:50.13</td>\n",
+       "      <td>6.051</td>\n",
+       "      <td>-15.398</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>2.824210</td>\n",
+       "      <td>3.860000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8309.850000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4629.230000</td>\n",
+       "      <td>2297.000000</td>\n",
+       "      <td>260.000000</td>\n",
+       "      <td>170.6960</td>\n",
+       "      <td>8004.200000</td>\n",
+       "      <td>4.20000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1900</th>\n",
+       "      <td>118956453</td>\n",
+       "      <td>1925.01</td>\n",
+       "      <td>11.93970</td>\n",
+       "      <td>09:01:39.91</td>\n",
+       "      <td>-20:43:13.33</td>\n",
+       "      <td>-9.984</td>\n",
+       "      <td>1.128</td>\n",
+       "      <td>2.458520e+06</td>\n",
+       "      <td>2.344990</td>\n",
+       "      <td>1.908000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14670.000000</td>\n",
+       "      <td>1.278410e+01</td>\n",
+       "      <td>381.246000</td>\n",
+       "      <td>1231.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>305.6030</td>\n",
+       "      <td>5515.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.040000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1901</th>\n",
+       "      <td>143143769</td>\n",
+       "      <td>1926.01</td>\n",
+       "      <td>12.36860</td>\n",
+       "      <td>05:58:23.73</td>\n",
+       "      <td>-30:48:42.48</td>\n",
+       "      <td>-16.881</td>\n",
+       "      <td>-7.371</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>1.336560</td>\n",
+       "      <td>0.737000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1760.000000</td>\n",
+       "      <td>4.255630e+00</td>\n",
+       "      <td>209.675000</td>\n",
+       "      <td>1060.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>280.5550</td>\n",
+       "      <td>5111.900000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>-0.188957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1902</th>\n",
+       "      <td>14344979</td>\n",
+       "      <td>1927.01</td>\n",
+       "      <td>12.33530</td>\n",
+       "      <td>10:55:09.32</td>\n",
+       "      <td>-00:44:13.44</td>\n",
+       "      <td>-28.120</td>\n",
+       "      <td>24.033</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>4.112650</td>\n",
+       "      <td>1.758000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20940.000000</td>\n",
+       "      <td>1.354450e+01</td>\n",
+       "      <td>108.112000</td>\n",
+       "      <td>898.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>325.3770</td>\n",
+       "      <td>5424.800000</td>\n",
+       "      <td>4.49000</td>\n",
+       "      <td>0.920000</td>\n",
+       "      <td>-0.490000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1903</th>\n",
+       "      <td>207077681</td>\n",
+       "      <td>1928.01</td>\n",
+       "      <td>12.31190</td>\n",
+       "      <td>21:23:03.09</td>\n",
+       "      <td>-40:02:54.38</td>\n",
+       "      <td>-3.337</td>\n",
+       "      <td>-39.852</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.278640</td>\n",
+       "      <td>1.852261</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17220.000000</td>\n",
+       "      <td>1.728026e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>61.500000</td>\n",
+       "      <td>355.5130</td>\n",
+       "      <td>4879.000000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>1.210000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1904</th>\n",
+       "      <td>157266693</td>\n",
+       "      <td>1929.01</td>\n",
+       "      <td>13.16480</td>\n",
+       "      <td>11:46:30.8</td>\n",
+       "      <td>-33:51:36.27</td>\n",
+       "      <td>-35.023</td>\n",
+       "      <td>-4.597</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>3.853060</td>\n",
+       "      <td>3.631000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16900.000000</td>\n",
+       "      <td>1.421250e+01</td>\n",
+       "      <td>743.913000</td>\n",
+       "      <td>1454.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>585.7700</td>\n",
+       "      <td>5697.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1905</th>\n",
+       "      <td>160578764</td>\n",
+       "      <td>1930.01</td>\n",
+       "      <td>12.10140</td>\n",
+       "      <td>14:54:38.09</td>\n",
+       "      <td>-38:44:40.37</td>\n",
+       "      <td>0.723</td>\n",
+       "      <td>-1.530</td>\n",
+       "      <td>2.458601e+06</td>\n",
+       "      <td>2.878290</td>\n",
+       "      <td>2.241000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8350.000000</td>\n",
+       "      <td>1.277710e+01</td>\n",
+       "      <td>547.690000</td>\n",
+       "      <td>1347.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>508.8850</td>\n",
+       "      <td>6017.000000</td>\n",
+       "      <td>4.22000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1906</th>\n",
+       "      <td>162922904</td>\n",
+       "      <td>1931.01</td>\n",
+       "      <td>12.02330</td>\n",
+       "      <td>11:27:22.81</td>\n",
+       "      <td>-44:05:19.33</td>\n",
+       "      <td>-8.427</td>\n",
+       "      <td>-2.262</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>3.817210</td>\n",
+       "      <td>4.420000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3850.000000</td>\n",
+       "      <td>1.282250e+01</td>\n",
+       "      <td>1280.030000</td>\n",
+       "      <td>1666.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>757.8400</td>\n",
+       "      <td>6090.000000</td>\n",
+       "      <td>3.88000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1907</th>\n",
+       "      <td>386259537</td>\n",
+       "      <td>1932.01</td>\n",
+       "      <td>11.32990</td>\n",
+       "      <td>08:29:32.94</td>\n",
+       "      <td>-12:56:41.17</td>\n",
+       "      <td>-13.184</td>\n",
+       "      <td>-3.821</td>\n",
+       "      <td>2.458522e+06</td>\n",
+       "      <td>5.612640</td>\n",
+       "      <td>6.235000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4685.480000</td>\n",
+       "      <td>1.720200e+01</td>\n",
+       "      <td>1063.430000</td>\n",
+       "      <td>1590.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>627.0660</td>\n",
+       "      <td>6013.500000</td>\n",
+       "      <td>4.17000</td>\n",
+       "      <td>2.280000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1908</th>\n",
+       "      <td>172598832</td>\n",
+       "      <td>1933.01</td>\n",
+       "      <td>12.94100</td>\n",
+       "      <td>06:42:17.1</td>\n",
+       "      <td>-29:46:36.41</td>\n",
+       "      <td>-4.344</td>\n",
+       "      <td>5.595</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>3.264450</td>\n",
+       "      <td>4.890000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4020.000000</td>\n",
+       "      <td>1.299240e+01</td>\n",
+       "      <td>2868.180000</td>\n",
+       "      <td>2038.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1342.2900</td>\n",
+       "      <td>6561.000000</td>\n",
+       "      <td>3.93000</td>\n",
+       "      <td>2.080000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1909</th>\n",
+       "      <td>125739286</td>\n",
+       "      <td>1934.01</td>\n",
+       "      <td>10.52880</td>\n",
+       "      <td>14:20:29.46</td>\n",
+       "      <td>-31:12:07.45</td>\n",
+       "      <td>-21.736</td>\n",
+       "      <td>-0.858</td>\n",
+       "      <td>2.458603e+06</td>\n",
+       "      <td>4.511620</td>\n",
+       "      <td>4.556000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10754.700000</td>\n",
+       "      <td>1.836540e+01</td>\n",
+       "      <td>1110.780000</td>\n",
+       "      <td>1608.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>356.3910</td>\n",
+       "      <td>6540.600000</td>\n",
+       "      <td>4.26000</td>\n",
+       "      <td>1.610000</td>\n",
+       "      <td>-0.290000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1910</th>\n",
+       "      <td>176685457</td>\n",
+       "      <td>1935.01</td>\n",
+       "      <td>12.26820</td>\n",
+       "      <td>09:27:40.95</td>\n",
+       "      <td>-19:20:51.53</td>\n",
+       "      <td>-6.078</td>\n",
+       "      <td>1.723</td>\n",
+       "      <td>2.458519e+06</td>\n",
+       "      <td>4.435260</td>\n",
+       "      <td>2.382000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6120.000000</td>\n",
+       "      <td>1.277850e+01</td>\n",
+       "      <td>863.216000</td>\n",
+       "      <td>1510.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>609.1280</td>\n",
+       "      <td>6245.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.380000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1911</th>\n",
+       "      <td>178289267</td>\n",
+       "      <td>1936.01</td>\n",
+       "      <td>11.70760</td>\n",
+       "      <td>04:03:47.59</td>\n",
+       "      <td>-19:03:24.55</td>\n",
+       "      <td>-12.664</td>\n",
+       "      <td>-14.115</td>\n",
+       "      <td>2.458413e+06</td>\n",
+       "      <td>2.350690</td>\n",
+       "      <td>2.449000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15520.000000</td>\n",
+       "      <td>1.216030e+01</td>\n",
+       "      <td>615.565000</td>\n",
+       "      <td>1387.000000</td>\n",
+       "      <td>173.000000</td>\n",
+       "      <td>279.4850</td>\n",
+       "      <td>5593.000000</td>\n",
+       "      <td>4.46000</td>\n",
+       "      <td>0.970000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912</th>\n",
+       "      <td>268301217</td>\n",
+       "      <td>1937.01</td>\n",
+       "      <td>12.49330</td>\n",
+       "      <td>07:45:28.97</td>\n",
+       "      <td>-52:22:59.73</td>\n",
+       "      <td>-5.675</td>\n",
+       "      <td>11.296</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>0.946670</td>\n",
+       "      <td>1.268000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13790.000000</td>\n",
+       "      <td>1.552260e+01</td>\n",
+       "      <td>2420.390000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>415.1350</td>\n",
+       "      <td>5707.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1913 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
+       "0     231663901   101.01  12.40690  21:14:56.88  -55:52:18.71          12.641   \n",
+       "1     149603524   102.01   9.71090  05:48:33.56  -63:59:17.98         -15.641   \n",
+       "2     336732616   103.01  11.52320   20:49:49.8   -24:25:43.3          10.426   \n",
+       "3     231670397   104.01   9.86380  21:19:47.93  -58:08:56.16          10.552   \n",
+       "4     144065872   105.01   9.49950  22:29:49.88  -48:00:11.16          91.976   \n",
+       "5      38846515   106.01  10.31570  04:35:50.36  -64:01:37.34          10.845   \n",
+       "6      92352620   107.01   9.64330  20:55:07.98   -34:08:08.7          26.376   \n",
+       "7     289793076   108.01  13.16300  21:07:50.76  -26:05:48.19           3.479   \n",
+       "8      29344935   109.01  13.23660  20:52:51.71  -25:41:14.55           1.053   \n",
+       "9     281459670   110.01  11.67140  00:22:28.45  -59:56:33.32         -22.309   \n",
+       "10    355703913   111.01  13.18300  00:03:05.88  -62:28:09.54           2.894   \n",
+       "11    388104525   112.01  11.60350  03:43:44.07  -65:11:37.61          21.126   \n",
+       "12     97409519   113.01  12.18930  22:10:51.44  -30:44:58.99          -0.710   \n",
+       "13     25155310   114.01  10.61030  04:13:29.93  -69:13:35.73          63.134   \n",
+       "14    281541555   115.01  13.04170  00:26:48.63  -56:18:57.97          21.460   \n",
+       "15    238176110   116.01  11.04430  23:51:23.14   -70:09:10.3          96.185   \n",
+       "16    322307342   117.01  11.78060  01:00:01.46  -58:54:17.01          22.522   \n",
+       "17    266980320   118.01   9.17900  23:18:14.22  -56:54:14.35         313.918   \n",
+       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "20    394137592   120.01   7.10620  00:17:47.32  -66:21:32.14          64.763   \n",
+       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
+       "22    231702397   122.01  13.08400  22:11:47.58  -58:56:45.91         138.138   \n",
+       "23    290131778   123.01   7.87598   21:18:47.9  -26:36:58.95          23.236   \n",
+       "24     29831208   124.01  11.13110  04:26:19.83  -67:48:22.87           7.888   \n",
+       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "27     52368076   125.03  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "28     70440470   126.01  12.79230  22:37:57.43  -35:09:15.13          -9.326   \n",
+       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
+       "...         ...      ...       ...          ...           ...             ...   \n",
+       "1883   37718056  1908.01  11.70830  00:16:35.12  -10:58:35.12           1.827   \n",
+       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
+       "1885  437261733  1910.01  13.29580  11:21:17.84  -22:23:17.44         -24.166   \n",
+       "1886   44745133  1911.01  12.57570  04:06:37.87   -25:20:58.8           3.997   \n",
+       "1887   50712784  1912.01  10.55790  08:25:21.08  -11:30:03.56          -5.388   \n",
+       "1888   53458803  1913.01  11.86560  06:51:23.38  -29:03:31.16         -16.382   \n",
+       "1889   53750200  1914.01  12.23090  06:54:04.17   -27:03:01.5          -0.139   \n",
+       "1890   98283926  1915.01  13.14720  07:13:48.58  -33:26:14.45           0.759   \n",
+       "1891   98545929  1916.01  12.45390  07:16:25.09  -31:14:39.82          -2.420   \n",
+       "1892  339522221  1917.01  12.04570  19:46:45.23  -63:33:56.34          19.406   \n",
+       "1893  308425348  1918.01  12.28760  11:10:19.88  -58:58:58.75         -10.042   \n",
+       "1894  102192004  1919.01  11.32870  13:03:10.56   -41:23:05.5           0.043   \n",
+       "1895  363851359  1920.01  13.27550  13:22:32.37  -44:41:19.82          -3.451   \n",
+       "1896  112099249  1921.01  12.15770  13:58:04.08  -30:20:53.35          -4.362   \n",
+       "1897  112604564  1922.01  12.32130  07:29:40.61   -29:56:16.5           2.670   \n",
+       "1898  114299824  1923.01  12.92640  07:37:08.01  -32:45:19.51          -6.283   \n",
+       "1899  371443216  1924.01   8.05520  09:50:19.22  -66:06:50.13           6.051   \n",
+       "1900  118956453  1925.01  11.93970  09:01:39.91  -20:43:13.33          -9.984   \n",
+       "1901  143143769  1926.01  12.36860  05:58:23.73  -30:48:42.48         -16.881   \n",
+       "1902   14344979  1927.01  12.33530  10:55:09.32  -00:44:13.44         -28.120   \n",
+       "1903  207077681  1928.01  12.31190  21:23:03.09  -40:02:54.38          -3.337   \n",
+       "1904  157266693  1929.01  13.16480   11:46:30.8  -33:51:36.27         -35.023   \n",
+       "1905  160578764  1930.01  12.10140  14:54:38.09  -38:44:40.37           0.723   \n",
+       "1906  162922904  1931.01  12.02330  11:27:22.81  -44:05:19.33          -8.427   \n",
+       "1907  386259537  1932.01  11.32990  08:29:32.94  -12:56:41.17         -13.184   \n",
+       "1908  172598832  1933.01  12.94100   06:42:17.1  -29:46:36.41          -4.344   \n",
+       "1909  125739286  1934.01  10.52880  14:20:29.46  -31:12:07.45         -21.736   \n",
+       "1910  176685457  1935.01  12.26820  09:27:40.95  -19:20:51.53          -6.078   \n",
+       "1911  178289267  1936.01  11.70760  04:03:47.59  -19:03:24.55         -12.664   \n",
+       "1912  268301217  1937.01  12.49330  07:45:28.97  -52:22:59.73          -5.675   \n",
+       "\n",
+       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
+       "0             -16.011  2.458326e+06       1.430401          1.638765   \n",
+       "1              26.046  2.458326e+06       4.411943          3.776425   \n",
+       "2              15.620  2.458327e+06       3.547854          3.494333   \n",
+       "3             -10.658  2.458328e+06       4.087445          5.590140   \n",
+       "4              -6.861  2.458327e+06       2.184659          2.869426   \n",
+       "5              -0.499  2.458327e+06       2.849380          3.776111   \n",
+       "6             -44.947  2.458328e+06       3.950054          4.557506   \n",
+       "7             -10.313  2.458328e+06       3.043839          2.660993   \n",
+       "8              -9.881  2.458326e+06       2.766737          2.568721   \n",
+       "9              -4.893  2.458328e+06       3.174305          2.723339   \n",
+       "10              4.911  2.458326e+06       2.106098          1.574766   \n",
+       "11             16.543  2.458327e+06       2.499814          2.878017   \n",
+       "12            -14.516  2.458327e+06       3.372877          2.634260   \n",
+       "13             53.433  2.458328e+06       3.288776          3.410191   \n",
+       "14              7.316  2.458330e+06       4.742745          2.408768   \n",
+       "15             -1.747  2.458327e+06       2.798594          2.366459   \n",
+       "16              7.594  2.458328e+06       3.585500          3.173000   \n",
+       "17            -20.177  2.458329e+06       6.036061          2.123832   \n",
+       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
+       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
+       "20             -5.056  2.458332e+06      11.535076          8.555958   \n",
+       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
+       "22           -235.810  2.458329e+06       5.077677          1.155359   \n",
+       "23            -57.557  2.458325e+06       3.308754          5.634728   \n",
+       "24             32.653  2.458327e+06       1.842860          1.719758   \n",
+       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
+       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
+       "27           -122.953  2.458343e+06      19.981867          2.991231   \n",
+       "28            -50.142  2.458327e+06       3.035381          2.886722   \n",
+       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
+       "...               ...           ...            ...               ...   \n",
+       "1883           -1.504  2.458384e+06       3.656880          3.542000   \n",
+       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
+       "1885            0.929  2.458549e+06       5.417920          3.522000   \n",
+       "1886            9.892  2.458416e+06       7.818760          4.968000   \n",
+       "1887           -0.587  2.458492e+06       5.405420          4.712000   \n",
+       "1888           -7.264  2.458472e+06       3.348620          3.299000   \n",
+       "1889           -4.758  2.458469e+06       4.192680          1.729000   \n",
+       "1890           -2.879  2.458492e+06       2.291830          3.129000   \n",
+       "1891            2.440  2.458492e+06       1.888510          3.515000   \n",
+       "1892          -12.796  2.458655e+06       1.820690          3.049000   \n",
+       "1893            4.282  2.458572e+06       3.398290          2.634000   \n",
+       "1894           -5.784  2.458575e+06       4.233490          1.613000   \n",
+       "1895           -7.915  2.458599e+06       2.543170          2.106000   \n",
+       "1896           -5.087  2.458604e+06       5.179580          4.524000   \n",
+       "1897           -5.024  2.458496e+06       4.577780          3.574000   \n",
+       "1898            0.531  2.458494e+06       4.206620          2.290000   \n",
+       "1899          -15.398  2.458574e+06       2.824210          3.860000   \n",
+       "1900            1.128  2.458520e+06       2.344990          1.908000   \n",
+       "1901           -7.371  2.458469e+06       1.336560          0.737000   \n",
+       "1902           24.033  2.458549e+06       4.112650          1.758000   \n",
+       "1903          -39.852  2.458326e+06       2.278640          1.852261   \n",
+       "1904           -4.597  2.458574e+06       3.853060          3.631000   \n",
+       "1905           -1.530  2.458601e+06       2.878290          2.241000   \n",
+       "1906           -2.262  2.458575e+06       3.817210          4.420000   \n",
+       "1907           -3.821  2.458522e+06       5.612640          6.235000   \n",
+       "1908            5.595  2.458471e+06       3.264450          4.890000   \n",
+       "1909           -0.858  2.458603e+06       4.511620          4.556000   \n",
+       "1910            1.723  2.458519e+06       4.435260          2.382000   \n",
+       "1911          -14.115  2.458413e+06       2.350690          2.449000   \n",
+       "1912           11.296  2.458492e+06       0.946670          1.268000   \n",
+       "\n",
+       "             ...            Depth (ppm)  Planet Radius (R_Earth)  \\\n",
+       "0            ...           20452.531250             1.314501e+01   \n",
+       "1            ...           13979.925781             1.539724e+01   \n",
+       "2            ...           10424.372070             1.458184e+01   \n",
+       "3            ...            3586.197021             1.265210e+01   \n",
+       "4            ...           11836.691406             1.251459e+01   \n",
+       "5            ...            7452.432617             9.061380e+00   \n",
+       "6            ...           12999.897461             1.877557e+01   \n",
+       "7            ...           24143.222656             1.399950e+01   \n",
+       "8            ...           15691.951172             1.166177e+01   \n",
+       "9            ...           15603.693359             1.366880e+01   \n",
+       "10           ...           12430.502930             1.668368e+01   \n",
+       "11           ...           15044.681641             1.483984e+01   \n",
+       "12           ...           17163.603516             1.420180e+01   \n",
+       "13           ...            7125.314941             1.083568e+01   \n",
+       "14           ...           13420.032227             1.151794e+01   \n",
+       "15           ...           16879.449219             1.129384e+01   \n",
+       "16           ...            6130.000000             1.742020e+01   \n",
+       "17           ...            1704.034302             4.926376e+00   \n",
+       "18           ...             625.829712             2.468596e+00   \n",
+       "19           ...             519.241028             1.891011e+00   \n",
+       "20           ...            2389.906250             1.221581e+01   \n",
+       "21           ...           14107.169922             1.478311e+01   \n",
+       "22           ...            6501.890625             2.386458e+00   \n",
+       "23           ...            3177.131836             7.723223e+00   \n",
+       "24           ...            2469.541504             7.099990e+00   \n",
+       "25           ...            1007.882446             2.863905e+00   \n",
+       "26           ...             996.181824             2.861244e+00   \n",
+       "27           ...            1046.211182             2.899664e+00   \n",
+       "28           ...           16740.835938             1.504447e+01   \n",
+       "29           ...           55371.085938             2.375098e+01   \n",
+       "...          ...                    ...                      ...   \n",
+       "1883         ...            7040.000000             1.280310e+01   \n",
+       "1884         ...           20575.800000             1.235690e+01   \n",
+       "1885         ...           13980.000000             1.316170e+01   \n",
+       "1886         ...            3110.000000             9.222220e+00   \n",
+       "1887         ...            3590.000000             9.836340e+00   \n",
+       "1888         ...           11170.000000             1.319540e+01   \n",
+       "1889         ...            4240.000000             1.098590e+01   \n",
+       "1890         ...           11090.000000             1.347250e+01   \n",
+       "1891         ...            4990.000000             1.462970e+01   \n",
+       "1892         ...           12340.000000             1.565930e+01   \n",
+       "1893         ...            4340.000000             7.066330e+00   \n",
+       "1894         ...            7020.000000             1.327800e+01   \n",
+       "1895         ...            5740.000000             1.014960e+01   \n",
+       "1896         ...            7620.000000             1.482900e+01   \n",
+       "1897         ...           10660.000000             1.858410e+01   \n",
+       "1898         ...           12200.000000             1.196900e+01   \n",
+       "1899         ...            8309.850000                      NaN   \n",
+       "1900         ...           14670.000000             1.278410e+01   \n",
+       "1901         ...            1760.000000             4.255630e+00   \n",
+       "1902         ...           20940.000000             1.354450e+01   \n",
+       "1903         ...           17220.000000             1.728026e+07   \n",
+       "1904         ...           16900.000000             1.421250e+01   \n",
+       "1905         ...            8350.000000             1.277710e+01   \n",
+       "1906         ...            3850.000000             1.282250e+01   \n",
+       "1907         ...            4685.480000             1.720200e+01   \n",
+       "1908         ...            4020.000000             1.299240e+01   \n",
+       "1909         ...           10754.700000             1.836540e+01   \n",
+       "1910         ...            6120.000000             1.277850e+01   \n",
+       "1911         ...           15520.000000             1.216030e+01   \n",
+       "1912         ...           13790.000000             1.552260e+01   \n",
+       "\n",
+       "      Planet Insolation (Earth Flux)  Planet Equil Temp (K)  Planet SNR  \\\n",
+       "0                        1193.379517            1499.044067    0.887868   \n",
+       "1                         586.130005            1370.000000  474.380951   \n",
+       "2                        1212.004395            1504.859009    0.800299   \n",
+       "3                        1672.217529            1630.958618    0.808662   \n",
+       "4                         985.883728            1429.144653    0.886027   \n",
+       "5                        1311.385376            1534.801880  278.009491   \n",
+       "6                        1098.209595            1468.219727    0.860200   \n",
+       "7                         400.955292            1141.284058    0.820267   \n",
+       "8                                NaN                    NaN    0.834164   \n",
+       "9                         662.491028            1293.941772  100.352081   \n",
+       "10                               NaN                    NaN   30.581211   \n",
+       "11                        996.863525            1433.107178  235.476913   \n",
+       "12                        615.165894            1270.187500    0.829214   \n",
+       "13                        808.154602            1359.857422  240.635345   \n",
+       "14                        246.937668            1011.035889   24.498663   \n",
+       "15                        288.255493            1050.906738    0.808503   \n",
+       "16                        519.635000            1330.000000   73.000000   \n",
+       "17                        242.435043            1006.395264    0.830483   \n",
+       "18                               NaN                    NaN   20.643391   \n",
+       "19                         58.334728             704.857849   19.546083   \n",
+       "20                               NaN                    NaN   32.900002   \n",
+       "21                        119.985214             844.115112    0.836588   \n",
+       "22                          6.457958             406.577698    0.940471   \n",
+       "23                       1078.917480            1461.728760    0.920341   \n",
+       "24                        590.536682            1257.278442   22.854355   \n",
+       "25                        188.107544             944.542053   17.438063   \n",
+       "26                         76.380043             753.988525   14.804296   \n",
+       "27                         26.945604             581.087769   10.261628   \n",
+       "28                        718.651245            1320.533081    0.860842   \n",
+       "29                         54.250580             692.182861   58.162800   \n",
+       "...                              ...                    ...         ...   \n",
+       "1883                      903.013000            1527.000000    9.000000   \n",
+       "1884                      499.927000            1317.000000   98.000000   \n",
+       "1885                      260.226000            1118.000000   26.000000   \n",
+       "1886                      260.731000            1119.000000   12.000000   \n",
+       "1887                      898.650000            1525.000000   10.000000   \n",
+       "1888                      617.947000            1389.000000  116.000000   \n",
+       "1889                      198.538000            1045.000000   20.000000   \n",
+       "1890                     1834.770000            1823.000000   32.000000   \n",
+       "1891                    12565.400000            2949.000000   22.000000   \n",
+       "1892                     2440.700000            1958.000000   83.000000   \n",
+       "1893                      662.808000            1413.000000    9.000000   \n",
+       "1894                      269.982000            1129.000000   23.000000   \n",
+       "1895                      455.425000            1286.000000   11.000000   \n",
+       "1896                      669.018000            1416.000000   20.000000   \n",
+       "1897                      773.768000            1469.000000   30.000000   \n",
+       "1898                      404.654000            1249.000000   12.000000   \n",
+       "1899                     4629.230000            2297.000000  260.000000   \n",
+       "1900                      381.246000            1231.000000   81.000000   \n",
+       "1901                      209.675000            1060.000000    9.000000   \n",
+       "1902                      108.112000             898.000000   35.000000   \n",
+       "1903                             NaN                    NaN   61.500000   \n",
+       "1904                      743.913000            1454.000000   35.000000   \n",
+       "1905                      547.690000            1347.000000   35.000000   \n",
+       "1906                     1280.030000            1666.000000   19.000000   \n",
+       "1907                     1063.430000            1590.000000   46.000000   \n",
+       "1908                     2868.180000            2038.000000   21.000000   \n",
+       "1909                     1110.780000            1608.000000   99.000000   \n",
+       "1910                      863.216000            1510.000000   22.000000   \n",
+       "1911                      615.565000            1387.000000  173.000000   \n",
+       "1912                     2420.390000            1954.000000   80.000000   \n",
+       "\n",
+       "      Stellar Distance (pc)  Stellar Eff Temp (K)  Stellar log(g) (cm/s^2)  \\\n",
+       "0                  375.3100           5600.000000                  4.48851   \n",
+       "1                  175.6310           6280.000000                  4.32092   \n",
+       "2                  411.2110           6351.000000                  4.22896   \n",
+       "3                  316.6780           6036.000000                  3.93359   \n",
+       "4                  137.5440           5630.000000                  4.37759   \n",
+       "5                  364.4110           6900.000000                  4.43800   \n",
+       "6                  211.2110           6153.000000                  4.18077   \n",
+       "7                  421.8550           5523.000000                  4.52192   \n",
+       "8                  513.0110           5346.000000                  4.48823   \n",
+       "9                  342.1400           5943.000000                  4.42524   \n",
+       "10                 508.8420           5380.000000                  4.43370   \n",
+       "11                 302.4480           5650.000000                  4.28867   \n",
+       "12                 448.6370           6050.000000                  4.45061   \n",
+       "13                 216.5260           5800.000000                  4.28004   \n",
+       "14                 453.8080           5377.000000                  4.42476   \n",
+       "15                 149.9420           4920.000000                  4.49371   \n",
+       "16                 603.9550           5704.800000                  3.84000   \n",
+       "17                  94.1719           5586.000000                  4.36763   \n",
+       "18                  66.6187           5332.000000                  4.56429   \n",
+       "19                  66.6187           5332.000000                  4.56429   \n",
+       "20                  79.5702           5479.299805                  3.77000   \n",
+       "21                 182.1690           6053.000000                  4.31350   \n",
+       "22                  62.1180           3318.000000                  4.95810   \n",
+       "23                 161.4980           6188.000000                  4.27166   \n",
+       "24                 809.2520           5080.000000                  4.48159   \n",
+       "25                 111.0590           5154.000000                  4.47072   \n",
+       "26                 111.0590           5154.000000                  4.47072   \n",
+       "27                 111.0590           5154.000000                  4.47072   \n",
+       "28                 573.0270           5751.000000                  4.35036   \n",
+       "29                 140.2250           3424.000000                  4.43800   \n",
+       "...                     ...                   ...                      ...   \n",
+       "1883               524.9930           6239.000000                  4.15000   \n",
+       "1884               303.9410           5818.800000                  4.24000   \n",
+       "1885               642.8840           5652.000000                  4.36000   \n",
+       "1886               679.7610           5549.000000                  4.00000   \n",
+       "1887               343.0800           6410.000000                  4.14000   \n",
+       "1888               389.5700           5711.000000                  4.27000   \n",
+       "1889               737.6680           6405.000000                  4.13000   \n",
+       "1890               800.3770           6208.000000                  4.31000   \n",
+       "1891              1458.8300           8549.000000                  4.11000   \n",
+       "1892               514.5550           6155.000000                  4.24000   \n",
+       "1893               477.3220           6271.000000                  4.45000   \n",
+       "1894               410.1490           6333.700000                  4.21000   \n",
+       "1895               748.5850           5652.000000                  4.20000   \n",
+       "1896               663.2310           6116.000000                  4.07000   \n",
+       "1897               878.5210           6687.000000                  4.09000   \n",
+       "1898               609.8380           6781.000000                  4.54000   \n",
+       "1899               170.6960           8004.200000                  4.20000   \n",
+       "1900               305.6030           5515.000000                  4.39000   \n",
+       "1901               280.5550           5111.900000                  4.50000   \n",
+       "1902               325.3770           5424.800000                  4.49000   \n",
+       "1903               355.5130           4879.000000                  4.50000   \n",
+       "1904               585.7700           5697.000000                  4.39000   \n",
+       "1905               508.8850           6017.000000                  4.22000   \n",
+       "1906               757.8400           6090.000000                  3.88000   \n",
+       "1907               627.0660           6013.500000                  4.17000   \n",
+       "1908              1342.2900           6561.000000                  3.93000   \n",
+       "1909               356.3910           6540.600000                  4.26000   \n",
+       "1910               609.1280           6245.000000                  4.24000   \n",
+       "1911               279.4850           5593.000000                  4.46000   \n",
+       "1912               415.1350           5707.000000                  4.39000   \n",
+       "\n",
+       "      Stellar Radius (R_Sun)  Stellar Metallicity  \n",
+       "0                   0.860000                  NaN  \n",
+       "1                   1.280000             0.240000  \n",
+       "2                   1.400000                  NaN  \n",
+       "3                   2.070000                  NaN  \n",
+       "4                   1.130000                  NaN  \n",
+       "5                   1.000000                  NaN  \n",
+       "6                   1.620000             0.220000  \n",
+       "7                   0.890000                  NaN  \n",
+       "8                   0.930000                  NaN  \n",
+       "9                   1.060000            -0.100000  \n",
+       "10                  0.980000             0.245387  \n",
+       "11                  1.200000                  NaN  \n",
+       "12                  1.020000                  NaN  \n",
+       "13                  1.270000             0.206830  \n",
+       "14                  0.980778                  NaN  \n",
+       "15                  0.860000             0.320000  \n",
+       "16                  2.000000            -0.250000  \n",
+       "17                  1.077600                  NaN  \n",
+       "18                  0.829762                  NaN  \n",
+       "19                  0.829762                  NaN  \n",
+       "20                  2.487710            -0.020000  \n",
+       "21                  1.225910                  NaN  \n",
+       "22                  0.294000                  NaN  \n",
+       "23                  1.318870                  NaN  \n",
+       "24                  0.877602                  NaN  \n",
+       "25                  0.899270                  NaN  \n",
+       "26                  0.899270                  NaN  \n",
+       "27                  0.899270                  NaN  \n",
+       "28                  1.122370                  NaN  \n",
+       "29                  1.000000                  NaN  \n",
+       "...                      ...                  ...  \n",
+       "1883                1.530000                  NaN  \n",
+       "1884                0.780000                  NaN  \n",
+       "1885                1.100000                  NaN  \n",
+       "1886                1.640000                  NaN  \n",
+       "1887                1.590000                  NaN  \n",
+       "1888                1.230000                  NaN  \n",
+       "1889                1.630000                  NaN  \n",
+       "1890                1.270000                  NaN  \n",
+       "1891                2.120000                  NaN  \n",
+       "1892                1.350000                  NaN  \n",
+       "1893                1.090000                  NaN  \n",
+       "1894                1.460000            -0.100000  \n",
+       "1895                1.310000                  NaN  \n",
+       "1896                1.650000                  NaN  \n",
+       "1897                1.780000                  NaN  \n",
+       "1898                1.070000                  NaN  \n",
+       "1899                     NaN                  NaN  \n",
+       "1900                1.040000                  NaN  \n",
+       "1901                0.860000            -0.188957  \n",
+       "1902                0.920000            -0.490000  \n",
+       "1903                1.210000                  NaN  \n",
+       "1904                1.060000                  NaN  \n",
+       "1905                1.350000                  NaN  \n",
+       "1906                2.030000                  NaN  \n",
+       "1907                2.280000                  NaN  \n",
+       "1908                2.080000                  NaN  \n",
+       "1909                1.610000            -0.290000  \n",
+       "1910                1.380000                  NaN  \n",
+       "1911                0.970000                  NaN  \n",
+       "1912                1.070000                  NaN  \n",
+       "\n",
+       "[1913 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Open/extract table of TOIs\n",
+    "df = pd.read_csv('https://exofop.ipac.caltech.edu/tess/download_toi.php?sort=toi&output=csv')\n",
+    "\n",
+    "#Remove some columns that do not seem relevant for manipulation to make table easier to read\n",
+    "columns_i_want = ['TIC ID', 'TOI',\n",
+    "       'TESS Mag', 'RA',\n",
+    "       'Dec', 'PM RA (mas/yr)', 'PM Dec (mas/yr)','Epoch (BJD)',\n",
+    "       'Period (days)', 'Duration (hours)', 'Depth (mmag)',\n",
+    "       'Depth (ppm)', 'Planet Radius (R_Earth)', 'Planet Insolation (Earth Flux)',\n",
+    "       'Planet Equil Temp (K)', 'Planet SNR', 'Stellar Distance (pc)', 'Stellar Eff Temp (K)',\n",
+    "        'Stellar log(g) (cm/s^2)', 'Stellar Radius (R_Sun)', 'Stellar Metallicity']\n",
+    "df_c = df.loc[:,columns_i_want]\n",
+    "df_c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Coefficients for Seff equation\n",
+    "#Coefficients go in order of: recent venus, runaway greenhouse, maximum greenhouse, early mars, runaway greenhouse (5x earth mass), runaway greenhouse (.1x earth mass)\n",
+    "seffsun  = [1.776,1.107, 0.356, 0.320, 1.188, 0.99] \n",
+    "a = [2.136e-4, 1.332e-4, 6.171e-5, 5.547e-5, 1.433e-4, 1.209e-4]\n",
+    "b = [2.533e-8, 1.580e-8, 1.698e-9, 1.526e-9, 1.707e-8, 1.404e-8]\n",
+    "c = [-1.332e-11, -8.308e-12, -3.198e-12, -2.874e-12, -8.968e-12, -7.418e-12]\n",
+    "d = [-3.097e-15, -1.931e-15, -5.575e-16, -5.011e-16, -2.084e-15, -1.713e-15]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TIC ID</th>\n",
+       "      <th>TOI</th>\n",
+       "      <th>TESS Mag</th>\n",
+       "      <th>RA</th>\n",
+       "      <th>Dec</th>\n",
+       "      <th>PM RA (mas/yr)</th>\n",
+       "      <th>PM Dec (mas/yr)</th>\n",
+       "      <th>Epoch (BJD)</th>\n",
+       "      <th>Period (days)</th>\n",
+       "      <th>Duration (hours)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>Depth (ppm)</th>\n",
+       "      <th>Planet Radius (R_Earth)</th>\n",
+       "      <th>Planet Insolation (Earth Flux)</th>\n",
+       "      <th>Planet Equil Temp (K)</th>\n",
+       "      <th>Planet SNR</th>\n",
+       "      <th>Stellar Distance (pc)</th>\n",
+       "      <th>Stellar Eff Temp (K)</th>\n",
+       "      <th>Stellar log(g) (cm/s^2)</th>\n",
+       "      <th>Stellar Radius (R_Sun)</th>\n",
+       "      <th>Stellar Metallicity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>231663901</td>\n",
+       "      <td>101.01</td>\n",
+       "      <td>12.40690</td>\n",
+       "      <td>21:14:56.88</td>\n",
+       "      <td>-55:52:18.71</td>\n",
+       "      <td>12.641</td>\n",
+       "      <td>-16.011</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>1.430401</td>\n",
+       "      <td>1.638765</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20452.531250</td>\n",
+       "      <td>1.314501e+01</td>\n",
+       "      <td>1193.379517</td>\n",
+       "      <td>1499.044067</td>\n",
+       "      <td>0.887868</td>\n",
+       "      <td>375.3100</td>\n",
+       "      <td>5600.000000</td>\n",
+       "      <td>4.48851</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>149603524</td>\n",
+       "      <td>102.01</td>\n",
+       "      <td>9.71090</td>\n",
+       "      <td>05:48:33.56</td>\n",
+       "      <td>-63:59:17.98</td>\n",
+       "      <td>-15.641</td>\n",
+       "      <td>26.046</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>4.411943</td>\n",
+       "      <td>3.776425</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13979.925781</td>\n",
+       "      <td>1.539724e+01</td>\n",
+       "      <td>586.130005</td>\n",
+       "      <td>1370.000000</td>\n",
+       "      <td>474.380951</td>\n",
+       "      <td>175.6310</td>\n",
+       "      <td>6280.000000</td>\n",
+       "      <td>4.32092</td>\n",
+       "      <td>1.280000</td>\n",
+       "      <td>0.240000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>336732616</td>\n",
+       "      <td>103.01</td>\n",
+       "      <td>11.52320</td>\n",
+       "      <td>20:49:49.8</td>\n",
+       "      <td>-24:25:43.3</td>\n",
+       "      <td>10.426</td>\n",
+       "      <td>15.620</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.547854</td>\n",
+       "      <td>3.494333</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10424.372070</td>\n",
+       "      <td>1.458184e+01</td>\n",
+       "      <td>1212.004395</td>\n",
+       "      <td>1504.859009</td>\n",
+       "      <td>0.800299</td>\n",
+       "      <td>411.2110</td>\n",
+       "      <td>6351.000000</td>\n",
+       "      <td>4.22896</td>\n",
+       "      <td>1.400000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>231670397</td>\n",
+       "      <td>104.01</td>\n",
+       "      <td>9.86380</td>\n",
+       "      <td>21:19:47.93</td>\n",
+       "      <td>-58:08:56.16</td>\n",
+       "      <td>10.552</td>\n",
+       "      <td>-10.658</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>4.087445</td>\n",
+       "      <td>5.590140</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3586.197021</td>\n",
+       "      <td>1.265210e+01</td>\n",
+       "      <td>1672.217529</td>\n",
+       "      <td>1630.958618</td>\n",
+       "      <td>0.808662</td>\n",
+       "      <td>316.6780</td>\n",
+       "      <td>6036.000000</td>\n",
+       "      <td>3.93359</td>\n",
+       "      <td>2.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>144065872</td>\n",
+       "      <td>105.01</td>\n",
+       "      <td>9.49950</td>\n",
+       "      <td>22:29:49.88</td>\n",
+       "      <td>-48:00:11.16</td>\n",
+       "      <td>91.976</td>\n",
+       "      <td>-6.861</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.184659</td>\n",
+       "      <td>2.869426</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11836.691406</td>\n",
+       "      <td>1.251459e+01</td>\n",
+       "      <td>985.883728</td>\n",
+       "      <td>1429.144653</td>\n",
+       "      <td>0.886027</td>\n",
+       "      <td>137.5440</td>\n",
+       "      <td>5630.000000</td>\n",
+       "      <td>4.37759</td>\n",
+       "      <td>1.130000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>38846515</td>\n",
+       "      <td>106.01</td>\n",
+       "      <td>10.31570</td>\n",
+       "      <td>04:35:50.36</td>\n",
+       "      <td>-64:01:37.34</td>\n",
+       "      <td>10.845</td>\n",
+       "      <td>-0.499</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.849380</td>\n",
+       "      <td>3.776111</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7452.432617</td>\n",
+       "      <td>9.061380e+00</td>\n",
+       "      <td>1311.385376</td>\n",
+       "      <td>1534.801880</td>\n",
+       "      <td>278.009491</td>\n",
+       "      <td>364.4110</td>\n",
+       "      <td>6900.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>92352620</td>\n",
+       "      <td>107.01</td>\n",
+       "      <td>9.64330</td>\n",
+       "      <td>20:55:07.98</td>\n",
+       "      <td>-34:08:08.7</td>\n",
+       "      <td>26.376</td>\n",
+       "      <td>-44.947</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.950054</td>\n",
+       "      <td>4.557506</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12999.897461</td>\n",
+       "      <td>1.877557e+01</td>\n",
+       "      <td>1098.209595</td>\n",
+       "      <td>1468.219727</td>\n",
+       "      <td>0.860200</td>\n",
+       "      <td>211.2110</td>\n",
+       "      <td>6153.000000</td>\n",
+       "      <td>4.18077</td>\n",
+       "      <td>1.620000</td>\n",
+       "      <td>0.220000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>289793076</td>\n",
+       "      <td>108.01</td>\n",
+       "      <td>13.16300</td>\n",
+       "      <td>21:07:50.76</td>\n",
+       "      <td>-26:05:48.19</td>\n",
+       "      <td>3.479</td>\n",
+       "      <td>-10.313</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.043839</td>\n",
+       "      <td>2.660993</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24143.222656</td>\n",
+       "      <td>1.399950e+01</td>\n",
+       "      <td>400.955292</td>\n",
+       "      <td>1141.284058</td>\n",
+       "      <td>0.820267</td>\n",
+       "      <td>421.8550</td>\n",
+       "      <td>5523.000000</td>\n",
+       "      <td>4.52192</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>29344935</td>\n",
+       "      <td>109.01</td>\n",
+       "      <td>13.23660</td>\n",
+       "      <td>20:52:51.71</td>\n",
+       "      <td>-25:41:14.55</td>\n",
+       "      <td>1.053</td>\n",
+       "      <td>-9.881</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.766737</td>\n",
+       "      <td>2.568721</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15691.951172</td>\n",
+       "      <td>1.166177e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.834164</td>\n",
+       "      <td>513.0110</td>\n",
+       "      <td>5346.000000</td>\n",
+       "      <td>4.48823</td>\n",
+       "      <td>0.930000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>281459670</td>\n",
+       "      <td>110.01</td>\n",
+       "      <td>11.67140</td>\n",
+       "      <td>00:22:28.45</td>\n",
+       "      <td>-59:56:33.32</td>\n",
+       "      <td>-22.309</td>\n",
+       "      <td>-4.893</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.174305</td>\n",
+       "      <td>2.723339</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15603.693359</td>\n",
+       "      <td>1.366880e+01</td>\n",
+       "      <td>662.491028</td>\n",
+       "      <td>1293.941772</td>\n",
+       "      <td>100.352081</td>\n",
+       "      <td>342.1400</td>\n",
+       "      <td>5943.000000</td>\n",
+       "      <td>4.42524</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>355703913</td>\n",
+       "      <td>111.01</td>\n",
+       "      <td>13.18300</td>\n",
+       "      <td>00:03:05.88</td>\n",
+       "      <td>-62:28:09.54</td>\n",
+       "      <td>2.894</td>\n",
+       "      <td>4.911</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.106098</td>\n",
+       "      <td>1.574766</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12430.502930</td>\n",
+       "      <td>1.668368e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.581211</td>\n",
+       "      <td>508.8420</td>\n",
+       "      <td>5380.000000</td>\n",
+       "      <td>4.43370</td>\n",
+       "      <td>0.980000</td>\n",
+       "      <td>0.245387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>388104525</td>\n",
+       "      <td>112.01</td>\n",
+       "      <td>11.60350</td>\n",
+       "      <td>03:43:44.07</td>\n",
+       "      <td>-65:11:37.61</td>\n",
+       "      <td>21.126</td>\n",
+       "      <td>16.543</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.499814</td>\n",
+       "      <td>2.878017</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15044.681641</td>\n",
+       "      <td>1.483984e+01</td>\n",
+       "      <td>996.863525</td>\n",
+       "      <td>1433.107178</td>\n",
+       "      <td>235.476913</td>\n",
+       "      <td>302.4480</td>\n",
+       "      <td>5650.000000</td>\n",
+       "      <td>4.28867</td>\n",
+       "      <td>1.200000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>97409519</td>\n",
+       "      <td>113.01</td>\n",
+       "      <td>12.18930</td>\n",
+       "      <td>22:10:51.44</td>\n",
+       "      <td>-30:44:58.99</td>\n",
+       "      <td>-0.710</td>\n",
+       "      <td>-14.516</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.372877</td>\n",
+       "      <td>2.634260</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17163.603516</td>\n",
+       "      <td>1.420180e+01</td>\n",
+       "      <td>615.165894</td>\n",
+       "      <td>1270.187500</td>\n",
+       "      <td>0.829214</td>\n",
+       "      <td>448.6370</td>\n",
+       "      <td>6050.000000</td>\n",
+       "      <td>4.45061</td>\n",
+       "      <td>1.020000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>25155310</td>\n",
+       "      <td>114.01</td>\n",
+       "      <td>10.61030</td>\n",
+       "      <td>04:13:29.93</td>\n",
+       "      <td>-69:13:35.73</td>\n",
+       "      <td>63.134</td>\n",
+       "      <td>53.433</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.288776</td>\n",
+       "      <td>3.410191</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7125.314941</td>\n",
+       "      <td>1.083568e+01</td>\n",
+       "      <td>808.154602</td>\n",
+       "      <td>1359.857422</td>\n",
+       "      <td>240.635345</td>\n",
+       "      <td>216.5260</td>\n",
+       "      <td>5800.000000</td>\n",
+       "      <td>4.28004</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>0.206830</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>281541555</td>\n",
+       "      <td>115.01</td>\n",
+       "      <td>13.04170</td>\n",
+       "      <td>00:26:48.63</td>\n",
+       "      <td>-56:18:57.97</td>\n",
+       "      <td>21.460</td>\n",
+       "      <td>7.316</td>\n",
+       "      <td>2.458330e+06</td>\n",
+       "      <td>4.742745</td>\n",
+       "      <td>2.408768</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13420.032227</td>\n",
+       "      <td>1.151794e+01</td>\n",
+       "      <td>246.937668</td>\n",
+       "      <td>1011.035889</td>\n",
+       "      <td>24.498663</td>\n",
+       "      <td>453.8080</td>\n",
+       "      <td>5377.000000</td>\n",
+       "      <td>4.42476</td>\n",
+       "      <td>0.980778</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>238176110</td>\n",
+       "      <td>116.01</td>\n",
+       "      <td>11.04430</td>\n",
+       "      <td>23:51:23.14</td>\n",
+       "      <td>-70:09:10.3</td>\n",
+       "      <td>96.185</td>\n",
+       "      <td>-1.747</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>2.798594</td>\n",
+       "      <td>2.366459</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16879.449219</td>\n",
+       "      <td>1.129384e+01</td>\n",
+       "      <td>288.255493</td>\n",
+       "      <td>1050.906738</td>\n",
+       "      <td>0.808503</td>\n",
+       "      <td>149.9420</td>\n",
+       "      <td>4920.000000</td>\n",
+       "      <td>4.49371</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>0.320000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>322307342</td>\n",
+       "      <td>117.01</td>\n",
+       "      <td>11.78060</td>\n",
+       "      <td>01:00:01.46</td>\n",
+       "      <td>-58:54:17.01</td>\n",
+       "      <td>22.522</td>\n",
+       "      <td>7.594</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>3.585500</td>\n",
+       "      <td>3.173000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6130.000000</td>\n",
+       "      <td>1.742020e+01</td>\n",
+       "      <td>519.635000</td>\n",
+       "      <td>1330.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>603.9550</td>\n",
+       "      <td>5704.800000</td>\n",
+       "      <td>3.84000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>-0.250000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>266980320</td>\n",
+       "      <td>118.01</td>\n",
+       "      <td>9.17900</td>\n",
+       "      <td>23:18:14.22</td>\n",
+       "      <td>-56:54:14.35</td>\n",
+       "      <td>313.918</td>\n",
+       "      <td>-20.177</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>6.036061</td>\n",
+       "      <td>2.123832</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1704.034302</td>\n",
+       "      <td>4.926376e+00</td>\n",
+       "      <td>242.435043</td>\n",
+       "      <td>1006.395264</td>\n",
+       "      <td>0.830483</td>\n",
+       "      <td>94.1719</td>\n",
+       "      <td>5586.000000</td>\n",
+       "      <td>4.36763</td>\n",
+       "      <td>1.077600</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.01</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>5.541143</td>\n",
+       "      <td>3.034710</td>\n",
+       "      <td>...</td>\n",
+       "      <td>625.829712</td>\n",
+       "      <td>2.468596e+00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>20.643391</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.02</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>10.691632</td>\n",
+       "      <td>3.177466</td>\n",
+       "      <td>...</td>\n",
+       "      <td>519.241028</td>\n",
+       "      <td>1.891011e+00</td>\n",
+       "      <td>58.334728</td>\n",
+       "      <td>704.857849</td>\n",
+       "      <td>19.546083</td>\n",
+       "      <td>66.6187</td>\n",
+       "      <td>5332.000000</td>\n",
+       "      <td>4.56429</td>\n",
+       "      <td>0.829762</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>394137592</td>\n",
+       "      <td>120.01</td>\n",
+       "      <td>7.10620</td>\n",
+       "      <td>00:17:47.32</td>\n",
+       "      <td>-66:21:32.14</td>\n",
+       "      <td>64.763</td>\n",
+       "      <td>-5.056</td>\n",
+       "      <td>2.458332e+06</td>\n",
+       "      <td>11.535076</td>\n",
+       "      <td>8.555958</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2389.906250</td>\n",
+       "      <td>1.221581e+01</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>32.900002</td>\n",
+       "      <td>79.5702</td>\n",
+       "      <td>5479.299805</td>\n",
+       "      <td>3.77000</td>\n",
+       "      <td>2.487710</td>\n",
+       "      <td>-0.020000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>207081058</td>\n",
+       "      <td>121.01</td>\n",
+       "      <td>9.93580</td>\n",
+       "      <td>22:07:28.2</td>\n",
+       "      <td>-41:48:55.84</td>\n",
+       "      <td>49.561</td>\n",
+       "      <td>-9.678</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>14.775056</td>\n",
+       "      <td>5.449073</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14107.169922</td>\n",
+       "      <td>1.478311e+01</td>\n",
+       "      <td>119.985214</td>\n",
+       "      <td>844.115112</td>\n",
+       "      <td>0.836588</td>\n",
+       "      <td>182.1690</td>\n",
+       "      <td>6053.000000</td>\n",
+       "      <td>4.31350</td>\n",
+       "      <td>1.225910</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>231702397</td>\n",
+       "      <td>122.01</td>\n",
+       "      <td>13.08400</td>\n",
+       "      <td>22:11:47.58</td>\n",
+       "      <td>-58:56:45.91</td>\n",
+       "      <td>138.138</td>\n",
+       "      <td>-235.810</td>\n",
+       "      <td>2.458329e+06</td>\n",
+       "      <td>5.077677</td>\n",
+       "      <td>1.155359</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6501.890625</td>\n",
+       "      <td>2.386458e+00</td>\n",
+       "      <td>6.457958</td>\n",
+       "      <td>406.577698</td>\n",
+       "      <td>0.940471</td>\n",
+       "      <td>62.1180</td>\n",
+       "      <td>3318.000000</td>\n",
+       "      <td>4.95810</td>\n",
+       "      <td>0.294000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>290131778</td>\n",
+       "      <td>123.01</td>\n",
+       "      <td>7.87598</td>\n",
+       "      <td>21:18:47.9</td>\n",
+       "      <td>-26:36:58.95</td>\n",
+       "      <td>23.236</td>\n",
+       "      <td>-57.557</td>\n",
+       "      <td>2.458325e+06</td>\n",
+       "      <td>3.308754</td>\n",
+       "      <td>5.634728</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3177.131836</td>\n",
+       "      <td>7.723223e+00</td>\n",
+       "      <td>1078.917480</td>\n",
+       "      <td>1461.728760</td>\n",
+       "      <td>0.920341</td>\n",
+       "      <td>161.4980</td>\n",
+       "      <td>6188.000000</td>\n",
+       "      <td>4.27166</td>\n",
+       "      <td>1.318870</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>29831208</td>\n",
+       "      <td>124.01</td>\n",
+       "      <td>11.13110</td>\n",
+       "      <td>04:26:19.83</td>\n",
+       "      <td>-67:48:22.87</td>\n",
+       "      <td>7.888</td>\n",
+       "      <td>32.653</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>1.842860</td>\n",
+       "      <td>1.719758</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2469.541504</td>\n",
+       "      <td>7.099990e+00</td>\n",
+       "      <td>590.536682</td>\n",
+       "      <td>1257.278442</td>\n",
+       "      <td>22.854355</td>\n",
+       "      <td>809.2520</td>\n",
+       "      <td>5080.000000</td>\n",
+       "      <td>4.48159</td>\n",
+       "      <td>0.877602</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.01</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>4.653811</td>\n",
+       "      <td>2.921928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1007.882446</td>\n",
+       "      <td>2.863905e+00</td>\n",
+       "      <td>188.107544</td>\n",
+       "      <td>944.542053</td>\n",
+       "      <td>17.438063</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.02</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458334e+06</td>\n",
+       "      <td>9.150607</td>\n",
+       "      <td>2.907668</td>\n",
+       "      <td>...</td>\n",
+       "      <td>996.181824</td>\n",
+       "      <td>2.861244e+00</td>\n",
+       "      <td>76.380043</td>\n",
+       "      <td>753.988525</td>\n",
+       "      <td>14.804296</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.03</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458343e+06</td>\n",
+       "      <td>19.981867</td>\n",
+       "      <td>2.991231</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1046.211182</td>\n",
+       "      <td>2.899664e+00</td>\n",
+       "      <td>26.945604</td>\n",
+       "      <td>581.087769</td>\n",
+       "      <td>10.261628</td>\n",
+       "      <td>111.0590</td>\n",
+       "      <td>5154.000000</td>\n",
+       "      <td>4.47072</td>\n",
+       "      <td>0.899270</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>70440470</td>\n",
+       "      <td>126.01</td>\n",
+       "      <td>12.79230</td>\n",
+       "      <td>22:37:57.43</td>\n",
+       "      <td>-35:09:15.13</td>\n",
+       "      <td>-9.326</td>\n",
+       "      <td>-50.142</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>3.035381</td>\n",
+       "      <td>2.886722</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16740.835938</td>\n",
+       "      <td>1.504447e+01</td>\n",
+       "      <td>718.651245</td>\n",
+       "      <td>1320.533081</td>\n",
+       "      <td>0.860842</td>\n",
+       "      <td>573.0270</td>\n",
+       "      <td>5751.000000</td>\n",
+       "      <td>4.35036</td>\n",
+       "      <td>1.122370</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>234523599</td>\n",
+       "      <td>127.01</td>\n",
+       "      <td>14.12660</td>\n",
+       "      <td>01:02:12.45</td>\n",
+       "      <td>-61:45:22.08</td>\n",
+       "      <td>78.858</td>\n",
+       "      <td>-27.095</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>3.795609</td>\n",
+       "      <td>2.042805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>55371.085938</td>\n",
+       "      <td>2.375098e+01</td>\n",
+       "      <td>54.250580</td>\n",
+       "      <td>692.182861</td>\n",
+       "      <td>58.162800</td>\n",
+       "      <td>140.2250</td>\n",
+       "      <td>3424.000000</td>\n",
+       "      <td>4.43800</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>NaN</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1882</th>\n",
+       "      <td>453789494</td>\n",
+       "      <td>1907.01</td>\n",
+       "      <td>10.73160</td>\n",
+       "      <td>13:17:44.1</td>\n",
+       "      <td>-47:14:15.27</td>\n",
+       "      <td>-15.976</td>\n",
+       "      <td>0.505</td>\n",
+       "      <td>2.458599e+06</td>\n",
+       "      <td>5.477440</td>\n",
+       "      <td>5.462000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8373.780000</td>\n",
+       "      <td>2.040590e+01</td>\n",
+       "      <td>1517.790000</td>\n",
+       "      <td>1738.000000</td>\n",
+       "      <td>122.000000</td>\n",
+       "      <td>538.1100</td>\n",
+       "      <td>6942.000000</td>\n",
+       "      <td>3.94000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1883</th>\n",
+       "      <td>37718056</td>\n",
+       "      <td>1908.01</td>\n",
+       "      <td>11.70830</td>\n",
+       "      <td>00:16:35.12</td>\n",
+       "      <td>-10:58:35.12</td>\n",
+       "      <td>1.827</td>\n",
+       "      <td>-1.504</td>\n",
+       "      <td>2.458384e+06</td>\n",
+       "      <td>3.656880</td>\n",
+       "      <td>3.542000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7040.000000</td>\n",
+       "      <td>1.280310e+01</td>\n",
+       "      <td>903.013000</td>\n",
+       "      <td>1527.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>524.9930</td>\n",
+       "      <td>6239.000000</td>\n",
+       "      <td>4.15000</td>\n",
+       "      <td>1.530000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1884</th>\n",
+       "      <td>232038798</td>\n",
+       "      <td>1909.01</td>\n",
+       "      <td>11.31870</td>\n",
+       "      <td>06:26:58.71</td>\n",
+       "      <td>-46:49:16.91</td>\n",
+       "      <td>0.077</td>\n",
+       "      <td>20.496</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>4.153230</td>\n",
+       "      <td>1.999000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20575.800000</td>\n",
+       "      <td>1.235690e+01</td>\n",
+       "      <td>499.927000</td>\n",
+       "      <td>1317.000000</td>\n",
+       "      <td>98.000000</td>\n",
+       "      <td>303.9410</td>\n",
+       "      <td>5818.800000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>0.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1885</th>\n",
+       "      <td>437261733</td>\n",
+       "      <td>1910.01</td>\n",
+       "      <td>13.29580</td>\n",
+       "      <td>11:21:17.84</td>\n",
+       "      <td>-22:23:17.44</td>\n",
+       "      <td>-24.166</td>\n",
+       "      <td>0.929</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>5.417920</td>\n",
+       "      <td>3.522000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13980.000000</td>\n",
+       "      <td>1.316170e+01</td>\n",
+       "      <td>260.226000</td>\n",
+       "      <td>1118.000000</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>642.8840</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.36000</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1886</th>\n",
+       "      <td>44745133</td>\n",
+       "      <td>1911.01</td>\n",
+       "      <td>12.57570</td>\n",
+       "      <td>04:06:37.87</td>\n",
+       "      <td>-25:20:58.8</td>\n",
+       "      <td>3.997</td>\n",
+       "      <td>9.892</td>\n",
+       "      <td>2.458416e+06</td>\n",
+       "      <td>7.818760</td>\n",
+       "      <td>4.968000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3110.000000</td>\n",
+       "      <td>9.222220e+00</td>\n",
+       "      <td>260.731000</td>\n",
+       "      <td>1119.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>679.7610</td>\n",
+       "      <td>5549.000000</td>\n",
+       "      <td>4.00000</td>\n",
+       "      <td>1.640000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1887</th>\n",
+       "      <td>50712784</td>\n",
+       "      <td>1912.01</td>\n",
+       "      <td>10.55790</td>\n",
+       "      <td>08:25:21.08</td>\n",
+       "      <td>-11:30:03.56</td>\n",
+       "      <td>-5.388</td>\n",
+       "      <td>-0.587</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>5.405420</td>\n",
+       "      <td>4.712000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3590.000000</td>\n",
+       "      <td>9.836340e+00</td>\n",
+       "      <td>898.650000</td>\n",
+       "      <td>1525.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>343.0800</td>\n",
+       "      <td>6410.000000</td>\n",
+       "      <td>4.14000</td>\n",
+       "      <td>1.590000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1888</th>\n",
+       "      <td>53458803</td>\n",
+       "      <td>1913.01</td>\n",
+       "      <td>11.86560</td>\n",
+       "      <td>06:51:23.38</td>\n",
+       "      <td>-29:03:31.16</td>\n",
+       "      <td>-16.382</td>\n",
+       "      <td>-7.264</td>\n",
+       "      <td>2.458472e+06</td>\n",
+       "      <td>3.348620</td>\n",
+       "      <td>3.299000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11170.000000</td>\n",
+       "      <td>1.319540e+01</td>\n",
+       "      <td>617.947000</td>\n",
+       "      <td>1389.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "      <td>389.5700</td>\n",
+       "      <td>5711.000000</td>\n",
+       "      <td>4.27000</td>\n",
+       "      <td>1.230000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1889</th>\n",
+       "      <td>53750200</td>\n",
+       "      <td>1914.01</td>\n",
+       "      <td>12.23090</td>\n",
+       "      <td>06:54:04.17</td>\n",
+       "      <td>-27:03:01.5</td>\n",
+       "      <td>-0.139</td>\n",
+       "      <td>-4.758</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>4.192680</td>\n",
+       "      <td>1.729000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4240.000000</td>\n",
+       "      <td>1.098590e+01</td>\n",
+       "      <td>198.538000</td>\n",
+       "      <td>1045.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>737.6680</td>\n",
+       "      <td>6405.000000</td>\n",
+       "      <td>4.13000</td>\n",
+       "      <td>1.630000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1890</th>\n",
+       "      <td>98283926</td>\n",
+       "      <td>1915.01</td>\n",
+       "      <td>13.14720</td>\n",
+       "      <td>07:13:48.58</td>\n",
+       "      <td>-33:26:14.45</td>\n",
+       "      <td>0.759</td>\n",
+       "      <td>-2.879</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>2.291830</td>\n",
+       "      <td>3.129000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11090.000000</td>\n",
+       "      <td>1.347250e+01</td>\n",
+       "      <td>1834.770000</td>\n",
+       "      <td>1823.000000</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>800.3770</td>\n",
+       "      <td>6208.000000</td>\n",
+       "      <td>4.31000</td>\n",
+       "      <td>1.270000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1891</th>\n",
+       "      <td>98545929</td>\n",
+       "      <td>1916.01</td>\n",
+       "      <td>12.45390</td>\n",
+       "      <td>07:16:25.09</td>\n",
+       "      <td>-31:14:39.82</td>\n",
+       "      <td>-2.420</td>\n",
+       "      <td>2.440</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>1.888510</td>\n",
+       "      <td>3.515000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4990.000000</td>\n",
+       "      <td>1.462970e+01</td>\n",
+       "      <td>12565.400000</td>\n",
+       "      <td>2949.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>1458.8300</td>\n",
+       "      <td>8549.000000</td>\n",
+       "      <td>4.11000</td>\n",
+       "      <td>2.120000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1892</th>\n",
+       "      <td>339522221</td>\n",
+       "      <td>1917.01</td>\n",
+       "      <td>12.04570</td>\n",
+       "      <td>19:46:45.23</td>\n",
+       "      <td>-63:33:56.34</td>\n",
+       "      <td>19.406</td>\n",
+       "      <td>-12.796</td>\n",
+       "      <td>2.458655e+06</td>\n",
+       "      <td>1.820690</td>\n",
+       "      <td>3.049000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12340.000000</td>\n",
+       "      <td>1.565930e+01</td>\n",
+       "      <td>2440.700000</td>\n",
+       "      <td>1958.000000</td>\n",
+       "      <td>83.000000</td>\n",
+       "      <td>514.5550</td>\n",
+       "      <td>6155.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1893</th>\n",
+       "      <td>308425348</td>\n",
+       "      <td>1918.01</td>\n",
+       "      <td>12.28760</td>\n",
+       "      <td>11:10:19.88</td>\n",
+       "      <td>-58:58:58.75</td>\n",
+       "      <td>-10.042</td>\n",
+       "      <td>4.282</td>\n",
+       "      <td>2.458572e+06</td>\n",
+       "      <td>3.398290</td>\n",
+       "      <td>2.634000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4340.000000</td>\n",
+       "      <td>7.066330e+00</td>\n",
+       "      <td>662.808000</td>\n",
+       "      <td>1413.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>477.3220</td>\n",
+       "      <td>6271.000000</td>\n",
+       "      <td>4.45000</td>\n",
+       "      <td>1.090000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1894</th>\n",
+       "      <td>102192004</td>\n",
+       "      <td>1919.01</td>\n",
+       "      <td>11.32870</td>\n",
+       "      <td>13:03:10.56</td>\n",
+       "      <td>-41:23:05.5</td>\n",
+       "      <td>0.043</td>\n",
+       "      <td>-5.784</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>4.233490</td>\n",
+       "      <td>1.613000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7020.000000</td>\n",
+       "      <td>1.327800e+01</td>\n",
+       "      <td>269.982000</td>\n",
+       "      <td>1129.000000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>410.1490</td>\n",
+       "      <td>6333.700000</td>\n",
+       "      <td>4.21000</td>\n",
+       "      <td>1.460000</td>\n",
+       "      <td>-0.100000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1895</th>\n",
+       "      <td>363851359</td>\n",
+       "      <td>1920.01</td>\n",
+       "      <td>13.27550</td>\n",
+       "      <td>13:22:32.37</td>\n",
+       "      <td>-44:41:19.82</td>\n",
+       "      <td>-3.451</td>\n",
+       "      <td>-7.915</td>\n",
+       "      <td>2.458599e+06</td>\n",
+       "      <td>2.543170</td>\n",
+       "      <td>2.106000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5740.000000</td>\n",
+       "      <td>1.014960e+01</td>\n",
+       "      <td>455.425000</td>\n",
+       "      <td>1286.000000</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>748.5850</td>\n",
+       "      <td>5652.000000</td>\n",
+       "      <td>4.20000</td>\n",
+       "      <td>1.310000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1896</th>\n",
+       "      <td>112099249</td>\n",
+       "      <td>1921.01</td>\n",
+       "      <td>12.15770</td>\n",
+       "      <td>13:58:04.08</td>\n",
+       "      <td>-30:20:53.35</td>\n",
+       "      <td>-4.362</td>\n",
+       "      <td>-5.087</td>\n",
+       "      <td>2.458604e+06</td>\n",
+       "      <td>5.179580</td>\n",
+       "      <td>4.524000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7620.000000</td>\n",
+       "      <td>1.482900e+01</td>\n",
+       "      <td>669.018000</td>\n",
+       "      <td>1416.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>663.2310</td>\n",
+       "      <td>6116.000000</td>\n",
+       "      <td>4.07000</td>\n",
+       "      <td>1.650000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1897</th>\n",
+       "      <td>112604564</td>\n",
+       "      <td>1922.01</td>\n",
+       "      <td>12.32130</td>\n",
+       "      <td>07:29:40.61</td>\n",
+       "      <td>-29:56:16.5</td>\n",
+       "      <td>2.670</td>\n",
+       "      <td>-5.024</td>\n",
+       "      <td>2.458496e+06</td>\n",
+       "      <td>4.577780</td>\n",
+       "      <td>3.574000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10660.000000</td>\n",
+       "      <td>1.858410e+01</td>\n",
+       "      <td>773.768000</td>\n",
+       "      <td>1469.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>878.5210</td>\n",
+       "      <td>6687.000000</td>\n",
+       "      <td>4.09000</td>\n",
+       "      <td>1.780000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1898</th>\n",
+       "      <td>114299824</td>\n",
+       "      <td>1923.01</td>\n",
+       "      <td>12.92640</td>\n",
+       "      <td>07:37:08.01</td>\n",
+       "      <td>-32:45:19.51</td>\n",
+       "      <td>-6.283</td>\n",
+       "      <td>0.531</td>\n",
+       "      <td>2.458494e+06</td>\n",
+       "      <td>4.206620</td>\n",
+       "      <td>2.290000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12200.000000</td>\n",
+       "      <td>1.196900e+01</td>\n",
+       "      <td>404.654000</td>\n",
+       "      <td>1249.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>609.8380</td>\n",
+       "      <td>6781.000000</td>\n",
+       "      <td>4.54000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1900</th>\n",
+       "      <td>118956453</td>\n",
+       "      <td>1925.01</td>\n",
+       "      <td>11.93970</td>\n",
+       "      <td>09:01:39.91</td>\n",
+       "      <td>-20:43:13.33</td>\n",
+       "      <td>-9.984</td>\n",
+       "      <td>1.128</td>\n",
+       "      <td>2.458520e+06</td>\n",
+       "      <td>2.344990</td>\n",
+       "      <td>1.908000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14670.000000</td>\n",
+       "      <td>1.278410e+01</td>\n",
+       "      <td>381.246000</td>\n",
+       "      <td>1231.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "      <td>305.6030</td>\n",
+       "      <td>5515.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.040000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1901</th>\n",
+       "      <td>143143769</td>\n",
+       "      <td>1926.01</td>\n",
+       "      <td>12.36860</td>\n",
+       "      <td>05:58:23.73</td>\n",
+       "      <td>-30:48:42.48</td>\n",
+       "      <td>-16.881</td>\n",
+       "      <td>-7.371</td>\n",
+       "      <td>2.458469e+06</td>\n",
+       "      <td>1.336560</td>\n",
+       "      <td>0.737000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1760.000000</td>\n",
+       "      <td>4.255630e+00</td>\n",
+       "      <td>209.675000</td>\n",
+       "      <td>1060.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>280.5550</td>\n",
+       "      <td>5111.900000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>-0.188957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1902</th>\n",
+       "      <td>14344979</td>\n",
+       "      <td>1927.01</td>\n",
+       "      <td>12.33530</td>\n",
+       "      <td>10:55:09.32</td>\n",
+       "      <td>-00:44:13.44</td>\n",
+       "      <td>-28.120</td>\n",
+       "      <td>24.033</td>\n",
+       "      <td>2.458549e+06</td>\n",
+       "      <td>4.112650</td>\n",
+       "      <td>1.758000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20940.000000</td>\n",
+       "      <td>1.354450e+01</td>\n",
+       "      <td>108.112000</td>\n",
+       "      <td>898.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>325.3770</td>\n",
+       "      <td>5424.800000</td>\n",
+       "      <td>4.49000</td>\n",
+       "      <td>0.920000</td>\n",
+       "      <td>-0.490000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1903</th>\n",
+       "      <td>207077681</td>\n",
+       "      <td>1928.01</td>\n",
+       "      <td>12.31190</td>\n",
+       "      <td>21:23:03.09</td>\n",
+       "      <td>-40:02:54.38</td>\n",
+       "      <td>-3.337</td>\n",
+       "      <td>-39.852</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.278640</td>\n",
+       "      <td>1.852261</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17220.000000</td>\n",
+       "      <td>1.728026e+07</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>61.500000</td>\n",
+       "      <td>355.5130</td>\n",
+       "      <td>4879.000000</td>\n",
+       "      <td>4.50000</td>\n",
+       "      <td>1.210000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1904</th>\n",
+       "      <td>157266693</td>\n",
+       "      <td>1929.01</td>\n",
+       "      <td>13.16480</td>\n",
+       "      <td>11:46:30.8</td>\n",
+       "      <td>-33:51:36.27</td>\n",
+       "      <td>-35.023</td>\n",
+       "      <td>-4.597</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>3.853060</td>\n",
+       "      <td>3.631000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>16900.000000</td>\n",
+       "      <td>1.421250e+01</td>\n",
+       "      <td>743.913000</td>\n",
+       "      <td>1454.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>585.7700</td>\n",
+       "      <td>5697.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1905</th>\n",
+       "      <td>160578764</td>\n",
+       "      <td>1930.01</td>\n",
+       "      <td>12.10140</td>\n",
+       "      <td>14:54:38.09</td>\n",
+       "      <td>-38:44:40.37</td>\n",
+       "      <td>0.723</td>\n",
+       "      <td>-1.530</td>\n",
+       "      <td>2.458601e+06</td>\n",
+       "      <td>2.878290</td>\n",
+       "      <td>2.241000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8350.000000</td>\n",
+       "      <td>1.277710e+01</td>\n",
+       "      <td>547.690000</td>\n",
+       "      <td>1347.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>508.8850</td>\n",
+       "      <td>6017.000000</td>\n",
+       "      <td>4.22000</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1906</th>\n",
+       "      <td>162922904</td>\n",
+       "      <td>1931.01</td>\n",
+       "      <td>12.02330</td>\n",
+       "      <td>11:27:22.81</td>\n",
+       "      <td>-44:05:19.33</td>\n",
+       "      <td>-8.427</td>\n",
+       "      <td>-2.262</td>\n",
+       "      <td>2.458575e+06</td>\n",
+       "      <td>3.817210</td>\n",
+       "      <td>4.420000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3850.000000</td>\n",
+       "      <td>1.282250e+01</td>\n",
+       "      <td>1280.030000</td>\n",
+       "      <td>1666.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>757.8400</td>\n",
+       "      <td>6090.000000</td>\n",
+       "      <td>3.88000</td>\n",
+       "      <td>2.030000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1907</th>\n",
+       "      <td>386259537</td>\n",
+       "      <td>1932.01</td>\n",
+       "      <td>11.32990</td>\n",
+       "      <td>08:29:32.94</td>\n",
+       "      <td>-12:56:41.17</td>\n",
+       "      <td>-13.184</td>\n",
+       "      <td>-3.821</td>\n",
+       "      <td>2.458522e+06</td>\n",
+       "      <td>5.612640</td>\n",
+       "      <td>6.235000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4685.480000</td>\n",
+       "      <td>1.720200e+01</td>\n",
+       "      <td>1063.430000</td>\n",
+       "      <td>1590.000000</td>\n",
+       "      <td>46.000000</td>\n",
+       "      <td>627.0660</td>\n",
+       "      <td>6013.500000</td>\n",
+       "      <td>4.17000</td>\n",
+       "      <td>2.280000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1908</th>\n",
+       "      <td>172598832</td>\n",
+       "      <td>1933.01</td>\n",
+       "      <td>12.94100</td>\n",
+       "      <td>06:42:17.1</td>\n",
+       "      <td>-29:46:36.41</td>\n",
+       "      <td>-4.344</td>\n",
+       "      <td>5.595</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>3.264450</td>\n",
+       "      <td>4.890000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4020.000000</td>\n",
+       "      <td>1.299240e+01</td>\n",
+       "      <td>2868.180000</td>\n",
+       "      <td>2038.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1342.2900</td>\n",
+       "      <td>6561.000000</td>\n",
+       "      <td>3.93000</td>\n",
+       "      <td>2.080000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1909</th>\n",
+       "      <td>125739286</td>\n",
+       "      <td>1934.01</td>\n",
+       "      <td>10.52880</td>\n",
+       "      <td>14:20:29.46</td>\n",
+       "      <td>-31:12:07.45</td>\n",
+       "      <td>-21.736</td>\n",
+       "      <td>-0.858</td>\n",
+       "      <td>2.458603e+06</td>\n",
+       "      <td>4.511620</td>\n",
+       "      <td>4.556000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10754.700000</td>\n",
+       "      <td>1.836540e+01</td>\n",
+       "      <td>1110.780000</td>\n",
+       "      <td>1608.000000</td>\n",
+       "      <td>99.000000</td>\n",
+       "      <td>356.3910</td>\n",
+       "      <td>6540.600000</td>\n",
+       "      <td>4.26000</td>\n",
+       "      <td>1.610000</td>\n",
+       "      <td>-0.290000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1910</th>\n",
+       "      <td>176685457</td>\n",
+       "      <td>1935.01</td>\n",
+       "      <td>12.26820</td>\n",
+       "      <td>09:27:40.95</td>\n",
+       "      <td>-19:20:51.53</td>\n",
+       "      <td>-6.078</td>\n",
+       "      <td>1.723</td>\n",
+       "      <td>2.458519e+06</td>\n",
+       "      <td>4.435260</td>\n",
+       "      <td>2.382000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6120.000000</td>\n",
+       "      <td>1.277850e+01</td>\n",
+       "      <td>863.216000</td>\n",
+       "      <td>1510.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>609.1280</td>\n",
+       "      <td>6245.000000</td>\n",
+       "      <td>4.24000</td>\n",
+       "      <td>1.380000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1911</th>\n",
+       "      <td>178289267</td>\n",
+       "      <td>1936.01</td>\n",
+       "      <td>11.70760</td>\n",
+       "      <td>04:03:47.59</td>\n",
+       "      <td>-19:03:24.55</td>\n",
+       "      <td>-12.664</td>\n",
+       "      <td>-14.115</td>\n",
+       "      <td>2.458413e+06</td>\n",
+       "      <td>2.350690</td>\n",
+       "      <td>2.449000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15520.000000</td>\n",
+       "      <td>1.216030e+01</td>\n",
+       "      <td>615.565000</td>\n",
+       "      <td>1387.000000</td>\n",
+       "      <td>173.000000</td>\n",
+       "      <td>279.4850</td>\n",
+       "      <td>5593.000000</td>\n",
+       "      <td>4.46000</td>\n",
+       "      <td>0.970000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1912</th>\n",
+       "      <td>268301217</td>\n",
+       "      <td>1937.01</td>\n",
+       "      <td>12.49330</td>\n",
+       "      <td>07:45:28.97</td>\n",
+       "      <td>-52:22:59.73</td>\n",
+       "      <td>-5.675</td>\n",
+       "      <td>11.296</td>\n",
+       "      <td>2.458492e+06</td>\n",
+       "      <td>0.946670</td>\n",
+       "      <td>1.268000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13790.000000</td>\n",
+       "      <td>1.552260e+01</td>\n",
+       "      <td>2420.390000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>415.1350</td>\n",
+       "      <td>5707.000000</td>\n",
+       "      <td>4.39000</td>\n",
+       "      <td>1.070000</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1802 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
+       "0     231663901   101.01  12.40690  21:14:56.88  -55:52:18.71          12.641   \n",
+       "1     149603524   102.01   9.71090  05:48:33.56  -63:59:17.98         -15.641   \n",
+       "2     336732616   103.01  11.52320   20:49:49.8   -24:25:43.3          10.426   \n",
+       "3     231670397   104.01   9.86380  21:19:47.93  -58:08:56.16          10.552   \n",
+       "4     144065872   105.01   9.49950  22:29:49.88  -48:00:11.16          91.976   \n",
+       "5      38846515   106.01  10.31570  04:35:50.36  -64:01:37.34          10.845   \n",
+       "6      92352620   107.01   9.64330  20:55:07.98   -34:08:08.7          26.376   \n",
+       "7     289793076   108.01  13.16300  21:07:50.76  -26:05:48.19           3.479   \n",
+       "8      29344935   109.01  13.23660  20:52:51.71  -25:41:14.55           1.053   \n",
+       "9     281459670   110.01  11.67140  00:22:28.45  -59:56:33.32         -22.309   \n",
+       "10    355703913   111.01  13.18300  00:03:05.88  -62:28:09.54           2.894   \n",
+       "11    388104525   112.01  11.60350  03:43:44.07  -65:11:37.61          21.126   \n",
+       "12     97409519   113.01  12.18930  22:10:51.44  -30:44:58.99          -0.710   \n",
+       "13     25155310   114.01  10.61030  04:13:29.93  -69:13:35.73          63.134   \n",
+       "14    281541555   115.01  13.04170  00:26:48.63  -56:18:57.97          21.460   \n",
+       "15    238176110   116.01  11.04430  23:51:23.14   -70:09:10.3          96.185   \n",
+       "16    322307342   117.01  11.78060  01:00:01.46  -58:54:17.01          22.522   \n",
+       "17    266980320   118.01   9.17900  23:18:14.22  -56:54:14.35         313.918   \n",
+       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "20    394137592   120.01   7.10620  00:17:47.32  -66:21:32.14          64.763   \n",
+       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
+       "22    231702397   122.01  13.08400  22:11:47.58  -58:56:45.91         138.138   \n",
+       "23    290131778   123.01   7.87598   21:18:47.9  -26:36:58.95          23.236   \n",
+       "24     29831208   124.01  11.13110  04:26:19.83  -67:48:22.87           7.888   \n",
+       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "27     52368076   125.03  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "28     70440470   126.01  12.79230  22:37:57.43  -35:09:15.13          -9.326   \n",
+       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
+       "...         ...      ...       ...          ...           ...             ...   \n",
+       "1882  453789494  1907.01  10.73160   13:17:44.1  -47:14:15.27         -15.976   \n",
+       "1883   37718056  1908.01  11.70830  00:16:35.12  -10:58:35.12           1.827   \n",
+       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
+       "1885  437261733  1910.01  13.29580  11:21:17.84  -22:23:17.44         -24.166   \n",
+       "1886   44745133  1911.01  12.57570  04:06:37.87   -25:20:58.8           3.997   \n",
+       "1887   50712784  1912.01  10.55790  08:25:21.08  -11:30:03.56          -5.388   \n",
+       "1888   53458803  1913.01  11.86560  06:51:23.38  -29:03:31.16         -16.382   \n",
+       "1889   53750200  1914.01  12.23090  06:54:04.17   -27:03:01.5          -0.139   \n",
+       "1890   98283926  1915.01  13.14720  07:13:48.58  -33:26:14.45           0.759   \n",
+       "1891   98545929  1916.01  12.45390  07:16:25.09  -31:14:39.82          -2.420   \n",
+       "1892  339522221  1917.01  12.04570  19:46:45.23  -63:33:56.34          19.406   \n",
+       "1893  308425348  1918.01  12.28760  11:10:19.88  -58:58:58.75         -10.042   \n",
+       "1894  102192004  1919.01  11.32870  13:03:10.56   -41:23:05.5           0.043   \n",
+       "1895  363851359  1920.01  13.27550  13:22:32.37  -44:41:19.82          -3.451   \n",
+       "1896  112099249  1921.01  12.15770  13:58:04.08  -30:20:53.35          -4.362   \n",
+       "1897  112604564  1922.01  12.32130  07:29:40.61   -29:56:16.5           2.670   \n",
+       "1898  114299824  1923.01  12.92640  07:37:08.01  -32:45:19.51          -6.283   \n",
+       "1900  118956453  1925.01  11.93970  09:01:39.91  -20:43:13.33          -9.984   \n",
+       "1901  143143769  1926.01  12.36860  05:58:23.73  -30:48:42.48         -16.881   \n",
+       "1902   14344979  1927.01  12.33530  10:55:09.32  -00:44:13.44         -28.120   \n",
+       "1903  207077681  1928.01  12.31190  21:23:03.09  -40:02:54.38          -3.337   \n",
+       "1904  157266693  1929.01  13.16480   11:46:30.8  -33:51:36.27         -35.023   \n",
+       "1905  160578764  1930.01  12.10140  14:54:38.09  -38:44:40.37           0.723   \n",
+       "1906  162922904  1931.01  12.02330  11:27:22.81  -44:05:19.33          -8.427   \n",
+       "1907  386259537  1932.01  11.32990  08:29:32.94  -12:56:41.17         -13.184   \n",
+       "1908  172598832  1933.01  12.94100   06:42:17.1  -29:46:36.41          -4.344   \n",
+       "1909  125739286  1934.01  10.52880  14:20:29.46  -31:12:07.45         -21.736   \n",
+       "1910  176685457  1935.01  12.26820  09:27:40.95  -19:20:51.53          -6.078   \n",
+       "1911  178289267  1936.01  11.70760  04:03:47.59  -19:03:24.55         -12.664   \n",
+       "1912  268301217  1937.01  12.49330  07:45:28.97  -52:22:59.73          -5.675   \n",
+       "\n",
+       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
+       "0             -16.011  2.458326e+06       1.430401          1.638765   \n",
+       "1              26.046  2.458326e+06       4.411943          3.776425   \n",
+       "2              15.620  2.458327e+06       3.547854          3.494333   \n",
+       "3             -10.658  2.458328e+06       4.087445          5.590140   \n",
+       "4              -6.861  2.458327e+06       2.184659          2.869426   \n",
+       "5              -0.499  2.458327e+06       2.849380          3.776111   \n",
+       "6             -44.947  2.458328e+06       3.950054          4.557506   \n",
+       "7             -10.313  2.458328e+06       3.043839          2.660993   \n",
+       "8              -9.881  2.458326e+06       2.766737          2.568721   \n",
+       "9              -4.893  2.458328e+06       3.174305          2.723339   \n",
+       "10              4.911  2.458326e+06       2.106098          1.574766   \n",
+       "11             16.543  2.458327e+06       2.499814          2.878017   \n",
+       "12            -14.516  2.458327e+06       3.372877          2.634260   \n",
+       "13             53.433  2.458328e+06       3.288776          3.410191   \n",
+       "14              7.316  2.458330e+06       4.742745          2.408768   \n",
+       "15             -1.747  2.458327e+06       2.798594          2.366459   \n",
+       "16              7.594  2.458328e+06       3.585500          3.173000   \n",
+       "17            -20.177  2.458329e+06       6.036061          2.123832   \n",
+       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
+       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
+       "20             -5.056  2.458332e+06      11.535076          8.555958   \n",
+       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
+       "22           -235.810  2.458329e+06       5.077677          1.155359   \n",
+       "23            -57.557  2.458325e+06       3.308754          5.634728   \n",
+       "24             32.653  2.458327e+06       1.842860          1.719758   \n",
+       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
+       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
+       "27           -122.953  2.458343e+06      19.981867          2.991231   \n",
+       "28            -50.142  2.458327e+06       3.035381          2.886722   \n",
+       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
+       "...               ...           ...            ...               ...   \n",
+       "1882            0.505  2.458599e+06       5.477440          5.462000   \n",
+       "1883           -1.504  2.458384e+06       3.656880          3.542000   \n",
+       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
+       "1885            0.929  2.458549e+06       5.417920          3.522000   \n",
+       "1886            9.892  2.458416e+06       7.818760          4.968000   \n",
+       "1887           -0.587  2.458492e+06       5.405420          4.712000   \n",
+       "1888           -7.264  2.458472e+06       3.348620          3.299000   \n",
+       "1889           -4.758  2.458469e+06       4.192680          1.729000   \n",
+       "1890           -2.879  2.458492e+06       2.291830          3.129000   \n",
+       "1891            2.440  2.458492e+06       1.888510          3.515000   \n",
+       "1892          -12.796  2.458655e+06       1.820690          3.049000   \n",
+       "1893            4.282  2.458572e+06       3.398290          2.634000   \n",
+       "1894           -5.784  2.458575e+06       4.233490          1.613000   \n",
+       "1895           -7.915  2.458599e+06       2.543170          2.106000   \n",
+       "1896           -5.087  2.458604e+06       5.179580          4.524000   \n",
+       "1897           -5.024  2.458496e+06       4.577780          3.574000   \n",
+       "1898            0.531  2.458494e+06       4.206620          2.290000   \n",
+       "1900            1.128  2.458520e+06       2.344990          1.908000   \n",
+       "1901           -7.371  2.458469e+06       1.336560          0.737000   \n",
+       "1902           24.033  2.458549e+06       4.112650          1.758000   \n",
+       "1903          -39.852  2.458326e+06       2.278640          1.852261   \n",
+       "1904           -4.597  2.458574e+06       3.853060          3.631000   \n",
+       "1905           -1.530  2.458601e+06       2.878290          2.241000   \n",
+       "1906           -2.262  2.458575e+06       3.817210          4.420000   \n",
+       "1907           -3.821  2.458522e+06       5.612640          6.235000   \n",
+       "1908            5.595  2.458471e+06       3.264450          4.890000   \n",
+       "1909           -0.858  2.458603e+06       4.511620          4.556000   \n",
+       "1910            1.723  2.458519e+06       4.435260          2.382000   \n",
+       "1911          -14.115  2.458413e+06       2.350690          2.449000   \n",
+       "1912           11.296  2.458492e+06       0.946670          1.268000   \n",
+       "\n",
+       "             ...            Depth (ppm)  Planet Radius (R_Earth)  \\\n",
+       "0            ...           20452.531250             1.314501e+01   \n",
+       "1            ...           13979.925781             1.539724e+01   \n",
+       "2            ...           10424.372070             1.458184e+01   \n",
+       "3            ...            3586.197021             1.265210e+01   \n",
+       "4            ...           11836.691406             1.251459e+01   \n",
+       "5            ...            7452.432617             9.061380e+00   \n",
+       "6            ...           12999.897461             1.877557e+01   \n",
+       "7            ...           24143.222656             1.399950e+01   \n",
+       "8            ...           15691.951172             1.166177e+01   \n",
+       "9            ...           15603.693359             1.366880e+01   \n",
+       "10           ...           12430.502930             1.668368e+01   \n",
+       "11           ...           15044.681641             1.483984e+01   \n",
+       "12           ...           17163.603516             1.420180e+01   \n",
+       "13           ...            7125.314941             1.083568e+01   \n",
+       "14           ...           13420.032227             1.151794e+01   \n",
+       "15           ...           16879.449219             1.129384e+01   \n",
+       "16           ...            6130.000000             1.742020e+01   \n",
+       "17           ...            1704.034302             4.926376e+00   \n",
+       "18           ...             625.829712             2.468596e+00   \n",
+       "19           ...             519.241028             1.891011e+00   \n",
+       "20           ...            2389.906250             1.221581e+01   \n",
+       "21           ...           14107.169922             1.478311e+01   \n",
+       "22           ...            6501.890625             2.386458e+00   \n",
+       "23           ...            3177.131836             7.723223e+00   \n",
+       "24           ...            2469.541504             7.099990e+00   \n",
+       "25           ...            1007.882446             2.863905e+00   \n",
+       "26           ...             996.181824             2.861244e+00   \n",
+       "27           ...            1046.211182             2.899664e+00   \n",
+       "28           ...           16740.835938             1.504447e+01   \n",
+       "29           ...           55371.085938             2.375098e+01   \n",
+       "...          ...                    ...                      ...   \n",
+       "1882         ...            8373.780000             2.040590e+01   \n",
+       "1883         ...            7040.000000             1.280310e+01   \n",
+       "1884         ...           20575.800000             1.235690e+01   \n",
+       "1885         ...           13980.000000             1.316170e+01   \n",
+       "1886         ...            3110.000000             9.222220e+00   \n",
+       "1887         ...            3590.000000             9.836340e+00   \n",
+       "1888         ...           11170.000000             1.319540e+01   \n",
+       "1889         ...            4240.000000             1.098590e+01   \n",
+       "1890         ...           11090.000000             1.347250e+01   \n",
+       "1891         ...            4990.000000             1.462970e+01   \n",
+       "1892         ...           12340.000000             1.565930e+01   \n",
+       "1893         ...            4340.000000             7.066330e+00   \n",
+       "1894         ...            7020.000000             1.327800e+01   \n",
+       "1895         ...            5740.000000             1.014960e+01   \n",
+       "1896         ...            7620.000000             1.482900e+01   \n",
+       "1897         ...           10660.000000             1.858410e+01   \n",
+       "1898         ...           12200.000000             1.196900e+01   \n",
+       "1900         ...           14670.000000             1.278410e+01   \n",
+       "1901         ...            1760.000000             4.255630e+00   \n",
+       "1902         ...           20940.000000             1.354450e+01   \n",
+       "1903         ...           17220.000000             1.728026e+07   \n",
+       "1904         ...           16900.000000             1.421250e+01   \n",
+       "1905         ...            8350.000000             1.277710e+01   \n",
+       "1906         ...            3850.000000             1.282250e+01   \n",
+       "1907         ...            4685.480000             1.720200e+01   \n",
+       "1908         ...            4020.000000             1.299240e+01   \n",
+       "1909         ...           10754.700000             1.836540e+01   \n",
+       "1910         ...            6120.000000             1.277850e+01   \n",
+       "1911         ...           15520.000000             1.216030e+01   \n",
+       "1912         ...           13790.000000             1.552260e+01   \n",
+       "\n",
+       "      Planet Insolation (Earth Flux)  Planet Equil Temp (K)  Planet SNR  \\\n",
+       "0                        1193.379517            1499.044067    0.887868   \n",
+       "1                         586.130005            1370.000000  474.380951   \n",
+       "2                        1212.004395            1504.859009    0.800299   \n",
+       "3                        1672.217529            1630.958618    0.808662   \n",
+       "4                         985.883728            1429.144653    0.886027   \n",
+       "5                        1311.385376            1534.801880  278.009491   \n",
+       "6                        1098.209595            1468.219727    0.860200   \n",
+       "7                         400.955292            1141.284058    0.820267   \n",
+       "8                                NaN                    NaN    0.834164   \n",
+       "9                         662.491028            1293.941772  100.352081   \n",
+       "10                               NaN                    NaN   30.581211   \n",
+       "11                        996.863525            1433.107178  235.476913   \n",
+       "12                        615.165894            1270.187500    0.829214   \n",
+       "13                        808.154602            1359.857422  240.635345   \n",
+       "14                        246.937668            1011.035889   24.498663   \n",
+       "15                        288.255493            1050.906738    0.808503   \n",
+       "16                        519.635000            1330.000000   73.000000   \n",
+       "17                        242.435043            1006.395264    0.830483   \n",
+       "18                               NaN                    NaN   20.643391   \n",
+       "19                         58.334728             704.857849   19.546083   \n",
+       "20                               NaN                    NaN   32.900002   \n",
+       "21                        119.985214             844.115112    0.836588   \n",
+       "22                          6.457958             406.577698    0.940471   \n",
+       "23                       1078.917480            1461.728760    0.920341   \n",
+       "24                        590.536682            1257.278442   22.854355   \n",
+       "25                        188.107544             944.542053   17.438063   \n",
+       "26                         76.380043             753.988525   14.804296   \n",
+       "27                         26.945604             581.087769   10.261628   \n",
+       "28                        718.651245            1320.533081    0.860842   \n",
+       "29                         54.250580             692.182861   58.162800   \n",
+       "...                              ...                    ...         ...   \n",
+       "1882                     1517.790000            1738.000000  122.000000   \n",
+       "1883                      903.013000            1527.000000    9.000000   \n",
+       "1884                      499.927000            1317.000000   98.000000   \n",
+       "1885                      260.226000            1118.000000   26.000000   \n",
+       "1886                      260.731000            1119.000000   12.000000   \n",
+       "1887                      898.650000            1525.000000   10.000000   \n",
+       "1888                      617.947000            1389.000000  116.000000   \n",
+       "1889                      198.538000            1045.000000   20.000000   \n",
+       "1890                     1834.770000            1823.000000   32.000000   \n",
+       "1891                    12565.400000            2949.000000   22.000000   \n",
+       "1892                     2440.700000            1958.000000   83.000000   \n",
+       "1893                      662.808000            1413.000000    9.000000   \n",
+       "1894                      269.982000            1129.000000   23.000000   \n",
+       "1895                      455.425000            1286.000000   11.000000   \n",
+       "1896                      669.018000            1416.000000   20.000000   \n",
+       "1897                      773.768000            1469.000000   30.000000   \n",
+       "1898                      404.654000            1249.000000   12.000000   \n",
+       "1900                      381.246000            1231.000000   81.000000   \n",
+       "1901                      209.675000            1060.000000    9.000000   \n",
+       "1902                      108.112000             898.000000   35.000000   \n",
+       "1903                             NaN                    NaN   61.500000   \n",
+       "1904                      743.913000            1454.000000   35.000000   \n",
+       "1905                      547.690000            1347.000000   35.000000   \n",
+       "1906                     1280.030000            1666.000000   19.000000   \n",
+       "1907                     1063.430000            1590.000000   46.000000   \n",
+       "1908                     2868.180000            2038.000000   21.000000   \n",
+       "1909                     1110.780000            1608.000000   99.000000   \n",
+       "1910                      863.216000            1510.000000   22.000000   \n",
+       "1911                      615.565000            1387.000000  173.000000   \n",
+       "1912                     2420.390000            1954.000000   80.000000   \n",
+       "\n",
+       "      Stellar Distance (pc)  Stellar Eff Temp (K)  Stellar log(g) (cm/s^2)  \\\n",
+       "0                  375.3100           5600.000000                  4.48851   \n",
+       "1                  175.6310           6280.000000                  4.32092   \n",
+       "2                  411.2110           6351.000000                  4.22896   \n",
+       "3                  316.6780           6036.000000                  3.93359   \n",
+       "4                  137.5440           5630.000000                  4.37759   \n",
+       "5                  364.4110           6900.000000                  4.43800   \n",
+       "6                  211.2110           6153.000000                  4.18077   \n",
+       "7                  421.8550           5523.000000                  4.52192   \n",
+       "8                  513.0110           5346.000000                  4.48823   \n",
+       "9                  342.1400           5943.000000                  4.42524   \n",
+       "10                 508.8420           5380.000000                  4.43370   \n",
+       "11                 302.4480           5650.000000                  4.28867   \n",
+       "12                 448.6370           6050.000000                  4.45061   \n",
+       "13                 216.5260           5800.000000                  4.28004   \n",
+       "14                 453.8080           5377.000000                  4.42476   \n",
+       "15                 149.9420           4920.000000                  4.49371   \n",
+       "16                 603.9550           5704.800000                  3.84000   \n",
+       "17                  94.1719           5586.000000                  4.36763   \n",
+       "18                  66.6187           5332.000000                  4.56429   \n",
+       "19                  66.6187           5332.000000                  4.56429   \n",
+       "20                  79.5702           5479.299805                  3.77000   \n",
+       "21                 182.1690           6053.000000                  4.31350   \n",
+       "22                  62.1180           3318.000000                  4.95810   \n",
+       "23                 161.4980           6188.000000                  4.27166   \n",
+       "24                 809.2520           5080.000000                  4.48159   \n",
+       "25                 111.0590           5154.000000                  4.47072   \n",
+       "26                 111.0590           5154.000000                  4.47072   \n",
+       "27                 111.0590           5154.000000                  4.47072   \n",
+       "28                 573.0270           5751.000000                  4.35036   \n",
+       "29                 140.2250           3424.000000                  4.43800   \n",
+       "...                     ...                   ...                      ...   \n",
+       "1882               538.1100           6942.000000                  3.94000   \n",
+       "1883               524.9930           6239.000000                  4.15000   \n",
+       "1884               303.9410           5818.800000                  4.24000   \n",
+       "1885               642.8840           5652.000000                  4.36000   \n",
+       "1886               679.7610           5549.000000                  4.00000   \n",
+       "1887               343.0800           6410.000000                  4.14000   \n",
+       "1888               389.5700           5711.000000                  4.27000   \n",
+       "1889               737.6680           6405.000000                  4.13000   \n",
+       "1890               800.3770           6208.000000                  4.31000   \n",
+       "1891              1458.8300           8549.000000                  4.11000   \n",
+       "1892               514.5550           6155.000000                  4.24000   \n",
+       "1893               477.3220           6271.000000                  4.45000   \n",
+       "1894               410.1490           6333.700000                  4.21000   \n",
+       "1895               748.5850           5652.000000                  4.20000   \n",
+       "1896               663.2310           6116.000000                  4.07000   \n",
+       "1897               878.5210           6687.000000                  4.09000   \n",
+       "1898               609.8380           6781.000000                  4.54000   \n",
+       "1900               305.6030           5515.000000                  4.39000   \n",
+       "1901               280.5550           5111.900000                  4.50000   \n",
+       "1902               325.3770           5424.800000                  4.49000   \n",
+       "1903               355.5130           4879.000000                  4.50000   \n",
+       "1904               585.7700           5697.000000                  4.39000   \n",
+       "1905               508.8850           6017.000000                  4.22000   \n",
+       "1906               757.8400           6090.000000                  3.88000   \n",
+       "1907               627.0660           6013.500000                  4.17000   \n",
+       "1908              1342.2900           6561.000000                  3.93000   \n",
+       "1909               356.3910           6540.600000                  4.26000   \n",
+       "1910               609.1280           6245.000000                  4.24000   \n",
+       "1911               279.4850           5593.000000                  4.46000   \n",
+       "1912               415.1350           5707.000000                  4.39000   \n",
+       "\n",
+       "      Stellar Radius (R_Sun)  Stellar Metallicity  \n",
+       "0                   0.860000                  NaN  \n",
+       "1                   1.280000             0.240000  \n",
+       "2                   1.400000                  NaN  \n",
+       "3                   2.070000                  NaN  \n",
+       "4                   1.130000                  NaN  \n",
+       "5                   1.000000                  NaN  \n",
+       "6                   1.620000             0.220000  \n",
+       "7                   0.890000                  NaN  \n",
+       "8                   0.930000                  NaN  \n",
+       "9                   1.060000            -0.100000  \n",
+       "10                  0.980000             0.245387  \n",
+       "11                  1.200000                  NaN  \n",
+       "12                  1.020000                  NaN  \n",
+       "13                  1.270000             0.206830  \n",
+       "14                  0.980778                  NaN  \n",
+       "15                  0.860000             0.320000  \n",
+       "16                  2.000000            -0.250000  \n",
+       "17                  1.077600                  NaN  \n",
+       "18                  0.829762                  NaN  \n",
+       "19                  0.829762                  NaN  \n",
+       "20                  2.487710            -0.020000  \n",
+       "21                  1.225910                  NaN  \n",
+       "22                  0.294000                  NaN  \n",
+       "23                  1.318870                  NaN  \n",
+       "24                  0.877602                  NaN  \n",
+       "25                  0.899270                  NaN  \n",
+       "26                  0.899270                  NaN  \n",
+       "27                  0.899270                  NaN  \n",
+       "28                  1.122370                  NaN  \n",
+       "29                  1.000000                  NaN  \n",
+       "...                      ...                  ...  \n",
+       "1882                2.030000                  NaN  \n",
+       "1883                1.530000                  NaN  \n",
+       "1884                0.780000                  NaN  \n",
+       "1885                1.100000                  NaN  \n",
+       "1886                1.640000                  NaN  \n",
+       "1887                1.590000                  NaN  \n",
+       "1888                1.230000                  NaN  \n",
+       "1889                1.630000                  NaN  \n",
+       "1890                1.270000                  NaN  \n",
+       "1891                2.120000                  NaN  \n",
+       "1892                1.350000                  NaN  \n",
+       "1893                1.090000                  NaN  \n",
+       "1894                1.460000            -0.100000  \n",
+       "1895                1.310000                  NaN  \n",
+       "1896                1.650000                  NaN  \n",
+       "1897                1.780000                  NaN  \n",
+       "1898                1.070000                  NaN  \n",
+       "1900                1.040000                  NaN  \n",
+       "1901                0.860000            -0.188957  \n",
+       "1902                0.920000            -0.490000  \n",
+       "1903                1.210000                  NaN  \n",
+       "1904                1.060000                  NaN  \n",
+       "1905                1.350000                  NaN  \n",
+       "1906                2.030000                  NaN  \n",
+       "1907                2.280000                  NaN  \n",
+       "1908                2.080000                  NaN  \n",
+       "1909                1.610000            -0.290000  \n",
+       "1910                1.380000                  NaN  \n",
+       "1911                0.970000                  NaN  \n",
+       "1912                1.070000                  NaN  \n",
+       "\n",
+       "[1802 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Remove objects with no Stellar temp or stellar radius (necessary in HZ calc)\n",
+    "df_c_refined = df_c[df_c['Stellar Eff Temp (K)'].notnull()]\n",
+    "df_c_refined2 = df_c_refined[df_c_refined['Stellar Radius (R_Sun)'].notnull()]\n",
+    "df_c_refined2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \"\"\"\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  \n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  if __name__ == '__main__':\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  # Remove the CWD from sys.path while we load stuff.\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  # This is added back by InteractiveShellApp.init_path()\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  if sys.path[0] == '':\n",
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
+      "  del sys.path[0]\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Add columns for value of star Temp (stellar eff temp - 5780) and Luminosity (stellar rad squared * rel stellar temp **4)\n",
+    "#Some relative luminosity is very small (practially 0) which screws up some calculations. Apply constraint?\n",
+    "df_c_refined2[\"T_star\"] = pd.Series(df_c_refined2.loc[:,'Stellar Eff Temp (K)'].astype(float))-5780\n",
+    "df_c_refined2[\"Luminosity\"] = pd.Series((df_c_refined2.loc[:,'Stellar Radius (R_Sun)'].astype(float))**2)\\\n",
+    "*pd.Series(df_c_refined2.loc[:,'Stellar Eff Temp (K)'].astype(float)/5780)**4\n",
+    "\n",
+    "#Add different Kopparapu Hzs using each set of coefficients (need to figure out which coefficients work for which objects)\n",
+    "df_c_refined2['hz_rv'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(float)))/(seffsun[0] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*a[0] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*b[0])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*c[0])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*d[0])**4))**.5\n",
+    "df_c_refined2['hz_rg_1x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(float)))/(seffsun[1] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*a[1] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*b[1])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*c[1])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*d[1])**4))**.5\n",
+    "df_c_refined2['hz_mg'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(float)))/(seffsun[2] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*a[2] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*b[2])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*c[2])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*d[2])**4))**.5\n",
+    "df_c_refined2['hz_em'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(float)))/(seffsun[3] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*a[3] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*b[3])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*c[3])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*d[3])**4))**.5\n",
+    "df_c_refined2['hz_rg_5x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(float)))/(seffsun[4] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*a[4] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*b[4])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*c[4])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*d[4])**4))**.5\n",
+    "df_c_refined2['hz_rg_.1x'] = ((pd.Series(df_c_refined2.loc[:,'Luminosity'].astype(float)))/(seffsun[5] + pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*a[5] + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*b[5])**2 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*c[5])**3 + (pd.Series(df_c_refined2.loc[:,'T_star'].astype(float))*d[5])**4))**.5\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Table with all values\n",
+    "df_c_refined2\n",
+    "\n",
+    "#create separate tables for each set of coefficients - easier for graphing later\n",
+    "#Only using a few values for now to graph in next section\n",
+    "df_rv = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rv']]\n",
+    "df_rg_1x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_1x']]\n",
+    "df_mg = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_mg']]\n",
+    "df_em = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_em']]\n",
+    "df_rg_5x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_5x']]\n",
+    "df_rg_point1x = df_c_refined2.loc[:,['Planet Radius (R_Earth)','Stellar Eff Temp (K)', 'Stellar Radius (R_Sun)', 'hz_rg_.1x']]\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#Make Sets of each column to easily graph\n",
+    "\n",
+    "#For each HZ set of coefficients, need to remove TOIs that have a 0 as HZ distance - comes from bad Luminosity calc\n",
+    "df_rv_nonzero = df_rv[df_rv['hz_rv']>.01]\n",
+    "df_rg_1x_nonzero = df_rg_1x[df_rg_1x['hz_rg_1x']>.01]\n",
+    "df_mg_nonzero = df_mg[df_mg['hz_mg']>.01]\n",
+    "df_em_nonzero = df_em[df_em['hz_em']>.01]\n",
+    "df_rg_5x_nonzero = df_rg_5x[df_rg_5x['hz_rg_5x']>.01]\n",
+    "df_rg_point1x_nonzero = df_rg_point1x[df_rg_point1x['hz_rg_.1x']>.01]\n",
+    "\n",
+    "\n",
+    "#Turn each set into a series to graph (only put recent venus here as example - can easily be extended to all)\n",
+    "stellar_rad_rv_index = df_rv_nonzero.set_index('Stellar Radius (R_Sun)')\n",
+    "stellar_rad_rv_list = stellar_rad_rv_index.index.tolist()\n",
+    "\n",
+    "planet_rad_rv_index = df_rv_nonzero.set_index('Planet Radius (R_Earth)')\n",
+    "planet_rad_rv_list = planet_rad_rv_index.index.tolist()\n",
+    "\n",
+    "stellar_temp_rv_index = df_rv_nonzero.set_index('Stellar Eff Temp (K)')\n",
+    "stellar_temp_rv_list = stellar_temp_rv_index.index.tolist()\n",
+    "\n",
+    "hz_rv_index = df_rv_nonzero.set_index('hz_rv')\n",
+    "hz_rv_list = hz_rv_index.index.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'HZ in AU')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graph hz vs stellar radius for recent venus\n",
+    "plt.scatter(stellar_rad_rv_list,hz_rv_list)\n",
+    "plt.title('HZ vs Stellar Radius using Recent Venus Coefficients')\n",
+    "plt.xlabel('Stellar Radius (R_Sun)')\n",
+    "plt.ylabel('HZ in AU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'HZ in AU')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graph hz vs planet radius for recent venus\n",
+    "plt.scatter(planet_rad_rv_list,hz_rv_list)\n",
+    "plt.title('HZ vs Planet Radius using Recent Venus Coefficients')\n",
+    "plt.xlabel('Stellar Radius (R_Earth)')\n",
+    "plt.ylabel('HZ in AU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'HZ in AU')"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Graph hz vs stellar temp for recent venus\n",
+    "plt.scatter(stellar_temp_rv_list,hz_rv_list)\n",
+    "plt.title('HZ vs Stellar Temp using Recent Venus Coefficients')\n",
+    "plt.xlabel('Stellar Temp (K)')\n",
+    "plt.ylabel('HZ in AU')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/app/venv/lib/python3.6/site-packages/ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TIC ID</th>\n",
+       "      <th>TOI</th>\n",
+       "      <th>TESS Mag</th>\n",
+       "      <th>RA</th>\n",
+       "      <th>Dec</th>\n",
+       "      <th>PM RA (mas/yr)</th>\n",
+       "      <th>PM Dec (mas/yr)</th>\n",
+       "      <th>Epoch (BJD)</th>\n",
+       "      <th>Period (days)</th>\n",
+       "      <th>Duration (hours)</th>\n",
+       "      <th>...</th>\n",
+       "      <th>hz_rv</th>\n",
+       "      <th>hz_rg_1x</th>\n",
+       "      <th>hz_mg</th>\n",
+       "      <th>hz_em</th>\n",
+       "      <th>hz_rg_5x</th>\n",
+       "      <th>hz_rg_.1x</th>\n",
+       "      <th>ID</th>\n",
+       "      <th>Stellar Mass</th>\n",
+       "      <th>Period (seconds)</th>\n",
+       "      <th>Orbital Distance</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.01</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>5.541143</td>\n",
+       "      <td>3.034710</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.544733</td>\n",
+       "      <td>0.689981</td>\n",
+       "      <td>1.232273</td>\n",
+       "      <td>1.299742</td>\n",
+       "      <td>0.666091</td>\n",
+       "      <td>0.729925</td>\n",
+       "      <td>278683844</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>4.787548e+05</td>\n",
+       "      <td>0.693296</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>278683844</td>\n",
+       "      <td>119.02</td>\n",
+       "      <td>9.27890</td>\n",
+       "      <td>06:36:57.22</td>\n",
+       "      <td>-58:00:58.15</td>\n",
+       "      <td>51.497</td>\n",
+       "      <td>-205.600</td>\n",
+       "      <td>2.458328e+06</td>\n",
+       "      <td>10.691632</td>\n",
+       "      <td>3.177466</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.544733</td>\n",
+       "      <td>0.689981</td>\n",
+       "      <td>1.232273</td>\n",
+       "      <td>1.299742</td>\n",
+       "      <td>0.666091</td>\n",
+       "      <td>0.729925</td>\n",
+       "      <td>278683844</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>9.237570e+05</td>\n",
+       "      <td>1.074522</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>207081058</td>\n",
+       "      <td>121.01</td>\n",
+       "      <td>9.93580</td>\n",
+       "      <td>22:07:28.2</td>\n",
+       "      <td>-41:48:55.84</td>\n",
+       "      <td>49.561</td>\n",
+       "      <td>-9.678</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>14.775056</td>\n",
+       "      <td>5.449073</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.992676</td>\n",
+       "      <td>1.257338</td>\n",
+       "      <td>2.201806</td>\n",
+       "      <td>2.322357</td>\n",
+       "      <td>1.213670</td>\n",
+       "      <td>1.329246</td>\n",
+       "      <td>207081058</td>\n",
+       "      <td>1.140000</td>\n",
+       "      <td>1.276565e+06</td>\n",
+       "      <td>1.464448</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.01</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>4.653811</td>\n",
+       "      <td>2.921928</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.557955</td>\n",
+       "      <td>0.706732</td>\n",
+       "      <td>1.269231</td>\n",
+       "      <td>1.338723</td>\n",
+       "      <td>0.682282</td>\n",
+       "      <td>0.747782</td>\n",
+       "      <td>52368076</td>\n",
+       "      <td>0.910000</td>\n",
+       "      <td>4.020893e+05</td>\n",
+       "      <td>0.628887</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>52368076</td>\n",
+       "      <td>125.02</td>\n",
+       "      <td>10.19850</td>\n",
+       "      <td>01:34:22.42</td>\n",
+       "      <td>-66:40:34.86</td>\n",
+       "      <td>-119.800</td>\n",
+       "      <td>-122.953</td>\n",
+       "      <td>2.458334e+06</td>\n",
+       "      <td>9.150607</td>\n",
+       "      <td>2.907668</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.557955</td>\n",
+       "      <td>0.706732</td>\n",
+       "      <td>1.269231</td>\n",
+       "      <td>1.338723</td>\n",
+       "      <td>0.682282</td>\n",
+       "      <td>0.747782</td>\n",
+       "      <td>52368076</td>\n",
+       "      <td>0.910000</td>\n",
+       "      <td>7.906124e+05</td>\n",
+       "      <td>0.987037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>234523599</td>\n",
+       "      <td>127.01</td>\n",
+       "      <td>14.12660</td>\n",
+       "      <td>01:02:12.45</td>\n",
+       "      <td>-61:45:22.08</td>\n",
+       "      <td>78.858</td>\n",
+       "      <td>-27.095</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>3.795609</td>\n",
+       "      <td>2.042805</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.311056</td>\n",
+       "      <td>0.394027</td>\n",
+       "      <td>0.764665</td>\n",
+       "      <td>0.806533</td>\n",
+       "      <td>0.380543</td>\n",
+       "      <td>0.417896</td>\n",
+       "      <td>234523599</td>\n",
+       "      <td>0.441590</td>\n",
+       "      <td>3.279406e+05</td>\n",
+       "      <td>0.431400</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>263003176</td>\n",
+       "      <td>130.01</td>\n",
+       "      <td>7.43710</td>\n",
+       "      <td>00:50:11.23</td>\n",
+       "      <td>-83:44:37.56</td>\n",
+       "      <td>139.424</td>\n",
+       "      <td>30.476</td>\n",
+       "      <td>2.458337e+06</td>\n",
+       "      <td>14.339928</td>\n",
+       "      <td>4.674277</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.987963</td>\n",
+       "      <td>1.251361</td>\n",
+       "      <td>2.178773</td>\n",
+       "      <td>2.298063</td>\n",
+       "      <td>1.207861</td>\n",
+       "      <td>1.322664</td>\n",
+       "      <td>263003176</td>\n",
+       "      <td>1.230000</td>\n",
+       "      <td>1.238970e+06</td>\n",
+       "      <td>1.472378</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>234994474</td>\n",
+       "      <td>134.01</td>\n",
+       "      <td>9.22978</td>\n",
+       "      <td>23:20:06.86</td>\n",
+       "      <td>-60:03:56.63</td>\n",
+       "      <td>-319.961</td>\n",
+       "      <td>-127.781</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>1.401461</td>\n",
+       "      <td>1.264937</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.221608</td>\n",
+       "      <td>0.280714</td>\n",
+       "      <td>0.533272</td>\n",
+       "      <td>0.562470</td>\n",
+       "      <td>0.271081</td>\n",
+       "      <td>0.297537</td>\n",
+       "      <td>234994474</td>\n",
+       "      <td>0.585640</td>\n",
+       "      <td>1.210862e+05</td>\n",
+       "      <td>0.243941</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>410153553</td>\n",
+       "      <td>136.01</td>\n",
+       "      <td>11.92380</td>\n",
+       "      <td>22:41:59.09</td>\n",
+       "      <td>-69:10:19.59</td>\n",
+       "      <td>334.357</td>\n",
+       "      <td>-726.974</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>0.462910</td>\n",
+       "      <td>0.520794</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.045454</td>\n",
+       "      <td>0.057580</td>\n",
+       "      <td>0.114700</td>\n",
+       "      <td>0.120981</td>\n",
+       "      <td>0.055616</td>\n",
+       "      <td>0.061112</td>\n",
+       "      <td>410153553</td>\n",
+       "      <td>0.157909</td>\n",
+       "      <td>3.999542e+04</td>\n",
+       "      <td>0.075304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>176957796</td>\n",
+       "      <td>137.01</td>\n",
+       "      <td>10.70200</td>\n",
+       "      <td>06:45:11.4</td>\n",
+       "      <td>-66:14:17.98</td>\n",
+       "      <td>18.528</td>\n",
+       "      <td>-67.531</td>\n",
+       "      <td>2.458327e+06</td>\n",
+       "      <td>4.819018</td>\n",
+       "      <td>3.035372</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.448553</td>\n",
+       "      <td>0.568168</td>\n",
+       "      <td>1.038515</td>\n",
+       "      <td>1.095376</td>\n",
+       "      <td>0.548563</td>\n",
+       "      <td>0.601510</td>\n",
+       "      <td>176957796</td>\n",
+       "      <td>0.740000</td>\n",
+       "      <td>4.163632e+05</td>\n",
+       "      <td>0.600808</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>261136679</td>\n",
+       "      <td>144.01</td>\n",
+       "      <td>5.10540</td>\n",
+       "      <td>05:37:11.83</td>\n",
+       "      <td>-80:27:52.57</td>\n",
+       "      <td>311.187</td>\n",
+       "      <td>1048.840</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>6.267726</td>\n",
+       "      <td>2.934834</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.787158</td>\n",
+       "      <td>0.997028</td>\n",
+       "      <td>1.750438</td>\n",
+       "      <td>1.846277</td>\n",
+       "      <td>0.962415</td>\n",
+       "      <td>1.054141</td>\n",
+       "      <td>261136679</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>5.415315e+05</td>\n",
+       "      <td>0.817004</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>220518305</td>\n",
+       "      <td>156.01</td>\n",
+       "      <td>10.29400</td>\n",
+       "      <td>02:45:52.22</td>\n",
+       "      <td>-64:19:14.47</td>\n",
+       "      <td>29.820</td>\n",
+       "      <td>4.632</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>14.148930</td>\n",
+       "      <td>3.765000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.101730</td>\n",
+       "      <td>1.395476</td>\n",
+       "      <td>2.457927</td>\n",
+       "      <td>2.592501</td>\n",
+       "      <td>1.347054</td>\n",
+       "      <td>1.475576</td>\n",
+       "      <td>220518305</td>\n",
+       "      <td>1.210000</td>\n",
+       "      <td>1.222468e+06</td>\n",
+       "      <td>1.451322</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>64</th>\n",
+       "      <td>99493790</td>\n",
+       "      <td>162.01</td>\n",
+       "      <td>11.68340</td>\n",
+       "      <td>21:10:33.58</td>\n",
+       "      <td>-23:18:20.94</td>\n",
+       "      <td>50.863</td>\n",
+       "      <td>-19.940</td>\n",
+       "      <td>2.458333e+06</td>\n",
+       "      <td>7.766860</td>\n",
+       "      <td>3.291000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.684851</td>\n",
+       "      <td>0.867457</td>\n",
+       "      <td>1.545859</td>\n",
+       "      <td>1.630497</td>\n",
+       "      <td>0.837412</td>\n",
+       "      <td>0.917609</td>\n",
+       "      <td>99493790</td>\n",
+       "      <td>0.971000</td>\n",
+       "      <td>6.710567e+05</td>\n",
+       "      <td>0.904183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>70</th>\n",
+       "      <td>369457671</td>\n",
+       "      <td>168.01</td>\n",
+       "      <td>11.51470</td>\n",
+       "      <td>20:46:34.46</td>\n",
+       "      <td>-37:54:15.83</td>\n",
+       "      <td>14.801</td>\n",
+       "      <td>-11.655</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>2.312570</td>\n",
+       "      <td>1.459000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.358326</td>\n",
+       "      <td>0.453878</td>\n",
+       "      <td>0.824987</td>\n",
+       "      <td>0.870156</td>\n",
+       "      <td>0.438204</td>\n",
+       "      <td>0.480428</td>\n",
+       "      <td>369457671</td>\n",
+       "      <td>0.740000</td>\n",
+       "      <td>1.998060e+05</td>\n",
+       "      <td>0.368265</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>270341214</td>\n",
+       "      <td>173.01</td>\n",
+       "      <td>8.87840</td>\n",
+       "      <td>02:13:50.12</td>\n",
+       "      <td>-80:34:57.76</td>\n",
+       "      <td>22.849</td>\n",
+       "      <td>19.459</td>\n",
+       "      <td>2.458333e+06</td>\n",
+       "      <td>14.192110</td>\n",
+       "      <td>7.943456</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.327059</td>\n",
+       "      <td>1.680857</td>\n",
+       "      <td>2.919107</td>\n",
+       "      <td>3.078930</td>\n",
+       "      <td>1.622403</td>\n",
+       "      <td>1.776475</td>\n",
+       "      <td>270341214</td>\n",
+       "      <td>1.410000</td>\n",
+       "      <td>1.226198e+06</td>\n",
+       "      <td>1.530350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>80</th>\n",
+       "      <td>425997655</td>\n",
+       "      <td>174.04</td>\n",
+       "      <td>8.75130</td>\n",
+       "      <td>03:41:50.17</td>\n",
+       "      <td>-62:46:02.16</td>\n",
+       "      <td>-102.571</td>\n",
+       "      <td>-43.917</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>3.975995</td>\n",
+       "      <td>1.560981</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.406472</td>\n",
+       "      <td>0.514862</td>\n",
+       "      <td>0.935446</td>\n",
+       "      <td>0.986664</td>\n",
+       "      <td>0.497081</td>\n",
+       "      <td>0.544972</td>\n",
+       "      <td>425997655</td>\n",
+       "      <td>0.780000</td>\n",
+       "      <td>3.435260e+05</td>\n",
+       "      <td>0.537876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>85</th>\n",
+       "      <td>262530407</td>\n",
+       "      <td>177.01</td>\n",
+       "      <td>9.49275</td>\n",
+       "      <td>01:21:45.22</td>\n",
+       "      <td>-46:42:53</td>\n",
+       "      <td>-111.206</td>\n",
+       "      <td>-79.827</td>\n",
+       "      <td>2.458356e+06</td>\n",
+       "      <td>2.853133</td>\n",
+       "      <td>1.264674</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.186682</td>\n",
+       "      <td>0.236473</td>\n",
+       "      <td>0.451447</td>\n",
+       "      <td>0.476166</td>\n",
+       "      <td>0.228364</td>\n",
+       "      <td>0.250681</td>\n",
+       "      <td>262530407</td>\n",
+       "      <td>0.515356</td>\n",
+       "      <td>2.465107e+05</td>\n",
+       "      <td>0.375494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>86</th>\n",
+       "      <td>251848941</td>\n",
+       "      <td>178.01</td>\n",
+       "      <td>10.42000</td>\n",
+       "      <td>00:29:12.48</td>\n",
+       "      <td>-30:27:14.82</td>\n",
+       "      <td>149.953</td>\n",
+       "      <td>-87.253</td>\n",
+       "      <td>2.458360e+06</td>\n",
+       "      <td>6.558054</td>\n",
+       "      <td>2.233632</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.297724</td>\n",
+       "      <td>0.377127</td>\n",
+       "      <td>0.705208</td>\n",
+       "      <td>0.743819</td>\n",
+       "      <td>0.364156</td>\n",
+       "      <td>0.399539</td>\n",
+       "      <td>251848941</td>\n",
+       "      <td>0.680000</td>\n",
+       "      <td>5.666159e+05</td>\n",
+       "      <td>0.717309</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>89</th>\n",
+       "      <td>207141131</td>\n",
+       "      <td>179.01</td>\n",
+       "      <td>8.17960</td>\n",
+       "      <td>02:57:02.88</td>\n",
+       "      <td>-56:11:30.73</td>\n",
+       "      <td>-36.676</td>\n",
+       "      <td>50.599</td>\n",
+       "      <td>2.458355e+06</td>\n",
+       "      <td>4.137394</td>\n",
+       "      <td>1.829919</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.504477</td>\n",
+       "      <td>0.638997</td>\n",
+       "      <td>1.151189</td>\n",
+       "      <td>1.214218</td>\n",
+       "      <td>0.616901</td>\n",
+       "      <td>0.676182</td>\n",
+       "      <td>207141131</td>\n",
+       "      <td>0.850000</td>\n",
+       "      <td>3.574708e+05</td>\n",
+       "      <td>0.568387</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>76923707</td>\n",
+       "      <td>181.01</td>\n",
+       "      <td>10.46540</td>\n",
+       "      <td>23:28:41.41</td>\n",
+       "      <td>-34:29:29.08</td>\n",
+       "      <td>111.364</td>\n",
+       "      <td>-2.588</td>\n",
+       "      <td>2.458358e+06</td>\n",
+       "      <td>4.532037</td>\n",
+       "      <td>2.373894</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.434770</td>\n",
+       "      <td>0.550703</td>\n",
+       "      <td>0.994626</td>\n",
+       "      <td>1.049083</td>\n",
+       "      <td>0.531667</td>\n",
+       "      <td>0.582797</td>\n",
+       "      <td>76923707</td>\n",
+       "      <td>0.760000</td>\n",
+       "      <td>3.915680e+05</td>\n",
+       "      <td>0.581862</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>100</th>\n",
+       "      <td>166739520</td>\n",
+       "      <td>190.01</td>\n",
+       "      <td>9.64110</td>\n",
+       "      <td>02:27:06.19</td>\n",
+       "      <td>-50:17:03.93</td>\n",
+       "      <td>59.958</td>\n",
+       "      <td>24.743</td>\n",
+       "      <td>2.458358e+06</td>\n",
+       "      <td>10.020817</td>\n",
+       "      <td>5.799450</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.943538</td>\n",
+       "      <td>1.195099</td>\n",
+       "      <td>2.093587</td>\n",
+       "      <td>2.208213</td>\n",
+       "      <td>1.153595</td>\n",
+       "      <td>1.263463</td>\n",
+       "      <td>166739520</td>\n",
+       "      <td>1.100000</td>\n",
+       "      <td>8.657986e+05</td>\n",
+       "      <td>1.117085</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>183532609</td>\n",
+       "      <td>191.01</td>\n",
+       "      <td>9.14680</td>\n",
+       "      <td>23:59:36.21</td>\n",
+       "      <td>-35:01:52.81</td>\n",
+       "      <td>109.747</td>\n",
+       "      <td>7.614</td>\n",
+       "      <td>2.458359e+06</td>\n",
+       "      <td>8.159165</td>\n",
+       "      <td>4.437074</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.669390</td>\n",
+       "      <td>0.847870</td>\n",
+       "      <td>1.502473</td>\n",
+       "      <td>1.584735</td>\n",
+       "      <td>0.818477</td>\n",
+       "      <td>0.896721</td>\n",
+       "      <td>183532609</td>\n",
+       "      <td>0.990000</td>\n",
+       "      <td>7.049519e+05</td>\n",
+       "      <td>0.940435</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>102</th>\n",
+       "      <td>183537452</td>\n",
+       "      <td>192.01</td>\n",
+       "      <td>10.24990</td>\n",
+       "      <td>23:51:31.01</td>\n",
+       "      <td>-39:54:25.64</td>\n",
+       "      <td>-56.853</td>\n",
+       "      <td>-88.865</td>\n",
+       "      <td>2.458356e+06</td>\n",
+       "      <td>3.922743</td>\n",
+       "      <td>2.616187</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.446296</td>\n",
+       "      <td>0.565306</td>\n",
+       "      <td>1.027579</td>\n",
+       "      <td>1.083841</td>\n",
+       "      <td>0.545784</td>\n",
+       "      <td>0.598375</td>\n",
+       "      <td>183537452</td>\n",
+       "      <td>0.880000</td>\n",
+       "      <td>3.389250e+05</td>\n",
+       "      <td>0.554933</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>110</th>\n",
+       "      <td>410214986</td>\n",
+       "      <td>200.01</td>\n",
+       "      <td>7.85410</td>\n",
+       "      <td>23:39:39.71</td>\n",
+       "      <td>-69:11:45.75</td>\n",
+       "      <td>79.464</td>\n",
+       "      <td>-67.440</td>\n",
+       "      <td>2.458332e+06</td>\n",
+       "      <td>8.137500</td>\n",
+       "      <td>3.253514</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.803618</td>\n",
+       "      <td>1.017893</td>\n",
+       "      <td>1.813443</td>\n",
+       "      <td>1.912732</td>\n",
+       "      <td>0.982635</td>\n",
+       "      <td>1.076732</td>\n",
+       "      <td>410214986</td>\n",
+       "      <td>0.940000</td>\n",
+       "      <td>7.030800e+05</td>\n",
+       "      <td>0.922691</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>120</th>\n",
+       "      <td>52204645</td>\n",
+       "      <td>209.01</td>\n",
+       "      <td>10.85450</td>\n",
+       "      <td>01:17:34.6</td>\n",
+       "      <td>-66:54:11.04</td>\n",
+       "      <td>-12.619</td>\n",
+       "      <td>-138.402</td>\n",
+       "      <td>2.458326e+06</td>\n",
+       "      <td>4.379757</td>\n",
+       "      <td>1.651748</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.468607</td>\n",
+       "      <td>0.593565</td>\n",
+       "      <td>1.075414</td>\n",
+       "      <td>1.134295</td>\n",
+       "      <td>0.573057</td>\n",
+       "      <td>0.628221</td>\n",
+       "      <td>52204645</td>\n",
+       "      <td>0.810000</td>\n",
+       "      <td>3.784110e+05</td>\n",
+       "      <td>0.580962</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>121</th>\n",
+       "      <td>141608198</td>\n",
+       "      <td>210.01</td>\n",
+       "      <td>12.53950</td>\n",
+       "      <td>05:55:50.84</td>\n",
+       "      <td>-73:59:07.04</td>\n",
+       "      <td>80.456</td>\n",
+       "      <td>-139.153</td>\n",
+       "      <td>2.458330e+06</td>\n",
+       "      <td>9.010124</td>\n",
+       "      <td>1.920005</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.288199</td>\n",
+       "      <td>0.365076</td>\n",
+       "      <td>0.715351</td>\n",
+       "      <td>0.754520</td>\n",
+       "      <td>0.352599</td>\n",
+       "      <td>0.387296</td>\n",
+       "      <td>141608198</td>\n",
+       "      <td>0.311261</td>\n",
+       "      <td>7.784747e+05</td>\n",
+       "      <td>0.683201</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126</th>\n",
+       "      <td>167415965</td>\n",
+       "      <td>214.02</td>\n",
+       "      <td>8.00890</td>\n",
+       "      <td>06:37:50.1</td>\n",
+       "      <td>-70:55:52.78</td>\n",
+       "      <td>-149.853</td>\n",
+       "      <td>298.759</td>\n",
+       "      <td>2.458332e+06</td>\n",
+       "      <td>9.695722</td>\n",
+       "      <td>3.401338</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.593496</td>\n",
+       "      <td>0.751746</td>\n",
+       "      <td>1.342007</td>\n",
+       "      <td>1.415483</td>\n",
+       "      <td>0.725716</td>\n",
+       "      <td>0.795254</td>\n",
+       "      <td>167415965</td>\n",
+       "      <td>0.920000</td>\n",
+       "      <td>8.377104e+05</td>\n",
+       "      <td>1.029601</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>133</th>\n",
+       "      <td>150098860</td>\n",
+       "      <td>220.01</td>\n",
+       "      <td>9.68780</td>\n",
+       "      <td>06:07:11.93</td>\n",
+       "      <td>-61:59:49.96</td>\n",
+       "      <td>-17.815</td>\n",
+       "      <td>-68.361</td>\n",
+       "      <td>2.458336e+06</td>\n",
+       "      <td>10.695237</td>\n",
+       "      <td>2.316813</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.585447</td>\n",
+       "      <td>0.741553</td>\n",
+       "      <td>1.326788</td>\n",
+       "      <td>1.399432</td>\n",
+       "      <td>0.715884</td>\n",
+       "      <td>0.784529</td>\n",
+       "      <td>150098860</td>\n",
+       "      <td>0.900000</td>\n",
+       "      <td>9.240685e+05</td>\n",
+       "      <td>1.091174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>160074939</td>\n",
+       "      <td>230.01</td>\n",
+       "      <td>8.74350</td>\n",
+       "      <td>23:05:16.6</td>\n",
+       "      <td>-36:56:44.3</td>\n",
+       "      <td>14.666</td>\n",
+       "      <td>-24.892</td>\n",
+       "      <td>2.458366e+06</td>\n",
+       "      <td>13.340145</td>\n",
+       "      <td>4.611198</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.425902</td>\n",
+       "      <td>1.806050</td>\n",
+       "      <td>3.132518</td>\n",
+       "      <td>3.304026</td>\n",
+       "      <td>1.743229</td>\n",
+       "      <td>1.908705</td>\n",
+       "      <td>160074939</td>\n",
+       "      <td>1.360000</td>\n",
+       "      <td>1.152589e+06</td>\n",
+       "      <td>1.450907</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>147</th>\n",
+       "      <td>12423815</td>\n",
+       "      <td>234.01</td>\n",
+       "      <td>14.62530</td>\n",
+       "      <td>00:10:16.52</td>\n",
+       "      <td>-26:16:56.67</td>\n",
+       "      <td>23.082</td>\n",
+       "      <td>-2.757</td>\n",
+       "      <td>2.458356e+06</td>\n",
+       "      <td>2.839249</td>\n",
+       "      <td>1.484886</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.345660</td>\n",
+       "      <td>0.437855</td>\n",
+       "      <td>0.838761</td>\n",
+       "      <td>0.884686</td>\n",
+       "      <td>0.422846</td>\n",
+       "      <td>0.464208</td>\n",
+       "      <td>12423815</td>\n",
+       "      <td>0.544652</td>\n",
+       "      <td>2.453111e+05</td>\n",
+       "      <td>0.381237</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1766</th>\n",
+       "      <td>286916251</td>\n",
+       "      <td>1794.01</td>\n",
+       "      <td>9.69924</td>\n",
+       "      <td>13:33:35.4</td>\n",
+       "      <td>49:03:39.04</td>\n",
+       "      <td>-33.034</td>\n",
+       "      <td>-68.024</td>\n",
+       "      <td>2.458899e+06</td>\n",
+       "      <td>8.775858</td>\n",
+       "      <td>3.364651</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.954625</td>\n",
+       "      <td>1.209153</td>\n",
+       "      <td>2.136386</td>\n",
+       "      <td>2.253356</td>\n",
+       "      <td>1.167217</td>\n",
+       "      <td>1.278693</td>\n",
+       "      <td>286916251</td>\n",
+       "      <td>1.017000</td>\n",
+       "      <td>7.582341e+05</td>\n",
+       "      <td>0.996139</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1768</th>\n",
+       "      <td>138819293</td>\n",
+       "      <td>1796.01</td>\n",
+       "      <td>8.40346</td>\n",
+       "      <td>11:42:12.13</td>\n",
+       "      <td>26:42:11.04</td>\n",
+       "      <td>895.047</td>\n",
+       "      <td>-814.031</td>\n",
+       "      <td>2.458900e+06</td>\n",
+       "      <td>2.643973</td>\n",
+       "      <td>0.954893</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.134458</td>\n",
+       "      <td>0.170323</td>\n",
+       "      <td>0.329879</td>\n",
+       "      <td>0.347941</td>\n",
+       "      <td>0.164493</td>\n",
+       "      <td>0.180630</td>\n",
+       "      <td>138819293</td>\n",
+       "      <td>0.419868</td>\n",
+       "      <td>2.284393e+05</td>\n",
+       "      <td>0.333346</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1770</th>\n",
+       "      <td>198153540</td>\n",
+       "      <td>1798.01</td>\n",
+       "      <td>10.51910</td>\n",
+       "      <td>14:04:22.54</td>\n",
+       "      <td>46:31:09.42</td>\n",
+       "      <td>-27.345</td>\n",
+       "      <td>-27.119</td>\n",
+       "      <td>2.458902e+06</td>\n",
+       "      <td>8.018944</td>\n",
+       "      <td>3.447698</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.488581</td>\n",
+       "      <td>0.618859</td>\n",
+       "      <td>1.111020</td>\n",
+       "      <td>1.171850</td>\n",
+       "      <td>0.597448</td>\n",
+       "      <td>0.654798</td>\n",
+       "      <td>198153540</td>\n",
+       "      <td>0.874000</td>\n",
+       "      <td>6.928368e+05</td>\n",
+       "      <td>0.891802</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1771</th>\n",
+       "      <td>8967242</td>\n",
+       "      <td>1799.01</td>\n",
+       "      <td>8.36620</td>\n",
+       "      <td>11:08:55.9</td>\n",
+       "      <td>34:18:10.85</td>\n",
+       "      <td>-9.033</td>\n",
+       "      <td>-40.835</td>\n",
+       "      <td>2.458905e+06</td>\n",
+       "      <td>7.093853</td>\n",
+       "      <td>2.510763</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.699674</td>\n",
+       "      <td>0.886226</td>\n",
+       "      <td>1.566547</td>\n",
+       "      <td>1.652317</td>\n",
+       "      <td>0.855492</td>\n",
+       "      <td>0.937209</td>\n",
+       "      <td>8967242</td>\n",
+       "      <td>1.010000</td>\n",
+       "      <td>6.129089e+05</td>\n",
+       "      <td>0.862412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1776</th>\n",
+       "      <td>144401492</td>\n",
+       "      <td>1803.02</td>\n",
+       "      <td>11.14760</td>\n",
+       "      <td>11:52:11.07</td>\n",
+       "      <td>35:10:18.48</td>\n",
+       "      <td>-86.445</td>\n",
+       "      <td>3.089</td>\n",
+       "      <td>2.458905e+06</td>\n",
+       "      <td>6.294392</td>\n",
+       "      <td>2.227729</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.388969</td>\n",
+       "      <td>0.492692</td>\n",
+       "      <td>0.893389</td>\n",
+       "      <td>0.942304</td>\n",
+       "      <td>0.475671</td>\n",
+       "      <td>0.521472</td>\n",
+       "      <td>144401492</td>\n",
+       "      <td>0.793000</td>\n",
+       "      <td>5.438355e+05</td>\n",
+       "      <td>0.734649</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1784</th>\n",
+       "      <td>376524552</td>\n",
+       "      <td>1811.01</td>\n",
+       "      <td>11.12370</td>\n",
+       "      <td>12:35:41.37</td>\n",
+       "      <td>27:12:51.76</td>\n",
+       "      <td>-45.874</td>\n",
+       "      <td>-10.766</td>\n",
+       "      <td>2.458900e+06</td>\n",
+       "      <td>3.712964</td>\n",
+       "      <td>1.993545</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.434880</td>\n",
+       "      <td>0.550848</td>\n",
+       "      <td>1.004279</td>\n",
+       "      <td>1.059266</td>\n",
+       "      <td>0.531833</td>\n",
+       "      <td>0.583126</td>\n",
+       "      <td>376524552</td>\n",
+       "      <td>0.756000</td>\n",
+       "      <td>3.208001e+05</td>\n",
+       "      <td>0.508558</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1795</th>\n",
+       "      <td>82308728</td>\n",
+       "      <td>1821.01</td>\n",
+       "      <td>6.98590</td>\n",
+       "      <td>11:14:33.04</td>\n",
+       "      <td>25:42:38.15</td>\n",
+       "      <td>-107.534</td>\n",
+       "      <td>48.662</td>\n",
+       "      <td>2.458905e+06</td>\n",
+       "      <td>9.497000</td>\n",
+       "      <td>2.268000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.472512</td>\n",
+       "      <td>0.598507</td>\n",
+       "      <td>1.076051</td>\n",
+       "      <td>1.134966</td>\n",
+       "      <td>0.577805</td>\n",
+       "      <td>0.633294</td>\n",
+       "      <td>82308728</td>\n",
+       "      <td>0.860000</td>\n",
+       "      <td>8.205408e+05</td>\n",
+       "      <td>0.992911</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1799</th>\n",
+       "      <td>229750058</td>\n",
+       "      <td>1825.01</td>\n",
+       "      <td>11.72040</td>\n",
+       "      <td>18:42:43</td>\n",
+       "      <td>66:18:11.2</td>\n",
+       "      <td>-3.214</td>\n",
+       "      <td>45.349</td>\n",
+       "      <td>2.458693e+06</td>\n",
+       "      <td>10.182460</td>\n",
+       "      <td>2.907000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.687593</td>\n",
+       "      <td>0.870930</td>\n",
+       "      <td>1.549975</td>\n",
+       "      <td>1.634838</td>\n",
+       "      <td>0.840758</td>\n",
+       "      <td>0.921241</td>\n",
+       "      <td>229750058</td>\n",
+       "      <td>0.970000</td>\n",
+       "      <td>8.797645e+05</td>\n",
+       "      <td>1.082710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1801</th>\n",
+       "      <td>390651552</td>\n",
+       "      <td>1827.01</td>\n",
+       "      <td>8.82230</td>\n",
+       "      <td>12:47:55.57</td>\n",
+       "      <td>09:44:57.91</td>\n",
+       "      <td>-1008.600</td>\n",
+       "      <td>-459.800</td>\n",
+       "      <td>2.458928e+06</td>\n",
+       "      <td>1.467126</td>\n",
+       "      <td>1.007329</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.096635</td>\n",
+       "      <td>0.122412</td>\n",
+       "      <td>0.239510</td>\n",
+       "      <td>0.252624</td>\n",
+       "      <td>0.118228</td>\n",
+       "      <td>0.129857</td>\n",
+       "      <td>390651552</td>\n",
+       "      <td>0.312792</td>\n",
+       "      <td>1.267597e+05</td>\n",
+       "      <td>0.204056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1803</th>\n",
+       "      <td>235905185</td>\n",
+       "      <td>1829.01</td>\n",
+       "      <td>12.87840</td>\n",
+       "      <td>19:23:30.58</td>\n",
+       "      <td>78:45:15.18</td>\n",
+       "      <td>-1.130</td>\n",
+       "      <td>4.933</td>\n",
+       "      <td>2.458933e+06</td>\n",
+       "      <td>6.290820</td>\n",
+       "      <td>3.232455</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.716087</td>\n",
+       "      <td>0.907018</td>\n",
+       "      <td>1.608869</td>\n",
+       "      <td>1.696957</td>\n",
+       "      <td>0.875580</td>\n",
+       "      <td>0.959309</td>\n",
+       "      <td>235905185</td>\n",
+       "      <td>0.980000</td>\n",
+       "      <td>5.435268e+05</td>\n",
+       "      <td>0.788073</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1804</th>\n",
+       "      <td>20182165</td>\n",
+       "      <td>1830.01</td>\n",
+       "      <td>7.01660</td>\n",
+       "      <td>15:04:43.5</td>\n",
+       "      <td>38:36:19.35</td>\n",
+       "      <td>-15.530</td>\n",
+       "      <td>34.152</td>\n",
+       "      <td>2.458937e+06</td>\n",
+       "      <td>9.781642</td>\n",
+       "      <td>3.265213</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.049558</td>\n",
+       "      <td>1.329376</td>\n",
+       "      <td>2.312946</td>\n",
+       "      <td>2.439582</td>\n",
+       "      <td>1.283158</td>\n",
+       "      <td>1.405089</td>\n",
+       "      <td>20182165</td>\n",
+       "      <td>1.250000</td>\n",
+       "      <td>8.451339e+05</td>\n",
+       "      <td>1.147090</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1806</th>\n",
+       "      <td>307956397</td>\n",
+       "      <td>1832.01</td>\n",
+       "      <td>12.92330</td>\n",
+       "      <td>17:06:38.94</td>\n",
+       "      <td>63:46:43.09</td>\n",
+       "      <td>-17.393</td>\n",
+       "      <td>13.120</td>\n",
+       "      <td>2.458931e+06</td>\n",
+       "      <td>4.151395</td>\n",
+       "      <td>2.393291</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.407587</td>\n",
+       "      <td>0.516278</td>\n",
+       "      <td>0.943634</td>\n",
+       "      <td>0.995300</td>\n",
+       "      <td>0.498464</td>\n",
+       "      <td>0.546575</td>\n",
+       "      <td>307956397</td>\n",
+       "      <td>0.740000</td>\n",
+       "      <td>3.586805e+05</td>\n",
+       "      <td>0.543951</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1809</th>\n",
+       "      <td>347332255</td>\n",
+       "      <td>1835.01</td>\n",
+       "      <td>7.66210</td>\n",
+       "      <td>12:39:21.41</td>\n",
+       "      <td>20:01:38.42</td>\n",
+       "      <td>-81.959</td>\n",
+       "      <td>-104.589</td>\n",
+       "      <td>2.458933e+06</td>\n",
+       "      <td>5.641960</td>\n",
+       "      <td>3.087150</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.508102</td>\n",
+       "      <td>0.643583</td>\n",
+       "      <td>1.150639</td>\n",
+       "      <td>1.213638</td>\n",
+       "      <td>0.621303</td>\n",
+       "      <td>0.680865</td>\n",
+       "      <td>347332255</td>\n",
+       "      <td>0.910000</td>\n",
+       "      <td>4.874653e+05</td>\n",
+       "      <td>0.715023</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1811</th>\n",
+       "      <td>207468071</td>\n",
+       "      <td>1836.01</td>\n",
+       "      <td>9.29416</td>\n",
+       "      <td>16:23:37.9</td>\n",
+       "      <td>54:41:24.28</td>\n",
+       "      <td>-38.232</td>\n",
+       "      <td>73.206</td>\n",
+       "      <td>2.458933e+06</td>\n",
+       "      <td>20.379455</td>\n",
+       "      <td>6.525987</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.419604</td>\n",
+       "      <td>1.798078</td>\n",
+       "      <td>3.126740</td>\n",
+       "      <td>3.297932</td>\n",
+       "      <td>1.735560</td>\n",
+       "      <td>1.900450</td>\n",
+       "      <td>207468071</td>\n",
+       "      <td>1.261000</td>\n",
+       "      <td>1.760785e+06</td>\n",
+       "      <td>1.876664</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1817</th>\n",
+       "      <td>404505029</td>\n",
+       "      <td>1842.01</td>\n",
+       "      <td>9.26733</td>\n",
+       "      <td>13:27:51.04</td>\n",
+       "      <td>09:01:50.32</td>\n",
+       "      <td>-23.976</td>\n",
+       "      <td>-7.518</td>\n",
+       "      <td>2.458933e+06</td>\n",
+       "      <td>19.148095</td>\n",
+       "      <td>4.427072</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.687937</td>\n",
+       "      <td>2.137963</td>\n",
+       "      <td>3.738290</td>\n",
+       "      <td>3.942965</td>\n",
+       "      <td>2.063692</td>\n",
+       "      <td>2.260116</td>\n",
+       "      <td>404505029</td>\n",
+       "      <td>1.153000</td>\n",
+       "      <td>1.654395e+06</td>\n",
+       "      <td>1.747350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1818</th>\n",
+       "      <td>258871793</td>\n",
+       "      <td>1843.01</td>\n",
+       "      <td>12.64450</td>\n",
+       "      <td>19:11:34.75</td>\n",
+       "      <td>66:19:41.03</td>\n",
+       "      <td>0.744</td>\n",
+       "      <td>-14.996</td>\n",
+       "      <td>2.458684e+06</td>\n",
+       "      <td>9.146920</td>\n",
+       "      <td>4.042000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.008679</td>\n",
+       "      <td>1.277611</td>\n",
+       "      <td>2.242819</td>\n",
+       "      <td>2.365616</td>\n",
+       "      <td>1.233256</td>\n",
+       "      <td>1.350792</td>\n",
+       "      <td>258871793</td>\n",
+       "      <td>1.090000</td>\n",
+       "      <td>7.902939e+05</td>\n",
+       "      <td>1.047961</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1819</th>\n",
+       "      <td>198108326</td>\n",
+       "      <td>1844.01</td>\n",
+       "      <td>11.75510</td>\n",
+       "      <td>13:57:33.27</td>\n",
+       "      <td>43:29:35.92</td>\n",
+       "      <td>-134.791</td>\n",
+       "      <td>-44.294</td>\n",
+       "      <td>2.458930e+06</td>\n",
+       "      <td>3.212983</td>\n",
+       "      <td>2.361831</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.367976</td>\n",
+       "      <td>0.466104</td>\n",
+       "      <td>0.851898</td>\n",
+       "      <td>0.898542</td>\n",
+       "      <td>0.450021</td>\n",
+       "      <td>0.493456</td>\n",
+       "      <td>198108326</td>\n",
+       "      <td>0.740000</td>\n",
+       "      <td>2.776017e+05</td>\n",
+       "      <td>0.458532</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1824</th>\n",
+       "      <td>23740089</td>\n",
+       "      <td>1849.01</td>\n",
+       "      <td>10.49850</td>\n",
+       "      <td>13:52:23.92</td>\n",
+       "      <td>37:44:55</td>\n",
+       "      <td>-6.014</td>\n",
+       "      <td>15.687</td>\n",
+       "      <td>2.458933e+06</td>\n",
+       "      <td>9.865310</td>\n",
+       "      <td>1.790000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.810614</td>\n",
+       "      <td>1.026748</td>\n",
+       "      <td>1.819709</td>\n",
+       "      <td>1.919341</td>\n",
+       "      <td>0.991155</td>\n",
+       "      <td>1.085910</td>\n",
+       "      <td>23740089</td>\n",
+       "      <td>0.989000</td>\n",
+       "      <td>8.523628e+05</td>\n",
+       "      <td>1.066987</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1825</th>\n",
+       "      <td>149577217</td>\n",
+       "      <td>1850.01</td>\n",
+       "      <td>10.62600</td>\n",
+       "      <td>13:03:02.85</td>\n",
+       "      <td>21:55:23.06</td>\n",
+       "      <td>-30.718</td>\n",
+       "      <td>-2.633</td>\n",
+       "      <td>2.458931e+06</td>\n",
+       "      <td>7.391430</td>\n",
+       "      <td>1.252000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.723512</td>\n",
+       "      <td>0.916433</td>\n",
+       "      <td>1.642147</td>\n",
+       "      <td>1.732057</td>\n",
+       "      <td>0.884718</td>\n",
+       "      <td>0.969592</td>\n",
+       "      <td>149577217</td>\n",
+       "      <td>0.891000</td>\n",
+       "      <td>6.386196e+05</td>\n",
+       "      <td>0.850089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1826</th>\n",
+       "      <td>378976682</td>\n",
+       "      <td>1851.01</td>\n",
+       "      <td>13.13690</td>\n",
+       "      <td>13:10:59.67</td>\n",
+       "      <td>06:41:11.63</td>\n",
+       "      <td>-64.831</td>\n",
+       "      <td>-23.251</td>\n",
+       "      <td>2.458930e+06</td>\n",
+       "      <td>6.018150</td>\n",
+       "      <td>1.296000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.385249</td>\n",
+       "      <td>0.487984</td>\n",
+       "      <td>0.894858</td>\n",
+       "      <td>0.943853</td>\n",
+       "      <td>0.471154</td>\n",
+       "      <td>0.516674</td>\n",
+       "      <td>378976682</td>\n",
+       "      <td>0.720000</td>\n",
+       "      <td>5.199682e+05</td>\n",
+       "      <td>0.690408</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1842</th>\n",
+       "      <td>400476523</td>\n",
+       "      <td>1867.01</td>\n",
+       "      <td>12.23390</td>\n",
+       "      <td>19:42:14.13</td>\n",
+       "      <td>59:35:20.86</td>\n",
+       "      <td>-3.497</td>\n",
+       "      <td>-0.633</td>\n",
+       "      <td>2.458701e+06</td>\n",
+       "      <td>18.106710</td>\n",
+       "      <td>4.562000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.545917</td>\n",
+       "      <td>1.958054</td>\n",
+       "      <td>3.385395</td>\n",
+       "      <td>3.570748</td>\n",
+       "      <td>1.889911</td>\n",
+       "      <td>2.069118</td>\n",
+       "      <td>400476523</td>\n",
+       "      <td>1.380000</td>\n",
+       "      <td>1.564420e+06</td>\n",
+       "      <td>1.787334</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1849</th>\n",
+       "      <td>232641326</td>\n",
+       "      <td>1874.01</td>\n",
+       "      <td>11.58160</td>\n",
+       "      <td>18:45:47.81</td>\n",
+       "      <td>56:22:54.12</td>\n",
+       "      <td>8.653</td>\n",
+       "      <td>1.588</td>\n",
+       "      <td>2.458685e+06</td>\n",
+       "      <td>17.868250</td>\n",
+       "      <td>5.572000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.690628</td>\n",
+       "      <td>2.141326</td>\n",
+       "      <td>3.672904</td>\n",
+       "      <td>3.873997</td>\n",
+       "      <td>2.066708</td>\n",
+       "      <td>2.262146</td>\n",
+       "      <td>232641326</td>\n",
+       "      <td>1.540000</td>\n",
+       "      <td>1.543817e+06</td>\n",
+       "      <td>1.837587</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1850</th>\n",
+       "      <td>233047097</td>\n",
+       "      <td>1875.01</td>\n",
+       "      <td>12.94170</td>\n",
+       "      <td>17:54:38.62</td>\n",
+       "      <td>60:21:23.08</td>\n",
+       "      <td>-5.109</td>\n",
+       "      <td>-9.682</td>\n",
+       "      <td>2.458692e+06</td>\n",
+       "      <td>11.309160</td>\n",
+       "      <td>1.919000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.947909</td>\n",
+       "      <td>1.200643</td>\n",
+       "      <td>2.115140</td>\n",
+       "      <td>2.230947</td>\n",
+       "      <td>1.158984</td>\n",
+       "      <td>1.269568</td>\n",
+       "      <td>233047097</td>\n",
+       "      <td>1.050000</td>\n",
+       "      <td>9.771114e+05</td>\n",
+       "      <td>1.192257</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1854</th>\n",
+       "      <td>243335710</td>\n",
+       "      <td>1879.01</td>\n",
+       "      <td>12.99350</td>\n",
+       "      <td>19:19:26.78</td>\n",
+       "      <td>59:40:12.4</td>\n",
+       "      <td>1.246</td>\n",
+       "      <td>0.272</td>\n",
+       "      <td>2.458689e+06</td>\n",
+       "      <td>13.705350</td>\n",
+       "      <td>5.362000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.376245</td>\n",
+       "      <td>1.743152</td>\n",
+       "      <td>3.019229</td>\n",
+       "      <td>3.184534</td>\n",
+       "      <td>1.682505</td>\n",
+       "      <td>1.842142</td>\n",
+       "      <td>243335710</td>\n",
+       "      <td>1.350000</td>\n",
+       "      <td>1.184142e+06</td>\n",
+       "      <td>1.473639</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1859</th>\n",
+       "      <td>219879302</td>\n",
+       "      <td>1884.01</td>\n",
+       "      <td>12.61830</td>\n",
+       "      <td>17:24:31.07</td>\n",
+       "      <td>67:59:20.83</td>\n",
+       "      <td>-0.326</td>\n",
+       "      <td>-6.855</td>\n",
+       "      <td>2.458684e+06</td>\n",
+       "      <td>6.782210</td>\n",
+       "      <td>2.591000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.558572</td>\n",
+       "      <td>0.707512</td>\n",
+       "      <td>1.267768</td>\n",
+       "      <td>1.337180</td>\n",
+       "      <td>0.683027</td>\n",
+       "      <td>0.748552</td>\n",
+       "      <td>219879302</td>\n",
+       "      <td>0.890000</td>\n",
+       "      <td>5.859829e+05</td>\n",
+       "      <td>0.802412</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1862</th>\n",
+       "      <td>229586455</td>\n",
+       "      <td>1887.01</td>\n",
+       "      <td>12.24150</td>\n",
+       "      <td>18:05:28.45</td>\n",
+       "      <td>75:08:44.26</td>\n",
+       "      <td>-34.046</td>\n",
+       "      <td>88.331</td>\n",
+       "      <td>2.458685e+06</td>\n",
+       "      <td>2.200160</td>\n",
+       "      <td>1.652000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.318873</td>\n",
+       "      <td>0.403913</td>\n",
+       "      <td>0.750542</td>\n",
+       "      <td>0.791636</td>\n",
+       "      <td>0.390009</td>\n",
+       "      <td>0.427835</td>\n",
+       "      <td>229586455</td>\n",
+       "      <td>0.653000</td>\n",
+       "      <td>1.900938e+05</td>\n",
+       "      <td>0.341686</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>288636599</td>\n",
+       "      <td>1890.01</td>\n",
+       "      <td>11.68190</td>\n",
+       "      <td>18:38:58.68</td>\n",
+       "      <td>79:14:18.06</td>\n",
+       "      <td>3.785</td>\n",
+       "      <td>9.982</td>\n",
+       "      <td>2.458686e+06</td>\n",
+       "      <td>19.967700</td>\n",
+       "      <td>6.170000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.974037</td>\n",
+       "      <td>1.233736</td>\n",
+       "      <td>2.171172</td>\n",
+       "      <td>2.290047</td>\n",
+       "      <td>1.190920</td>\n",
+       "      <td>1.304513</td>\n",
+       "      <td>288636599</td>\n",
+       "      <td>1.060000</td>\n",
+       "      <td>1.725209e+06</td>\n",
+       "      <td>1.747191</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1880</th>\n",
+       "      <td>429302040</td>\n",
+       "      <td>1905.01</td>\n",
+       "      <td>10.41800</td>\n",
+       "      <td>12:33:32.74</td>\n",
+       "      <td>-10:08:46.37</td>\n",
+       "      <td>-96.647</td>\n",
+       "      <td>-9.483</td>\n",
+       "      <td>2.458574e+06</td>\n",
+       "      <td>5.722260</td>\n",
+       "      <td>2.648000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.325672</td>\n",
+       "      <td>0.412525</td>\n",
+       "      <td>0.767117</td>\n",
+       "      <td>0.809119</td>\n",
+       "      <td>0.398326</td>\n",
+       "      <td>0.436968</td>\n",
+       "      <td>429302040</td>\n",
+       "      <td>0.660000</td>\n",
+       "      <td>4.944033e+05</td>\n",
+       "      <td>0.648504</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1881</th>\n",
+       "      <td>308098254</td>\n",
+       "      <td>1906.01</td>\n",
+       "      <td>11.56880</td>\n",
+       "      <td>11:13:10.3</td>\n",
+       "      <td>-17:39:28.01</td>\n",
+       "      <td>6.008</td>\n",
+       "      <td>-7.754</td>\n",
+       "      <td>2.458548e+06</td>\n",
+       "      <td>9.626420</td>\n",
+       "      <td>4.415000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.822668</td>\n",
+       "      <td>1.042020</td>\n",
+       "      <td>1.853216</td>\n",
+       "      <td>1.954682</td>\n",
+       "      <td>1.005917</td>\n",
+       "      <td>1.102190</td>\n",
+       "      <td>308098254</td>\n",
+       "      <td>0.958000</td>\n",
+       "      <td>8.317227e+05</td>\n",
+       "      <td>1.038607</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1884</th>\n",
+       "      <td>232038798</td>\n",
+       "      <td>1909.01</td>\n",
+       "      <td>11.31870</td>\n",
+       "      <td>06:26:58.71</td>\n",
+       "      <td>-46:49:16.91</td>\n",
+       "      <td>0.077</td>\n",
+       "      <td>20.496</td>\n",
+       "      <td>2.458471e+06</td>\n",
+       "      <td>4.153230</td>\n",
+       "      <td>1.999000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.591798</td>\n",
+       "      <td>0.749584</td>\n",
+       "      <td>1.320460</td>\n",
+       "      <td>1.392757</td>\n",
+       "      <td>0.723575</td>\n",
+       "      <td>0.792614</td>\n",
+       "      <td>232038798</td>\n",
+       "      <td>1.150000</td>\n",
+       "      <td>3.588391e+05</td>\n",
+       "      <td>0.630245</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>377 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TIC ID      TOI  TESS Mag           RA           Dec  PM RA (mas/yr)  \\\n",
+       "18    278683844   119.01   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "19    278683844   119.02   9.27890  06:36:57.22  -58:00:58.15          51.497   \n",
+       "21    207081058   121.01   9.93580   22:07:28.2  -41:48:55.84          49.561   \n",
+       "25     52368076   125.01  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "26     52368076   125.02  10.19850  01:34:22.42  -66:40:34.86        -119.800   \n",
+       "29    234523599   127.01  14.12660  01:02:12.45  -61:45:22.08          78.858   \n",
+       "32    263003176   130.01   7.43710  00:50:11.23  -83:44:37.56         139.424   \n",
+       "36    234994474   134.01   9.22978  23:20:06.86  -60:03:56.63        -319.961   \n",
+       "38    410153553   136.01  11.92380  22:41:59.09  -69:10:19.59         334.357   \n",
+       "39    176957796   137.01  10.70200   06:45:11.4  -66:14:17.98          18.528   \n",
+       "46    261136679   144.01   5.10540  05:37:11.83  -80:27:52.57         311.187   \n",
+       "58    220518305   156.01  10.29400  02:45:52.22  -64:19:14.47          29.820   \n",
+       "64     99493790   162.01  11.68340  21:10:33.58  -23:18:20.94          50.863   \n",
+       "70    369457671   168.01  11.51470  20:46:34.46  -37:54:15.83          14.801   \n",
+       "76    270341214   173.01   8.87840  02:13:50.12  -80:34:57.76          22.849   \n",
+       "80    425997655   174.04   8.75130  03:41:50.17  -62:46:02.16        -102.571   \n",
+       "85    262530407   177.01   9.49275  01:21:45.22     -46:42:53        -111.206   \n",
+       "86    251848941   178.01  10.42000  00:29:12.48  -30:27:14.82         149.953   \n",
+       "89    207141131   179.01   8.17960  02:57:02.88  -56:11:30.73         -36.676   \n",
+       "91     76923707   181.01  10.46540  23:28:41.41  -34:29:29.08         111.364   \n",
+       "100   166739520   190.01   9.64110  02:27:06.19  -50:17:03.93          59.958   \n",
+       "101   183532609   191.01   9.14680  23:59:36.21  -35:01:52.81         109.747   \n",
+       "102   183537452   192.01  10.24990  23:51:31.01  -39:54:25.64         -56.853   \n",
+       "110   410214986   200.01   7.85410  23:39:39.71  -69:11:45.75          79.464   \n",
+       "120    52204645   209.01  10.85450   01:17:34.6  -66:54:11.04         -12.619   \n",
+       "121   141608198   210.01  12.53950  05:55:50.84  -73:59:07.04          80.456   \n",
+       "126   167415965   214.02   8.00890   06:37:50.1  -70:55:52.78        -149.853   \n",
+       "133   150098860   220.01   9.68780  06:07:11.93  -61:59:49.96         -17.815   \n",
+       "143   160074939   230.01   8.74350   23:05:16.6   -36:56:44.3          14.666   \n",
+       "147    12423815   234.01  14.62530  00:10:16.52  -26:16:56.67          23.082   \n",
+       "...         ...      ...       ...          ...           ...             ...   \n",
+       "1766  286916251  1794.01   9.69924   13:33:35.4   49:03:39.04         -33.034   \n",
+       "1768  138819293  1796.01   8.40346  11:42:12.13   26:42:11.04         895.047   \n",
+       "1770  198153540  1798.01  10.51910  14:04:22.54   46:31:09.42         -27.345   \n",
+       "1771    8967242  1799.01   8.36620   11:08:55.9   34:18:10.85          -9.033   \n",
+       "1776  144401492  1803.02  11.14760  11:52:11.07   35:10:18.48         -86.445   \n",
+       "1784  376524552  1811.01  11.12370  12:35:41.37   27:12:51.76         -45.874   \n",
+       "1795   82308728  1821.01   6.98590  11:14:33.04   25:42:38.15        -107.534   \n",
+       "1799  229750058  1825.01  11.72040     18:42:43    66:18:11.2          -3.214   \n",
+       "1801  390651552  1827.01   8.82230  12:47:55.57   09:44:57.91       -1008.600   \n",
+       "1803  235905185  1829.01  12.87840  19:23:30.58   78:45:15.18          -1.130   \n",
+       "1804   20182165  1830.01   7.01660   15:04:43.5   38:36:19.35         -15.530   \n",
+       "1806  307956397  1832.01  12.92330  17:06:38.94   63:46:43.09         -17.393   \n",
+       "1809  347332255  1835.01   7.66210  12:39:21.41   20:01:38.42         -81.959   \n",
+       "1811  207468071  1836.01   9.29416   16:23:37.9   54:41:24.28         -38.232   \n",
+       "1817  404505029  1842.01   9.26733  13:27:51.04   09:01:50.32         -23.976   \n",
+       "1818  258871793  1843.01  12.64450  19:11:34.75   66:19:41.03           0.744   \n",
+       "1819  198108326  1844.01  11.75510  13:57:33.27   43:29:35.92        -134.791   \n",
+       "1824   23740089  1849.01  10.49850  13:52:23.92      37:44:55          -6.014   \n",
+       "1825  149577217  1850.01  10.62600  13:03:02.85   21:55:23.06         -30.718   \n",
+       "1826  378976682  1851.01  13.13690  13:10:59.67   06:41:11.63         -64.831   \n",
+       "1842  400476523  1867.01  12.23390  19:42:14.13   59:35:20.86          -3.497   \n",
+       "1849  232641326  1874.01  11.58160  18:45:47.81   56:22:54.12           8.653   \n",
+       "1850  233047097  1875.01  12.94170  17:54:38.62   60:21:23.08          -5.109   \n",
+       "1854  243335710  1879.01  12.99350  19:19:26.78    59:40:12.4           1.246   \n",
+       "1859  219879302  1884.01  12.61830  17:24:31.07   67:59:20.83          -0.326   \n",
+       "1862  229586455  1887.01  12.24150  18:05:28.45   75:08:44.26         -34.046   \n",
+       "1865  288636599  1890.01  11.68190  18:38:58.68   79:14:18.06           3.785   \n",
+       "1880  429302040  1905.01  10.41800  12:33:32.74  -10:08:46.37         -96.647   \n",
+       "1881  308098254  1906.01  11.56880   11:13:10.3  -17:39:28.01           6.008   \n",
+       "1884  232038798  1909.01  11.31870  06:26:58.71  -46:49:16.91           0.077   \n",
+       "\n",
+       "      PM Dec (mas/yr)   Epoch (BJD)  Period (days)  Duration (hours)  \\\n",
+       "18           -205.600  2.458328e+06       5.541143          3.034710   \n",
+       "19           -205.600  2.458328e+06      10.691632          3.177466   \n",
+       "21             -9.678  2.458336e+06      14.775056          5.449073   \n",
+       "25           -122.953  2.458327e+06       4.653811          2.921928   \n",
+       "26           -122.953  2.458334e+06       9.150607          2.907668   \n",
+       "29            -27.095  2.458326e+06       3.795609          2.042805   \n",
+       "32             30.476  2.458337e+06      14.339928          4.674277   \n",
+       "36           -127.781  2.458326e+06       1.401461          1.264937   \n",
+       "38           -726.974  2.458326e+06       0.462910          0.520794   \n",
+       "39            -67.531  2.458327e+06       4.819018          3.035372   \n",
+       "46           1048.840  2.458326e+06       6.267726          2.934834   \n",
+       "58              4.632  2.458336e+06      14.148930          3.765000   \n",
+       "64            -19.940  2.458333e+06       7.766860          3.291000   \n",
+       "70            -11.655  2.458326e+06       2.312570          1.459000   \n",
+       "76             19.459  2.458333e+06      14.192110          7.943456   \n",
+       "80            -43.917  2.458326e+06       3.975995          1.560981   \n",
+       "85            -79.827  2.458356e+06       2.853133          1.264674   \n",
+       "86            -87.253  2.458360e+06       6.558054          2.233632   \n",
+       "89             50.599  2.458355e+06       4.137394          1.829919   \n",
+       "91             -2.588  2.458358e+06       4.532037          2.373894   \n",
+       "100            24.743  2.458358e+06      10.020817          5.799450   \n",
+       "101             7.614  2.458359e+06       8.159165          4.437074   \n",
+       "102           -88.865  2.458356e+06       3.922743          2.616187   \n",
+       "110           -67.440  2.458332e+06       8.137500          3.253514   \n",
+       "120          -138.402  2.458326e+06       4.379757          1.651748   \n",
+       "121          -139.153  2.458330e+06       9.010124          1.920005   \n",
+       "126           298.759  2.458332e+06       9.695722          3.401338   \n",
+       "133           -68.361  2.458336e+06      10.695237          2.316813   \n",
+       "143           -24.892  2.458366e+06      13.340145          4.611198   \n",
+       "147            -2.757  2.458356e+06       2.839249          1.484886   \n",
+       "...               ...           ...            ...               ...   \n",
+       "1766          -68.024  2.458899e+06       8.775858          3.364651   \n",
+       "1768         -814.031  2.458900e+06       2.643973          0.954893   \n",
+       "1770          -27.119  2.458902e+06       8.018944          3.447698   \n",
+       "1771          -40.835  2.458905e+06       7.093853          2.510763   \n",
+       "1776            3.089  2.458905e+06       6.294392          2.227729   \n",
+       "1784          -10.766  2.458900e+06       3.712964          1.993545   \n",
+       "1795           48.662  2.458905e+06       9.497000          2.268000   \n",
+       "1799           45.349  2.458693e+06      10.182460          2.907000   \n",
+       "1801         -459.800  2.458928e+06       1.467126          1.007329   \n",
+       "1803            4.933  2.458933e+06       6.290820          3.232455   \n",
+       "1804           34.152  2.458937e+06       9.781642          3.265213   \n",
+       "1806           13.120  2.458931e+06       4.151395          2.393291   \n",
+       "1809         -104.589  2.458933e+06       5.641960          3.087150   \n",
+       "1811           73.206  2.458933e+06      20.379455          6.525987   \n",
+       "1817           -7.518  2.458933e+06      19.148095          4.427072   \n",
+       "1818          -14.996  2.458684e+06       9.146920          4.042000   \n",
+       "1819          -44.294  2.458930e+06       3.212983          2.361831   \n",
+       "1824           15.687  2.458933e+06       9.865310          1.790000   \n",
+       "1825           -2.633  2.458931e+06       7.391430          1.252000   \n",
+       "1826          -23.251  2.458930e+06       6.018150          1.296000   \n",
+       "1842           -0.633  2.458701e+06      18.106710          4.562000   \n",
+       "1849            1.588  2.458685e+06      17.868250          5.572000   \n",
+       "1850           -9.682  2.458692e+06      11.309160          1.919000   \n",
+       "1854            0.272  2.458689e+06      13.705350          5.362000   \n",
+       "1859           -6.855  2.458684e+06       6.782210          2.591000   \n",
+       "1862           88.331  2.458685e+06       2.200160          1.652000   \n",
+       "1865            9.982  2.458686e+06      19.967700          6.170000   \n",
+       "1880           -9.483  2.458574e+06       5.722260          2.648000   \n",
+       "1881           -7.754  2.458548e+06       9.626420          4.415000   \n",
+       "1884           20.496  2.458471e+06       4.153230          1.999000   \n",
+       "\n",
+       "            ...            hz_rv  hz_rg_1x     hz_mg     hz_em  hz_rg_5x  \\\n",
+       "18          ...         0.544733  0.689981  1.232273  1.299742  0.666091   \n",
+       "19          ...         0.544733  0.689981  1.232273  1.299742  0.666091   \n",
+       "21          ...         0.992676  1.257338  2.201806  2.322357  1.213670   \n",
+       "25          ...         0.557955  0.706732  1.269231  1.338723  0.682282   \n",
+       "26          ...         0.557955  0.706732  1.269231  1.338723  0.682282   \n",
+       "29          ...         0.311056  0.394027  0.764665  0.806533  0.380543   \n",
+       "32          ...         0.987963  1.251361  2.178773  2.298063  1.207861   \n",
+       "36          ...         0.221608  0.280714  0.533272  0.562470  0.271081   \n",
+       "38          ...         0.045454  0.057580  0.114700  0.120981  0.055616   \n",
+       "39          ...         0.448553  0.568168  1.038515  1.095376  0.548563   \n",
+       "46          ...         0.787158  0.997028  1.750438  1.846277  0.962415   \n",
+       "58          ...         1.101730  1.395476  2.457927  2.592501  1.347054   \n",
+       "64          ...         0.684851  0.867457  1.545859  1.630497  0.837412   \n",
+       "70          ...         0.358326  0.453878  0.824987  0.870156  0.438204   \n",
+       "76          ...         1.327059  1.680857  2.919107  3.078930  1.622403   \n",
+       "80          ...         0.406472  0.514862  0.935446  0.986664  0.497081   \n",
+       "85          ...         0.186682  0.236473  0.451447  0.476166  0.228364   \n",
+       "86          ...         0.297724  0.377127  0.705208  0.743819  0.364156   \n",
+       "89          ...         0.504477  0.638997  1.151189  1.214218  0.616901   \n",
+       "91          ...         0.434770  0.550703  0.994626  1.049083  0.531667   \n",
+       "100         ...         0.943538  1.195099  2.093587  2.208213  1.153595   \n",
+       "101         ...         0.669390  0.847870  1.502473  1.584735  0.818477   \n",
+       "102         ...         0.446296  0.565306  1.027579  1.083841  0.545784   \n",
+       "110         ...         0.803618  1.017893  1.813443  1.912732  0.982635   \n",
+       "120         ...         0.468607  0.593565  1.075414  1.134295  0.573057   \n",
+       "121         ...         0.288199  0.365076  0.715351  0.754520  0.352599   \n",
+       "126         ...         0.593496  0.751746  1.342007  1.415483  0.725716   \n",
+       "133         ...         0.585447  0.741553  1.326788  1.399432  0.715884   \n",
+       "143         ...         1.425902  1.806050  3.132518  3.304026  1.743229   \n",
+       "147         ...         0.345660  0.437855  0.838761  0.884686  0.422846   \n",
+       "...         ...              ...       ...       ...       ...       ...   \n",
+       "1766        ...         0.954625  1.209153  2.136386  2.253356  1.167217   \n",
+       "1768        ...         0.134458  0.170323  0.329879  0.347941  0.164493   \n",
+       "1770        ...         0.488581  0.618859  1.111020  1.171850  0.597448   \n",
+       "1771        ...         0.699674  0.886226  1.566547  1.652317  0.855492   \n",
+       "1776        ...         0.388969  0.492692  0.893389  0.942304  0.475671   \n",
+       "1784        ...         0.434880  0.550848  1.004279  1.059266  0.531833   \n",
+       "1795        ...         0.472512  0.598507  1.076051  1.134966  0.577805   \n",
+       "1799        ...         0.687593  0.870930  1.549975  1.634838  0.840758   \n",
+       "1801        ...         0.096635  0.122412  0.239510  0.252624  0.118228   \n",
+       "1803        ...         0.716087  0.907018  1.608869  1.696957  0.875580   \n",
+       "1804        ...         1.049558  1.329376  2.312946  2.439582  1.283158   \n",
+       "1806        ...         0.407587  0.516278  0.943634  0.995300  0.498464   \n",
+       "1809        ...         0.508102  0.643583  1.150639  1.213638  0.621303   \n",
+       "1811        ...         1.419604  1.798078  3.126740  3.297932  1.735560   \n",
+       "1817        ...         1.687937  2.137963  3.738290  3.942965  2.063692   \n",
+       "1818        ...         1.008679  1.277611  2.242819  2.365616  1.233256   \n",
+       "1819        ...         0.367976  0.466104  0.851898  0.898542  0.450021   \n",
+       "1824        ...         0.810614  1.026748  1.819709  1.919341  0.991155   \n",
+       "1825        ...         0.723512  0.916433  1.642147  1.732057  0.884718   \n",
+       "1826        ...         0.385249  0.487984  0.894858  0.943853  0.471154   \n",
+       "1842        ...         1.545917  1.958054  3.385395  3.570748  1.889911   \n",
+       "1849        ...         1.690628  2.141326  3.672904  3.873997  2.066708   \n",
+       "1850        ...         0.947909  1.200643  2.115140  2.230947  1.158984   \n",
+       "1854        ...         1.376245  1.743152  3.019229  3.184534  1.682505   \n",
+       "1859        ...         0.558572  0.707512  1.267768  1.337180  0.683027   \n",
+       "1862        ...         0.318873  0.403913  0.750542  0.791636  0.390009   \n",
+       "1865        ...         0.974037  1.233736  2.171172  2.290047  1.190920   \n",
+       "1880        ...         0.325672  0.412525  0.767117  0.809119  0.398326   \n",
+       "1881        ...         0.822668  1.042020  1.853216  1.954682  1.005917   \n",
+       "1884        ...         0.591798  0.749584  1.320460  1.392757  0.723575   \n",
+       "\n",
+       "      hz_rg_.1x         ID  Stellar Mass  Period (seconds)  Orbital Distance  \n",
+       "18     0.729925  278683844      0.860000      4.787548e+05          0.693296  \n",
+       "19     0.729925  278683844      0.860000      9.237570e+05          1.074522  \n",
+       "21     1.329246  207081058      1.140000      1.276565e+06          1.464448  \n",
+       "25     0.747782   52368076      0.910000      4.020893e+05          0.628887  \n",
+       "26     0.747782   52368076      0.910000      7.906124e+05          0.987037  \n",
+       "29     0.417896  234523599      0.441590      3.279406e+05          0.431400  \n",
+       "32     1.322664  263003176      1.230000      1.238970e+06          1.472378  \n",
+       "36     0.297537  234994474      0.585640      1.210862e+05          0.243941  \n",
+       "38     0.061112  410153553      0.157909      3.999542e+04          0.075304  \n",
+       "39     0.601510  176957796      0.740000      4.163632e+05          0.600808  \n",
+       "46     1.054141  261136679      1.100000      5.415315e+05          0.817004  \n",
+       "58     1.475576  220518305      1.210000      1.222468e+06          1.451322  \n",
+       "64     0.917609   99493790      0.971000      6.710567e+05          0.904183  \n",
+       "70     0.480428  369457671      0.740000      1.998060e+05          0.368265  \n",
+       "76     1.776475  270341214      1.410000      1.226198e+06          1.530350  \n",
+       "80     0.544972  425997655      0.780000      3.435260e+05          0.537876  \n",
+       "85     0.250681  262530407      0.515356      2.465107e+05          0.375494  \n",
+       "86     0.399539  251848941      0.680000      5.666159e+05          0.717309  \n",
+       "89     0.676182  207141131      0.850000      3.574708e+05          0.568387  \n",
+       "91     0.582797   76923707      0.760000      3.915680e+05          0.581862  \n",
+       "100    1.263463  166739520      1.100000      8.657986e+05          1.117085  \n",
+       "101    0.896721  183532609      0.990000      7.049519e+05          0.940435  \n",
+       "102    0.598375  183537452      0.880000      3.389250e+05          0.554933  \n",
+       "110    1.076732  410214986      0.940000      7.030800e+05          0.922691  \n",
+       "120    0.628221   52204645      0.810000      3.784110e+05          0.580962  \n",
+       "121    0.387296  141608198      0.311261      7.784747e+05          0.683201  \n",
+       "126    0.795254  167415965      0.920000      8.377104e+05          1.029601  \n",
+       "133    0.784529  150098860      0.900000      9.240685e+05          1.091174  \n",
+       "143    1.908705  160074939      1.360000      1.152589e+06          1.450907  \n",
+       "147    0.464208   12423815      0.544652      2.453111e+05          0.381237  \n",
+       "...         ...        ...           ...               ...               ...  \n",
+       "1766   1.278693  286916251      1.017000      7.582341e+05          0.996139  \n",
+       "1768   0.180630  138819293      0.419868      2.284393e+05          0.333346  \n",
+       "1770   0.654798  198153540      0.874000      6.928368e+05          0.891802  \n",
+       "1771   0.937209    8967242      1.010000      6.129089e+05          0.862412  \n",
+       "1776   0.521472  144401492      0.793000      5.438355e+05          0.734649  \n",
+       "1784   0.583126  376524552      0.756000      3.208001e+05          0.508558  \n",
+       "1795   0.633294   82308728      0.860000      8.205408e+05          0.992911  \n",
+       "1799   0.921241  229750058      0.970000      8.797645e+05          1.082710  \n",
+       "1801   0.129857  390651552      0.312792      1.267597e+05          0.204056  \n",
+       "1803   0.959309  235905185      0.980000      5.435268e+05          0.788073  \n",
+       "1804   1.405089   20182165      1.250000      8.451339e+05          1.147090  \n",
+       "1806   0.546575  307956397      0.740000      3.586805e+05          0.543951  \n",
+       "1809   0.680865  347332255      0.910000      4.874653e+05          0.715023  \n",
+       "1811   1.900450  207468071      1.261000      1.760785e+06          1.876664  \n",
+       "1817   2.260116  404505029      1.153000      1.654395e+06          1.747350  \n",
+       "1818   1.350792  258871793      1.090000      7.902939e+05          1.047961  \n",
+       "1819   0.493456  198108326      0.740000      2.776017e+05          0.458532  \n",
+       "1824   1.085910   23740089      0.989000      8.523628e+05          1.066987  \n",
+       "1825   0.969592  149577217      0.891000      6.386196e+05          0.850089  \n",
+       "1826   0.516674  378976682      0.720000      5.199682e+05          0.690408  \n",
+       "1842   2.069118  400476523      1.380000      1.564420e+06          1.787334  \n",
+       "1849   2.262146  232641326      1.540000      1.543817e+06          1.837587  \n",
+       "1850   1.269568  233047097      1.050000      9.771114e+05          1.192257  \n",
+       "1854   1.842142  243335710      1.350000      1.184142e+06          1.473639  \n",
+       "1859   0.748552  219879302      0.890000      5.859829e+05          0.802412  \n",
+       "1862   0.427835  229586455      0.653000      1.900938e+05          0.341686  \n",
+       "1865   1.304513  288636599      1.060000      1.725209e+06          1.747191  \n",
+       "1880   0.436968  429302040      0.660000      4.944033e+05          0.648504  \n",
+       "1881   1.102190  308098254      0.958000      8.317227e+05          1.038607  \n",
+       "1884   0.792614  232038798      1.150000      3.588391e+05          0.630245  \n",
+       "\n",
+       "[377 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#CHECKING IF THE OBJECTS ARE WITHIN THEIR RANGE OF HZs\n",
+    "\n",
+    "#Need to import mass values from other source\n",
+    "#import astroquery.mast catalogs\n",
+    "from astroquery.mast import Catalogs\n",
+    "\n",
+    "#Make list of TIC IDs to pull from the catalog\n",
+    "TICID_list = (df_c_refined2['TIC ID']).tolist()\n",
+    "\n",
+    "#pull the data for the TIC ID's that are also in EXOFOP\n",
+    "catalog_data = Catalogs.query_criteria(catalog='Tic',objType='STAR', ID = TICID_list)\n",
+    "\n",
+    "#Turn it into panda df\n",
+    "catalog_data_df = catalog_data.to_pandas()\n",
+    "\n",
+    "#Only pull the masses and IDs since that's all I need\n",
+    "catalog_data_df2 = catalog_data_df[['ID','mass']]\n",
+    "\n",
+    "#Add column 'TIC ID' which is equal to 'ID' to join with EXOFOP which indexes using 'TIC ID'\n",
+    "catalog_data_df2[\"TIC ID\"] = catalog_data_df2[\"ID\"].astype(int)\n",
+    "\n",
+    "#Rename 'mass' column to 'stellar mass' to be more clear\n",
+    "catalog_data_df2 = catalog_data_df2.rename(columns={'mass': 'Stellar Mass'})\n",
+    "\n",
+    "#Join the two dataframes by the TIC ID columns\n",
+    "df_with_masses = df_c_refined2.join(catalog_data_df2.set_index('TIC ID'), on='TIC ID')\n",
+    "\n",
+    "#Apply Kepler's third law to see orbital distance (OD) for each TOI\n",
+    "G = 6.67408*(10**(-11))\n",
+    "df_with_masses['Period (seconds)'] = (pd.Series(df_with_masses.loc[:,'Period (days)'].astype(float))*86400)\n",
+    "df_with_masses['Orbital Distance'] = ((((pd.Series(df_with_masses.loc[:,'Period (seconds)'].astype(float)))**2)*(G)*(pd.Series(df_with_masses.loc[:,'Stellar Mass'].astype(float))))/((4)*(np.pi**2)))**(1/3)\n",
+    "\n",
+    "#Check if Orbital Distance within Hz ranges (recent venus is min, early mars is max)\n",
+    "#df_rv_nonzero = df_rv[df_rv['hz_rv']>.01]\n",
+    "df_past_min = df_with_masses[df_with_masses['Orbital Distance']>df_with_masses['hz_rv']]\n",
+    "df_within_hz = df_past_min[df_past_min['Orbital Distance']<df_past_min['hz_em']]\n",
+    "\n",
+    "#Table of all TOIs within their HZ range\n",
+    "df_within_hz"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}