examples/plot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optimus import Optimus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load optimus local or in a cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Just check that Spark and all necessary environments vars are present...\n",
      "INFO:optimus:-----\n",
      "INFO:optimus:SPARK_HOME=C:\\opt\\spark\\spark-2.3.1-bin-hadoop2.7\n",
      "INFO:optimus:HADOOP_HOME=C:\\opt\\spark\\spark-2.3.1-bin-hadoop2.7\n",
      "INFO:optimus:PYSPARK_PYTHON=C:\\Users\\argenisleon\\Anaconda3\\python.exe\n",
      "INFO:optimus:PYSPARK_DRIVER_PYTHON=jupyter\n",
      "INFO:optimus:PYSPARK_SUBMIT_ARGS=--conf \"spark.sql.catalogImplementation=hive\" pyspark-shell\n",
      "INFO:optimus:JAVA_HOME=C:\\java\n",
      "INFO:optimus:Pyarrow Installed\n",
      "INFO:optimus:-----\n",
      "INFO:optimus:Starting or getting SparkSession and SparkContext...\n",
      "INFO:optimus:Spark Version:2.3.1\n",
      "INFO:optimus:\n",
      "                             ____        __  _                     \n",
      "                            / __ \\____  / /_(_)___ ___  __  _______\n",
      "                           / / / / __ \\/ __/ / __ `__ \\/ / / / ___/\n",
      "                          / /_/ / /_/ / /_/ / / / / / / /_/ (__  ) \n",
      "                          \\____/ .___/\\__/_/_/ /_/ /_/\\__,_/____/  \n",
      "                              /_/                                  \n",
      "                              \n",
      "INFO:optimus:Transform and Roll out...\n",
      "INFO:optimus:Optimus successfully imported. Have fun :).\n"
     ]
    }
   ],
   "source": [
    "# Create optimus\n",
    "op = Optimus(master=\"local\", app_name= \"optimus\", verbose = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create Spark dataframe using a panda dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = op.load.csv(\"data/Meteorite_Landings.csv\").h_repartition()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "    .data_type {\n",
       "        font-size: 0.8em;\n",
       "        font-weight: normal;\n",
       "    }\n",
       "\n",
       "    .column_name {\n",
       "        font-size: 1.2em;\n",
       "    }\n",
       "\n",
       "    .info_items {\n",
       "        margin: 10px 0;\n",
       "        font-size: 0.8em;\n",
       "    }\n",
       "\n",
       "    .optimus_table td {\n",
       "        padding: 2px;\n",
       "        border-left: 1px solid #cccccc;\n",
       "        border-right: 1px solid #cccccc;\n",
       "    }\n",
       "\n",
       "    .optimus_table tr:nth-child(even) {\n",
       "        background-color: #f2f2f2 !important;\n",
       "    }\n",
       "\n",
       "    .optimus_table tr:nth-child(odd) {\n",
       "        background-color: #ffffff !important;\n",
       "    }\n",
       "\n",
       "    .optimus_table thead {\n",
       "        border-bottom: 1px solid black;\n",
       "    }\n",
       "    .optimus_table{\n",
       "        font-size: 12px;\n",
       "    }\n",
       "\n",
       "    .optimus_table tbody{\n",
       "        font-family: monospace;\n",
       "        border-bottom: 1px solid #cccccc;\n",
       "    }\n",
       "\n",
       "\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\">Viewing 100 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\">32 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\">\n",
       "    <thead>\n",
       "    <tr>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">name</div>\n",
       "            <div class=\"data_type\">1 (string)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">id</div>\n",
       "            <div class=\"data_type\">2 (int)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">nametype</div>\n",
       "            <div class=\"data_type\">3 (string)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">recclass</div>\n",
       "            <div class=\"data_type\">4 (string)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">mass (g)</div>\n",
       "            <div class=\"data_type\">5 (double)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">fall</div>\n",
       "            <div class=\"data_type\">6 (string)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">year</div>\n",
       "            <div class=\"data_type\">7 (string)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">reclat</div>\n",
       "            <div class=\"data_type\">8 (double)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">reclong</div>\n",
       "            <div class=\"data_type\">9 (double)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th>\n",
       "            <div class=\"column_name\">GeoLocation</div>\n",
       "            <div class=\"data_type\">10 (string)</div>\n",
       "            <div class=\"data_type\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Acfer⸱232'>Acfer⸱232</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='240'>240</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='725.0'>725.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1991⸱12:00:00⸱AM'>01/01/1991⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='27.73944'>27.73944</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4.32833'>4.32833</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(27.739440,⸱4.328330)'>(27.739440,⸱4.328330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Elephant⸱Moraine⸱90232'>Elephant⸱Moraine⸱90232</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='8641'>8641</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16.9'>16.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1990⸱12:00:00⸱AM'>01/01/1990⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.28795'>-76.28795</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='156.46841'>156.46841</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.287950,⸱156.468410)'>(-76.287950,⸱156.468410)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱020090'>Grove⸱Mountains⸱020090</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='30681'>30681</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Martian⸱(shergottite)'>Martian⸱(shergottite)</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='7.5'>7.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.99944'>-72.99944</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.26111'>75.26111</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.999440,⸱75.261110)'>(-72.999440,⸱75.261110)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱891'>Northwest⸱Africa⸱891</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='31912'>31912</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='70.8'>70.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2001⸱12:00:00⸱AM'>01/01/2001⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱93098'>Queen⸱Alexandra⸱Range⸱93098</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19187'>19187</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.2'>1.2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1993⸱12:00:00⸱AM'>01/01/1993⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.5757'>-84.5757</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='162.56524'>162.56524</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.575700,⸱162.565240)'>(-84.575700,⸱162.565240)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱94691'>Queen⸱Alexandra⸱Range⸱94691</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20322'>20322</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='9.6'>9.6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1994⸱12:00:00⸱AM'>01/01/1994⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Meteorite⸱Hills⸱00977'>Meteorite⸱Hills⸱00977</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16211'>16211</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13.2'>13.2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2000⸱12:00:00⸱AM'>01/01/2000⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-79.68333'>-79.68333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='159.75'>159.75</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-79.683330,⸱159.750000)'>(-79.683330,⸱159.750000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱020114'>Grove⸱Mountains⸱020114</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='46531'>46531</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L3'>L3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.0'>1.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.98194'>-72.98194</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.25167'>75.25167</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.981940,⸱75.251670)'>(-72.981940,⸱75.251670)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Pecora⸱Escarpment⸱91483'>Pecora⸱Escarpment⸱91483</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='18774'>18774</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='5.5'>5.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1991⸱12:00:00⸱AM'>01/01/1991⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-85.55819'>-85.55819</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-68.31586'>-68.31586</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-85.558190,⸱-68.315860)'>(-85.558190,⸱-68.315860)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Ramlat⸱as⸱Sahmah⸱390'>Ramlat⸱as⸱Sahmah⸱390</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55656'>55656</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H3.8-6'>H3.8-6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.69'>0.69</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2010⸱12:00:00⸱AM'>01/01/2010⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20.0949'>20.0949</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55.69318'>55.69318</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(20.094900,⸱55.693180)'>(20.094900,⸱55.693180)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱2847'>Northwest⸱Africa⸱2847</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='33321'>33321</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='283.0'>283.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2004⸱12:00:00⸱AM'>01/01/2004⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Jiddat⸱al⸱Harasis⸱235'>Jiddat⸱al⸱Harasis⸱235</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='35554'>35554</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13.08'>13.08</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2005⸱12:00:00⸱AM'>01/01/2005⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19.97115'>19.97115</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='56.39807'>56.39807</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(19.971150,⸱56.398070)'>(19.971150,⸱56.398070)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Lewis⸱Cliff⸱86496'>Lewis⸱Cliff⸱86496</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13426'>13426</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4.9'>4.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1986⸱12:00:00⸱AM'>01/01/1986⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.24519'>-84.24519</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='161.39823'>161.39823</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.245190,⸱161.398230)'>(-84.245190,⸱161.398230)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Jemlapur'>Jemlapur</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='12079'>12079</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='450.0'>450.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Fell'>Fell</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1901⸱12:00:00⸱AM'>01/01/1901⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Dominion⸱Range⸱03289'>Dominion⸱Range⸱03289</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='7687'>7687</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='85.79'>85.79</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Miller⸱Range⸱07439'>Miller⸱Range⸱07439</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='53215'>53215</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='CO3'>CO3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4.4'>4.4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2007⸱12:00:00⸱AM'>01/01/2007⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LaPaz⸱Icefield⸱031346'>LaPaz⸱Icefield⸱031346</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='35928'>35928</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L3'>L3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='5.4'>5.4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Lewis⸱Cliff⸱88617'>Lewis⸱Cliff⸱88617</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='14355'>14355</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L3.5'>L3.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='3.2'>3.2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1988⸱12:00:00⸱AM'>01/01/1988⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.26961'>-84.26961</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='161.37881'>161.37881</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.269610,⸱161.378810)'>(-84.269610,⸱161.378810)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Ksar⸱Ghilane⸱009'>Ksar⸱Ghilane⸱009</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='54560'>54560</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='173.0'>173.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2011⸱12:00:00⸱AM'>01/01/2011⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='32.76277'>32.76277</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='9.86542'>9.86542</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(32.762770,⸱9.865420)'>(32.762770,⸱9.865420)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱94459'>Queen⸱Alexandra⸱Range⸱94459</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20091'>20091</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4.0'>4.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1994⸱12:00:00⸱AM'>01/01/1994⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱2563'>Northwest⸱Africa⸱2563</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='33084'>33084</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1175.0'>1175.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2004⸱12:00:00⸱AM'>01/01/2004⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Sayh⸱al⸱Uhaymir⸱450'>Sayh⸱al⸱Uhaymir⸱450</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='45941'>45941</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L4'>L4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1713.81'>1713.81</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2006⸱12:00:00⸱AM'>01/01/2006⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20.8825'>20.8825</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='57.35723'>57.35723</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(20.882500,⸱57.357230)'>(20.882500,⸱57.357230)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Sayh⸱al⸱Uhaymir⸱447'>Sayh⸱al⸱Uhaymir⸱447</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='45938'>45938</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL~3'>LL~3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='32.8'>32.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2007⸱12:00:00⸱AM'>01/01/2007⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20.55037'>20.55037</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='56.6854'>56.6854</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(20.550370,⸱56.685400)'>(20.550370,⸱56.685400)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱93608'>Queen⸱Alexandra⸱Range⸱93608</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19695'>19695</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='34.4'>34.4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1993⸱12:00:00⸱AM'>01/01/1993⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱054625'>Grove⸱Mountains⸱054625</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='48528'>48528</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='2.59'>2.59</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2006⸱12:00:00⸱AM'>01/01/2006⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.998889'>-72.998889</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.187222'>75.187222</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.998889,⸱75.187222)'>(-72.998889,⸱75.187222)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Elephant⸱Moraine⸱90205'>Elephant⸱Moraine⸱90205</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='8614'>8614</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='46.0'>46.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1990⸱12:00:00⸱AM'>01/01/1990⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.28209'>-76.28209</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='156.49089'>156.49089</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.282090,⸱156.490890)'>(-76.282090,⸱156.490890)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱99337'>Queen⸱Alexandra⸱Range⸱99337</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='21787'>21787</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.78'>1.78</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1999⸱12:00:00⸱AM'>01/01/1999⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱94260'>Queen⸱Alexandra⸱Range⸱94260</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19897'>19897</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='2.9'>2.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1994⸱12:00:00⸱AM'>01/01/1994⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Frontier⸱Mountain⸱97040'>Frontier⸱Mountain⸱97040</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='10769'>10769</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4/5'>H4/5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.5'>0.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1997⸱12:00:00⸱AM'>01/01/1997⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.98833'>-72.98833</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='160.40722'>160.40722</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.988330,⸱160.407220)'>(-72.988330,⸱160.407220)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='MacAlpine⸱Hills⸱02544'>MacAlpine⸱Hills⸱02544</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='14850'>14850</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL6'>LL6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='189.09'>189.09</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2002⸱12:00:00⸱AM'>01/01/2002⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Dar⸱al⸱Gani⸱842'>Dar⸱al⸱Gani⸱842</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='6389'>6389</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='347.0'>347.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1998⸱12:00:00⸱AM'>01/01/1998⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='26.8965'>26.8965</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16.57833'>16.57833</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(26.896500,⸱16.578330)'>(26.896500,⸱16.578330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Allan⸱Hills⸱84142'>Allan⸱Hills⸱84142</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='744'>744</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='78.5'>78.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1984⸱12:00:00⸱AM'>01/01/1984⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-77.01141'>-77.01141</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='156.94615'>156.94615</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-77.011410,⸱156.946150)'>(-77.011410,⸱156.946150)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Pine⸱Bluffs'>Pine⸱Bluffs</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='18824'>18824</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H'>H</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='2700.0'>2700.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1935⸱12:00:00⸱AM'>01/01/1935⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='41.18333'>41.18333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-104.06667'>-104.06667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(41.183330,⸱-104.066670)'>(41.183330,⸱-104.066670)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Roberts⸱Massif⸱04254'>Roberts⸱Massif⸱04254</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='44658'>44658</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='54.9'>54.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2004⸱12:00:00⸱AM'>01/01/2004⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Acfer⸱223'>Acfer⸱223</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='231'>231</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L/LL6'>L/LL6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1398.0'>1398.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1991⸱12:00:00⸱AM'>01/01/1991⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='27.54194'>27.54194</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='3.82778'>3.82778</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(27.541940,⸱3.827780)'>(27.541940,⸱3.827780)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱99692'>Queen⸱Alexandra⸱Range⸱99692</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22138'>22138</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='3.5'>3.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1999⸱12:00:00⸱AM'>01/01/1999⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Sayh⸱al⸱Uhaymir⸱096'>Sayh⸱al⸱Uhaymir⸱096</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='23288'>23288</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4/5'>H4/5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='158.0'>158.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2000⸱12:00:00⸱AM'>01/01/2000⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='21.10912'>21.10912</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='56.9335'>56.9335</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(21.109120,⸱56.933500)'>(21.109120,⸱56.933500)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Meteorite⸱Hills⸱01029'>Meteorite⸱Hills⸱01029</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16262'>16262</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='218.3'>218.3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2001⸱12:00:00⸱AM'>01/01/2001⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-79.68333'>-79.68333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='159.75'>159.75</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-79.683330,⸱159.750000)'>(-79.683330,⸱159.750000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱021785'>Grove⸱Mountains⸱021785</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='46565'>46565</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='71.74'>71.74</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.775'>-72.775</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.33889'>75.33889</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.775000,⸱75.338890)'>(-72.775000,⸱75.338890)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Dar⸱al⸱Gani⸱945'>Dar⸱al⸱Gani⸱945</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='6485'>6485</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Eucrite'>Eucrite</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='300.0'>300.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2000⸱12:00:00⸱AM'>01/01/2000⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='27.18867'>27.18867</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16.37583'>16.37583</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(27.188670,⸱16.375830)'>(27.188670,⸱16.375830)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱3047'>Northwest⸱Africa⸱3047</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='31178'>31178</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='77.6'>77.6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱021827'>Grove⸱Mountains⸱021827</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='49890'>49890</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.63'>0.63</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.77722'>-72.77722</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.33917'>75.33917</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.777220,⸱75.339170)'>(-72.777220,⸱75.339170)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Elephant⸱Moraine⸱92156'>Elephant⸱Moraine⸱92156</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='9557'>9557</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='CR2'>CR2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.4'>0.4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1992⸱12:00:00⸱AM'>01/01/1992⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.01295'>-76.01295</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='155.83949'>155.83949</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.012950,⸱155.839490)'>(-76.012950,⸱155.839490)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱97660'>Queen⸱Alexandra⸱Range⸱97660</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='21116'>21116</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL6'>LL6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13.9'>13.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1997⸱12:00:00⸱AM'>01/01/1997⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='MacAlpine⸱Hills⸱04930'>MacAlpine⸱Hills⸱04930</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='35045'>35045</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H3'>H3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.88'>0.88</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2004⸱12:00:00⸱AM'>01/01/2004⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Miller⸱Range⸱090982'>Miller⸱Range⸱090982</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55245'>55245</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='CK6'>CK6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.1'>1.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2009⸱12:00:00⸱AM'>01/01/2009⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Roosevelt⸱County⸱054'>Roosevelt⸱County⸱054</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22709'>22709</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='361.5'>361.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1971⸱12:00:00⸱AM'>01/01/1971⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='34.3'>34.3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-103.43333'>-103.43333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(34.300000,⸱-103.433330)'>(34.300000,⸱-103.433330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱94684'>Queen⸱Alexandra⸱Range⸱94684</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20315'>20315</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4.4'>4.4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1994⸱12:00:00⸱AM'>01/01/1994⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱4809'>Northwest⸱Africa⸱4809</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='45733'>45733</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL4'>LL4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1780.0'>1780.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2006⸱12:00:00⸱AM'>01/01/2006⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱021871'>Grove⸱Mountains⸱021871</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='49897'>49897</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.5'>1.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.7753'>-72.7753</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.3381'>75.3381</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.775300,⸱75.338100)'>(-72.775300,⸱75.338100)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱99109'>Queen⸱Alexandra⸱Range⸱99109</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='21561'>21561</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.9'>1.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1999⸱12:00:00⸱AM'>01/01/1999⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱021679'>Grove⸱Mountains⸱021679</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='46787'>46787</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='27.55'>27.55</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.77722'>-72.77722</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.33889'>75.33889</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.777220,⸱75.338890)'>(-72.777220,⸱75.338890)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱97141'>Queen⸱Alexandra⸱Range⸱97141</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20599'>20599</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20.9'>20.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1997⸱12:00:00⸱AM'>01/01/1997⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱4608'>Northwest⸱Africa⸱4608</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='45554'>45554</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='833.5'>833.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2006⸱12:00:00⸱AM'>01/01/2006⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱021561'>Grove⸱Mountains⸱021561</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='49834'>49834</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='3.2'>3.2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.93611'>-72.93611</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.30556'>75.30556</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.936110,⸱75.305560)'>(-72.936110,⸱75.305560)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Wiluna'>Wiluna</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='24281'>24281</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='150000.0'>150000.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Fell'>Fell</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1967⸱12:00:00⸱AM'>01/01/1967⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-26.59278'>-26.59278</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='120.32833'>120.32833</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-26.592780,⸱120.328330)'>(-26.592780,⸱120.328330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱020162'>Grove⸱Mountains⸱020162</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='46717'>46717</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H3'>H3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='2.31'>2.31</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.97611'>-72.97611</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.26694'>75.26694</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.976110,⸱75.266940)'>(-72.976110,⸱75.266940)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Asuka⸱880900'>Asuka⸱880900</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='3609'>3609</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22.0'>22.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1988⸱12:00:00⸱AM'>01/01/1988⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.0'>-72.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='26.0'>26.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.000000,⸱26.000000)'>(-72.000000,⸱26.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Reckling⸱Peak⸱86705'>Reckling⸱Peak⸱86705</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22408'>22408</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='68.5'>68.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1986⸱12:00:00⸱AM'>01/01/1986⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.23773'>-76.23773</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='158.67436'>158.67436</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.237730,⸱158.674360)'>(-76.237730,⸱158.674360)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Dar⸱al⸱Gani⸱885'>Dar⸱al⸱Gani⸱885</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='6432'>6432</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='102.0'>102.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2000⸱12:00:00⸱AM'>01/01/2000⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='26.1'>26.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16.06667'>16.06667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(26.100000,⸱16.066670)'>(26.100000,⸱16.066670)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Lewis⸱Cliff⸱88698'>Lewis⸱Cliff⸱88698</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='14435'>14435</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Iron'>Iron</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.8'>0.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1988⸱12:00:00⸱AM'>01/01/1988⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.27807'>-84.27807</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='161.39748'>161.39748</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.278070,⸱161.397480)'>(-84.278070,⸱161.397480)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Miller⸱Range⸱090729'>Miller⸱Range⸱090729</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='54339'>54339</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.6'>0.6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2009⸱12:00:00⸱AM'>01/01/2009⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grosvenor⸱Mountains⸱95589'>Grosvenor⸱Mountains⸱95589</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='11317'>11317</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='127.8'>127.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1995⸱12:00:00⸱AM'>01/01/1995⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-85.66667'>-85.66667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='175.0'>175.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-85.666670,⸱175.000000)'>(-85.666670,⸱175.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Reckling⸱Peak⸱92411'>Reckling⸱Peak⸱92411</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22420'>22420</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='21.3'>21.3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1992⸱12:00:00⸱AM'>01/01/1992⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.23116'>-76.23116</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='158.32857'>158.32857</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.231160,⸱158.328570)'>(-76.231160,⸱158.328570)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱847'>Northwest⸱Africa⸱847</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='17873'>17873</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H3'>H3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1851.0'>1851.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2001⸱12:00:00⸱AM'>01/01/2001⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Daraj⸱115'>Daraj⸱115</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='6574'>6574</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='417.0'>417.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1986⸱12:00:00⸱AM'>01/01/1986⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='29.37806'>29.37806</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='11.88667'>11.88667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(29.378060,⸱11.886670)'>(29.378060,⸱11.886670)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱99201'>Queen⸱Alexandra⸱Range⸱99201</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='21652'>21652</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.1'>1.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1999⸱12:00:00⸱AM'>01/01/1999⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Dar⸱al⸱Gani⸱830'>Dar⸱al⸱Gani⸱830</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='6377'>6377</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Ureilite'>Ureilite</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='53.1'>53.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2000⸱12:00:00⸱AM'>01/01/2000⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='27.04833'>27.04833</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16.38433'>16.38433</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(27.048330,⸱16.384330)'>(27.048330,⸱16.384330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Katagum'>Katagum</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='35465'>35465</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1500.0'>1500.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Fell'>Fell</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1999⸱12:00:00⸱AM'>01/01/1999⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='11.33333'>11.33333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='10.08333'>10.08333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(11.333330,⸱10.083330)'>(11.333330,⸱10.083330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Jiddat⸱al⸱Harasis⸱334'>Jiddat⸱al⸱Harasis⸱334</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='45858'>45858</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='261.65'>261.65</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2006⸱12:00:00⸱AM'>01/01/2006⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19.72743'>19.72743</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55.72533'>55.72533</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(19.727430,⸱55.725330)'>(19.727430,⸱55.725330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Jepara'>Jepara</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='53840'>53840</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Pallasite,⸱PMG'>Pallasite,⸱PMG</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='499500.0'>499500.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2008⸱12:00:00⸱AM'>01/01/2008⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-6.6'>-6.6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='110.73333'>110.73333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-6.600000,⸱110.733330)'>(-6.600000,⸱110.733330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Lewis⸱Cliff⸱88149'>Lewis⸱Cliff⸱88149</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13902'>13902</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.5'>1.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1988⸱12:00:00⸱AM'>01/01/1988⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.27543'>-84.27543</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='161.40962'>161.40962</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.275430,⸱161.409620)'>(-84.275430,⸱161.409620)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱1484'>Northwest⸱Africa⸱1484</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='17261'>17261</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16.4'>16.4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2001⸱12:00:00⸱AM'>01/01/2001⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Asuka⸱881402'>Asuka⸱881402</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4111'>4111</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L3.8'>L3.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='74.11'>74.11</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1988⸱12:00:00⸱AM'>01/01/1988⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.0'>-72.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='26.0'>26.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.000000,⸱26.000000)'>(-72.000000,⸱26.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Lewis⸱Cliff⸱86120'>Lewis⸱Cliff⸱86120</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13059'>13059</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='32.9'>32.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1986⸱12:00:00⸱AM'>01/01/1986⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.25934'>-84.25934</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='161.35931'>161.35931</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.259340,⸱161.359310)'>(-84.259340,⸱161.359310)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Meteorite⸱Hills⸱00624'>Meteorite⸱Hills⸱00624</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='15858'>15858</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='103.91'>103.91</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2000⸱12:00:00⸱AM'>01/01/2000⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-79.68333'>-79.68333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='155.75'>155.75</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-79.683330,⸱155.750000)'>(-79.683330,⸱155.750000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Reid⸱002'>Reid⸱002</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22557'>22557</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='66.5'>66.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1974⸱12:00:00⸱AM'>01/01/1974⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-30.06667'>-30.06667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='128.96667'>128.96667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-30.066670,⸱128.966670)'>(-30.066670,⸱128.966670)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Elephant⸱Moraine⸱83263'>Elephant⸱Moraine⸱83263</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='7903'>7903</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='10.2'>10.2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1983⸱12:00:00⸱AM'>01/01/1983⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.33722'>-76.33722</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='157.11417'>157.11417</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.337220,⸱157.114170)'>(-76.337220,⸱157.114170)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Jiddat⸱al⸱Harasis⸱226'>Jiddat⸱al⸱Harasis⸱226</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='35545'>35545</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Mesosiderite'>Mesosiderite</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='308.67'>308.67</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2005⸱12:00:00⸱AM'>01/01/2005⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19.97493'>19.97493</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='56.4269'>56.4269</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(19.974930,⸱56.426900)'>(19.974930,⸱56.426900)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Miller⸱Range⸱090732'>Miller⸱Range⸱090732</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='54342'>54342</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='7.1'>7.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2009⸱12:00:00⸱AM'>01/01/2009⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Shangdu'>Shangdu</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='23523'>23523</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Iron,⸱IIIAB'>Iron,⸱IIIAB</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='247000.0'>247000.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1957⸱12:00:00⸱AM'>01/01/1957⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='42.5'>42.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='114.0'>114.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(42.500000,⸱114.000000)'>(42.500000,⸱114.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱2599'>Northwest⸱Africa⸱2599</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='33120'>33120</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='234.5'>234.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Hammadah⸱al⸱Hamra⸱089'>Hammadah⸱al⸱Hamra⸱089</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='11572'>11572</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1379.0'>1379.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1995⸱12:00:00⸱AM'>01/01/1995⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='28.46717'>28.46717</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13.317'>13.317</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(28.467170,⸱13.317000)'>(28.467170,⸱13.317000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Graves⸱Nunataks⸱98153'>Graves⸱Nunataks⸱98153</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='11143'>11143</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='35.1'>35.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1998⸱12:00:00⸱AM'>01/01/1998⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-86.71667'>-86.71667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-141.5'>-141.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-86.716670,⸱-141.500000)'>(-86.716670,⸱-141.500000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱99659'>Queen⸱Alexandra⸱Range⸱99659</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22105'>22105</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='7.3'>7.3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1999⸱12:00:00⸱AM'>01/01/1999⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Cumulus⸱Hills⸱04069'>Cumulus⸱Hills⸱04069</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='32525'>32525</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Pallasite'>Pallasite</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='44700.0'>44700.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Grove⸱Mountains⸱054613'>Grove⸱Mountains⸱054613</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='50645'>50645</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L5'>L5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='2.14'>2.14</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2006⸱12:00:00⸱AM'>01/01/2006⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.99889'>-72.99889</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='75.18722'>75.18722</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.998890,⸱75.187220)'>(-72.998890,⸱75.187220)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Elephant⸱Moraine⸱92074'>Elephant⸱Moraine⸱92074</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='9476'>9476</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L6'>L6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='24.0'>24.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1992⸱12:00:00⸱AM'>01/01/1992⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-76.05375'>-76.05375</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='156.2343'>156.2343</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-76.053750,⸱156.234300)'>(-76.053750,⸱156.234300)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Queen⸱Alexandra⸱Range⸱97312'>Queen⸱Alexandra⸱Range⸱97312</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20770'>20770</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL5'>LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4.2'>4.2</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1997⸱12:00:00⸱AM'>01/01/1997⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-84.0'>-84.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='168.0'>168.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-84.000000,⸱168.000000)'>(-84.000000,⸱168.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Miller⸱Range⸱05093'>Miller⸱Range⸱05093</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='44489'>44489</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL6'>LL6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='6.9'>6.9</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2005⸱12:00:00⸱AM'>01/01/2005⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Roosevelt⸱County⸱071'>Roosevelt⸱County⸱071</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='22726'>22726</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L4'>L4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='5.3'>5.3</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1989⸱12:00:00⸱AM'>01/01/1989⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='34.1'>34.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-103.48333'>-103.48333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(34.100000,⸱-103.483330)'>(34.100000,⸱-103.483330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Hedeskoga'>Hedeskoga</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='11869'>11869</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H5'>H5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='3500.0'>3500.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Fell'>Fell</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1922⸱12:00:00⸱AM'>01/01/1922⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55.46667'>55.46667</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='13.78333'>13.78333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(55.466670,⸱13.783330)'>(55.466670,⸱13.783330)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Meteorite⸱Hills⸱01229'>Meteorite⸱Hills⸱01229</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='16461'>16461</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='8.5'>8.5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2001⸱12:00:00⸱AM'>01/01/2001⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-79.68333'>-79.68333</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='159.75'>159.75</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-79.683330,⸱159.750000)'>(-79.683330,⸱159.750000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Asuka⸱881313'>Asuka⸱881313</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='4022'>4022</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='LL3.8'>LL3.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19.26'>19.26</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/1988⸱12:00:00⸱AM'>01/01/1988⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='-72.0'>-72.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='26.0'>26.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(-72.000000,⸱26.000000)'>(-72.000000,⸱26.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱4033'>Northwest⸱Africa⸱4033</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='34305'>34305</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='L/LL5'>L/LL5</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1042.0'>1042.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2004⸱12:00:00⸱AM'>01/01/2004⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱7299'>Northwest⸱Africa⸱7299</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55713'>55713</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Brachinite'>Brachinite</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='20.0'>20.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2011⸱12:00:00⸱AM'>01/01/2011⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Jiddat⸱al⸱Harasis⸱685'>Jiddat⸱al⸱Harasis⸱685</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='56238'>56238</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.51'>1.51</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2011⸱12:00:00⸱AM'>01/01/2011⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='19.4996'>19.4996</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='55.5247'>55.5247</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(19.499600,⸱55.524700)'>(19.499600,⸱55.524700)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Patuxent⸱Range⸱10277'>Patuxent⸱Range⸱10277</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='57079'>57079</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H6'>H6</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='1.1'>1.1</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2010⸱12:00:00⸱AM'>01/01/2010⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='0.0'>0.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(0.000000,⸱0.000000)'>(0.000000,⸱0.000000)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Dhofar⸱1441'>Dhofar⸱1441</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='48543'>48543</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Achondrite-ung'>Achondrite-ung</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='267.8'>267.8</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2003⸱12:00:00⸱AM'>01/01/2003⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='18.436'>18.436</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='54.48383'>54.48383</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='(18.436000,⸱54.483830)'>(18.436000,⸱54.483830)</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Northwest⸱Africa⸱2860'>Northwest⸱Africa⸱2860</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='33334'>33334</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Valid'>Valid</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='H4'>H4</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='878.0'>878.0</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='Found'>Found</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='01/01/2004⸱12:00:00⸱AM'>01/01/2004⸱12:00:00⸱AM</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "        <td>\n",
       "            <div title='None'>None</div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\">Viewing 100 of 45716 rows / 10 columns</div>\n",
       "<div class=\"info_items\">32 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:bucketizer() executed in 0.09 sec\n",
      "INFO:optimus:hist() executed in 1.58 sec\n",
      "INFO:optimus:hist() executed in 4.1 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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PfDjJsVV1fJJnJLm6u2/t7tuSXJ1k67TuQd39oe7uJBfP7QsAAGDdWtEzZFW1OckTknwkycO7+5ZkFtqSPGwadkKSm+Y22zXV9lfftUgdAABgXVt2IKuqo5P8cZJf7e479jd0kVofQH2xHs6pqu1VtX3Pnj1LtQwAALCmLSuQVdX9Mwtjb+vuP5nKX55uN8z0d/dU35XkxLnNNyW5eYn6pkXq99Ld53f3Kd19ysaNG5fTOgAAwJq1nFkWK8kFSa7r7tfOrboiyd6ZEs9K8s65+vOm2RZPS/LV6ZbGq5I8vaoeMk3m8fQkV03r7qyq06bPet7cvgAAANatDcsY8+Qkv5jk01X1ian2siSvTnJZVZ2d5G+TPGdad2WSn0qyM8nXk7wgSbr71qp6ZZJrpnG/2d23Tu9/OclbkjwgybunFwAAwLq2ZCDr7g9m8ee8kuT0RcZ3knP3sa8Lk1y4SH17kscu1QsAAMB6sqJZFgEAADh4BDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBlgxkVXVhVe2uqs/M1b6nqq6uquunvw+Z6lVVr6+qnVX1qap64tw2Z03jr6+qs+bqP1JVn562eX1V1cE+SAAAgLVoOVfI3pJk64LaeUne091bkrxnWk6SZybZMr3OSfKmZBbgkrw8yZOSnJrk5XtD3DTmnLntFn4WAADAurRkIOvuDyS5dUH5jCQXTe8vSvLsufrFPfPhJMdW1fFJnpHk6u6+tbtvS3J1kq3Tugd194e6u5NcPLcvAACAde1AnyF7eHffkiTT34dN9ROS3DQ3btdU21991yJ1AACAde9gT+qx2PNffQD1xXdedU5Vba+q7Xv27DnAFgEAANaGAw1kX55uN8z0d/dU35XkxLlxm5LcvER90yL1RXX3+d19SnefsnHjxgNsHQAAYG040EB2RZK9MyWeleSdc/XnTbMtnpbkq9MtjVcleXpVPWSazOPpSa6a1t1ZVadNsys+b25fAAAA69qGpQZU1SVJfjLJcVW1K7PZEl+d5LKqOjvJ3yZ5zjT8yiQ/lWRnkq8neUGSdPetVfXKJNdM436zu/dOFPLLmc3k+IAk755eAAAA696Sgay7z9zHqtMXGdtJzt3Hfi5McuEi9e1JHrtUHwAAAOvNwZ7UAwAAgGUSyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAYRyAAAAAZZM4GsqrZW1eeramdVnTe6HwAAgNW2JgJZVR2R5A1Jnpnk5CRnVtXJY7sCAABYXWsikCU5NcnO7r6hu7+V5NIkZwzuCQAAYFWtlUB2QpKb5pZ3TTUAAIB1a8PoBia1SK3vNajqnCTnTIt3VdXnV7WrpR2X5CuDe1iT6jWjO1gVzvfhxfk+/Djnhxfn+/DifB9+1sI5//7lDForgWxXkhPnljcluXnhoO4+P8n5h6qppVTV9u4+ZXQfHBrO9+HF+T78OOeHF+f78OJ8H37uS+d8rdyyeE2SLVV1UlUdmWRbkisG9wQAALCq1sQVsu6+u6pemOSqJEckubC7dwxuCwAAYFWtiUCWJN19ZZIrR/exQmvm9kkOCef78OJ8H36c88OL8314cb4PP/eZc17d95o7AwAAgENgrTxDBgAAcNgRyA5AVW2tqs9X1c6qOm90P6yuqrqwqnZX1WdG98Lqq6oTq+p9VXVdVe2oqheP7onVU1XfVVUfrapPTuf7FaN7YvVV1RFV9fGqetfoXlh9VXVjVX26qj5RVdtH98Pqqqpjq+ryqvrc9G/5j43uaSluWVyhqjoiyV8n+ReZTdd/TZIzu/uzQxtj1VTVU5LcleTi7n7s6H5YXVV1fJLju/tjVXVMkmuTPNv/xtenqqokD+zuu6rq/kk+mOTF3f3hwa2xiqrq3yc5JcmDuvtZo/thdVXVjUlO6e7Rv0nFIVBVFyX5q+5+8zR7+3d39+2j+9ofV8hW7tQkO7v7hu7+VpJLk5wxuCdWUXd/IMmto/vg0OjuW7r7Y9P7O5Ncl+SEsV2xWnrmrmnx/tPLf6lcx6pqU5KfTvLm0b0AB1dVPSjJU5JckCTd/a21HsYSgexAnJDkprnlXfF/1mBdqqrNSZ6Q5CNjO2E1TbevfSLJ7iRXd7fzvb79bpJfT/Lt0Y1wyHSSv6yqa6vqnNHNsKp+IMmeJP9zui35zVX1wNFNLUUgW7lapOa/psI6U1VHJ/njJL/a3XeM7ofV0933dPfjk2xKcmpVuTV5naqqZyXZ3d3Xju6FQ+rJ3f3EJM9Mcu70KALr04YkT0zypu5+QpKvJVnz8z0IZCu3K8mJc8ubktw8qBdgFUzPEv1xkrd195+M7odDY7qt5f1Jtg5uhdXz5CQ/Oz1TdGmSp1bVH45tidXW3TdPf3cn+dPMHj9hfdqVZNfcnQ6XZxbQ1jSBbOWuSbKlqk6aHhTcluSKwT0BB8k0ycMFSa7r7teO7ofVVVUbq+rY6f0DkjwtyefGdsVq6e6Xdvem7t6c2b/f7+3uXxjcFquoqh44TdCU6da1pycxa/I61d1fSnJTVT1qKp2eZM1PyrVhdAP3Nd19d1W9MMlVSY5IcmF37xjcFquoqi5J8pNJjquqXUle3t0XjO2KVfTkJL+Y5NPTc0VJ8rLuvnJgT6ye45NcNM2ge78kl3W3qdBh/Xh4kj+d/be2bEjyR939F2NbYpW9KMnbpgsnNyR5weB+lmTaewAAgEHcsggAADCIQAYAADCIQAYAADCIQAYAADCIQAYAADCpqgurandVLfkTCVX1uqr6xPT666q6fcWfZ5ZFAACAmap6SpK7klzc3Y9dwXYvSvKE7v43K/k8V8gAAAAm3f2BJLfO16rqkVX1F1V1bVX9VVX98CKbnpnkkpV+nh+GBgAA2L/zk/xSd19fVU9K8sYkT927sqq+P8lJSd670h0LZAAAAPtQVUcn+fEk/6uq9paPWjBsW5LLu/uele5fIAMAANi3+yW5vbsfv58x25Kce6A7BwAAYBHdfUeSL1TVc5KkZh63d31VPSrJQ5J86ED2L5ABAABMquqSzMLVo6pqV1WdneS5Sc6uqk8m2ZHkjLlNzkxyaR/g9PWmvQcAABjEFTIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBBBDIAAIBB/i9c9G7uv7nFvAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.hist(\"mass (g)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.frequency(\"mass (g)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:percentile() executed in 0.62 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.box(\"mass (g)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:Downloading train.csv from https://raw.githubusercontent.com/dvgodoy/handyspark/master/tests/rawdata/train.csv\n",
      "INFO:optimus:Downloaded 61194 bytes\n",
      "INFO:optimus:Creating DataFrame for train.csv. Please wait...\n",
      "INFO:optimus:Successfully created DataFrame for 'train.csv'\n"
     ]
    }
   ],
   "source": [
    "df1= op.load.csv(\"https://raw.githubusercontent.com/dvgodoy/handyspark/master/tests/rawdata/train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:bucketizer() executed in 0.16 sec\n",
      "INFO:optimus:bucketizer() executed in 0.15 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.plot.scatter([\"Age\", \"Fare\"], buckets=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:percentile() executed in 0.08 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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Qk5yUZHuSu5N8Ksmnk1zefe7VSW5Lsj/JZ5Oc2cfxpZ4YdA2Ky4DPVNVXgG8meRXwG8Ay4GeAtwGvBUgyDGwDLq+qVwMfArb0Y2hpOrxJtAbFOuB93a+v7z4eBv6lqo4ADyXZ033+pcBK4JYkAEPAgws7rjR9Bl3NS/JC4CJgZZKiE+gCPvFMLwHurqrXLtCI0pxwyUWD4HLgn6rq3KpaVlXnAF+lc3XFN3bX0s8A1nT3/zIwkuToEkySFf0YXJoOg65BsI4fPRr/GPAS4BBwF/APwB3At6vqCTrfBK5N8h/AAeB1CzeuNDOe+q+BluS5VfW97rLMvwMXVtVD/Z5LmgnX0DXoPpVkCXAK8FfGXIuZR+iS1AjX0CWpEQZdkhph0CWpEQZdkhph0CWpEf8PoUZoT4ik/e0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.plot.box(\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:optimus:percentile() executed in 0.06 sec\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.plot.box(\"Fare\")"
   ]
  },
  {
   "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": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}