examples/sandbox.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": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from infer import Infer\n",
    "Infer.value(12, \"string\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "    You are using PySparkling of version 2.4.10, but your PySpark is of\n",
      "    version 2.3.1. Please make sure Spark and PySparkling versions are compatible. \n"
     ]
    }
   ],
   "source": [
    "from optimus.optimus import Optimus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from optimus import parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from optimus.bumblebee import Comm\n",
    "# comm = Comm(\"this_is_the_queue_name\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "Open Bumblebee: <a target='_blank' href ='https://app.hi-bumblebee.com/?session=ee8e887f-fac1-4555-aa54-90037f197099&key=hpmLDC4KO7hrtceEfn0KJMKaey1ZZlflNIYhS-7YU54=&view=0'>https://app.hi-bumblebee.com</a><div>If you really care about privacy get your keys in bumblebee.ini and put them<a href ='https://app.hi-bumblebee.com'> here</a></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:/Users/argenisleon/Documents/Optimus/optimus/../infer.py\n"
     ]
    }
   ],
   "source": [
    "op= Optimus(comm=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql.types import *\n",
    "from datetime import date, datetime\n",
    "\n",
    "cols = [\n",
    "        (\"names\", \"str\"),\n",
    "        (\"height(ft)\", ShortType()),\n",
    "        (\"function\", \"str\"),\n",
    "        (\"rank\", ByteType()),\n",
    "        (\"age\", \"int\"),\n",
    "        (\"weight(t)\", \"float\"),\n",
    "        \"japanese name\",\n",
    "        \"last position seen\",\n",
    "        \"date arrival\",\n",
    "        \"last date seen\",\n",
    "        (\"attributes\", ArrayType(FloatType())),\n",
    "        (\"DateType\", DateType()),\n",
    "        (\"timestamp\", TimestampType()),\n",
    "        (\"Cybertronian\", BooleanType()),\n",
    "        (\"function(binary)\", BinaryType()),\n",
    "        (\"NullType\", NullType())\n",
    "\n",
    "    ]\n",
    "\n",
    "rows = [\n",
    "        (\"argenisleon@gmail.com\", 28, \"Leader\", 10, 5000000, 4.30, [\"Inochi\", \"Convoy\"], \"19.442735,-99.201111\", \"1980/04/10\",\n",
    "         \"2016/09/10\", [8.5344, 4300.0], date(2016, 9, 10), datetime(2014, 6, 24), True, bytearray(\"Leader\", \"utf-8\"),\n",
    "         None),\n",
    "        (\"bumbl#ebéé  \", 17, \"Espionage\", 7, 5000000, 2.0, [\"Bumble\", \"Goldback\"], \"10.642707,-71.612534\", \"1980/04/10\",\n",
    "         \"2015/08/10\", [5.334, 2000.0], date(2015, 8, 10), datetime(2014, 6, 24), True, bytearray(\"Espionage\", \"utf-8\"),\n",
    "         None),\n",
    "        (\"ironhide&\", 26, \"Security\", 7, 5000000, 4.0, [\"Roadbuster\"], \"37.789563,-122.400356\", \"1980/04/10\",\n",
    "         \"2014/07/10\", [7.9248, 4000.0], date(2014, 6, 24), datetime(2014, 6, 24), True, bytearray(\"Security\", \"utf-8\"),\n",
    "         None),\n",
    "        (\"1 Megatron\", 13, \"First Lieutenant\", 8, 5000000, 1.80, [\"Meister\"], \"33.670666,-117.841553\", \"1980/04/10\",\n",
    "         \"2013/06/10\", [3.9624, 1800.0], date(2013, 6, 24), datetime(2014, 6, 24), True,\n",
    "         bytearray(\"First Lieutenant\", \"utf-8\"), None),\n",
    "        (\"1 Megatron\", None, \"None\", 10, 5000000, 5.70, [\"Megatron\"], None, \"1980/04/10\", \"2012/05/10\", [None, 5700.0],\n",
    "         date(2012, 5, 10), datetime(2014, 6, 24), True, bytearray(\"None\", \"utf-8\"), None),\n",
    "        (None, 300, \"Battle Station\", 8, 5000000, None, [\"Metroflex\"], None, \"1980/04/10\", \"2011/04/10\",\n",
    "         [91.44, None], date(2011, 4, 10), datetime(2014, 6, 24), True, bytearray(\"Battle Station\", \"utf-8\"), None),\n",
    "\n",
    "    ]\n",
    "df = op.create.df(cols ,rows, False).cache().repartition(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 19 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992\">\n",
       "                \n",
       "                992\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234\">\n",
       "                \n",
       "                234\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Max!!!\">\n",
       "                \n",
       "                Max!!!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Planck!!!\">\n",
       "                \n",
       "                Planck!!!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"111\">\n",
       "                \n",
       "                111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"hamburguer\">\n",
       "                \n",
       "                hamburguer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994/01/04\">\n",
       "                \n",
       "                1994/01/04\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"run&#8901;\">\n",
       "                \n",
       "                run&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14\">\n",
       "                \n",
       "                14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fred\">\n",
       "                \n",
       "                Fred\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hoy&&&le\">\n",
       "                \n",
       "                Hoy&&&le\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"553\">\n",
       "                \n",
       "                553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizzza\">\n",
       "                \n",
       "                pizzza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997/06/27\">\n",
       "                \n",
       "                1997/06/27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"around\">\n",
       "                \n",
       "                around\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15\">\n",
       "                \n",
       "                15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(((&#8901;&#8901;&#8901;Heinrich&#8901;)))))\">\n",
       "                \n",
       "                (((&#8901;&#8901;&#8901;Heinrich&#8901;)))))\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hertz\">\n",
       "                \n",
       "                Hertz\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"116\">\n",
       "                \n",
       "                116\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956/11/30\">\n",
       "                \n",
       "                1956/11/30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"and\">\n",
       "                \n",
       "                and\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16\">\n",
       "                \n",
       "                16\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"William\">\n",
       "                \n",
       "                William\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gilbert###\">\n",
       "                \n",
       "                Gilbert###\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"886\">\n",
       "                \n",
       "                886\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BEER\">\n",
       "                \n",
       "                BEER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1958/03/26\">\n",
       "                \n",
       "                1958/03/26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"desert\">\n",
       "                \n",
       "                desert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Marie\">\n",
       "                \n",
       "                Marie\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CURIE\">\n",
       "                \n",
       "                CURIE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"912\">\n",
       "                \n",
       "                912\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rice\">\n",
       "                \n",
       "                Rice\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000/03/22\">\n",
       "                \n",
       "                2000/03/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"18\">\n",
       "                \n",
       "                18\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Arthur\">\n",
       "                \n",
       "                Arthur\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COM%%%pton\">\n",
       "                \n",
       "                COM%%%pton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"812\">\n",
       "                \n",
       "                812\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"110790\">\n",
       "                \n",
       "                110790\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1899/01/01\">\n",
       "                \n",
       "                1899/01/01\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"#\">\n",
       "                \n",
       "                #\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JAMES\">\n",
       "                \n",
       "                JAMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Chadwick\">\n",
       "                \n",
       "                Chadwick\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"467\">\n",
       "                \n",
       "                467\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1921/05/03\">\n",
       "                \n",
       "                1921/05/03\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"#\">\n",
       "                \n",
       "                #\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 19 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.table(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = op.load.csv(\"https://raw.githubusercontent.com/ironmussa/Optimus/master/examples/data/foo.csv\", sep=\",\", header='true', infer_schema='true', charset=\"UTF-8\", null_value=\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "outlier = df.outliers.mad(\"price\", threshold = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"price\": {\"hist\": [{\"count\": 6.0, \"lower\": 8.0, \"upper\": 8.1}, {\"count\": 0.0, \"lower\": 8.1, \"upper\": 8.2}, {\"count\": 0.0, \"lower\": 8.2, \"upper\": 8.3}, {\"count\": 0.0, \"lower\": 8.3, \"upper\": 8.4}, {\"count\": 0.0, \"lower\": 8.4, \"upper\": 8.5}, {\"count\": 0.0, \"lower\": 8.5, \"upper\": 8.6}, {\"count\": 0.0, \"lower\": 8.6, \"upper\": 8.7}, {\"count\": 0.0, \"lower\": 8.7, \"upper\": 8.8}, {\"count\": 0.0, \"lower\": 8.8, \"upper\": 8.9}, {\"count\": 0.0, \"lower\": 8.9, \"upper\": 9.0}, {\"count\": 2.0, \"lower\": 9.0, \"upper\": 9.1}, {\"count\": 0.0, \"lower\": 9.1, \"upper\": 9.2}, {\"count\": 0.0, \"lower\": 9.2, \"upper\": 9.3}, {\"count\": 0.0, \"lower\": 9.3, \"upper\": 9.4}, {\"count\": 0.0, \"lower\": 9.4, \"upper\": 9.5}, {\"count\": 0.0, \"lower\": 9.5, \"upper\": 9.6}, {\"count\": 0.0, \"lower\": 9.6, \"upper\": 9.7}, {\"count\": 0.0, \"lower\": 9.7, \"upper\": 9.8}, {\"count\": 0.0, \"lower\": 9.8, \"upper\": 9.9}, {\"count\": 0.0, \"lower\": 9.9, \"upper\": 10.0}]}}'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outlier.hist(\"price\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'id': {'null': 0, 'missing': 0, 'int': 19}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_by_dtypes(\"id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'count_outliers': 9,\n",
       " 'count_non_outliers': 10,\n",
       " 'lower_bound': 6,\n",
       " 'lower_bound_count': 9,\n",
       " 'upper_bound': 10,\n",
       " 'upper_bound_count': 0}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outlier.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df.table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'names': {'email': 1, 'mismatch': 4, 'null': 1, 'missing': 0}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_mismatch({\"names\":\"argenisleon@gmail.com\",\"names\":\"email\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = {'names': {'email': 1, 'mismatch': 4, 'null': 1}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('string', 'array')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tuple({\"firstName\":\"string\",\"lastName\":\"array\"}.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from infer import Infer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(('names', 'null'), 1)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from infer import Infer\n",
    "Infer.mismatch((\"names\",None),{\"names\":\"email\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "Infer.value(12, \"string\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['firstName', 'lastName']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list({\"firstName\":\"string\",\"lastName\":\"string\"}.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-8-5a6988a57346>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mselect_by_dtypes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"names\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"str\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "df.rows.select_by_dtypes(\"names\",\"str\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 3 of 3 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DateType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
       "                \n",
       "                Espionage\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
       "                \n",
       "                ['Bumble',&#8901;'Goldback']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
       "                \n",
       "                10.642707,-71.612534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
       "                \n",
       "                2015/08/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
       "                \n",
       "                [5.334000110626221,&#8901;2000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
       "                \n",
       "                2015-08-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
       "                \n",
       "                bytearray(b'Espionage')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
       "                \n",
       "                ironhide&\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
       "                \n",
       "                Security\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
       "                \n",
       "                ['Roadbuster']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
       "                \n",
       "                37.789563,-122.400356\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
       "                \n",
       "                2014/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
       "                \n",
       "                [7.924799919128418,&#8901;4000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
       "                \n",
       "                2014-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
       "                \n",
       "                bytearray(b'Security')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1&#8901;Megatron\">\n",
       "                \n",
       "                1&#8901;Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
       "                \n",
       "                First&#8901;Lieutenant\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
       "                \n",
       "                1.7999999523162842\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
       "                \n",
       "                ['Meister']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
       "                \n",
       "                33.670666,-117.841553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
       "                \n",
       "                2013/06/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
       "                \n",
       "                [3.962399959564209,&#8901;1800.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
       "                \n",
       "                2013-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
       "                \n",
       "                bytearray(b'First&#8901;Lieutenant')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 3 of 3 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histograma\n",
    "df.rows.between(\"height(ft)\",17,26, invert = False , equal =True, ).table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DateType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus&#8901;OptimusPrime\">\n",
       "                \n",
       "                Optimus&#8901;OptimusPrime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"redaeL\">\n",
       "                \n",
       "                redaeL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
       "                \n",
       "                4.300000190734863\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
       "                \n",
       "                ['Inochi',&#8901;'Convoy']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
       "                \n",
       "                19.442735,-99.201111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
       "                \n",
       "                2016/09/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
       "                \n",
       "                [8.53439998626709,&#8901;4300.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
       "                \n",
       "                2016-09-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
       "                \n",
       "                bytearray(b'Leader')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"eganoipsE\">\n",
       "                \n",
       "                eganoipsE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
       "                \n",
       "                ['Bumble',&#8901;'Goldback']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
       "                \n",
       "                10.642707,-71.612534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
       "                \n",
       "                2015/08/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
       "                \n",
       "                [5.334000110626221,&#8901;2000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
       "                \n",
       "                2015-08-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
       "                \n",
       "                bytearray(b'Espionage')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
       "                \n",
       "                ironhide&\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ytiruceS\">\n",
       "                \n",
       "                ytiruceS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
       "                \n",
       "                ['Roadbuster']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
       "                \n",
       "                37.789563,-122.400356\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
       "                \n",
       "                2014/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
       "                \n",
       "                [7.924799919128418,&#8901;4000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
       "                \n",
       "                2014-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
       "                \n",
       "                bytearray(b'Security')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1&#8901;Megatron\">\n",
       "                \n",
       "                1&#8901;Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"tnanetueiL&#8901;tsriF\">\n",
       "                \n",
       "                tnanetueiL&#8901;tsriF\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
       "                \n",
       "                1.7999999523162842\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
       "                \n",
       "                ['Meister']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
       "                \n",
       "                33.670666,-117.841553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
       "                \n",
       "                2013/06/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
       "                \n",
       "                [3.962399959564209,&#8901;1800.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
       "                \n",
       "                2013-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
       "                \n",
       "                bytearray(b'First&#8901;Lieutenant')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1&#8901;Megatron\">\n",
       "                \n",
       "                1&#8901;Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"enoN\">\n",
       "                \n",
       "                enoN\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
       "                \n",
       "                5.699999809265137\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
       "                \n",
       "                ['Megatron']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
       "                \n",
       "                2012/05/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
       "                \n",
       "                [None,&#8901;5700.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
       "                \n",
       "                2012-05-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
       "                \n",
       "                bytearray(b'None')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"megatron&#8901;1\">\n",
       "                \n",
       "                megatron&#8901;1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
       "                \n",
       "                300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"noitatS&#8901;elttaB\">\n",
       "                \n",
       "                noitatS&#8901;elttaB\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
       "                \n",
       "                ['Metroflex']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
       "                \n",
       "                2011/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
       "                \n",
       "                [91.44000244140625,&#8901;None]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
       "                \n",
       "                2011-04-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
       "                \n",
       "                bytearray(b'Battle&#8901;Station')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.reverse(\"function\").table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "outlier = df.outliers.tukey(\"mass (g)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"columns\": [{\"title\": \"mass (g)\"}], \"value\": [[21.0], [160.0], [252.0], [256.8], [320.0], [41.0], [94.2], [265.0], [146.0], [134.0], [345.0], [14.0], [23.2], [17.0], [375.0], [270.0], [13.9], [18.0], [100.0], [488.1], [470.0], [67.8], [56.0], [190.0], [219.0], [324.0], [357.0], [212.0], [478.0], [342.0], [8.0], [94.0], [45.6], [0.5], [72.0], [367.0], [303.0], [48.6], [469.0], [78.4], [167.0], [100.0], [340.0], [28.0], [0.8], [230.0], [400.0], [438.0], [230.0], [30.0], [300.0], [188.0], [127.0], [277.0], [113.0], [107.2], [380.0], [82.0], [220.0], [240.0], [132.7], [36.1], [28.0], [380.0], [102.0], [480.0], [45.5], [215.0], [288.0], [28.0], [0.2], [315.0], [414.0], [167.7], [305.5], [180.0], [266.1], [112.0], [22.0], [450.0], [222.0], [100.0], [30.0], [483.0], [89.0], [230.0], [350.0], [448.0], [299.0], [400.0], [180.0], [450.0], [100.0], [331.0], [195.0], [140.0], [67.4], [97.7], [202.6], [136.0]]}'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print(outlier.info())\n",
    "outlier.select_lower_bound()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 9 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product***FINGERPRINT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"cake\">\n",
       "                \n",
       "                cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 19 rows / 9 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "keyCol.fingerprint(df,\"product\").table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DateType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names***FINGERPRINT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus&#8901;OptimusPrime\">\n",
       "                \n",
       "                Optimus&#8901;OptimusPrime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Leader\">\n",
       "                \n",
       "                Leader\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
       "                \n",
       "                4.300000190734863\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
       "                \n",
       "                ['Inochi',&#8901;'Convoy']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
       "                \n",
       "                19.442735,-99.201111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
       "                \n",
       "                2016/09/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
       "                \n",
       "                [8.53439998626709,&#8901;4300.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
       "                \n",
       "                2016-09-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
       "                \n",
       "                bytearray(b'Leader')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"optimusoptimusprime\">\n",
       "                \n",
       "                optimusoptimusprime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
       "                \n",
       "                Espionage\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
       "                \n",
       "                ['Bumble',&#8901;'Goldback']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
       "                \n",
       "                10.642707,-71.612534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
       "                \n",
       "                2015/08/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
       "                \n",
       "                [5.334000110626221,&#8901;2000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
       "                \n",
       "                2015-08-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
       "                \n",
       "                bytearray(b'Espionage')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumblebee\">\n",
       "                \n",
       "                bumblebee\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
       "                \n",
       "                ironhide&\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
       "                \n",
       "                Security\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
       "                \n",
       "                ['Roadbuster']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
       "                \n",
       "                37.789563,-122.400356\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
       "                \n",
       "                2014/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
       "                \n",
       "                [7.924799919128418,&#8901;4000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
       "                \n",
       "                2014-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
       "                \n",
       "                bytearray(b'Security')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide\">\n",
       "                \n",
       "                ironhide\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1&#8901;Megatron\">\n",
       "                \n",
       "                1&#8901;Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
       "                \n",
       "                First&#8901;Lieutenant\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
       "                \n",
       "                1.7999999523162842\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
       "                \n",
       "                ['Meister']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
       "                \n",
       "                33.670666,-117.841553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
       "                \n",
       "                2013/06/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
       "                \n",
       "                [3.962399959564209,&#8901;1800.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
       "                \n",
       "                2013-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
       "                \n",
       "                bytearray(b'First&#8901;Lieutenant')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1megatron\">\n",
       "                \n",
       "                1megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1&#8901;Megatron\">\n",
       "                \n",
       "                1&#8901;Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
       "                \n",
       "                5.699999809265137\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
       "                \n",
       "                ['Megatron']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
       "                \n",
       "                2012/05/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
       "                \n",
       "                [None,&#8901;5700.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
       "                \n",
       "                2012-05-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
       "                \n",
       "                bytearray(b'None')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1megatron\">\n",
       "                \n",
       "                1megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"megatron&#8901;1\">\n",
       "                \n",
       "                megatron&#8901;1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
       "                \n",
       "                300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Battle&#8901;Station\">\n",
       "                \n",
       "                Battle&#8901;Station\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
       "                \n",
       "                ['Metroflex']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
       "                \n",
       "                2011/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
       "                \n",
       "                [91.44000244140625,&#8901;None]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
       "                \n",
       "                2011-04-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
       "                \n",
       "                bytearray(b'Battle&#8901;Station')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1megatron\">\n",
       "                \n",
       "                1megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "keyCol.fingerprint(df,\"names\").table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"taaaccoo\": {\"similar\": {\"taaaccoo\": 1}, \"count\": 1, \"sum\": 1}, \"piza\": {\"similar\": {\"piza\": 1}, \"count\": 1, \"sum\": 1}, \"hamburguer\": {\"similar\": {\"hamburguer\": 1}, \"count\": 1, \"sum\": 1}, \"taco\": {\"similar\": {\"taco\": 3}, \"count\": 1, \"sum\": 3}, \"pizzza\": {\"similar\": {\"pizzza\": 1}, \"count\": 1, \"sum\": 1}, \"arepa\": {\"similar\": {\"arepa\": 1}, \"count\": 1, \"sum\": 1}, \"pizza\": {\"similar\": {\"pizza\": 4}, \"count\": 1, \"sum\": 4}, \"Rice\": {\"similar\": {\"Rice\": 1}, \"count\": 1, \"sum\": 1}, \"110790\": {\"similar\": {\"110790\": 1}, \"count\": 1, \"sum\": 1}, \"BEER\": {\"similar\": {\"BEER\": 1}, \"count\": 1, \"sum\": 1}, \"Cake\": {\"similar\": {\"Cake\": 1}, \"count\": 1, \"sum\": 1}, \"null\": {\"similar\": {\"null\": 1}, \"count\": 1, \"sum\": 1}, \"pasta\": {\"similar\": {\"pasta\": 2}, \"count\": 1, \"sum\": 2}}'"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyCol.fingerprint_cluster(df,\"product\", output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"arepa\": {\"similar\": {\"arepa\": 1}, \"count\": 1, \"sum\": 1}, \"taaaccoo\": {\"similar\": {\"taaaccoo\": 1}, \"count\": 1, \"sum\": 1}, \"pasta\": {\"similar\": {\"pasta\": 2}, \"count\": 1, \"sum\": 2}, \"pizza\": {\"similar\": {\"pizzza\": 1, \"pizza\": 4}, \"count\": 2, \"sum\": 5}, \"110790\": {\"similar\": {\"110790\": 1}, \"count\": 1, \"sum\": 1}, \"hamburguer\": {\"similar\": {\"hamburguer\": 1}, \"count\": 1, \"sum\": 1}, \"taco\": {\"similar\": {\"taco\": 3}, \"count\": 1, \"sum\": 3}, \"Cake\": {\"similar\": {\"Cake\": 1}, \"count\": 1, \"sum\": 1}, \"Rice\": {\"similar\": {\"Rice\": 1}, \"count\": 1, \"sum\": 1}, \"piza\": {\"similar\": {\"piza\": 1}, \"count\": 1, \"sum\": 1}, \"null\": {\"similar\": {\"null\": 1}, \"count\": 1, \"sum\": 1}, \"BEER\": {\"similar\": {\"BEER\": 1}, \"count\": 1, \"sum\": 1}}'"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyCol.n_gram_fingerprint_cluster(df,\"product\", output=\"json\",n_size=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optimus.ml import keycollision as keyCol\n",
    "from optimus.ml import distancecluster as dc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"taaaccoo\": {\"similar\": {\"taco\": 3, \"taaaccoo\": 1}, \"count\": 2, \"sum\": 4}, \"piza\": {\"similar\": {\"pizza\": 4, \"piza\": 1}, \"count\": 2, \"sum\": 5}, \"hamburguer\": {\"similar\": {\"BEER\": 1, \"hamburguer\": 1}, \"count\": 2, \"sum\": 2}, \"taco\": {\"similar\": {\"Cake\": 1, \"Rice\": 1, \"taco\": 3}, \"count\": 3, \"sum\": 5}, \"pizzza\": {\"similar\": {\"pizza\": 4, \"pizzza\": 1}, \"count\": 2, \"sum\": 5}, \"arepa\": {\"similar\": {\"BEER\": 1, \"piza\": 1, \"pasta\": 2, \"Cake\": 1, \"Rice\": 1, \"pizza\": 4, \"arepa\": 1}, \"count\": 7, \"sum\": 11}, \"pizza\": {\"similar\": {\"piza\": 1, \"pizzza\": 1, \"pizza\": 4}, \"count\": 3, \"sum\": 6}, \"Rice\": {\"similar\": {\"piza\": 1, \"Cake\": 1, \"taco\": 3, \"Rice\": 1}, \"count\": 4, \"sum\": 6}, \"110790\": {\"similar\": {\"arepa\": 1, \"BEER\": 1, \"piza\": 1, \"pizzza\": 1, \"pasta\": 2, \"Cake\": 1, \"null\": 1, \"Rice\": 1, \"pizza\": 4, \"taco\": 3, \"110790\": 1}, \"count\": 11, \"sum\": 17}, \"BEER\": {\"similar\": {\"arepa\": 1, \"piza\": 1, \"Cake\": 1, \"null\": 1, \"Rice\": 1, \"taco\": 3, \"BEER\": 1}, \"count\": 7, \"sum\": 9}, \"Cake\": {\"similar\": {\"Rice\": 1, \"taco\": 3, \"Cake\": 1}, \"count\": 3, \"sum\": 5}, \"null\": {\"similar\": {\"BEER\": 1, \"piza\": 1, \"Cake\": 1, \"Rice\": 1, \"taco\": 3, \"null\": 1}, \"count\": 6, \"sum\": 8}, \"pasta\": {\"similar\": {\"piza\": 1, \"pizza\": 4, \"pasta\": 2}, \"count\": 3, \"sum\": 7}}'"
      ]
     },
     "execution_count": 258,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dc.levenshtein_cluster(df,\"product\", output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 4 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
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       "                \n",
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       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (string)</div>\n",
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       "                \n",
       "                nullable\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names***NGRAM</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
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       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names***NGRAM_FINGERPRINT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
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       "                \n",
       "                nullable\n",
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       "\n",
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       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['bumblebee']\">\n",
       "                \n",
       "                ['bumblebee']\n",
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       "                \n",
       "                bumblebee\n",
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       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
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       "                \n",
       "                ironhide&\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide\">\n",
       "                \n",
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       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron2\">\n",
       "                \n",
       "                Megatron2\n",
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       "            </div>\n",
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       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['megatron2']\">\n",
       "                \n",
       "                ['megatron2']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"megatron2\">\n",
       "                \n",
       "                megatron2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
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       "    <tr>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus&#8901;OptimusPrime\">\n",
       "                \n",
       "                Optimus&#8901;OptimusPrime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['optimusoptimusprime']\">\n",
       "                \n",
       "                ['optimusoptimusprime']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"optimusoptimusprime\">\n",
       "                \n",
       "                optimusoptimusprime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
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       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron1\">\n",
       "                \n",
       "                Megatron1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['megatron1']\">\n",
       "                \n",
       "                ['megatron1']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"megatron1\">\n",
       "                \n",
       "                megatron1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
       "                \n",
       "                Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['megatron']\">\n",
       "                \n",
       "                ['megatron']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"megatron\">\n",
       "                \n",
       "                megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 4 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/plain": [
       "'{\"ironhide&\": {\"similar\": {\"ironhide&\": 1}, \"count\": 1, \"sum\": 1.0}, \"Megatron1\": {\"similar\": {\"Megatron1\": 1}, \"count\": 1, \"sum\": 1.0}, \"Optimus OptimusPrime\": {\"similar\": {\"Optimus OptimusPrime\": 1}, \"count\": 1, \"sum\": 1.0}, \"Megatron\": {\"similar\": {\"Megatron\": 1}, \"count\": 1, \"sum\": 1.0}, \"bumbl#eb\\\\u00e9\\\\u00e9  \": {\"similar\": {\"bumbl#eb\\\\u00e9\\\\u00e9  \": 1}, \"count\": 1, \"sum\": 1.0}, \"Megatron2\": {\"similar\": {\"Megatron2\": 1}, \"count\": 1, \"sum\": 1.0}}'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyCol.n_gram_fingerprint_cluster(df,\"names\", n_size=1,output=\"json\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
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       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DateType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
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       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
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       "\n",
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       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus&#8901;OptimusPrime\">\n",
       "                \n",
       "                Optimus&#8901;OptimusPrime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Leader\">\n",
       "                \n",
       "                Leader\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
       "                \n",
       "                4.300000190734863\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
       "                \n",
       "                ['Inochi',&#8901;'Convoy']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
       "                \n",
       "                19.442735,-99.201111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
       "                \n",
       "                2016/09/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
       "                \n",
       "                [8.53439998626709,&#8901;4300.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
       "                \n",
       "                2016-09-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
       "                \n",
       "                bytearray(b'Leader')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
       "                \n",
       "                Espionage\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
       "                \n",
       "                ['Bumble',&#8901;'Goldback']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
       "                \n",
       "                10.642707,-71.612534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
       "                \n",
       "                2015/08/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
       "                \n",
       "                [5.334000110626221,&#8901;2000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
       "                \n",
       "                2015-08-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
       "                \n",
       "                bytearray(b'Espionage')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
       "                \n",
       "                ironhide&\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
       "                \n",
       "                Security\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
       "                \n",
       "                ['Roadbuster']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
       "                \n",
       "                37.789563,-122.400356\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
       "                \n",
       "                2014/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
       "                \n",
       "                [7.924799919128418,&#8901;4000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
       "                \n",
       "                2014-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
       "                \n",
       "                bytearray(b'Security')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron1\">\n",
       "                \n",
       "                Megatron1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
       "                \n",
       "                First&#8901;Lieutenant\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
       "                \n",
       "                1.7999999523162842\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
       "                \n",
       "                ['Meister']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
       "                \n",
       "                33.670666,-117.841553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
       "                \n",
       "                2013/06/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
       "                \n",
       "                [3.962399959564209,&#8901;1800.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
       "                \n",
       "                2013-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
       "                \n",
       "                bytearray(b'First&#8901;Lieutenant')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
       "                \n",
       "                Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
       "                \n",
       "                5.699999809265137\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
       "                \n",
       "                ['Megatron']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
       "                \n",
       "                2012/05/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
       "                \n",
       "                [None,&#8901;5700.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
       "                \n",
       "                2012-05-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
       "                \n",
       "                bytearray(b'None')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"megatron\">\n",
       "                \n",
       "                megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
       "                \n",
       "                300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Battle&#8901;Station\">\n",
       "                \n",
       "                Battle&#8901;Station\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
       "                \n",
       "                ['Metroflex']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
       "                \n",
       "                2011/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
       "                \n",
       "                [91.44000244140625,&#8901;None]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
       "                \n",
       "                2011-04-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
       "                \n",
       "                bytearray(b'Battle&#8901;Station')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = op.load.csv(\"data/foo.csv\", sep=\",\", header='true', infer_schema='true', charset=\"UTF-8\", null_value=\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DateType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus&#8901;OptimusPrime\">\n",
       "                \n",
       "                Optimus&#8901;OptimusPrime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Leader\">\n",
       "                \n",
       "                Leader\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
       "                \n",
       "                4.300000190734863\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
       "                \n",
       "                ['Inochi',&#8901;'Convoy']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
       "                \n",
       "                19.442735,-99.201111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
       "                \n",
       "                2016/09/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
       "                \n",
       "                [8.53439998626709,&#8901;4300.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
       "                \n",
       "                2016-09-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
       "                \n",
       "                bytearray(b'Leader')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
       "                \n",
       "                Espionage\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
       "                \n",
       "                ['Bumble',&#8901;'Goldback']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
       "                \n",
       "                10.642707,-71.612534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
       "                \n",
       "                2015/08/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
       "                \n",
       "                [5.334000110626221,&#8901;2000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
       "                \n",
       "                2015-08-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
       "                \n",
       "                bytearray(b'Espionage')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
       "                \n",
       "                ironhide&\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
       "                \n",
       "                Security\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
       "                \n",
       "                ['Roadbuster']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
       "                \n",
       "                37.789563,-122.400356\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
       "                \n",
       "                2014/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
       "                \n",
       "                [7.924799919128418,&#8901;4000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
       "                \n",
       "                2014-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
       "                \n",
       "                bytearray(b'Security')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaJa&#8901;JaJaJ\">\n",
       "                \n",
       "                JaJa&#8901;JaJaJ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
       "                \n",
       "                First&#8901;Lieutenant\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
       "                \n",
       "                1.7999999523162842\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
       "                \n",
       "                ['Meister']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
       "                \n",
       "                33.670666,-117.841553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
       "                \n",
       "                2013/06/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
       "                \n",
       "                [3.962399959564209,&#8901;1800.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
       "                \n",
       "                2013-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
       "                \n",
       "                bytearray(b'First&#8901;Lieutenant')\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
       "                \n",
       "                Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
       "                \n",
       "                5.699999809265137\n",
       "                 \n",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
       "                \n",
       "                ['Megatron']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
       "                \n",
       "                2012/05/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
       "                \n",
       "                [None,&#8901;5700.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
       "                \n",
       "                2012-05-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
       "                \n",
       "                bytearray(b'None')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Metroplex_)^$\">\n",
       "                \n",
       "                Metroplex_)^$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
       "                \n",
       "                300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Battle&#8901;Station\">\n",
       "                \n",
       "                Battle&#8901;Station\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
       "                \n",
       "                ['Metroflex']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
       "                \n",
       "                2011/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
       "                \n",
       "                [91.44000244140625,&#8901;None]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
       "                \n",
       "                2011-04-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
       "                \n",
       "                bytearray(b'Battle&#8901;Station')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">names</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">height(ft)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (smallint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">rank</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (tinyint)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">age</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">weight(t)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (float)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">japanese name</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last position seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">date arrival</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">last date seen</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">attributes</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (array&lt;float&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">DateType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (date)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">timestamp</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (timestamp)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">Cybertronian</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (boolean)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">function(binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (binary)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">NullType</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (null)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Optimus&#8901;OptimusPrime\">\n",
       "                \n",
       "                Optimus&#8901;OptimusPrime\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28\">\n",
       "                \n",
       "                28\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Leader\">\n",
       "                \n",
       "                Leader\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.300000190734863\">\n",
       "                \n",
       "                4.300000190734863\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Inochi',&#8901;'Convoy']\">\n",
       "                \n",
       "                ['Inochi',&#8901;'Convoy']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19.442735,-99.201111\">\n",
       "                \n",
       "                19.442735,-99.201111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016/09/10\">\n",
       "                \n",
       "                2016/09/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[8.53439998626709,&#8901;4300.0]\">\n",
       "                \n",
       "                [8.53439998626709,&#8901;4300.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2016-09-10\">\n",
       "                \n",
       "                2016-09-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Leader')\">\n",
       "                \n",
       "                bytearray(b'Leader')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bumbl#ebéé&#8901;&#8901;\">\n",
       "                \n",
       "                bumbl#ebéé&#8901;&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Espionage\">\n",
       "                \n",
       "                Espionage\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2.0\">\n",
       "                \n",
       "                2.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Bumble',&#8901;'Goldback']\">\n",
       "                \n",
       "                ['Bumble',&#8901;'Goldback']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10.642707,-71.612534\">\n",
       "                \n",
       "                10.642707,-71.612534\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015/08/10\">\n",
       "                \n",
       "                2015/08/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[5.334000110626221,&#8901;2000.0]\">\n",
       "                \n",
       "                [5.334000110626221,&#8901;2000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2015-08-10\">\n",
       "                \n",
       "                2015-08-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Espionage')\">\n",
       "                \n",
       "                bytearray(b'Espionage')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"ironhide&\">\n",
       "                \n",
       "                ironhide&\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"26\">\n",
       "                \n",
       "                26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Security\">\n",
       "                \n",
       "                Security\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4.0\">\n",
       "                \n",
       "                4.0\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Roadbuster']\">\n",
       "                \n",
       "                ['Roadbuster']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"37.789563,-122.400356\">\n",
       "                \n",
       "                37.789563,-122.400356\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014/07/10\">\n",
       "                \n",
       "                2014/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[7.924799919128418,&#8901;4000.0]\">\n",
       "                \n",
       "                [7.924799919128418,&#8901;4000.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24\">\n",
       "                \n",
       "                2014-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Security')\">\n",
       "                \n",
       "                bytearray(b'Security')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"aaa&#8901;JaJaJ\">\n",
       "                \n",
       "                aaa&#8901;JaJaJ\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"First&#8901;Lieutenant\">\n",
       "                \n",
       "                First&#8901;Lieutenant\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1.7999999523162842\">\n",
       "                \n",
       "                1.7999999523162842\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Meister']\">\n",
       "                \n",
       "                ['Meister']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"33.670666,-117.841553\">\n",
       "                \n",
       "                33.670666,-117.841553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013/06/10\">\n",
       "                \n",
       "                2013/06/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[3.962399959564209,&#8901;1800.0]\">\n",
       "                \n",
       "                [3.962399959564209,&#8901;1800.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2013-06-24\">\n",
       "                \n",
       "                2013-06-24\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'First&#8901;Lieutenant')\">\n",
       "                \n",
       "                bytearray(b'First&#8901;Lieutenant')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Megatron\">\n",
       "                \n",
       "                Megatron\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5.699999809265137\">\n",
       "                \n",
       "                5.699999809265137\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
       "                \n",
       "                ['Megatron']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012/05/10\">\n",
       "                \n",
       "                2012/05/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[None,&#8901;5700.0]\">\n",
       "                \n",
       "                [None,&#8901;5700.0]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2012-05-10\">\n",
       "                \n",
       "                2012-05-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'None')\">\n",
       "                \n",
       "                bytearray(b'None')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Metroplex_)^$\">\n",
       "                \n",
       "                Metroplex_)^$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300\">\n",
       "                \n",
       "                300\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Battle&#8901;Station\">\n",
       "                \n",
       "                Battle&#8901;Station\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5000000\">\n",
       "                \n",
       "                5000000\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Metroflex']\">\n",
       "                \n",
       "                ['Metroflex']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/04/10\">\n",
       "                \n",
       "                1980/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011/04/10\">\n",
       "                \n",
       "                2011/04/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"[91.44000244140625,&#8901;None]\">\n",
       "                \n",
       "                [91.44000244140625,&#8901;None]\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2011-04-10\">\n",
       "                \n",
       "                2011-04-10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2014-06-24&#8901;00:00:00\">\n",
       "                \n",
       "                2014-06-24&#8901;00:00:00\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"True\">\n",
       "                \n",
       "                True\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"bytearray(b'Battle&#8901;Station')\">\n",
       "                \n",
       "                bytearray(b'Battle&#8901;Station')\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 6 of 6 rows / 16 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.cols.replace(\"names\",[\"JaJa\",\"bbb\"],\"aaa\",search_by=\"words\").table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Send!\n"
     ]
    }
   ],
   "source": [
    "df.send()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 19 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">id</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">firstName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
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       "        \n",
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       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">lastName</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">billingId</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
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       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">price</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (int)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">birth</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">dummyCol</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Luis\">\n",
       "                \n",
       "                Luis\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Alvarez$$%!\">\n",
       "                \n",
       "                Alvarez$$%!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"123\">\n",
       "                \n",
       "                123\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Cake\">\n",
       "                \n",
       "                Cake\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1980/07/07\">\n",
       "                \n",
       "                1980/07/07\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"André\">\n",
       "                \n",
       "                André\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ampère\">\n",
       "                \n",
       "                Ampère\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"423\">\n",
       "                \n",
       "                423\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/08\">\n",
       "                \n",
       "                1950/07/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"NiELS\">\n",
       "                \n",
       "                NiELS\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Böhr//((%%\">\n",
       "                \n",
       "                Böhr//((%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"551\">\n",
       "                \n",
       "                551\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/09\">\n",
       "                \n",
       "                1990/07/09\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"give\">\n",
       "                \n",
       "                give\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"PAUL\">\n",
       "                \n",
       "                PAUL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"dirac$\">\n",
       "                \n",
       "                dirac$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"521\">\n",
       "                \n",
       "                521\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1954/07/10\">\n",
       "                \n",
       "                1954/07/10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Albert\">\n",
       "                \n",
       "                Albert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Einstein\">\n",
       "                \n",
       "                Einstein\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"634\">\n",
       "                \n",
       "                634\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1990/07/11\">\n",
       "                \n",
       "                1990/07/11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"up\">\n",
       "                \n",
       "                up\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"6\">\n",
       "                \n",
       "                6\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Galileo\">\n",
       "                \n",
       "                Galileo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\">\n",
       "                \n",
       "                &#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;&#8901;GALiLEI\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"672\">\n",
       "                \n",
       "                672\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1930/08/12\">\n",
       "                \n",
       "                1930/08/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never\">\n",
       "                \n",
       "                never\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"7\">\n",
       "                \n",
       "                7\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CaRL\">\n",
       "                \n",
       "                CaRL\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Ga%%%uss\">\n",
       "                \n",
       "                Ga%%%uss\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"323\">\n",
       "                \n",
       "                323\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1970/07/13\">\n",
       "                \n",
       "                1970/07/13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"David\">\n",
       "                \n",
       "                David\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"H$$$ilbert\">\n",
       "                \n",
       "                H$$$ilbert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"624\">\n",
       "                \n",
       "                624\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1950/07/14\">\n",
       "                \n",
       "                1950/07/14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"let\">\n",
       "                \n",
       "                let\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Johannes\">\n",
       "                \n",
       "                Johannes\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"KEPLER\">\n",
       "                \n",
       "                KEPLER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"735\">\n",
       "                \n",
       "                735\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1920/04/22\">\n",
       "                \n",
       "                1920/04/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JaMES\">\n",
       "                \n",
       "                JaMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"M$$ax%%well\">\n",
       "                \n",
       "                M$$ax%%well\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"875\">\n",
       "                \n",
       "                875\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1923/03/12\">\n",
       "                \n",
       "                1923/03/12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"down\">\n",
       "                \n",
       "                down\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"11\">\n",
       "                \n",
       "                11\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Isaac\">\n",
       "                \n",
       "                Isaac\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Newton\">\n",
       "                \n",
       "                Newton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"992\">\n",
       "                \n",
       "                992\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1999/02/15\">\n",
       "                \n",
       "                1999/02/15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"never&#8901;\">\n",
       "                \n",
       "                never&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"12\">\n",
       "                \n",
       "                12\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Emmy%%\">\n",
       "                \n",
       "                Emmy%%\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Nöether$\">\n",
       "                \n",
       "                Nöether$\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"234\">\n",
       "                \n",
       "                234\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pasta\">\n",
       "                \n",
       "                pasta\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"9\">\n",
       "                \n",
       "                9\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1993/12/08\">\n",
       "                \n",
       "                1993/12/08\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"gonna\">\n",
       "                \n",
       "                gonna\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"13\">\n",
       "                \n",
       "                13\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Max!!!\">\n",
       "                \n",
       "                Max!!!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Planck!!!\">\n",
       "                \n",
       "                Planck!!!\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"111\">\n",
       "                \n",
       "                111\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"hamburguer\">\n",
       "                \n",
       "                hamburguer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1994/01/04\">\n",
       "                \n",
       "                1994/01/04\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"run&#8901;\">\n",
       "                \n",
       "                run&#8901;\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"14\">\n",
       "                \n",
       "                14\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Fred\">\n",
       "                \n",
       "                Fred\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hoy&&&le\">\n",
       "                \n",
       "                Hoy&&&le\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"553\">\n",
       "                \n",
       "                553\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizzza\">\n",
       "                \n",
       "                pizzza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1997/06/27\">\n",
       "                \n",
       "                1997/06/27\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"around\">\n",
       "                \n",
       "                around\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"15\">\n",
       "                \n",
       "                15\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"(((&#8901;&#8901;&#8901;Heinrich&#8901;)))))\">\n",
       "                \n",
       "                (((&#8901;&#8901;&#8901;Heinrich&#8901;)))))\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Hertz\">\n",
       "                \n",
       "                Hertz\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"116\">\n",
       "                \n",
       "                116\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"8\">\n",
       "                \n",
       "                8\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1956/11/30\">\n",
       "                \n",
       "                1956/11/30\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"and\">\n",
       "                \n",
       "                and\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"16\">\n",
       "                \n",
       "                16\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"William\">\n",
       "                \n",
       "                William\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Gilbert###\">\n",
       "                \n",
       "                Gilbert###\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"886\">\n",
       "                \n",
       "                886\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BEER\">\n",
       "                \n",
       "                BEER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2\">\n",
       "                \n",
       "                2\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1958/03/26\">\n",
       "                \n",
       "                1958/03/26\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"desert\">\n",
       "                \n",
       "                desert\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"17\">\n",
       "                \n",
       "                17\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Marie\">\n",
       "                \n",
       "                Marie\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"CURIE\">\n",
       "                \n",
       "                CURIE\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"912\">\n",
       "                \n",
       "                912\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rice\">\n",
       "                \n",
       "                Rice\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"2000/03/22\">\n",
       "                \n",
       "                2000/03/22\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"you\">\n",
       "                \n",
       "                you\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"18\">\n",
       "                \n",
       "                18\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Arthur\">\n",
       "                \n",
       "                Arthur\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"COM%%%pton\">\n",
       "                \n",
       "                COM%%%pton\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"812\">\n",
       "                \n",
       "                812\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"110790\">\n",
       "                \n",
       "                110790\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"5\">\n",
       "                \n",
       "                5\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1899/01/01\">\n",
       "                \n",
       "                1899/01/01\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"#\">\n",
       "                \n",
       "                #\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"19\">\n",
       "                \n",
       "                19\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"JAMES\">\n",
       "                \n",
       "                JAMES\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Chadwick\">\n",
       "                \n",
       "                Chadwick\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"467\">\n",
       "                \n",
       "                467\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"null\">\n",
       "                \n",
       "                null\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"10\">\n",
       "                \n",
       "                10\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1921/05/03\">\n",
       "                \n",
       "                1921/05/03\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"#\">\n",
       "                \n",
       "                #\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 19 of 19 rows / 8 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "{'firstName': {'null': 0, 'missing': 0, 'string': 19}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.table(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'count_outliers': 8, 'count_non_outliers': 11, 'max_z_score': 1.7111}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.outliers.z_score(\"price\",threshold =1).info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'count_outliers': 0,\n",
       " 'count_non_outliers': 19,\n",
       " 'lower_bound': -4.5,\n",
       " 'lower_bound_count': 0,\n",
       " 'upper_bound': 15.5,\n",
       " 'upper_bound_count': 0,\n",
       " 'iqr1': 3,\n",
       " 'iqr3': 8}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.outliers.tukey(\"price\").info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'count_outliers': 9,\n",
       " 'count_non_outliers': 19,\n",
       " 'lower_bound': 6,\n",
       " 'lower_bound_count': 9,\n",
       " 'upper_bound': 10,\n",
       " 'upper_bound_count': 0}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.outliers.mad(\"price\", threshold =1).info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'count_outliers': 19, 'count_non_outliers': 19, 'max_m_z_score': 2.36075}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.outliers.modified_z_score(\"price\",threshold =1).info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"taaaccoo\": {\"similar\": {\"taco\": 3, \"taaaccoo\": 1}, \"count\": 2, \"sum\": 4}, \"piza\": {\"similar\": {\"pizza\": 4, \"piza\": 1}, \"count\": 2, \"sum\": 5}, \"hamburguer\": {\"similar\": {\"BEER\": 1, \"hamburguer\": 1}, \"count\": 2, \"sum\": 2}, \"taco\": {\"similar\": {\"Cake\": 1, \"Rice\": 1, \"taco\": 3}, \"count\": 3, \"sum\": 5}, \"pizzza\": {\"similar\": {\"pizza\": 4, \"pizzza\": 1}, \"count\": 2, \"sum\": 5}, \"arepa\": {\"similar\": {\"BEER\": 1, \"piza\": 1, \"pasta\": 2, \"Cake\": 1, \"Rice\": 1, \"pizza\": 4, \"arepa\": 1}, \"count\": 7, \"sum\": 11}, \"pizza\": {\"similar\": {\"piza\": 1, \"pizzza\": 1, \"pizza\": 4}, \"count\": 3, \"sum\": 6}, \"Rice\": {\"similar\": {\"piza\": 1, \"Cake\": 1, \"taco\": 3, \"Rice\": 1}, \"count\": 4, \"sum\": 6}, \"110790\": {\"similar\": {\"arepa\": 1, \"BEER\": 1, \"piza\": 1, \"pizzza\": 1, \"pasta\": 2, \"Cake\": 1, \"null\": 1, \"Rice\": 1, \"pizza\": 4, \"taco\": 3, \"110790\": 1}, \"count\": 11, \"sum\": 17}, \"BEER\": {\"similar\": {\"arepa\": 1, \"piza\": 1, \"Cake\": 1, \"null\": 1, \"Rice\": 1, \"taco\": 3, \"BEER\": 1}, \"count\": 7, \"sum\": 9}, \"Cake\": {\"similar\": {\"Rice\": 1, \"taco\": 3, \"Cake\": 1}, \"count\": 3, \"sum\": 5}, \"null\": {\"similar\": {\"BEER\": 1, \"piza\": 1, \"Cake\": 1, \"Rice\": 1, \"taco\": 3, \"null\": 1}, \"count\": 6, \"sum\": 8}, \"pasta\": {\"similar\": {\"piza\": 1, \"pizza\": 4, \"pasta\": 2}, \"count\": 3, \"sum\": 7}}\n",
      "Wall time: 9.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "from optimus.ml import distancecluster as dc\n",
    "print(dc.levenshtein_cluster(df,'product',output=\"json\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optimus.ml import distancecluster as dc\n",
    "from optimus.ml import keycollision as kc\n",
    "\n",
    "# result = dc.levenshtein_json(df,'product')\n",
    "result = kc.fingerprint_cluster(df, \"product\",3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 4 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n",
       "\n",
       "<table class=\"optimus_table\" style=\"font-size: 12px;\">\n",
       "    <thead style=\"border-bottom: 1px solid black;\">\n",
       "    <tr>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">count</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product***NGRAM</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (array&lt;string&gt;)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                not nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "        <th style=\"font-family: sans-serif;\">\n",
       "            <div class=\"column_name\" style=\"font-size: 1.2em;\">product***NGRAM_FINGERPRINT</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (string)</div>\n",
       "            <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">\n",
       "                \n",
       "                nullable\n",
       "                \n",
       "            </div>\n",
       "        </th>\n",
       "        \n",
       "    </tr>\n",
       "\n",
       "    </thead>\n",
       "    <tbody style=\"font-family: monospace; border-bottom: 1px solid #cccccc;\">\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['taaaccoo']\">\n",
       "                \n",
       "                ['taaaccoo']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taaaccoo\">\n",
       "                \n",
       "                taaaccoo\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['piza']\">\n",
       "                \n",
       "                ['piza']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"piza\">\n",
       "                \n",
       "                piza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"hamburguer\">\n",
       "                \n",
       "                hamburguer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['hamburguer']\">\n",
       "                \n",
       "                ['hamburguer']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"hamburguer\">\n",
       "                \n",
       "                hamburguer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"3\">\n",
       "                \n",
       "                3\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['taco']\">\n",
       "                \n",
       "                ['taco']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"taco\">\n",
       "                \n",
       "                taco\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"BEER\">\n",
       "                \n",
       "                BEER\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['beer']\">\n",
       "                \n",
       "                ['beer']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"beer\">\n",
       "                \n",
       "                beer\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizzza\">\n",
       "                \n",
       "                pizzza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['pizzza']\">\n",
       "                \n",
       "                ['pizzza']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizzza\">\n",
       "                \n",
       "                pizzza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['arepa']\">\n",
       "                \n",
       "                ['arepa']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"arepa\">\n",
       "                \n",
       "                arepa\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"4\">\n",
       "                \n",
       "                4\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['pizza']\">\n",
       "                \n",
       "                ['pizza']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"pizza\">\n",
       "                \n",
       "                pizza\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"Rice\">\n",
       "                \n",
       "                Rice\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['rice']\">\n",
       "                \n",
       "                ['rice']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"rice\">\n",
       "                \n",
       "                rice\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    <tr>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"1\">\n",
       "                \n",
       "                1\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"110790\">\n",
       "                \n",
       "                110790\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['110790']\">\n",
       "                \n",
       "                ['110790']\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"110790\">\n",
       "                \n",
       "                110790\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "    </tr>\n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 13 rows / 4 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s)</div>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "result = kc.n_gram_fingerprint_cluster(df, \"product\",3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'taaaccoo': {'similar': ['taaaccoo'], 'count': 1, 'sum': 1.0}, 'piza': {'similar': ['piza'], 'count': 1, 'sum': 1.0}, 'hamburguer': {'similar': ['hamburguer'], 'count': 1, 'sum': 1.0}, 'taco': {'similar': ['taco'], 'count': 1, 'sum': 3.0}, 'pizzza': {'similar': ['pizzza'], 'count': 1, 'sum': 1.0}, 'arepa': {'similar': ['arepa'], 'count': 1, 'sum': 1.0}, 'pizza': {'similar': ['pizza'], 'count': 1, 'sum': 4.0}, 'Rice': {'similar': ['Rice'], 'count': 1, 'sum': 1.0}, '110790': {'similar': ['110790'], 'count': 1, 'sum': 1.0}, 'BEER': {'similar': ['BEER'], 'count': 1, 'sum': 1.0}, 'Cake': {'similar': ['Cake'], 'count': 1, 'sum': 1.0}, 'null': {'similar': ['null'], 'count': 1, 'sum': 1.0}, 'pasta': {'similar': ['pasta'], 'count': 1, 'sum': 2.0}}\n"
     ]
    }
   ],
   "source": [
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['taaaccoo', 1]\n",
      "['piza', 1]\n",
      "['hamburguer', 1]\n",
      "['taco', 3]\n",
      "['BEER', 1]\n",
      "['pizzza', 1]\n",
      "['arepa', 1]\n",
      "['pizza', 4]\n",
      "['Rice', 1]\n",
      "['110790', 1]\n",
      "['Cake', 1]\n",
      "['null', 1]\n",
      "['pasta', 2]\n"
     ]
    }
   ],
   "source": [
    "kv_dict ={}\n",
    "for row in result.collect():\n",
    "    _row = list(row.asDict().values())\n",
    "    print(_row)\n",
    "    kv_dict[_row[0]] = _row[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'taaaccoo': 1, 'piza': 1, 'hamburguer': 1, 'taco': 3, 'BEER': 1, 'pizzza': 1, 'arepa': 1, 'pizza': 4, 'Rice': 1, '110790': 1, 'Cake': 1, 'null': 1, 'pasta': 2}\n"
     ]
    }
   ],
   "source": [
    "print(kv_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'str' object has no attribute 'cols'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-46-d4821b29c8c9>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0ma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"product***LEVENSHTEIN_DISTANCE\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'str' object has no attribute 'cols'"
     ]
    }
   ],
   "source": [
    "a.cols.replace(\"product***LEVENSHTEIN_DISTANCE\", 0, None).table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'str' object has no attribute 'rows'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-47-fb2466275319>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0ma\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrows\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwhere\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"product_LEVENSHTEIN_1\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m!=\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"product_LEVENSHTEIN_2\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m&\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"product***LEVENSHTEIN_DISTANCE\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: 'str' object has no attribute 'rows'"
     ]
    }
   ],
   "source": [
    "a.rows.drop(where=((a[\"product_LEVENSHTEIN_1\"]!=a[\"product_LEVENSHTEIN_2\"])& (a[\"product***LEVENSHTEIN_DISTANCE\"]==0))).table()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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