examples/sandbox-spark.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\"..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optimus import Optimus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Found pyspark version \"3.2.0\" installed. The pyspark version 3.2 and above has a built-in \"pandas APIs on Spark\" module ported from Koalas. Try `import pyspark.pandas as ps` instead. \n",
      "WARNING:root:'PYARROW_IGNORE_TIMEZONE' environment variable was not set. It is required to set this environment variable to '1' in both driver and executor sides if you use pyarrow>=2.0.0. Koalas will set it for you but it does not work if there is a Spark context already launched.\n",
      "INFO:optimus:Operative System:Windows\n",
      "INFO:optimus:Just check that all necessary environments vars are present...\n",
      "INFO:optimus:-----\n",
      "INFO:optimus:SPARK_HOME=C:\\opt\\spark\\spark-3.1.1-bin-hadoop3.2\n",
      "INFO:optimus:HADOOP_HOME=C:\\opt\\hadoop-3.2.2\n",
      "INFO:optimus:PYSPARK_PYTHON=C:\\Users\\argenisleon\\Anaconda3\\envs\\python38\\python.EXE\n",
      "INFO:optimus:PYSPARK_DRIVER_PYTHON=jupyter\n",
      "INFO:optimus:PYSPARK_SUBMIT_ARGS=--conf \"spark.sql.catalogImplementation=hive\" pyspark-shell\n",
      "INFO:optimus:JAVA_HOME=C:\\java\n",
      "INFO:optimus:Pyarrow Installed\n",
      "INFO:optimus:-----\n",
      "INFO:optimus:Starting or getting SparkSession and SparkContext...\n",
      "INFO:optimus:Spark Version:3.1.1\n",
      "INFO:optimus:\n",
      "                             ____        __  _\n",
      "                            / __ \\____  / /_(_)___ ___  __  _______\n",
      "                           / / / / __ \\/ __/ / __ `__ \\/ / / / ___/\n",
      "                          / /_/ / /_/ / /_/ / / / / / / /_/ (__  )\n",
      "                          \\____/ .___/\\__/_/_/ /_/ /_/\\__,_/____/\n",
      "                              /_/\n",
      "                              \n",
      "INFO:optimus:Transform and Roll out...\n",
      "INFO:optimus:Optimus successfully imported. Have fun :).\n"
     ]
    }
   ],
   "source": [
    "op= Optimus(engine=\"spark\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = op.load.csv(\"https://raw.githubusercontent.com/hi-primus/optimus/develop-22.1/examples/data/crime.csv\")\n",
    "df = op.load.csv(\"data/crime.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
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       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTES\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTES\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"B2\" style=\"min-height: 14px;\">\n",
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       "                    B2\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"584\" style=\"min-height: 14px;\">\n",
       "                    \n",
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       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"NONE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    NONE\n",
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       "                </div>\n",
       "            </td>\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;20:39:37\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;20:39:37\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
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       "                    2018\n",
       "                    \n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
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       "                    \n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"MONDAY\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    MONDAY\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"20\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    20\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"PART&#8901;THREE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    PART&#8901;THREE\n",
       "                    \n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"LAWN&#8901;ST\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    LAWN&#8901;ST\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.32701648\" style=\"min-height: 14px;\">\n",
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       "                    42.32701648\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.10555088\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.10555088\n",
       "                    \n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"(42.32701648,&#8901;-71.10555088)\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    (42.32701648,&#8901;-71.10555088)\n",
       "                    \n",
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       "            </td>\n",
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       "        <tr>\n",
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       "                <div title=\"I182070931\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070931\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"301\" style=\"min-height: 14px;\">\n",
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       "            </td>\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"ROBBERY\" style=\"min-height: 14px;\">\n",
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       "            </td>\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"ROBBERY&#8901;-&#8901;STREET\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    ROBBERY&#8901;-&#8901;STREET\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C6\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C6\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"177\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    177\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"NONE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    NONE\n",
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       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;20:48:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;20:48:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"MONDAY\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    MONDAY\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"20\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    20\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"PART&#8901;ONE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    PART&#8901;ONE\n",
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       "            </td>\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"MASSACHUSETTS&#8901;AVE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    MASSACHUSETTS&#8901;AVE\n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.33152148\" style=\"min-height: 14px;\">\n",
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       "                    42.33152148\n",
       "                    \n",
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       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.07085307\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.07085307\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"(42.33152148,&#8901;-71.07085307)\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    (42.33152148,&#8901;-71.07085307)\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
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       "        \n",
       "        <tr>\n",
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       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070929\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070929\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTES\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTES\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C11\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C11\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"364\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    364\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"NONE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    NONE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;20:38:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;20:38:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"MONDAY\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    MONDAY\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"20\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    20\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"PART&#8901;THREE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    PART&#8901;THREE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"LESLIE&#8901;ST\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    LESLIE&#8901;ST\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.29514664\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.29514664\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.05860832\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.05860832\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"(42.29514664,&#8901;-71.05860832)\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    (42.29514664,&#8901;-71.05860832)\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070928\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070928\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTES\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTES\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C6\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C6\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"913\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    913\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"NONE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    NONE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;19:55:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;19:55:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"MONDAY\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    MONDAY\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"19\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    19\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"PART&#8901;THREE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    PART&#8901;THREE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"OCEAN&#8901;VIEW&#8901;DR\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    OCEAN&#8901;VIEW&#8901;DR\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.31957856\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.31957856\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.04032766\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.04032766\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"(42.31957856,&#8901;-71.04032766)\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    (42.31957856,&#8901;-71.04032766)\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        </tbody>\n",
       "    </table>\n",
       "    <div class=\"optimus_table_border\" style=\"background-color: currentColor; opacity: 0.2; height: 1px; width: 100%;\"></div>\n",
       "</span>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 319.1 thousand rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">8 partition(s) &lt;class &#39;optimus.engines.spark.dataframe.SparkDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "INCIDENT_NUMBER      OFFENSE_CODE  OFFENSE_CODE_GROUP               OFFENSE_DESCRIPTION                         DISTRICT      REPORTING_AREA  SHOOTING    OCCURRED_ON_DATE           YEAR       MONTH  DAY_OF_WEEK          HOUR  UCR_PART    STREET                    Lat        Long  Location\n",
       "(object)                 (object)  (object)                         (object)                                    (object)            (object)  (object)    (object)               (object)    (object)  (object)         (object)  (object)    (object)             (object)    (object)  (object)\n",
       "-----------------  --------------  -------------------------------  ------------------------------------------  ----------  ----------------  ----------  -------------------  ----------  ----------  -------------  ----------  ----------  -----------------  ----------  ----------  ---------------------------\n",
       "I182070945                    619  LARCENY                          LARCENY ALL OTHERS                          D14                      808  NONE        2018-09-02 13:00:00        2018           9  SUNDAY                 13  PART ONE    LINCOLN ST            42.3578    -71.1394  (42.35779134, -71.13937053)\n",
       "I182070943                   1402  VANDALISM                        VANDALISM                                   C11                      347  NONE        2018-08-21 00:00:00        2018           8  TUESDAY                 0  PART TWO    HECLA ST              42.3068    -71.0603  (42.30682138, -71.06030035)\n",
       "I182070941                   3410  TOWED                            TOWED MOTOR VEHICLE                         D4                       151  NONE        2018-09-03 19:27:00        2018           9  MONDAY                 19  PART THREE  CAZENOVE ST           42.3466    -71.0724  (42.34658879, -71.07242943)\n",
       "I182070940                   3114  INVESTIGATE PROPERTY             INVESTIGATE PROPERTY                        D4                       272  NONE        2018-09-03 21:16:00        2018           9  MONDAY                 21  PART THREE  NEWCOMB ST            42.3342    -71.0787  (42.33418175, -71.07866441)\n",
       "I182070938                   3114  INVESTIGATE PROPERTY             INVESTIGATE PROPERTY                        B3                       421  NONE        2018-09-03 21:05:00        2018           9  MONDAY                 21  PART THREE  DELHI ST              42.2754    -71.0904  (42.27536542, -71.09036101)\n",
       "I182070936                   3820  MOTOR VEHICLE ACCIDENT RESPONSE  M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY  C11                      398  NONE        2018-09-03 21:09:00        2018           9  MONDAY                 21  PART THREE  TALBOT AVE            42.2902    -71.0716  (42.29019621, -71.07159012)\n",
       "I182070933                    724  AUTO THEFT                       AUTO THEFT                                  B2                       330  NONE        2018-09-03 21:25:00        2018           9  MONDAY                 21  PART ONE    NORMANDY ST           42.3061    -71.0827  (42.30607218, -71.08273260)\n",
       "I182070932                   3301  VERBAL DISPUTES                  VERBAL DISPUTE                              B2                       584  NONE        2018-09-03 20:39:37        2018           9  MONDAY                 20  PART THREE  LAWN ST               42.327     -71.1056  (42.32701648, -71.10555088)\n",
       "I182070931                    301  ROBBERY                          ROBBERY - STREET                            C6                       177  NONE        2018-09-03 20:48:00        2018           9  MONDAY                 20  PART ONE    MASSACHUSETTS AVE     42.3315    -71.0709  (42.33152148, -71.07085307)\n",
       "I182070929                   3301  VERBAL DISPUTES                  VERBAL DISPUTE                              C11                      364  NONE        2018-09-03 20:38:00        2018           9  MONDAY                 20  PART THREE  LESLIE ST             42.2951    -71.0586  (42.29514664, -71.05860832)\n",
       "I182070928                   3301  VERBAL DISPUTES                  VERBAL DISPUTE                              C6                       913  NONE        2018-09-03 19:55:00        2018           9  MONDAY                 19  PART THREE  OCEAN VIEW DR         42.3196    -71.0403  (42.31957856, -71.04032766)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.upper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "954     706.0\n",
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       "964    3115.0\n",
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       "967    3831.0\n",
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       "969    1402.0\n",
       "970    3410.0\n",
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       "973    3410.0\n",
       "974     613.0\n",
       "975    3803.0\n",
       "976    3802.0\n",
       "977    3109.0\n",
       "978     614.0\n",
       "979    3006.0\n",
       "980     540.0\n",
       "981    1402.0\n",
       "982    3006.0\n",
       "983     413.0\n",
       "984    1402.0\n",
       "985    3006.0\n",
       "986    3006.0\n",
       "987    3501.0\n",
       "988     613.0\n",
       "989    1402.0\n",
       "990    3410.0\n",
       "991    3006.0\n",
       "992     802.0\n",
       "993    1402.0\n",
       "994     301.0\n",
       "995     413.0\n",
       "996    3115.0\n",
       "997    3410.0\n",
       "998    2906.0\n",
       "999    3831.0\n",
       "Name: OFFENSE_CODE, dtype: float64\n",
       "Showing only the first 1000"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.data[\"OFFENSE_CODE\"].astype(\"float\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'DataFrame' object has no attribute 'cols'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\Anaconda3\\envs\\python38\\lib\\site-packages\\databricks\\koalas\\frame.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m  11826\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m> 11827\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m  11828\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\python38\\lib\\site-packages\\databricks\\koalas\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m    456\u001b[0m                 \u001b[0mseries_name\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 457\u001b[1;33m             ) = self._select_cols(cols_sel)\n\u001b[0m\u001b[0;32m    458\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\python38\\lib\\site-packages\\databricks\\koalas\\indexing.py\u001b[0m in \u001b[0;36m_select_cols\u001b[1;34m(self, cols_sel, missing_keys)\u001b[0m\n\u001b[0;32m    324\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 325\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_select_cols_else\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_sel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmissing_keys\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    326\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\python38\\lib\\site-packages\\databricks\\koalas\\indexing.py\u001b[0m in \u001b[0;36m_select_cols_else\u001b[1;34m(self, cols_sel, missing_keys)\u001b[0m\n\u001b[0;32m   1305\u001b[0m             \u001b[0mcols_sel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mcols_sel\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[1;32m-> 1306\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_from_multiindex_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcols_sel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmissing_keys\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1307\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\python38\\lib\\site-packages\\databricks\\koalas\\indexing.py\u001b[0m in \u001b[0;36m_get_from_multiindex_column\u001b[1;34m(self, key, missing_keys, labels, recursed)\u001b[0m\n\u001b[0;32m   1145\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mmissing_keys\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1146\u001b[1;33m                     \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1147\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'cols'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32mC:\\Users\\ARGENI~1\\AppData\\Local\\Temp/ipykernel_2660/4205330054.py\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[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mremove_special_chars\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"OFFENSE_CODE\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\examples\\..\\optimus\\engines\\base\\columns.py\u001b[0m in \u001b[0;36mremove_special_chars\u001b[1;34m(self, cols, output_cols)\u001b[0m\n\u001b[0;32m   2418\u001b[0m         \"\"\"\n\u001b[0;32m   2419\u001b[0m         \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mroot\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2420\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mdf\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[0mcols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0ms\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mstring\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpunctuation\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"chars\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0moutput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2421\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2422\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mto_datetime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"*\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mformat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtransform_format\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m->\u001b[0m \u001b[1;34m'DataFrameType'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\examples\\..\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mreplace\u001b[1;34m(self, input_cols, search, replace_by, search_by, output_cols)\u001b[0m\n\u001b[0;32m    658\u001b[0m             \u001b[0mfilter_dtype\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstants\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNUMERIC_TYPES\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    659\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 660\u001b[1;33m         \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprepare_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minput_cols\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0moutput_cols\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    661\u001b[0m         \u001b[1;31m# columns = prepare_columns(df.data, input_cols, output_cols, filter_by_column_types=filter_dtype)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    662\u001b[0m         \u001b[0mdfd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\examples\\..\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mprepare_columns\u001b[1;34m(df, cols, output_cols, is_regex, filter_by_column_types, accepts_missing_cols, invert, default, cols_dict, auto_increment, args)\u001b[0m\n\u001b[0;32m    260\u001b[0m         \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mcols_dict\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    261\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 262\u001b[1;33m         cols = parse_columns(df, cols, is_regex, filter_by_column_types,\n\u001b[0m\u001b[0;32m    263\u001b[0m                                    accepts_missing_cols, invert)\n\u001b[0;32m    264\u001b[0m         \u001b[0mmerge\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\examples\\..\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mparse_columns\u001b[1;34m(df, cols_args, is_regex, filter_by_column_types, accepts_missing_cols, invert)\u001b[0m\n\u001b[0;32m    149\u001b[0m     \u001b[1;31m# if columns value is * get all dataframes columns\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    150\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 151\u001b[1;33m     \u001b[0mdf_columns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_names\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[0;32m    152\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    153\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mis_regex\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\envs\\python38\\lib\\site-packages\\databricks\\koalas\\frame.py\u001b[0m in \u001b[0;36m__getattr__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m  11827\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m  11828\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m> 11829\u001b[1;33m             raise AttributeError(\n\u001b[0m\u001b[0;32m  11830\u001b[0m                 \u001b[1;34m\"'%s' object has no attribute '%s'\"\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m  11831\u001b[0m             )\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'cols'"
     ]
    }
   ],
   "source": [
    "df.cols.remove_special_chars(\"OFFENSE_CODE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 73 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SICK/INJURED/MEDICAL - PERSON                                 18783\n",
       "INVESTIGATE PERSON                                            18754\n",
       "M/V - LEAVING SCENE - PROPERTY DAMAGE                         16323\n",
       "VANDALISM                                                     15154\n",
       "ASSAULT SIMPLE - BATTERY                                      14791\n",
       "VERBAL DISPUTE                                                13099\n",
       "TOWED MOTOR VEHICLE                                           11287\n",
       "INVESTIGATE PROPERTY                                          11124\n",
       "LARCENY THEFT FROM BUILDING                                    9069\n",
       "THREATS TO DO BODILY HARM                                      9042\n",
       "LARCENY THEFT FROM MV - NON-ACCESSORY                          8893\n",
       "PROPERTY - LOST                                                8893\n",
       "WARRANT ARREST                                                 8407\n",
       "LARCENY SHOPLIFTING                                            7949\n",
       "M/V ACCIDENT - PROPERTY DAMAGE                                 6557\n",
       "LARCENY ALL OTHERS                                             5963\n",
       "M/V ACCIDENT - PERSONAL INJURY                                 5131\n",
       "ASSAULT - AGGRAVATED - BATTERY                                 4886\n",
       "FRAUD - FALSE PRETENSE / SCHEME                                4413\n",
       "MISSING PERSON - LOCATED                                       4365\n",
       "HARASSMENT                                                     4007\n",
       "MISSING PERSON                                                 3766\n",
       "PROPERTY - FOUND                                               3698\n",
       "AUTO THEFT                                                     3630\n",
       "TRESPASSING                                                    3254\n",
       "FRAUD - CREDIT CARD / ATM FRAUD                                3147\n",
       "ROBBERY - STREET                                               3056\n",
       "M/V ACCIDENT - OTHER                                           2925\n",
       "ASSAULT - AGGRAVATED                                           2910\n",
       "VAL - VIOLATION OF AUTO LAW - OTHER                            2894\n",
       "VAL - OPERATING AFTER REV/SUSP.                                2618\n",
       "DRUGS - POSS CLASS B - COCAINE, ETC.                           2591\n",
       "BURGLARY - RESIDENTIAL - FORCE                                 2585\n",
       "SERVICE TO OTHER PD INSIDE OF MA.                              2559\n",
       "BURGLARY - RESIDENTIAL - NO FORCE                              2358\n",
       "LARCENY THEFT OF BICYCLE                                       2265\n",
       "DRUGS - POSS CLASS B - INTENT TO MFR DIST DISP                 2117\n",
       "DRUGS - SALE / MANUFACTURING                                   1991\n",
       "VAL - OPERATING WITHOUT LICENSE                                1963\n",
       "LARCENY THEFT OF MV PARTS & ACCESSORIES                        1951\n",
       "LICENSE PREMISE VIOLATION                                      1701\n",
       "M/V ACCIDENT INVOLVING PEDESTRIAN - INJURY                     1656\n",
       "DRUGS - POSS CLASS A - HEROIN, ETC.                            1514\n",
       "FORGERY / COUNTERFEITING                                       1451\n",
       "SICK/INJURED/MEDICAL - POLICE                                  1405\n",
       "DISORDERLY CONDUCT                                             1397\n",
       "SUDDEN DEATH                                                   1347\n",
       "VIOL. OF RESTRAINING ORDER W NO ARREST                         1338\n",
       "DRUGS - POSS CLASS A - INTENT TO MFR DIST DISP                 1329\n",
       "M/V - LEAVING SCENE - PERSONAL INJURY                          1286\n",
       "DRUGS - OTHER                                                  1274\n",
       "FIRE REPORT - HOUSE, BUILDING, ETC.                            1269\n",
       "DEATH INVESTIGATION                                            1215\n",
       "DRUGS - SICK ASSIST - HEROIN                                   1205\n",
       "FRAUD - IMPERSONATION                                          1065\n",
       "VAL - OPERATING UNREG/UNINS �CAR                               1051\n",
       "RECOVERED - MV RECOVERED IN BOSTON (STOLEN OUTSIDE BOSTON)     1050\n",
       "STOLEN PROPERTY - BUYING / RECEIVING / POSSESSING              1001\n",
       "BALLISTICS EVIDENCE/FOUND                                       981\n",
       "LANDLORD - TENANT SERVICE                                       968\n",
       "SEARCH WARRANT                                                  966\n",
       "ASSAULT - SIMPLE                                                962\n",
       "M/V ACCIDENT - INVOLVING �BICYCLE - INJURY                      916\n",
       "BURGLARY - COMMERICAL - FORCE                                   912\n",
       "PROPERTY - ACCIDENTAL DAMAGE                                    912\n",
       "WEAPON - FIREARM - CARRYING / POSSESSING, ETC                   899\n",
       "DRUGS - POSS CLASS D                                            897\n",
       "DRUGS - POSS CLASS D - INTENT TO MFR DIST DISP                  879\n",
       "PROPERTY - MISSING                                              858\n",
       "DISTURBING THE PEACE                                            837\n",
       "AUTO THEFT - MOTORCYCLE / SCOOTER                               815\n",
       "LIQUOR - DRINKING IN PUBLIC                                     796\n",
       "M/V ACCIDENT - POLICE VEHICLE                                   766\n",
       "M/V ACCIDENT - OTHER CITY VEHICLE                               732\n",
       "FIREARM/WEAPON - FOUND OR CONFISCATED                           688\n",
       "BURGLARY - RESIDENTIAL - ATTEMPT                                661\n",
       "OTHER OFFENSE                                                   644\n",
       "ROBBERY - OTHER                                                 635\n",
       "WEAPON - OTHER - CARRYING / POSSESSING, ETC                     623\n",
       "NOISY PARTY/RADIO-NO ARREST                                     620\n",
       "MISSING PERSON - NOT REPORTED - LOCATED                         593\n",
       "DRUGS - POSS CLASS E                                            586\n",
       "ROBBERY - COMMERCIAL                                            554\n",
       "FIRE REPORT - CAR, BRUSH, ETC.                                  525\n",
       "M/V PLATES - LOST                                               493\n",
       "OPERATING UNDER THE INFLUENCE ALCOHOL                           484\n",
       "VAL - OPERATING W/O AUTHORIZATION LAWFUL                        463\n",
       "DRUGS - POSS CLASS C                                            458\n",
       "LARCENY PICK-POCKET                                             455\n",
       "PROPERTY - STOLEN THEN RECOVERED                                452\n",
       "M/V ACCIDENT - INVOLVING BICYCLE - NO INJURY                    426\n",
       "M/V ACCIDENT - INVOLVING PEDESTRIAN - NO INJURY                 414\n",
       "EVADING FARE                                                    407\n",
       "AUTO THEFT - LEASED/RENTED VEHICLE                              402\n",
       "VIOLATION - CITY ORDINANCE                                      370\n",
       "ANIMAL CONTROL - DOG BITES - ETC.                               367\n",
       "SUICIDE / SUICIDE ATTEMPT                                       356\n",
       "DRUGS - SICK ASSIST - OTHER HARMFUL DRUG                        337\n",
       "FRAUD - WIRE                                                    334\n",
       "DRUGS - SICK ASSIST - OTHER NARCOTIC                            311\n",
       "INTIMIDATING WITNESS                                            309\n",
       "BURGLARY - COMMERICAL - NO FORCE                                308\n",
       "DANGEROUS OR HAZARDOUS CONDITION                                307\n",
       "EMBEZZLEMENT                                                    296\n",
       "ANIMAL INCIDENTS                                                285\n",
       "DEMONSTRATIONS/RIOT                                             279\n",
       "VIOL. OF RESTRAINING ORDER W ARREST                             268\n",
       "GRAFFITI                                                        261\n",
       "CHILD ENDANGERMENT                                              256\n",
       "LIQUOR LAW VIOLATION                                            256\n",
       "BURGLARY - OTHER - FORCE                                        249\n",
       "AFFRAY                                                          249\n",
       "WEAPON - FIREARM - OTHER VIOLATION                              238\n",
       "PROPERTY - LOST THEN LOCATED                                    227\n",
       "POSSESSION OF BURGLARIOUS TOOLS                                 227\n",
       "FUGITIVE FROM JUSTICE                                           220\n",
       "HARBOR INCIDENT / VIOLATION                                     212\n",
       "DRUGS - POSS CLASS C - INTENT TO MFR DIST DISP                  205\n",
       "DRUGS - POSSESSION                                              195\n",
       "SERVICE TO OTHER PD OUTSIDE OF MA.                              195\n",
       "INVESTIGATION FOR ANOTHER AGENCY                                194\n",
       "EXTORTION OR BLACKMAIL                                          188\n",
       "LARCENY PURSE SNATCH - NO FORCE                                 188\n",
       "CHILD ENDANGERMENT (NO ASSAULT)                                 185\n",
       "ROBBERY - BANK                                                  181\n",
       "DRUGS - CLASS B TRAFFICKING OVER 18 GRAMS                       177\n",
       "BURGLARY - OTHER - NO FORCE                                     171\n",
       "REPORT AFFECTING OTHER DEPTS.                                   166\n",
       "PROSTITUTION - SOLICITING                                       161\n",
       "MURDER, NON-NEGLIGIENT MANSLAUGHTER                             161\n",
       "DRUGS - POSS CLASS E - INTENT TO MFR DIST DISP                  154\n",
       "WEAPON - OTHER - OTHER VIOLATION                                147\n",
       "DRUGS - CLASS A TRAFFICKING OVER 18 GRAMS                       132\n",
       "CRIMINAL HARASSMENT                                             131\n",
       "FIRE REPORT/ALARM - FALSE                                       126\n",
       "ANNOYING AND ACCOSTING                                          126\n",
       "BURGLARY - COMMERICAL - ATTEMPT                                 112\n",
       "ROBBERY - HOME INVASION                                         104\n",
       "ARSON                                                            94\n",
       "OPERATING UNDER THE INFLUENCE DRUGS                              90\n",
       "ROBBERY - CAR JACKING                                            86\n",
       "DRUGS - CONSP TO VIOL CONTROLLED SUBSTANCE                       86\n",
       "OBSCENE MATERIALS - PORNOGRAPHY                                  80\n",
       "HOME INVASION                                                    77\n",
       "DRUGS - POSSESSION OF DRUG PARAPHANALIA                          75\n",
       "BOMB THREAT                                                      75\n",
       "RECOVERED STOLEN PLATE                                           67\n",
       "ANIMAL ABUSE                                                     64\n",
       "STALKING                                                         62\n",
       "CHILD ABANDONMENT (NO ASSAULT)                                   59\n",
       "INJURY BICYCLE NO M/V INVOLVED                                   57\n",
       "VIOLATION - CITY ORDINANCE CONSTRUCTION PERMIT                   51\n",
       "KIDNAPPING/CUSTODIAL KIDNAPPING                                  48\n",
       "KIDNAPPING - ENTICING OR ATTEMPTED                               44\n",
       "BURGLARY - OTHER - ATTEMPT                                       41\n",
       "CHINS                                                            36\n",
       "AIRCRAFT INCIDENTS                                               36\n",
       "OBSCENE PHONE CALLS                                              31\n",
       "TRUANCY / RUNAWAY                                                31\n",
       "NOISY PARTY/RADIO-ARREST                                         29\n",
       "PROSTITUTION                                                     29\n",
       "PROTECTIVE CUSTODY / SAFEKEEPING                                 27\n",
       "GATHERING CAUSING ANNOYANCE                                      27\n",
       "PRISONER - SUICIDE / SUICIDE ATTEMPT                             23\n",
       "CONSPIRACY EXCEPT DRUG LAW                                       19\n",
       "LARCENY THEFT FROM COIN-OP MACHINE                               16\n",
       "FRAUD - WELFARE                                                  15\n",
       "VIOLATION - HAWKER AND PEDDLER                                   15\n",
       "EXPLOSIVES - TURNED IN OR FOUND                                  14\n",
       "EXPLOSIVES - POSSESSION OR USE                                   13\n",
       "WEAPON - FIREARM - SALE / TRAFFICKING                            13\n",
       "ABDUCTION - INTICING                                             12\n",
       "PROSTITUTION - COMMON NIGHTWALKER                                12\n",
       "PROPERTY - CONCEALING LEASED                                     10\n",
       "FIREARM/WEAPON - LOST                                            10\n",
       "FIREARM/WEAPON - ACCIDENTAL INJURY / DEATH                       10\n",
       "PRISONER ESCAPE / ESCAPE & RECAPTURE                              9\n",
       "CUSTODIAL KIDNAPPING                                              9\n",
       "CONTRIBUTING TO DELINQUENCY OF MINOR                              8\n",
       "GAMBLING - BETTING / WAGERING                                     8\n",
       "ASSAULT & BATTERY                                                 8\n",
       "HUMAN TRAFFICKING - COMMERCIAL SEX ACTS                           7\n",
       "LARCENY OTHER $200 & OVER                                         7\n",
       "DRUGS - CLASS D TRAFFICKING OVER 50 GRAMS                         6\n",
       "ASSAULT & BATTERY D/W - OTHER                                     6\n",
       "LARCENY IN A BUILDING $200 & OVER                                 5\n",
       "MANSLAUGHTER - VEHICLE - NEGLIGENCE                               5\n",
       "DRUGS - POSS CLASS A - HEROIN, ETC.                               5\n",
       "PROSTITUTION - ASSISTING OR PROMOTING                             4\n",
       "LARCENY SHOPLIFTING UNDER $50                                     4\n",
       "LARCENY SHOPLIFTING $200 & OVER                                   4\n",
       "LARCENY BICYCLE $200 & OVER                                       3\n",
       "ROBBERY - UNARMED - STREET                                        3\n",
       "A&B ON POLICE OFFICER                                             3\n",
       "FIREARM/WEAPON - POSSESSION OF DANGEROUS                          3\n",
       "B&E NON-RESIDENCE DAY - NO FORCE                                  2\n",
       "B&E NON-RESIDENCE DAY - FORCIBLE                                  2\n",
       "PROPERTY - RECEIVING STOLEN                                       2\n",
       "LARCENY SHOPLIFTING $50 TO $199                                   2\n",
       "FORGERY OR UTTERING                                               2\n",
       "DRUGS - POSS CLASS E INTENT TO MF DIST DISP                       2\n",
       "MANSLAUGHTER - NON-VEHICLE - NEGLIGENCE                           2\n",
       "LARCENY OTHER $50 TO $199                                         2\n",
       "AUTO THEFT - RECOVERED IN BY POLICE                               2\n",
       "BIOLOGICAL THREATS                                                2\n",
       "HUMAN TRAFFICKING - INVOLUNTARY SERVITUDE                         2\n",
       "DRUGS - POSS CLASS D - MARIJUANA, ETC.                            1\n",
       "ROBBERY - KNIFE - STREET                                          1\n",
       "B&E NON-RESIDENCE DAY - NO PROP TAKEN                             1\n",
       "COUNTERFEITING                                                    1\n",
       "LARCENY OTHER UNDER $50                                           1\n",
       "AUTO THEFT LEASE/RENT VEHICLE                                     1\n",
       "LARCENY IN A BUILDING UNDER $50                                   1\n",
       "A&B HANDS, FEET, ETC.  - MED. ATTENTION REQ.                      1\n",
       "ROBBERY ATTEMPT - KNIFE - BANK                                    1\n",
       "ROBBERY - UNARMED - CHAIN STORE                                   1\n",
       "AUTO THEFT - OUTSIDE - RECOVERED IN BOSTON                        1\n",
       "KILLING OF FELON BY POLICE                                        1\n",
       "ROBBERY - UNARMED - BUSINESS                                      1\n",
       "PROSTITUTE - COMMON NIGHTWALKER                                   1\n",
       "VIOLATION - RESTRAINING ORDER                                     1\n",
       "ASSAULT D/W - KNIFE ON POLICE OFFICER                             1\n",
       "B&E NON-RESIDENCE NIGHT - FORCE                                   1\n",
       "AUTO THEFT OTHER                                                  1\n",
       "B&E RESIDENCE NIGHT - ATTEMPT FORCE                               1\n",
       "DISORDERLY PERSON                                                 1\n",
       "DRUGS - GLUE INHALATION                                           1\n",
       "FRAUD - FALSE PRETENSE                                            1\n",
       "CHILD ABUSE                                                       1\n",
       "LARCENY NON-ACCESSORY FROM VEH. $200 & OVER                       1\n",
       "LARCENY IN A BUILDING $50 TO $199                                 1\n",
       "B&E RESIDENCE DAY - NO PROP TAKEN                                 1\n",
       "LARCENY NON-ACCESSORY FROM VEH. $50 TO $199                       1\n",
       "ASSAULT & BATTERY D/W - OTHER ON POLICE OFFICER                   1\n",
       "DRUGS - POSS CLASS D - INTENT MFR DIST DISP                       1\n",
       "ROBBERY - UNARMED - RESIDENCE                                     1\n",
       "ASSAULT & BATTERY D/W - KNIFE                                     1\n",
       "B&E RESIDENCE DAY - NO FORCE                                      1\n",
       "FIREARM/WEAPON - CARRY - SELL - RENT                              1\n",
       "FRAUDS - ALL OTHER                                                1\n",
       "ASSAULT D/W - OTHER                                               1\n",
       "LARCENY NON-ACCESSORY FROM VEH. UNDER $50                         1\n",
       "ANNOYING AND ACCOSTIN                                             1\n",
       "PRISONER ATTEMPT TO RESCUE                                        1\n",
       "Name: OFFENSE_DESCRIPTION, dtype: int64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.data[\"OFFENSE_DESCRIPTION\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 13.1 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'frequency': {'OFFENSE_DESCRIPTION': {'values': [{'value': 'SICK/INJURED/MEDICAL - PERSON',\n",
       "     'count': 18783},\n",
       "    {'value': 'INVESTIGATE PERSON', 'count': 18754},\n",
       "    {'value': 'M/V - LEAVING SCENE - PROPERTY DAMAGE', 'count': 16323},\n",
       "    {'value': 'VANDALISM', 'count': 15154},\n",
       "    {'value': 'ASSAULT SIMPLE - BATTERY', 'count': 14791},\n",
       "    {'value': 'VERBAL DISPUTE', 'count': 13099},\n",
       "    {'value': 'TOWED MOTOR VEHICLE', 'count': 11287},\n",
       "    {'value': 'INVESTIGATE PROPERTY', 'count': 11124},\n",
       "    {'value': 'LARCENY THEFT FROM BUILDING', 'count': 9069},\n",
       "    {'value': 'THREATS TO DO BODILY HARM', 'count': 9042},\n",
       "    {'value': 'LARCENY THEFT FROM MV - NON-ACCESSORY', 'count': 8893},\n",
       "    {'value': 'PROPERTY - LOST', 'count': 8893},\n",
       "    {'value': 'WARRANT ARREST', 'count': 8407},\n",
       "    {'value': 'LARCENY SHOPLIFTING', 'count': 7949},\n",
       "    {'value': 'M/V ACCIDENT - PROPERTY DAMAGE', 'count': 6557},\n",
       "    {'value': 'LARCENY ALL OTHERS', 'count': 5963},\n",
       "    {'value': 'M/V ACCIDENT - PERSONAL INJURY', 'count': 5131},\n",
       "    {'value': 'ASSAULT - AGGRAVATED - BATTERY', 'count': 4886},\n",
       "    {'value': 'FRAUD - FALSE PRETENSE / SCHEME', 'count': 4413},\n",
       "    {'value': 'MISSING PERSON - LOCATED', 'count': 4365},\n",
       "    {'value': 'HARASSMENT', 'count': 4007},\n",
       "    {'value': 'MISSING PERSON', 'count': 3766},\n",
       "    {'value': 'PROPERTY - FOUND', 'count': 3698},\n",
       "    {'value': 'AUTO THEFT', 'count': 3630},\n",
       "    {'value': 'TRESPASSING', 'count': 3254},\n",
       "    {'value': 'FRAUD - CREDIT CARD / ATM FRAUD', 'count': 3147},\n",
       "    {'value': 'ROBBERY - STREET', 'count': 3056},\n",
       "    {'value': 'M/V ACCIDENT - OTHER', 'count': 2925},\n",
       "    {'value': 'ASSAULT - AGGRAVATED', 'count': 2910},\n",
       "    {'value': 'VAL - VIOLATION OF AUTO LAW - OTHER', 'count': 2894},\n",
       "    {'value': 'VAL - OPERATING AFTER REV/SUSP.', 'count': 2618},\n",
       "    {'value': 'DRUGS - POSS CLASS B - COCAINE, ETC.', 'count': 2591}]}}}"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "df.cols.frequency(\"OFFENSE_DESCRIPTION\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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": 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 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",
       "\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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">japanese name</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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                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;\">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",
       "                not 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=\"argenisleon@gmail.com\">\n",
       "                \n",
       "                argenisleon@gmail.com\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"28.0\">\n",
       "                \n",
       "                28.0\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=\"17.0\">\n",
       "                \n",
       "                17.0\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=\"26.0\">\n",
       "                \n",
       "                26.0\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=\"13.0\">\n",
       "                \n",
       "                13.0\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=\"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=\"nan\">\n",
       "                \n",
       "                nan\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=\"None\">\n",
       "                \n",
       "                None\n",
       "                 \n",
       "            </div>\n",
       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"300.0\">\n",
       "                \n",
       "                300.0\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=\"nan\">\n",
       "                \n",
       "                nan\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",
       "<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) &lt;class &#39;pyspark.sql.dataframe.DataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.ext.display(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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 311.5 thousand 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",
       "\n",
       "<span class=\"optimus_table_container\" style=\"display: inline-flex; flex-direction: column;\">\n",
       "    <table class=\"optimus_table\" style=\"font-size: 12px; margin: 0;\">\n",
       "        <thead style=\"font-family: sans-serif; border-bottom: 1px solid currentColor;\">\n",
       "        <tr>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">INCIDENT_NUMBER</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">1 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">2 (int64)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_CODE_GROUP</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">3 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">OFFENSE_DESCRIPTION</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">4 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">DISTRICT</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">5 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">REPORTING_AREA</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">6 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">SHOOTING</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">7 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">OCCURRED_ON_DATE</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">8 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">YEAR</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">9 (int64)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">MONTH</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">10 (int64)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">DAY_OF_WEEK</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">11 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">HOUR</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">12 (int64)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">UCR_PART</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">13 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">STREET</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">14 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">Lat</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">15 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">Long</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">16 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "            <th style=\"\">\n",
       "                <div class=\"column_name\" style=\"font-size: 1.2em;\">Location</div>\n",
       "                <div class=\"data_type\" style=\"font-size: 0.8em; font-weight: normal;\">17 (object)</div>\n",
       "                \n",
       "            </th>\n",
       "            \n",
       "        </tr>\n",
       "\n",
       "        </thead>\n",
       "        <tbody style=\"font-family: monospace;\">\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070945\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070945\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"619\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    619\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Larceny\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Larceny\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"LARCENY&#8901;ALL&#8901;OTHERS\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    LARCENY&#8901;ALL&#8901;OTHERS\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"D14\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    D14\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"808\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    808\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-02&#8901;13:00:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-02&#8901;13:00:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Sunday\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Sunday\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"13\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    13\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Part&#8901;One\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Part&#8901;One\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"LINCOLN&#8901;ST\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    LINCOLN&#8901;ST\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.35779134\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.35779134\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.13937053\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.13937053\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\"(42.35779134\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \"(42.35779134\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070943\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070943\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"1402\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    1402\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Vandalism\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Vandalism\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VANDALISM\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VANDALISM\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C11\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C11\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"347\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    347\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-08-21&#8901;00:00:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-08-21&#8901;00:00:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"8\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    8\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Tuesday\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Tuesday\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"0\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    0\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Part&#8901;Two\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Part&#8901;Two\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"HECLA&#8901;ST\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    HECLA&#8901;ST\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.30682138\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.30682138\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.06030035\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.06030035\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\"(42.30682138\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \"(42.30682138\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070941\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070941\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3410\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3410\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Towed\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Towed\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"TOWED&#8901;MOTOR&#8901;VEHICLE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    TOWED&#8901;MOTOR&#8901;VEHICLE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"D4\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    D4\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"151\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    151\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;19:27:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;19:27:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
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       "            \n",
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       "                <div title=\"-71.09036101\" style=\"min-height: 14px;\">\n",
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       "                <div title=\"\"(42.27536542\" style=\"min-height: 14px;\">\n",
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       "                <div title=\"\"(42.29019621\" style=\"min-height: 14px;\">\n",
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       "                <div title=\"-71.08273260\" style=\"min-height: 14px;\">\n",
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       "                <div title=\"\"(42.30607218\" style=\"min-height: 14px;\">\n",
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       "                <div title=\"I182070932\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070932\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Verbal&#8901;Disputes\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Verbal&#8901;Disputes\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"B2\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    B2\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"584\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    584\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;20:39:37\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;20:39:37\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Monday\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Monday\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"20\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    20\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Part&#8901;Three\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Part&#8901;Three\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"LAWN&#8901;ST\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    LAWN&#8901;ST\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.32701648\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.32701648\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.10555088\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.10555088\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\"(42.32701648\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \"(42.32701648\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070931\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070931\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Robbery\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Robbery\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"ROBBERY&#8901;-&#8901;STREET\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    ROBBERY&#8901;-&#8901;STREET\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C6\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C6\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"177\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    177\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;20:48:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;20:48:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Monday\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Monday\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"20\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    20\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Part&#8901;One\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Part&#8901;One\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"MASSACHUSETTS&#8901;AVE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    MASSACHUSETTS&#8901;AVE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.33152148\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.33152148\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.07085307\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.07085307\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\"(42.33152148\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \"(42.33152148\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070929\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070929\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Verbal&#8901;Disputes\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Verbal&#8901;Disputes\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C11\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C11\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"364\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    364\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;20:38:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;20:38:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Monday\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Monday\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"20\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    20\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Part&#8901;Three\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Part&#8901;Three\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"LESLIE&#8901;ST\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    LESLIE&#8901;ST\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.29514664\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.29514664\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.05860832\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.05860832\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\"(42.29514664\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \"(42.29514664\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        <tr>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"I182070928\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    I182070928\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"3301\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    3301\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Verbal&#8901;Disputes\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Verbal&#8901;Disputes\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"VERBAL&#8901;DISPUTE\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    VERBAL&#8901;DISPUTE\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"C6\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    C6\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"913\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    913\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018-09-03&#8901;19:55:00\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018-09-03&#8901;19:55:00\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"2018\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    2018\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"9\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    9\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Monday\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Monday\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"19\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    19\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"Part&#8901;Three\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    Part&#8901;Three\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"OCEAN&#8901;VIEW&#8901;DR\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    OCEAN&#8901;VIEW&#8901;DR\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"42.31957856\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    42.31957856\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"-71.04032766\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    -71.04032766\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "            <td style=\"border: 0px; \">\n",
       "                <div title=\"\"(42.31957856\" style=\"min-height: 14px;\">\n",
       "                    \n",
       "                    \"(42.31957856\n",
       "                    \n",
       "                </div>\n",
       "            </td>\n",
       "            \n",
       "        </tr>\n",
       "        \n",
       "        </tbody>\n",
       "    </table>\n",
       "    <div class=\"optimus_table_border\" style=\"background-color: currentColor; opacity: 0.2; height: 1px; width: 100%;\"></div>\n",
       "</span>\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 10 of 311.5 thousand rows / 17 columns</div>\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">1 partition(s) &lt;class &#39;optimus.engines.pandas.dataframe.PandasDataFrame&#39;&gt;</div>\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'SHOOTING': {'null': 318054, 'missing': 0, 'string': 1019},\n",
       " 'MONTH': {'null': 0, 'missing': 0, 'int': 319073},\n",
       " 'HOUR': {'null': 0, 'missing': 0, 'int': 319073},\n",
       " 'Lat': {'null': 19999, 'missing': 0, 'decimal': 299074},\n",
       " 'STREET': {'null': 10871, 'missing': 0, 'string': 308202},\n",
       " 'DISTRICT': {'null': 1765, 'missing': 0, 'string': 317308},\n",
       " 'OFFENSE_CODE_GROUP': {'null': 0, 'missing': 0, 'string': 319073},\n",
       " 'REPORTING_AREA': {'null': 0, 'missing': 0, 'string': 319073},\n",
       " 'OCCURRED_ON_DATE': {'null': 0, 'missing': 0, 'date': 319073},\n",
       " 'UCR_PART': {'null': 90, 'missing': 0, 'string': 318983},\n",
       " 'INCIDENT_NUMBER': {'null': 0, 'missing': 0, 'string': 319073},\n",
       " 'DAY_OF_WEEK': {'null': 0, 'missing': 0, 'string': 319073},\n",
       " 'OFFENSE_DESCRIPTION': {'null': 0, 'missing': 0, 'string': 319073},\n",
       " 'YEAR': {'null': 0, 'missing': 0, 'int': 319073},\n",
       " 'Long': {'null': 19999, 'missing': 0, 'decimal': 299074},\n",
       " 'OFFENSE_CODE': {'null': 0, 'missing': 0, 'int': 319073},\n",
       " 'Location': {'null': 0, 'missing': 0, 'string': 319073}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.count_by_dtypes(\"*\", infer=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TimestampType\n"
     ]
    }
   ],
   "source": [
    "from optimus.helpers.check import is_column_a\n",
    "is_column_a(df,\"OCCURRED_ON_DATE\",\"timestamp\")\n",
    "print(df.cols.schema_dtype(\"OCCURRED_ON_DATE\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('INCIDENT_NUMBER', 'string'),\n",
       " ('OFFENSE_CODE', 'int'),\n",
       " ('OFFENSE_CODE_GROUP', 'string'),\n",
       " ('OFFENSE_DESCRIPTION', 'string'),\n",
       " ('DISTRICT', 'string'),\n",
       " ('REPORTING_AREA', 'string'),\n",
       " ('SHOOTING', 'string'),\n",
       " ('OCCURRED_ON_DATE', 'timestamp'),\n",
       " ('YEAR', 'int'),\n",
       " ('MONTH', 'int'),\n",
       " ('DAY_OF_WEEK', 'string'),\n",
       " ('HOUR', 'int'),\n",
       " ('UCR_PART', 'string'),\n",
       " ('STREET', 'string'),\n",
       " ('Lat', 'double'),\n",
       " ('Long', 'double'),\n",
       " ('Location', 'string')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "'columns' must be 'str' or 'list', received 'None'. Maybe the columns selected do not match a specified datatype filter.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-36-c1c8bd292777>\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[0mcols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"OCCURRED_ON_DATE\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\engines\\spark\\columns.py\u001b[0m in \u001b[0;36mstd\u001b[1;34m(columns)\u001b[0m\n\u001b[0;32m    745\u001b[0m             \"\"\"\n\u001b[0;32m    746\u001b[0m             \u001b[0mcolumns\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mparse_columns\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilter_by_column_dtypes\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconstants\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mNUMERIC_TYPES\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 747\u001b[1;33m             \u001b[0mcheck_column_numbers\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"*\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    748\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    749\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mformat_dict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCols\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0magg_exprs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mF\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstddev\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[1;32m~\\Documents\\Optimus\\optimus\\helpers\\columns.py\u001b[0m in \u001b[0;36mcheck_column_numbers\u001b[1;34m(columns, number)\u001b[0m\n\u001b[0;32m    216\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    217\u001b[0m         RaiseIt.value_error(columns, [\"str\", \"list\"],\n\u001b[1;32m--> 218\u001b[1;33m                             extra_text=\"Maybe the columns selected do not match a specified datatype filter.\")\n\u001b[0m\u001b[0;32m    219\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    220\u001b[0m     \u001b[0mcount\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Optimus\\optimus\\helpers\\raiseit.py\u001b[0m in \u001b[0;36mvalue_error\u001b[1;34m(var, data_values, extra_text)\u001b[0m\n\u001b[0;32m     74\u001b[0m                                  type=divisor.join(map(\n\u001b[0;32m     75\u001b[0m                                      \u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m\"'\"\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;34m\"'\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 76\u001b[1;33m                                      data_values)), var_type=one_list_to_val(var), extra_text=extra_text))\n\u001b[0m\u001b[0;32m     77\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     78\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mstaticmethod\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: 'columns' must be 'str' or 'list', received 'None'. Maybe the columns selected do not match a specified datatype filter."
     ]
    }
   ],
   "source": [
    "df.cols.std(\"OCCURRED_ON_DATE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.ext.send(\"OCCURRED_ON_DATE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.cols.hist(\"*\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "VVV StringType\n",
      "DATA (<class 'pyspark.sql.types.ByteType'>, <class 'pyspark.sql.types.ShortType'>, <class 'pyspark.sql.types.LongType'>, <class 'pyspark.sql.types.IntegerType'>, <class 'pyspark.sql.types.DoubleType'>, <class 'pyspark.sql.types.FloatType'>)\n",
      "VVV StringType\n",
      "DATA (<class 'pyspark.sql.types.StringType'>,)\n",
      "EXEC AGG 1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'INCIDENT_NUMBER': {'hist': [{'count': 0.0, 'lower': 0.0, 'upper': 2.5},\n",
       "   {'count': 0.0, 'lower': 2.5, 'upper': 5.0},\n",
       "   {'count': 0.0, 'lower': 5.0, 'upper': 7.5},\n",
       "   {'count': 1.0, 'lower': 7.5, 'upper': 10.0},\n",
       "   {'count': 318719.0, 'lower': 10.0, 'upper': 12.5},\n",
       "   {'count': 353.0, 'lower': 12.5, 'upper': 15.0},\n",
       "   {'count': 0.0, 'lower': 15.0, 'upper': 17.5},\n",
       "   {'count': 0.0, 'lower': 17.5, 'upper': 20.0},\n",
       "   {'count': 0.0, 'lower': 20.0, 'upper': 22.5},\n",
       "   {'count': 0.0, 'lower': 22.5, 'upper': 25.0},\n",
       "   {'count': 0.0, 'lower': 25.0, 'upper': 27.5},\n",
       "   {'count': 0.0, 'lower': 27.5, 'upper': 30.0},\n",
       "   {'count': 0.0, 'lower': 30.0, 'upper': 32.5},\n",
       "   {'count': 0.0, 'lower': 32.5, 'upper': 35.0},\n",
       "   {'count': 0.0, 'lower': 35.0, 'upper': 37.5},\n",
       "   {'count': 0.0, 'lower': 37.5, 'upper': 40.0},\n",
       "   {'count': 0.0, 'lower': 40.0, 'upper': 42.5},\n",
       "   {'count': 0.0, 'lower': 42.5, 'upper': 45.0},\n",
       "   {'count': 0.0, 'lower': 45.0, 'upper': 47.5},\n",
       "   {'count': 0.0, 'lower': 47.5, 'upper': 50.0}]}}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.cols.hist(\"INCIDENT_NUMBER\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ShortType (<class 'pyspark.sql.types.ByteType'>, <class 'pyspark.sql.types.ShortType'>, <class 'pyspark.sql.types.LongType'>, <class 'pyspark.sql.types.IntegerType'>, <class 'pyspark.sql.types.DoubleType'>, <class 'pyspark.sql.types.FloatType'>)\n",
      "0.5 44.5\n",
      "ShortType (<class 'pyspark.sql.types.ByteType'>, <class 'pyspark.sql.types.ShortType'>, <class 'pyspark.sql.types.LongType'>, <class 'pyspark.sql.types.IntegerType'>, <class 'pyspark.sql.types.DoubleType'>, <class 'pyspark.sql.types.FloatType'>)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "<div class=\"info_items\" style=\"margin: 10px 0; font-family: sans-serif; font-size: 10px;\">Viewing 1 of 1 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 (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 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=\"None\">\n",
       "                \n",
       "                None\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 1 of 1 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.outliers.tukey(\"height(ft)\").select().ext.display()"
   ]
  },
  {
   "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",
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       "        </td>\n",
       "        \n",
       "        <td style=\"border: 0px;\">\n",
       "            <div style=\"min-height: 14px;\" title=\"['Megatron']\">\n",
       "                \n",
       "                ['Megatron']\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",
       "        <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": {
      "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 / 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;\">names</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;\">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",
       "                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;\">names***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=\"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=\"['bumblebee']\">\n",
       "                \n",
       "                ['bumblebee']\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=\"1\">\n",
       "                \n",
       "                1\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",
       "        <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=\"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\">\n",
       "                \n",
       "                1\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",
       "        <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",
       "    </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=\"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",
       "        \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=\"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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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",
       "                \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=\"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",
       "            </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.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",
       "        \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",
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       "        </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",
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       "        </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": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
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 },
 "nbformat": 4,
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