From 7f0de4c63803242713037009fc7eae48b8aca97d Mon Sep 17 00:00:00 2001
From: Argenis Leon <argenisleon@gmail.com>
Date: Wed, 13 Nov 2019 07:41:32 -0600
Subject: [PATCH] Frequency typo

---
 ...in_from_pandas_to_spark_with_optimus.ipynb |    2 +-
 examples/profiler-test.ipynb                  |    4 +-
 examples/profiler.ipynb                       |    6 +-
 examples/test-profiler-tracking.ipynb         | 4182 -----------------
 optimus/profiler/templates/one_column.html    |    2 +-
 .../profiler/templates/out/one_column.html    |    2 +-
 readme/readme_.ipynb                          |    8 +-
 tests/creator/creator-profiler.ipynb          |   24 +-
 8 files changed, 24 insertions(+), 4206 deletions(-)
 delete mode 100644 examples/test-profiler-tracking.ipynb

diff --git a/examples/10_min_from_pandas_to_spark_with_optimus.ipynb b/examples/10_min_from_pandas_to_spark_with_optimus.ipynb
index ab79f408..18696a88 100644
--- a/examples/10_min_from_pandas_to_spark_with_optimus.ipynb
+++ b/examples/10_min_from_pandas_to_spark_with_optimus.ipynb
@@ -4963,7 +4963,7 @@
        "                <tbody>\n",
        "                <th>Value</th>\n",
        "                <th>Count</th>\n",
-       "                <th>Frecuency (%)</th>\n",
+       "                <th>Frequency (%)</th>\n",
        "                \n",
        "                <tr>\n",
        "                    <td>28.0</td>\n",
diff --git a/examples/profiler-test.ipynb b/examples/profiler-test.ipynb
index 565911df..2c79b858 100644
--- a/examples/profiler-test.ipynb
+++ b/examples/profiler-test.ipynb
@@ -2489,7 +2489,7 @@
        "                <tbody>\n",
        "                <th>Value</th>\n",
        "                <th>Count</th>\n",
-       "                <th>Frecuency (%)</th>\n",
+       "                <th>Frequency (%)</th>\n",
        "                \n",
        "                <tr>\n",
        "                    <td>1564244</td>\n",
@@ -3277,7 +3277,7 @@
        "                <tbody>\n",
        "                <th>Value</th>\n",
        "                <th>Count</th>\n",
-       "                <th>Frecuency (%)</th>\n",
+       "                <th>Frequency (%)</th>\n",
        "                \n",
        "                <tr>\n",
        "                    <td>1564244</td>\n",
diff --git a/examples/profiler.ipynb b/examples/profiler.ipynb
index 4743a481..342a985a 100644
--- a/examples/profiler.ipynb
+++ b/examples/profiler.ipynb
@@ -1187,7 +1187,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
@@ -2312,7 +2312,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
@@ -3445,7 +3445,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
diff --git a/examples/test-profiler-tracking.ipynb b/examples/test-profiler-tracking.ipynb
deleted file mode 100644
index 5c423968..00000000
--- a/examples/test-profiler-tracking.ipynb
+++ /dev/null
@@ -1,4182 +0,0 @@
-{
- "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": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\argenisleon\\Anaconda3\\lib\\site-packages\\socks.py:58: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
-      "  from collections import Callable\n",
-      "\n",
-      "    You are using PySparkling of version 2.4.10, but your PySpark is of\n",
-      "    version 2.3.1. Please make sure Spark and PySparkling versions are compatible. \n",
-      "`formatargspec` is deprecated since Python 3.5. Use `signature` and the `Signature` object directly\n"
-     ]
-    }
-   ],
-   "source": [
-    "from optimus import Optimus"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "Open Bumblebee: <a target='_blank' href ='https://app.hi-bumblebee.com/?session=4333ca23-2415-49fd-9eb3-0fc0df770082&key=-sW4qA88E1zYztUXoyFIaZyJe_9MYcxrXUDnkiQii4k=&view=0'>https://app.hi-bumblebee.com</a><div>If you really care about privacy get your keys in bumblebee.ini and put them<a href ='https://app.hi-bumblebee.com'> here</a></div>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Operative System:Windows\n",
-      "INFO:optimus:Just check that Spark and all necessary environments vars are present...\n",
-      "INFO:optimus:-----\n",
-      "INFO:optimus:SPARK_HOME=C:\\opt\\spark\\spark-2.3.1-bin-hadoop2.7\n",
-      "INFO:optimus:HADOOP_HOME=C:\\opt\\hadoop-2.7.7\n",
-      "INFO:optimus:PYSPARK_PYTHON=C:\\Users\\argenisleon\\Anaconda3\\python.exe\n",
-      "INFO:optimus:PYSPARK_DRIVER_PYTHON=jupyter\n",
-      "INFO:optimus:PYSPARK_SUBMIT_ARGS=--jars \"file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/RedshiftJDBC42-1.2.16.1027.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/mysql-connector-java-8.0.16.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/ojdbc8.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/postgresql-42.2.5.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/presto-jdbc-0.224.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-cassandra-connector_2.11-2.4.1.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/sqlite-jdbc-3.27.2.1.jar,file:///C:/Users/argenisleon/Documents/Optimus/optimus/jars/mssql-jdbc-7.4.1.jre8.jar\" --driver-class-path \"C:/Users/argenisleon/Documents/Optimus/optimus/jars/RedshiftJDBC42-1.2.16.1027.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/mysql-connector-java-8.0.16.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/ojdbc8.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/postgresql-42.2.5.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/presto-jdbc-0.224.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/spark-cassandra-connector_2.11-2.4.1.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/sqlite-jdbc-3.27.2.1.jar;C:/Users/argenisleon/Documents/Optimus/optimus/jars/mssql-jdbc-7.4.1.jre8.jar\" --conf \"spark.sql.catalogImplementation=hive\" pyspark-shell\n",
-      "INFO:optimus:JAVA_HOME=C:\\java\n",
-      "INFO:optimus:Pyarrow Installed\n",
-      "INFO:optimus:-----\n",
-      "INFO:optimus:Starting or getting SparkSession and SparkContext...\n",
-      "INFO:optimus:Spark Version:2.3.1\n",
-      "INFO:optimus:\n",
-      "                             ____        __  _                     \n",
-      "                            / __ \\____  / /_(_)___ ___  __  _______\n",
-      "                           / / / / __ \\/ __/ / __ `__ \\/ / / / ___/\n",
-      "                          / /_/ / /_/ / /_/ / / / / / / /_/ (__  ) \n",
-      "                          \\____/ .___/\\__/_/_/ /_/ /_/\\__,_/____/  \n",
-      "                              /_/                                  \n",
-      "                              \n",
-      "INFO:optimus:Transform and Roll out...\n",
-      "INFO:optimus:Optimus successfully imported. Have fun :).\n",
-      "INFO:optimus:Config.ini not found\n"
-     ]
-    }
-   ],
-   "source": [
-    "op= Optimus(master=\"local[*]\", app_name= \"optimus\", comm=True, verbose=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from datetime import date, datetime\n",
-    "from pyspark.sql.types import *\n",
-    "\n",
-    "df = op.create.df(\n",
-    "    [\n",
-    "        (\"names\", \"str\", True),\n",
-    "        (\"height(ft)\", \"int\", True),\n",
-    "        (\"function\", \"str\", True),\n",
-    "        (\"rank\", \"int\", True),\n",
-    "        (\"age\", \"int\", True),\n",
-    "        (\"weight(t)\", \"float\", True),\n",
-    "        (\"japanese name\", ArrayType(StringType()), True),\n",
-    "        (\"last position seen\", \"str\", True),\n",
-    "        (\"date arrival\", \"str\", True),\n",
-    "        (\"last date seen\", \"str\", True),\n",
-    "        (\"attributes\", ArrayType(FloatType()), True),\n",
-    "        (\"DateType\", DateType()),\n",
-    "        (\"Timestamp\", TimestampType()),\n",
-    "        (\"Cybertronian\", \"bool\", True),\n",
-    "        (\"function(binary)\", \"binary\", False),\n",
-    "        (\"NullType\", \"null\", True),\n",
-    "\n",
-    "    ],\n",
-    "    [\n",
-    "        (\"Optim'us\", 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",
-    "        (\"Jazz\", 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",
-    "        (\"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",
-    "        (\"\", 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",
-    "        (None, 2, \"3\", 4, 5, 6.0, [\"7\"], 8, \"1980/04/10\", \"2011/04/10\",\n",
-    "         [11.0], date(2011, 4, 10), datetime(2014, 6, 24), True, bytearray(\"15\", \"utf-8\"), None)\n",
-    "    ], infer_schema=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# df.cols.nest(input_cols= [\"names\", \"function\"], output_col= \"temp\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# df.get_meta()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# df = df.cols.lower(\"names\", output_cols= \"new_names\")\n",
-    "# print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# df =df.repartition(1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Using 'column_exp' to process column 'rank' with function func_col_exp\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "key fill_na rank\n",
-      "{'transformations': {'columns': ['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'DateType', 'Timestamp', 'Cybertronian', 'function(binary)', 'NullType'], 'actions': {'fill_na': ['rank']}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.fill_na(\"rank\",0)\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'transformations': {'columns': ['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'DateType', 'Timestamp', 'Cybertronian', 'function(binary)', 'NullType'], 'actions': {'fill_na': ['rank'], 'rename': {'names': 'names1'}}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.rename(\"names\",\"names1\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'transformations': {'columns': ['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'DateType', 'Timestamp', 'Cybertronian', 'function(binary)', 'NullType'], 'actions': {'fill_na': ['rank'], 'rename': {'names': 'names2'}}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.rename(\"names1\",\"names2\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Using 'pandas_udf' to process column 'names2' with function multiple_replace\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "key None names2\n",
-      "{'transformations': {'columns': ['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'DateType', 'Timestamp', 'Cybertronian', 'function(binary)', 'NullType'], 'actions': {'fill_na': ['rank'], 'rename': {'names': 'names2'}, 'replace': ['names2']}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.replace(\"names2\",\"L\",\"l\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'transformations': {'columns': ['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'DateType', 'Timestamp', 'Cybertronian', 'function(binary)', 'NullType'], 'actions': {'fill_na': ['rank'], 'rename': {'names': 'names2', 'rank': 'rank1'}, 'replace': ['names2']}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.rename(\"rank\",\"rank1\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "key None None\n",
-      "{'transformations': {'columns': ['names', 'height(ft)', 'function', 'rank', 'age', 'weight(t)', 'japanese name', 'last position seen', 'date arrival', 'last date seen', 'attributes', 'DateType', 'Timestamp', 'Cybertronian', 'function(binary)', 'NullType'], 'actions': {'fill_na': ['rank'], 'rename': {'names': 'names2', 'rank': 'rank1'}, 'replace': ['names2'], 'keep': ['names2', 'height(ft)', 'rank1', 'age', 'weight(t)']}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.keep([\"names2\",\"height(ft)\",\"rank1\",\"age\",\"weight(t)\"])\n",
-    "print(df.get_meta()) "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# First Profiler"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Config.ini not found\n"
-     ]
-    }
-   ],
-   "source": [
-    "from optimus.profiler.profiler import Profiler\n",
-    "p = Profiler()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Processing Stats For columns...\n",
-      "INFO:optimus:Batch Stats 0. Processing columns['names2', 'height(ft)', 'rank1', 'age', 'weight(t)']\n",
-      "INFO:optimus:Batch Histogram 0. Processing columns['names2', 'height(ft)', 'rank1', 'age', 'weight(t)']\n",
-      "INFO:optimus:Processing Frequency ...\n",
-      "INFO:optimus:`names2` column(s) was not processed because is/are not byte,short,big,int,double,float\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "key None None\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:`names2` column(s) was not processed because is/are not array,vector,byte,date,binary\n",
-      "INFO:optimus:Outputting 0 columns after filtering. Is this expected?\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<div class=\"title_profiler\" style=\"padding: 20px; background-color: #eeeeee;\">\n",
-       "    <h1>Overview</h1>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "        <h2>Dataset info</h2>\n",
-       "        <table>\n",
-       "            <tbody>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Number of columns</td>\n",
-       "                <td style=\"padding: 0.2em;\">5</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Number of rows</td>\n",
-       "                <td style=\"padding: 0.2em;\">7</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Total Missing (%)</td>\n",
-       "                <td style=\"padding: 0.2em;\">3</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Total size in memory</td>\n",
-       "                <td style=\"padding: 0.2em;\">68.1 MB</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            </tbody>\n",
-       "        </table>\n",
-       "    </div>\n",
-       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "        <h2>Column types</h2>\n",
-       "        <table>\n",
-       "            <tbody>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Categorical</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Numeric</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Date</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Array</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Not available</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            </tbody>\n",
-       "        </table>\n",
-       "    </div>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>names2</h2>\n",
-       "                <span>categorical</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 71.43</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        5\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "            <h3>Frequency</h3>\n",
-       "            <table>\n",
-       "\n",
-       "                <tr>\n",
-       "                    <th>Value</th>\n",
-       "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Jazz</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Optim&#39;us</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Megatron</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">bumbl#ebéé  </td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">ironhide&amp;</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\"></td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">None</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "            </table>\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "\n",
-       "            </td>\n",
-       "\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>height(ft)</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 85.71</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        6\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">64.33333</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">13</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">17</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">28</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">298</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">15</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">115.83552</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.80055</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.15312</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">64.33333</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">9</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.76212</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">386</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">13417.86667</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img src=\"data:image/jpeg;base64,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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>rank1</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 4</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 57.14</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        7\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.71429</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">8.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">6.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.05866</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.26686</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.34282</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.71429</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.57857</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">54.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.2381</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>age</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 28.57</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        7\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4285715.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4999995</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1889820.47522</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.44096</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.16667</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4285715.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-2.04124</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">30000005</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3571421428575.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img src=\"data:image/jpeg;base64,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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>weight(t)</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 85.71</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        6\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.96667</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.8</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">6.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.8</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.7999999523162842</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5.699999809265137</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">6.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">6.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.6999998092651367</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.77839</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.44833</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-1.48525</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.96667</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.7</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.16074</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">23.8</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.16267</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:run() executed in 200.63 sec\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<optimus.profiler.profiler.Profiler at 0x2026f524780>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "p.run(df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'transformations': {'columns': ['names2', 'height(ft)', 'rank1', 'age', 'weight(t)'], 'actions': {'drop': ['weight(t)']}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.drop(\"weight(t)\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Using 'column_exp' to process column 'names2' with function _lower\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "key lower new_names\n",
-      "{'transformations': {'columns': ['names2', 'height(ft)', 'rank1', 'age', 'weight(t)'], 'actions': {'drop': ['weight(t)'], 'lower': ['new_names']}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.lower(\"names2\", output_cols= \"new_names\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'transformations': {'columns': ['names2', 'height(ft)', 'rank1', 'age', 'weight(t)'], 'actions': {'drop': ['weight(t)'], 'lower': ['new_names'], 'rename': {'rank1': 'rank2'}}}}\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = df.cols.rename(\"rank1\",\"rank2\")\n",
-    "print(df.get_meta())"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Profiler 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:Processing Stats For columns...\n",
-      "INFO:optimus:Batch Stats 0. Processing columns['new_names']\n",
-      "INFO:optimus:Batch Histogram 0. Processing columns['new_names']\n",
-      "INFO:optimus:Processing Frequency ...\n",
-      "INFO:optimus:`names2`,`new_names` column(s) was not processed because is/are not byte,short,big,int,double,float\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "key None None\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:`names2`,`new_names` column(s) was not processed because is/are not array,vector,byte,date,binary\n",
-      "INFO:optimus:Outputting 0 columns after filtering. Is this expected?\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<div class=\"title_profiler\" style=\"padding: 20px; background-color: #eeeeee;\">\n",
-       "    <h1>Overview</h1>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "        <h2>Dataset info</h2>\n",
-       "        <table>\n",
-       "            <tbody>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Number of columns</td>\n",
-       "                <td style=\"padding: 0.2em;\">5</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Number of rows</td>\n",
-       "                <td style=\"padding: 0.2em;\">7</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Total Missing (%)</td>\n",
-       "                <td style=\"padding: 0.2em;\">3</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Total size in memory</td>\n",
-       "                <td style=\"padding: 0.2em;\">68.4 MB</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            </tbody>\n",
-       "        </table>\n",
-       "    </div>\n",
-       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "        <h2>Column types</h2>\n",
-       "        <table>\n",
-       "            <tbody>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Categorical</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Numeric</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Date</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Array</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Not available</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            </tbody>\n",
-       "        </table>\n",
-       "    </div>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>new_names</h2>\n",
-       "                <span>categorical</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 85.71</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        5\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "            <h3>Frequency</h3>\n",
-       "            <table>\n",
-       "\n",
-       "                <tr>\n",
-       "                    <th>Value</th>\n",
-       "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">bumbl#ebéé  </td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">ironhide&amp;</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\"></td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">None</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">jazz</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">optim&#39;us</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">megatron</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "            </table>\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "\n",
-       "            </td>\n",
-       "\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>names2</h2>\n",
-       "                <span>categorical</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 71.43</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        5\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "            <h3>Frequency</h3>\n",
-       "            <table>\n",
-       "\n",
-       "                <tr>\n",
-       "                    <th>Value</th>\n",
-       "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Jazz</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Optim&#39;us</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Megatron</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">bumbl#ebéé  </td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">ironhide&amp;</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\"></td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">None</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "            </table>\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "\n",
-       "            </td>\n",
-       "\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>height(ft)</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 85.71</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        6\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">64.33333</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">13</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">17</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">28</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">298</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">15</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">115.83552</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.80055</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.15312</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">64.33333</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">9</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.76212</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">386</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">13417.86667</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img src=\"data:image/jpeg;base64,iVBORw0KGgoAAAANSUhEUgAAA2AAAAFoCAYAAAAxXpjgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAHGlJREFUeJzt3XuQV3X9+PHXwoaXdnETWQQh1mVJ1uWmLBcnhpDCLl8hSRRMSocKL11stMuvrIEKw+ky6mQ27eRklkGNM7YpSmZ2cQxbV9GZMBMRlIvhqmGLCuzC+/eH42ckWLVi32d1H48ZZvicPZ/PeX14z0GenrOfLUsppQAAAKDb9Sl6AAAAgN5CgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAB6uYaGhvjDH/5Q9BjZbNy4McrKyqKzs/M/fu4TTzwRFRUVsWfPnm47zg9/+MP47Gc/W3p80003xbBhw6KioiLWrFmz3/7btm2L+vr62LVr1390HACKIcAA3sRqamrijjvu2GfbddddF1OnTi09Xrt2bUyfPv1VX+d/iZae4Lrrrotzzz33f36dt7/97bFjx47o27fv//xaS5YsiQULFuyzbffu3bF06dL4/Oc/X9r2uc99Lq6++urYsWNHnHDCCfut6aBBg+Lkk0+OpqamfV57yZIl//OMABx8AgyAwr1Rw+5ga25ujlGjRsUxxxxT2vb4449HQ0PDqz7v7LPPjh/+8IfdPR4AB4EAA+jlXnlFpaWlJRobG6N///4xaNCguPjiiyMiYtq0aRERUVVVFRUVFbF69erYu3dvLF26NIYPHx7V1dXx0Y9+NJ577rnS615//fUxfPjwGDBgQHzjG9/Y5zhLliyJuXPnxoIFC6J///5x3XXXRUtLS5x00klRVVUVgwcPjk996lOxe/fu0uuVlZXFNddcEyNHjozKysr46le/GuvXr4+TTjop+vfvH2eeeeY++7+WG264Id7+9rfHUUcdFZdddllp+969e+Pyyy+PESNGxIABA+LMM8+MZ599NiL2vxK4YcOGmDZtWlRWVsZ73vOe+OQnP7nfVa0DHWfVqlXxzW9+M37xi19ERUVFjBs3LiIibrvttnjXu94VERG7du0q3e44bty4GDFiRHzkIx+JJ554ImbNmhUVFRXxrW99KyIiJk+eHI899lg8/vjjr/v9A1CQBMCb1vDhw9Nvf/vbfbb9+Mc/Tu985zsPuM+UKVPS9ddfn1JKqb29Pa1evTqllNKGDRtSRKSOjo7S86699to0YsSItH79+tTe3p7mzJmTFixYkFJKae3atemtb31ruuuuu9KuXbvSJZdcksrLy0vHWbx4cSovL0833XRT2rNnT3rhhRdSa2trWr16dero6EgbNmxIo0aNSldccUXpeBGRZs2alZ577rn017/+NfXr1y/NmDEjrV+/Pm3fvj3V19en66677jX/TF5+Lx//+MfTCy+8kB544IHUr1+/9NBDD6WUUrriiivS5MmT06ZNm9LOnTvTokWL0vz58w/45zBlypR0ySWXpF27dqW77rorVVZWprPPPvt1HWfx4sWlfV/W2NiYfvnLX+6zLSLSunXrXnVNU0ppzJgxqbm5+TXfPwDFcgUM4E3utNNOi6qqqtKvCy+8sMt93/KWt8Sjjz4aTz/9dFRUVMSUKVO63PeGG26Iiy++OGpra6OioiKWLVsWK1asiM7Ozrjxxhtj1qxZMXXq1OjXr198/etfj7Kysn2ef9JJJ8Vpp50Wffr0icMOOywmTJgQU6ZMifLy8qipqYnzzjsv/vjHP+7znC9+8YvRv3//aGhoiNGjR8cpp5wStbW1ccQRR8T73//+A35IRVcWL14chx12WIwbNy7GjRsXDz74YES89CEYl112WQwdOjQOOeSQWLJkSdx444373Sb5xBNPxL333htf//rXo1+/fjF16tSYPXv26z7OgWzfvj0qKytf93t4pcrKyti+fft/9VwA8hFgAG9yv/rVr2L79u2lX9dcc02X+1577bXxyCOPxKhRo2LixIlxyy23dLnv1q1bY/jw4aXHw4cPj87Ozti2bVts3bo1hg0bVvra4YcfHgMGDNjn+a/8ekTEI488EqeeemocffTR0b9///jyl78cTz/99D77DBo0qPT7ww47bL/HO3bs6HLef3f00UfvM9/Lz3388cdjzpw5pWCtr6+Pvn37xrZt2/Z7/0ceeWQcfvjhXb6nVzvOgbztbW+L9vb21/0eXqm9vT2qqqr+q+cCkI8AA6Bk5MiRsXz58njqqafii1/8YsydOzeef/75/a5eRUQMGTJkn+85euKJJ6K8vDwGDRoUgwcPjs2bN5e+9uKLL8Yzzzyzz/P//TUvuOCCGDVqVKxbty7+9a9/xTe/+c1IKR3kd/jahg0bFrfddts+0bpz5859PhgjImLw4MHx7LPPxgsvvFDatmnTptd9nAP9mY4dOzYeeeSR//h5nZ2d8eijj5a+lwyAnkuAAVDys5/9LNra2qJPnz6lqyl9+/aNgQMHRp8+feKxxx4r7XvWWWfFFVdcERs2bIgdO3bEl7/85Zg3b16Ul5fH3Llz4+abb44///nPsXv37li8ePFrxlR7e3v0798/Kioq4uGHH44f/OAH3fpeu3L++efHpZdeWorLtra2aG5u3m+/4cOHR2NjYyxZsiR2794dq1evjptvvvl1H2fQoEGxcePG2Lt3b2nbBz7wgf1uuzzQ8165DhEvfXhKTU3NPlckAeiZBBgAJatWrYqGhoaoqKiIiy66KFasWBGHHnpoHH744XHppZfGO9/5zqiqqop77rknFi5cGB/5yEdi2rRpceyxx8ahhx4a3/ve9yLipR/u/L3vfS/mz58fgwcPjsrKyqiuro5DDjmky2N/5zvfiZ///OdRWVkZn/jEJ2LevHm53vY+Lrroopg9e3accsopUVlZGVOmTIm//OUvB9z3hhtuiNWrV8eAAQPiK1/5SsybN+9V3+MrnXHGGRERMWDAgDjxxBMjImLWrFnx8MMPx9atW7t83pe+9KVYunRpVFVVxXe+853SHOeff/5/8jYBKEhZKuL+DgB6lR07dkRVVVWsW7cujj322KLH6Tbz5s2LUaNGxde+9rX/+jWamprioYceiiuvvPJ17f/UU0/Fu971rlizZk0ceuih//VxAchDgAHQLW6++eZ497vfHSmluOSSS+Ivf/lL3H///Qf8HqY3qnvvvTeOPPLIOPbYY+P222+P0047LVavXh0nnHBC0aMB0EO5BRGAbtHc3BxDhgyJIUOGxLp162LFihVvqviKiPjHP/4R06dPj4qKivjMZz4TP/jBD8QXAK/KFTAAAIBMXAEDAADIRIABAABkUl70APxnjjrqqKipqSl6DAAA3uQ2btwYTz/9dNFjvOkIsDeYmpqaaG1tLXoMAADe5BobG4se4U3JLYgAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGTi54AVrKamJiorK6Nv375RXl7uZ3wBAMCbmADrAX7/+9/HUUcdVfQYAABAN3MLIgAAQCYCrGBlZWVxyimnxIQJE6KpqanocQAAgG7kFsSC3X333TFkyJB46qmnYubMmTFq1KiYNm3aPvs0NTWV4qytra2IMaPm/60s5LgcHBsv/7+iRwAAIFwBK9yQIUMiIqK6ujrmzJkTLS0t++2zaNGiaG1tjdbW1hg4cGDuEQEAgINEgBXo+eefj/b29tLvb7/99hg9enTBUwEAAN3FLYgF2rZtW8yZMyciIjo7O+PDH/5wvO997yt4KgAAoLsIsALV1tbGgw8+WPQYAABAJm5BBAAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYD3Anj174oQTTohTTz216FEAAIBuJMB6gKuuuirq6+uLHgMAAOhmAqxgmzdvjpUrV8bHP/7xokcBAAC6mQAr2Gc/+9n41re+FX36WAoAAHiz86/+At1yyy1RXV0dEyZMeNX9mpqaorGxMRobG6OtrS3TdAAAwMEmwAp09913x69//euoqamJ+fPnx5133hkLFizYb79FixZFa2trtLa2xsCBAwuYFAAAOBgEWIGWLVsWmzdvjo0bN8aKFStixowZ8bOf/azosQAAgG4iwAAAADIpL3oAXjJ9+vSYPn160WMAAADdyBUwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBVqCdO3fGpEmTYty4cdHQ0BCLFy8ueiQAAKAblRc9QG92yCGHxJ133hkVFRXR0dERU6dOjfe///0xZcqUokcDAAC6gStgBSorK4uKioqIiOjo6IiOjo4oKysreCoAAKC7CLCC7dmzJ8aPHx/V1dUxc+bMmDx5ctEjAQAA3USAFaxv377xwAMPxObNm6OlpSX++te/7rdPU1NTNDY2RmNjY7S1tRUwJQAAcDAIsB6iqqoqpk+fHqtWrdrva4sWLYrW1tZobW2NgQMHFjAdAABwMAiwArW1tcX27dsjIuLFF1+MO+64I0aNGlXwVAAAQHfxKYgFevLJJ+Occ86JPXv2xN69e+PMM8+MU089teixAACAbiLACjR27NhYs2ZN0WMAAACZuAURAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAK9CmTZvi5JNPjvr6+mhoaIirrrqq6JEAAIBuVF70AL1ZeXl5fPe7340TTzwx2tvbY8KECTFz5sw4/vjjix4NAADoBq6AFWjw4MFx4oknRkREZWVl1NfXx5YtWwqeCgAA6C4CrIfYuHFjrFmzJiZPnlz0KAAAQDdxC2IPsGPHjjj99NPjyiuvjP79++/39aampmhqaoqIiLa2ttzjAQAAB4krYAXr6OiI008/Pc4+++z40Ic+dMB9Fi1aFK2trdHa2hoDBw7MPCEAAHCwCLACpZTiYx/7WNTX18fFF19c9DgAAEA3E2AFuvvuu+OnP/1p3HnnnTF+/PgYP3583HrrrUWPBQAAdBPfA1agqVOnRkqp6DEAAIBMXAEDAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgBVu4cGFUV1fH6NGjix4FAADoZgKsYOeee26sWrWq6DEAAIAMBFjBpk2bFkceeWTRYwAAABkIMAAAgEzKix6A19bU1BRNTU0REdHW1lbwNAAAwH/LFbA3gEWLFkVra2u0trbGwIEDix4HAAD4LwkwAACATARYwc4666w46aST4u9//3sMHTo0rr322qJHAgAAuonvASvY8uXLix4BAADIxBUwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBVrBVq1bFcccdF3V1dXH55ZcXPQ4AANCNBFiB9uzZE5/85Cfjtttui4ceeiiWL18eDz30UNFjAQAA3USAFailpSXq6uqitrY2+vXrF/Pnz4/m5uaixwIAALqJACvQli1bYtiwYaXHQ4cOjS1bthQ4EQAA0J3Kix6gN0sp7betrKxsv21NTU3R1NQUEREPP/xwNDY2HrQZ2traYuDAga+531EH7Yj8J17v+ryWxsbFB2Ea/t3BWh+6jzXq2axPz2Z9erYc67Nx48Zuff3eSoAVaOjQobFp06bS482bN8eQIUP222/RokWxaNGibpmhsbExWltbu+W1+d9Zn57N+vR81qhnsz49m/Xp2azPG5dbEAs0ceLEWLduXWzYsCF2794dK1asiNmzZxc9FgAA0E1cAStQeXl5XH311fHe97439uzZEwsXLoyGhoaixwIAALpJ3yVLliwpeojebOTIkfHpT386Lrroopg2bVohM0yYMKGQ4/L6WJ+ezfr0fNaoZ7M+PZv16dmszxtTWTrQJ0EAAABw0PkeMAAAgEwEWC+2atWqOO6446Kuri4uv/zyoschImpqamLMmDExfvz40o8bePbZZ2PmzJkxcuTImDlzZvzzn/8seMreY+HChVFdXR2jR48ubetqPVJK8ZnPfCbq6upi7Nixcf/99xc1dq9xoPVZsmRJHHPMMTF+/PgYP3583HrrraWvLVu2LOrq6uK4446L3/zmN0WM3Kts2rQpTj755Kivr4+Ghoa46qqrIsI51FN0tT7OoZ5j586dMWnSpBg3blw0NDTE4sUv/UiZDRs2xOTJk2PkyJExb9682L17d0RE7Nq1K+bNmxd1dXUxefJkHyHfkyV6pc7OzlRbW5vWr1+fdu3alcaOHZvWrl1b9Fi93vDhw1NbW9s+2z7/+c+nZcuWpZRSWrZsWfrCF75QxGi90h//+Md03333pYaGhtK2rtZj5cqV6X3ve1/au3dvWr16dZo0aVIhM/cmB1qfxYsXp29/+9v77bt27do0duzYtHPnzvTYY4+l2tra1NnZmXPcXmfr1q3pvvvuSyml9K9//SuNHDkyrV271jnUQ3S1Ps6hnmPv3r2pvb09pZTS7t2706RJk9Lq1avTGWeckZYvX55SSum8885L11xzTUoppe9///vpvPPOSymltHz58nTmmWcWMzivyRWwXqqlpSXq6uqitrY2+vXrF/Pnz4/m5uaix+IAmpub45xzzomIiHPOOSd+9atfFTxR7zFt2rQ48sgj99nW1Xo0NzfHRz/60SgrK4spU6bE9u3b48knn8w+c29yoPXpSnNzc8yfPz8OOeSQOPbYY6Ouri5aWlq6ecLebfDgwXHiiSdGRERlZWXU19fHli1bnEM9RFfr0xXnUH5lZWVRUVEREREdHR3R0dERZWVlceedd8bcuXMjYv9z6OVza+7cufG73/0uko966JEEWC+1ZcuWGDZsWOnx0KFDX/UvXvIoKyuLU045JSZMmBBNTU0REbFt27YYPHhwRLz0H8ynnnqqyBF7va7WwznVc1x99dUxduzYWLhwYen2NutTrI0bN8aaNWti8uTJzqEe6JXrE+Ec6kn27NkT48ePj+rq6pg5c2aMGDEiqqqqorz8pZ8k9cp1eOUalZeXxxFHHBHPPPNMYbPTNQHWSx3o/4iUlZUVMAmvdPfdd8f9998ft912W3z/+9+PP/3pT0WPxOvknOoZLrjggli/fn088MADMXjw4LjkkksiwvoUaceOHXH66afHlVdeGf379+9yP2tUjH9fH+dQz9K3b9944IEHYvPmzdHS0hJ/+9vf9tvn5XWwRm8cAqyXGjp0aGzatKn0ePPmzTFkyJACJyIiSmtQXV0dc+bMiZaWlhg0aFDpNpwnn3wyqqurixyx1+tqPZxTPcOgQYOib9++0adPn/jEJz5RukXK+hSjo6MjTj/99Dj77LPjQx/6UEQ4h3qSrtbHOdTzVFVVxfTp0+Oee+6J7du3R2dnZ0Tsuw6vXKPOzs547rnnXvdt2uQlwHqpiRMnxrp162LDhg2xe/fuWLFiRcyePbvosXq1559/Ptrb20u/v/3222P06NExe/bs+MlPfhIRET/5yU/igx/8YJFj9npdrcfs2bPj+uuvj5RS3HPPPXHEEUeUbrMin1d+z9BNN91U+oTE2bNnx4oVK2LXrl2xYcOGWLduXUyaNKmoMXuFlFJ87GMfi/r6+rj44otL251DPUNX6+Mc6jna2tpi+/btERHx4osvxh133BH19fVx8sknx4033hgR+59DL59bN954Y8yYMcMVsJ6qoA//oAdYuXJlGjlyZKqtrU1Lly4tepxeb/369Wns2LFp7Nix6fjjjy+tydNPP51mzJiR6urq0owZM9IzzzxT8KS9x/z589PRRx+dysvL0zHHHJN+9KMfdbkee/fuTRdeeGGqra1No0ePTvfee2/B07/5HWh9FixYkEaPHp3GjBmTZs2albZu3Vraf+nSpam2tja94x3vSLfeemuBk/cOd911V4qINGbMmDRu3Lg0bty4tHLlSudQD9HV+jiHeo4HH3wwjR8/Po0ZMyY1NDSkr33taymll/69MHHixDRixIg0d+7ctHPnzpRSSi+++GKaO3duGjFiRJo4cWJav359kePzKspS8vEoAAAAObgFEQAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMhFgAAAAmQgwAACATAQYAABAJgIMAAAgEwEGAACQiQADAADIRIABAABkIsAAAAAyEWAAAACZCDAAAIBMBBgAAEAmAgwAACATAQYAAJCJAAMAAMhEgAEAAGQiwAAAADIRYAAAAJkIMAAAgEwEGAAAQCYCDAAAIBMBBgAAkIkAAwAAyESAAQAAZCLAAAAAMvn/JdsqOKtwhP4AAAAASUVORK5CYII=\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>age</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 28.57</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        7\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4285715.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4999995</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1889820.47522</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.44096</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.16667</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4285715.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-2.04124</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">30000005</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3571421428575.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img src=\"data:image/jpeg;base64,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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>rank1</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 4</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 57.14</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        7\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.71429</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">8.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">6.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.05866</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.26686</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.34282</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.71429</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.57857</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">54.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.2381</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:run() executed in 81.77 sec\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<optimus.profiler.profiler.Profiler at 0x2026f524780>"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "p.run(df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['new_names', 'names2', 'height(ft)', 'age', 'rank2']"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "list(p.output_columns[\"columns\"].keys())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df.get_meta()[\"transformations\"].get(\"actions\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['names2', 'height(ft)', 'rank2', 'age', 'new_names']"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.cols.names()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Bring data from cache"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<div class=\"title_profiler\" style=\"padding: 20px; background-color: #eeeeee;\">\n",
-       "    <h1>Overview</h1>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "        <h2>Dataset info</h2>\n",
-       "        <table>\n",
-       "            <tbody>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Number of columns</td>\n",
-       "                <td style=\"padding: 0.2em;\">5</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Number of rows</td>\n",
-       "                <td style=\"padding: 0.2em;\">7</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Total Missing (%)</td>\n",
-       "                <td style=\"padding: 0.2em;\">3</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Total size in memory</td>\n",
-       "                <td style=\"padding: 0.2em;\">68.4 MB</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            </tbody>\n",
-       "        </table>\n",
-       "    </div>\n",
-       "    <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "        <h2>Column types</h2>\n",
-       "        <table>\n",
-       "            <tbody>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Categorical</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Numeric</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Date</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Array</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "            </tr>\n",
-       "            <tr>\n",
-       "                <td style=\"padding: 0.2em;\">Not available</td>\n",
-       "                <td style=\"padding: 0.2em;\">0</td>\n",
-       "\n",
-       "            </tr>\n",
-       "            </tbody>\n",
-       "        </table>\n",
-       "    </div>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>new_names</h2>\n",
-       "                <span>categorical</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 85.71</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        5\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "            <h3>Frequency</h3>\n",
-       "            <table>\n",
-       "\n",
-       "                <tr>\n",
-       "                    <th>Value</th>\n",
-       "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">bumbl#ebéé  </td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">ironhide&amp;</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\"></td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">None</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">jazz</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">optim&#39;us</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">megatron</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "            </table>\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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sJCREaWlpOnbsmIqKihQbG6vw8PByyzRq1EifffaZJOnAgQMqLCykYAEAAAD4V7NJAXN0dNSsWbPUs2dPNW/eXAMHDlTLli0VGRmpVatWSZJee+01zZs3T0FBQbr77rv1/vvvXzZNEQAAAAD+TWxyEg5JCgsLU1hYWLn7oqKirD+3aNFCSUlJtnp5AAAAAKhwbHYhZgAAAABAeRQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkNitg69atU7NmzRQYGKhp06ZdcZmlS5eqRYsWatmype655x5bRQEAAACACsHRFk9aUlKiUaNGacOGDfLx8VFISIjCw8PVokUL6zJpaWmaOnWqkpKSVKtWLZ06dcoWUQAAAACgwrDJHrCdO3cqMDBQ/v7+cnJy0uDBgxUXF1dumXnz5mnUqFGqVauWJKlevXq2iAIAAAAAFYZNClhWVpZ8fX2tt318fJSVlVVumW+//VbffvutbrrpJrVv317r1q2zRRQAAAAAqDBsMgXRMIzL7rNYLOVuX7x4UWlpaUpMTFRmZqZuvvlm7d+/XzVr1iy3XHR0tKKjoyVJ2dnZtogLAAAAAKawyR4wHx8fZWRkWG9nZmbK29v7smX69OmjqlWr6pprrlGzZs2UlpZ22XNFREQoOTlZycnJ8vT0tEVcAAAAADCFTQpYSEiI0tLSdOzYMRUVFSk2Nlbh4eHllunbt682bdokScrJydG3334rf39/W8QBAAAAgArBJgXM0dFRs2bNUs+ePdW8eXMNHDhQLVu2VGRkpFatWiVJ6tmzp+rUqaMWLVrolltu0auvvqo6derYIg4AAAAAVAg2OQZMksLCwhQWFlbuvqioKOvPFotFM2fO1MyZM20VAQAAAAAqFJtdiBkAAAAAUB4FDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQ2K2Dr1q1Ts2bNFBgYqGnTpv3qcsuWLZPFYlFycrKtogAAAABAhWCTAlZSUqJRo0Zp7dq1Sk1N1eLFi5WamnrZcmfOnNFbb72lG2+80RYxAAAAAKBCsUkB27lzpwIDA+Xv7y8nJycNHjxYcXFxly03YcIEPfvss3JxcbFFDAAAAACoUGxSwLKysuTr62u97ePjo6ysrHLL7NmzRxkZGerdu7ctIgAAAABAheNoiyc1DOOy+ywWi/Xn0tJSjRkzRu+///7vPld0dLSio6MlSdnZ2f9YRgAAAAAwm032gPn4+CgjI8N6OzMzU97e3tbbZ86c0f79+9WlSxf5+flp+/btCg8Pv+KJOCIiIpScnKzk5GR5enraIi4AAAAAmMImBSwkJERpaWk6duyYioqKFBsbq/DwcOvjNWrUUE5OjtLT05Wenq727dtr1apVCg4OtkUcAAAAAKgQbFLAHB0dNWvWLPXs2VPNmzfXwIED1bJlS0VGRmrVqlW2eEkAAAAAqPBscgyYJIWFhSksLKzcfVFRUVdcNjEx0VYxAAAAAKDCsNmFmAEAAAAA5VHAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATGKzArZu3To1a9ZMgYGBmjZt2mWPz5w5Uy1atFDr1q3VtWtXfffdd7aKAgAAAAAVgk0KWElJiUaNGqW1a9cqNTVVixcvVmpqarll2rZtq+TkZH399dfq37+/nn32WVtEAQAAAIAKwyYFbOfOnQoMDJS/v7+cnJw0ePBgxcXFlVvmlltukZubmySpffv2yszMtEUUAAAAAKgwbFLAsrKy5Ovra73t4+OjrKysX10+JiZGt912my2iAAAAAECF4WiLJzUM47L7LBbLFZdduHChkpOTtXnz5is+Hh0drejoaElSdnb2PxcSAAAAAExmkz1gPj4+ysjIsN7OzMyUt7f3Zctt3LhRU6ZM0apVq+Ts7HzF54qIiFBycrKSk5Pl6elpi7gAAAAAYAqbFLCQkBClpaXp2LFjKioqUmxsrMLDw8sts2fPHj388MNatWqV6tWrZ4sYAAAAAFCh2KSAOTo6atasWerZs6eaN2+ugQMHqmXLloqMjNSqVaskSc8884zOnj2rAQMGqE2bNpcVNAAAAAD4t7HJMWCSFBYWprCwsHL3RUVFWX/euHGjrV4aAAAAACokm12IGQAAAABQHgUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJBQwAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAAAAAJNQwAAAAADAJDYrYOvWrVOzZs0UGBioadOmXfb4hQsXNGjQIAUGBurGG29Uenq6raIAAAAAQIVgkwJWUlKiUaNGae3atUpNTdXixYuVmppabpmYmBjVqlVLhw8f1pgxY/Tcc8/ZIgoAAAAAVBg2KWA7d+5UYGCg/P395eTkpMGDBysuLq7cMnFxcXrggQckSf3799dnn30mwzBsEQcAAAAAKgSbFLCsrCz5+vpab/v4+CgrK+tXl3F0dFSNGjWUm5trizgAAAAAUCE42uJJr7Qny2Kx/OllJCk6OlrR0dGSpIMHDyo4OPgfSvnPqGvvAH9Sdna2PD097R3jDwkOnmiT561MY1aZxkuyzZhVpvGSKteY8RmrXOMl8RmTKteY8RmrXOMlMWZS5RozW43X3/FHzmthkwLm4+OjjIwM6+3MzEx5e3tfcRkfHx9dvHhRp0+fVu3atS97roiICEVERNgi5lUpODhYycnJ9o6BP4jxqnwYs8qF8ap8GLPKhfGqfBgz27PJFMSQkBClpaXp2LFjKioqUmxsrMLDw8stEx4erg8++ECStGzZMt16661X3AMGAAAAAP8WNtkD5ujoqFmzZqlnz54qKSnRQw89pJYtWyoyMlLBwcEKDw/XsGHDNGTIEAUGBqp27dqKjY21RRQAAAAAqDBsUsAkKSwsTGFhYeXui4qKsv7s4uKi//73v7Z6efwKpnNWLoxX5cOYVS6MV+XDmFUujFflw5jZnsXg3O8AAAAAYAqbHAMGAAAAALgcBQwAAAAATEIBAwAAFQJHRQC4GlDAADs4deqUvSMA/2qsyFc+hmHIYrHo008/1dKlS+0dB/hX4m9jxUABA0wWHx+v8PBwpaWlqbi42Hp/aWmpHVMB/x5lK/KStHXrViUlJenkyZN2ToXfUjZmn3/+uYYPH66lS5eqpKSEv4sVWNmK/N69e3XkyBE7p8EfZbFYlJCQoHHjxmnu3LnKy8uzd6SrEgUMMNHXX3+tCRMmaObMmWrSpImqVq0qSZo/f76+/PJLSRQx4O8qK1+vvvqqIiMjNW/ePD388MPavXu3nZPh11gsFq1du1aPP/64xowZIxcXF5WUlMjBgdWUiqpsRb5fv36XrcSzl6XiKRuT1NRUPf/883Jzc1NqaqoiIiKUm5tr53RXH/6yVUJZWVn2joC/yMXFRYGBgWrUqFG5+4uKijR16lRJYoUD+Afs3btXSUlJ2rRpk3x9fVVSUqI2bdqU2+sM+ytbKUxPT9eRI0c0d+5cjR07VoWFhdaNUT/++KM9I+JXpKam6tlnn9XKlSsVHByso0ePas+ePSouLrZuBEHFYbFY9MUXX2jixImKjIxUZGSknn/+eV1zzTV65JFHlJOTY++IVxXW9CqhTz/9VBJbmCobwzBUo0YNXXvttbrrrrvUvXt3DR06VE8++aTy8vKUmZmpp59+WvHx8faOClQ6v/x76O7ursaNG2v06NHatWuXPvnkEzk4OGjjxo06f/68nVLiUmXTDjdv3qx7771XXbt2VefOnVVQUKAffvhBZ8+e1ebNm3XnnXfqxIkTfOdVAJeOQd26ddW1a1fFxcUpMjJS9957r6KiorRw4UI7JsRvqVatmnbs2KGNGzdKkho0aKCxY8fKy8tLw4YNYwOViShglUxmZqb1g5OSkqITJ07o9OnTdk6F31L2hWWxWFS/fn099thjGj16tEJDQzVo0CB16NBBzZo1U/369VW1alU1adLEzomByuXSY77Onj2roqIiBQQEKD8/X3v27FFMTIycnJz03nvvafz48Tp37pydE0P6/ylsjzzyiE6dOmWdku3m5qZWrVpp0aJFGjdunJ555hl5eXmxV6UCsFgs2rRpkyZPnqx69eqpRYsW2rVrl9q1a6fly5erc+fOHFNUgZStf6SlpenYsWNq06aNtmzZok2bNumtt96SxWKRl5eXXnjhBb3yyivWzyBsz2KwSalSWrp0qd566y116dJFu3bt0pIlS1S9enV7x8IvXLpiePToUV1zzTUqKirStm3bNHnyZMXHx8vNzU3Lly/X/PnztWzZMrm4uNg5NVB5XPoZmzFjhr744gsVFRXpo48+0sGDB7VgwQKdO3dOjRo10urVq7V06VK1bNnSzqkhSV999ZWGDRumZcuWKTY2Vq1bt1bfvn0lSc8++6zeeecdxcbGKiwsrNw4w77S0tJ03XXXafr06Ro9erR1bHbt2qWIiAhNnTpVPXr0sHdM/E98fLymTJmiunXrqmbNmho6dKgCAwPVu3dvDR06VE8//bS9I16VHO0dAL+vqKhITk5O1tubNm3S3LlzlZCQoPHjx8vNzU0eHh58QVVAZePx9ttva+3atWrevLkaNGigUaNG6dprr1WHDh3Ut29frVixQosXL6Z8AX9S2Wfs888/1+rVq/XOO+8oOjpaN954o5KTk/Xyyy9rw4YNunDhgkaMGKHAwEA7J0aZCxcuKCYmRk2bNtXJkyd17NgxSdK+fftUp04dbd68WW3btuW7rYLIzs6Wo6OjmjRpon379ummm25SXl6eJk6cqOTkZD3//POaMGEC5asCycnJ0YsvvqiYmBjVq1dPKSkpeuutt/Tyyy/r448/Vt++fTVgwAA1btzY3lGvOhSwCi43N1f79+9XaGioSktL5eDgIBcXFw0aNEgLFy7UwYMHFR8fL4vFog0bNig0NLRcWYP9rV69WsuWLdPatWvVt29fnT17Vi4uLpoxY4YWLVokNzc3LVu2TE2bNrV3VKBSSkxM1KxZs9S1a1dde+21mjlzphwcHNSuXTslJibq3nvvtXfEq96lU7EPHTqkkpISderUyfr4jTfeKAcHBx2BbJ6DAAAbpUlEQVQ6dEgRERGaOXOm2rZta6+40M/rH3Fxcbr77rt1/vx5jR07Vn369FG3bt3UpEkT7dixQ9ddd51cXFz03HPPaf78+fL19aUwVxDHjx9XUVGRPDw81KpVK1WpUkXu7u7atm2bPvvsMz3xxBNKSUlRjRo17B31qsQxYBVccnKytmzZIunnPWGS1LhxY7388suaPXu21q9fL2dnZ8XExCgmJkaFhYX2jAtJW7Zs0cqVK623z549q2HDhik2NlYWi8U67/r48eMaNmyY7r77bsoX8Cf8cub8NddcI09PTx04cEB79+6V9PN0xO7du6tHjx5cT6oCsFgsslgsWrNmjfr27as33nhDISEh1rP6Vq9eXc8995wGDBigF154QR06dCj3uzBfSkqK9u/fr/fff1+1a9dWcHCwPv30U23ZskW5ubnWs+eNHz9eGRkZ8vX1lcR42VPZ38bdu3dr6NChatiwoRo0aKBHHnlEhmGoevXqqlevng4fPqzS0lK5u7vbOfHVq8qkSZMm2TsEfl316tV18803a8WKFZoxY4b27dunKlWqqHfv3vrqq69UUFCgpKQkLViwQK+99tplpzeH+VJSUjR8+HC1atVKTZo00blz5zRmzBgdPHhQiYmJcnR01Ntvv62EhAR169ZNVapUsXdkoNK4dOt6fHy8jh49quLiYg0bNkyJiYk6duyY6tSpIy8vL91+++3q37+/PDw8WCm0k4yMDD399NMKDw9XSkqKRo4cqU8//VTVqlVTdHS0tm7dqq5du6pOnTpKSEjQzJkz1atXL3vHhqRGjRrJMAylp6crKChIoaGhysjI0ObNm3Xu3Dmlp6crNTVVMTExnDyqgrBYLPrss8/07rvv6uGHH1bz5s3Vpk0bffnll3r11Vfl5OSk6dOn6+mnn1ZAQACXvbEjClgF5+7urkWLFmnevHmaNGmS5s2bpwsXLmjkyJFq2bKlNm7cKAcHB0VGRqpVq1b2jntVKy0tlcVi0bXXXquSkhK9+OKL8vPz06233qqsrCw1aNBA58+f144dOxQdHa0pU6aoQYMG9o4NVDoWi0Vz5szRa6+9JmdnZ02bNk0XLlzQxIkTtWrVKn3zzTdq2LCh6tWrJzc3N8qXHdWoUUONGzfWhQsX1LhxY/Xv31/ffPONoqKilJqaqk2bNmnGjBl64IEH1L9/fwUHBzOFzc7K3n8HBwcFBASoXbt21j0l7dq1U35+vg4dOqT3339fERERuvnmm8v9Hsx16fuen5+v3NxcjR07ViEhIWrfvr2qV6+u2267zXoph/vvv1/du3e3c2pwFsQKrrS0VG+++ab69++v9evXKzY2VmvXrpUkFRYWqlq1anZOiDJlfwRnz56tPXv26Pz581qxYoU++eQTBQUF6bPPPtPy5cvl6emp0aNHU5iBP+H48eOqU6eO3N3dderUKQ0aNEhz5sxR8+bNlZeXp+DgYEVFRenWW2/VK6+8ovHjx6tu3br2jn1Vu3TFsHv37srNzdXu3bv19ttv69SpU5o8ebI++eQTTZo0SYsWLdJ1111n58Qo8+mnn+rAgQOqW7eu7rvvPkk/nzTF2dnZukx+fr5q1qxJ8bKzuLg4HTt2TC1bttT48eO1Y8cOLV68WEOHDlVCQoK6du1q74i4AgpYBXLpQcqXev311zV9+nQFBQVp3bp1kqR3331XpaWlGjFihBwdOZeKPR0+fNh6ZrXDhw+rX79+Wr58uQICArR69Wo9+OCDeu+999SnTx9dvHhRkhgz4E84efKkXn75Zfn6+mrkyJGqVq2aBgwYoGnTpikgIECStGrVKiUlJemVV15RcXEx17OpgHr37q3CwkI99thjWr9+vTw9PbVlyxbNmDFDN9xwg73j4X++/fZb9ezZUw899JC++uorNWzYUHPnzpWkcp8tilfFERgYqNzcXMXHx1tPbhMbG6vHHntMCxcuZFpvBcTkzwrk1KlT1j9mK1eu1Lx587Rnzx716NFDffv2tV675oMPPtCsWbPUpUsXVuTtLD8/X/Pnz1d+fr4kKSAgQK1bt1ZpaamKi4vVu3dvjRo1Snfeeac2bNggR0dHxgz4kzw9PRUSEqLvv/9eCxYskGEY8vf31+DBg60bNb777jtlZmaqpKSEz1gFU3YClNWrV8vDw0OjR49W586dlZ+fryeeeILyVQGUbQA+cuSI0tPT9dprr2nChAl69913dfz4cT366KOSVG7DBuXL/so+Ww8++KAaNWqkNWvWWO8fPHiwZs2apTvvvFM5OTmciKiCYQ9YBXHixAk99NBDGj16tM6fP68pU6aoefPmqlq1qmrUqKFbb71Va9as0bFjx1RUVKS3336bKWwVQElJiS5evKh9+/Zp2bJlmjZtmoYPHy4PDw9NnTpVLi4uWrVqlZYtW6aJEydat9YD+H1paWkqLS1Vs2bNZBiGVq9erbVr16pNmzaKiIjQI488or1796p169basWOHPv74Y7Vo0cLesXEFZZdRkaS77rpLZ86c0YYNGyT9/HeUkxHZT9merI0bN2rs2LG6ePGibrjhBk2dOlU+Pj46ceKE7r77bvn7+ysmJsbecaH/H7OjR4/Kzc1NXl5ekqSOHTvq+uuv16xZs7Rt2zY1aNBA1atXV+3ate2cGL9EAasgfvrpJ61YsULx8fHKy8vTsmXLVKtWLW3fvl1r1qxR8+bNdc899+j06dOqWrWq3Nzc7B35qnbp1AvDMLR161bNmDFDvXr10ogRI6xnXqtSpYr27dunlStXcoZK4E/Izc2Vp6en6tatq4kTJ6pKlSqKiIjQokWLdPjwYTVo0EAPP/ywduzYofPnz6tx48a65ppr7B0bv+HSEta3b181bdpU06dPt3MqSNKXX36pBQsW6KmnntKJEyc0f/58derUSb1795a3t7d++OEHZWZmKiQkxN5R8T9xcXF6+eWX5eXlpebNm2vs2LFyc3OzXqctMTFR0dHRuu222yQxZbSi4SyIdlb2gXB2dlaTJk1UpUoVzZs3T/Xq1VO7du3k4+OjPXv2KCUlRb1795aLiwvHNtjZpX/Evv/+exmGoWbNmsnf318fffSR8vPz9dprr8nLy0u1atXSmDFj5O/vb+fUQOXi5uamm2++We+884569eqlvXv36qOPPlJWVpbOnz+vffv2KS8vT7fddpsCAwNVq1Yte0fG77BYLNazxRYUFOibb77RHXfcwamw7eC7777TnDlzdPPNN6ukpERRUVFauXKloqKiFBgYKGdnZ61du1Z5eXny9fWVt7e3GjZsaO/Y+J9t27YpMjJSCQkJys7OVkxMjH766Se1a9dODz/8sJydnTVixAiFhoZaf4fyVbFQwOzo0hX5jIwMOTg4KCQkRN7e3lq+fLmqVq2qVq1aKS0tTbt27VJ4eLgcHR35ENnRnj17dOLECTVo0EAzZ87UuHHjtHHjRuXl5enOO++Un5+fFi9erP379+uBBx5QUFCQ6tSpY+/YQKV0zTXXqGPHjoqKirIeXG4YhpKSkpSUlKQDBw7ogQcekIuLi72j4g8q+/46ffq0evbsqfr169s50dXJxcVF1apVk2EYqlmzprp166akpCStXLlSgwcPtm4Q/vTTT9W1a1fVqFHD3pFxiR9++EG9evVSWlqa5syZo7lz52rx4sX64osv1KJFC4WGhsrb29veMfEbmIJYAUyfPl1bt27V+fPnFR4ervDwcH3xxRd65pln1KFDB0nS5MmTrSfhgP2MHz9eycnJGjFihJYsWaIpU6YoJydHw4cP14gRI/Tkk0/qiy++UExMjKZPny5PT097RwYqvTVr1mjMmDHavn27ateurby8PBUXF6ugoEB+fn72jgdUGpdOA5WkW2+9Vd7e3lq4cKHOnTun4cOHq6SkREuXLpUkZWdn8z1WgXzzzTcqKipS27ZtVVpaqueee06dOnVSnz59NG3aNCUlJemNN97gePNKgP3+Jvtl301ISNBnn32m+Ph41ahRQ9u3b5efn5/69++vSZMmydXVVW+88Qbly87Kxu2ll15Sx44d9cYbb8jLy0tNmjRRhw4dtHjxYs2fP19TpkxRp06dNHfuXL60gH/I7bffrjfffFPt27dXbm6uatWqpXr16lG+gD/hwoULWrJkiUpKSrRp0ybNmTNHa9as0fHjxzVy5Ei5u7vrvffe04ULF9SnTx9JYgZHBVC2/rF9+3YNGzZM/fv3V0pKihwcHNSgQQNFRkZq8eLFWrNmjV544QXKVyXBHjCTnTp1SvXq1bNuhYqLi9PJkyf1448/KjExUXFxcXJ2dtaRI0fk6+urCxcuyMPDw96xr2pXOnD19ddf14oVK6xno6xSpYp2796tRx55RGvXruWMQ4ANxMXFadKkSdq1axfHDQF/wdtvv61p06apVq1aevfdd3XTTTepoKBA3bt3V9u2bTVr1iydPXtWhw8fVps2bewdF/+zadMmPf/884qKilJMTIxOnz6tqVOnqmnTppo9e7a2bt2qkSNH6vbbb7d3VPxBFDATlf2Re//99/Xjjz/qxhtv1KZNmzR58mQ5OzsrLi5OTk5Oev3115WYmKglS5ZwbIOdXVq+PvroI508eVJdu3ZV27Zt9corrygpKUkvvviiWrdurSpVqujChQtydna2c2rg3+vs2bOqVq2avWMAlUrZd1lBQYG6deumnJwc7d27V66urpKkc+fO6eabb1ZQUJAWLFhg57QoUzZu48aNk5OTk6KioiRJ48aN05o1a7Rw4UIFBQXpp59+UvXq1TnTYSVCATPJnj17VFJSIsMw9OyzzyorK0spKSmSpGeeeUaOjo5q3bq1Lly4oHfeeUeLFy9m2mEFsnz5cr300kvWLYKdOnXSQw89pBkzZig+Pl5vv/22WrdubeeUAACUV7ZSfuLECdWuXVsFBQWaP3++PvzwQy1fvlz+/v46c+aMXF1dtXv3brVr187ekfELCxcuVEpKisaNG6e6detKktq1ayd/f3+99957bJSqhDgLoknS0tK0fft27d69W59//rlmz56tFi1ayNHRUbfccosyMzN19OhRff/993rllVcoXxXIJ598ojlz5mj16tUaPHiwCgoKtHPnTp08eVKjRo3SmTNn1LZtW84SBQCoUMrK17p16zRs2DBt27ZNBw4c0JgxY1RYWKiJEyfK1dVVd955p/r06cOGxAqgbMy2bt2qbdu26dSpU2ratKkWL14sZ2dnubq6KisrS4cPH1Zubq6+/fZbdevWzd6x8Sc52jvA1SI4OFizZ8/W0aNHFRkZqfXr18vd3V2ff/65xo8fr0cffVSSVFxczHW+7OyXu/AdHBy0efNmLV26VCNHjtSAAQOsX2hVq1bV6NGj7ZgWAIArs1gs2rFjhz7++GO9+eabKiwsVFJSkiIiIrRw4UJ5eHgoJSVF7733npo2bWrvuNDPY7Z+/Xo98cQTmjRpkrp166Y1a9boySefVGxsrOLi4nTw4EEtWbJE+/bt09GjR+0dGX8BBcyGCgoK5ObmJunn0yh//vnnat68uSIiIjRq1Cj17t1bixYtUtWqVVVSUqIqVarI0ZEhsadLy1dmZqZ1y+CKFSv0wgsvqHbt2ho4cKD69esnR0dHderUyc6JAQC4sjNnzmj06NFycXFRp06dVFpaqmuvvVaRkZH6/PPPNXLkSBUWFsrFxYXjhyqA0tJSnT17VjExMVqyZInOnj2r6667TkFBQfL29lanTp107tw5Xbx4UV999ZWmTZumhQsX2js2/gJOI2Ujhw4d0syZM3Xw4EFJUv369ZWRkaGnnnpKnTt3VlJSkgYNGiTp55X+KlWqSOJK5fZW9v7PmDFDDz30kHr06KHXX39djRs31syZM/XKK69o4cKFqlq1qvr37y8vLy87JwYA4P+VHdp/5MgRHTlyRK+//roOHDig+fPny8HBQT4+PnJ2dtb+/fslyXqyL9Y/7KdszIqLi1W9enX17NlT77//vsaMGaPly5fL29tbMTEx2r17t+rUqaNq1app6dKl+uCDD9SqVSs7p8dfwe4WGzl58qROnDihFStWaNCgQercubMkycfHR+np6Ro2bJhCQ0O1f/9+Xbx4kWmHdnbplr+kpCQtWbJEW7duVVJSkrZv366VK1fqqaee0nPPPac333xTffr0UbVq1fjCAgBUKBaLRStXrtSkSZPk4eGhDh06aMSIEZo8ebIOHTqku+66S9u3b9eAAQPsHRX/UzZm0dHRCgwM1L59+1RYWKiYmBgFBATo66+/1uuvv67Zs2dLktzd3bVgwQLrxntUPpwF8R926Yr81q1btWLFCtWuXVv9+/dXkyZN1KdPH7Vq1UpeXl4aMmSISktLuWCvnV06ZkVFRdq7d68mTJigdevWSZJ27dqlxx57TG+++abatWvHabABABVWbm6u7r33Xr322mtq2bKl5s+fr7y8PNWvX1/PPvusWrRooTlz5qhp06bWwx9gH2XrH/n5+Ro6dKgGDhwo6edZOBkZGbr//vv1/fff68CBA4qKilJ4eLidE+OfwhTEf9Av50/ffPPNeuihh5STk6Nly5YpLy9Pq1ev1rRp05SWlibDMChfdmQYhkpLS61j9s4776h///5q2LChatWqpWXLlkmSbrjhBgUFBSkjI0OSKF8AgArL0dFRZ86cUXZ2tiRpyJAhOnDggDIzMxUfH6/CwkJt2bJFkihfdmaxWLRz504tWrRIN9xwg+655x7dc889mjRpkho1aiRnZ2dNnjxZCxYsUHh4uNhn8u/Baej/IWlpaapTp46kn680Hx0drQ0bNqhz587q0KGDNm7cqEOHDqlGjRqqX7++wsLC5O7ubufUV7dLt/wlJCTok08+0TvvvKMGDRro1KlTSklJ0fLly3XixAl9+OGHGjdunGrWrGnn1AAA/DoXFxedPn3aul7SoEEDOTo6avfu3XrwwQfVqFEjzZo1S3379pWLiwtT6e2gbIP99u3bNWzYMJ06dUq7d+9WkyZN5OPjoxYtWsjNzU3z5s3TU089pUaNGkniOL1/E/aA/U2GYaioqEh33XWXXnjhBevxQn379lW9evXUvn17XbhwQaNHj1Z6ero2bNigoqIie8e+6mVnZ+uuu+6SYRjWswklJCToyJEjkqT77rtPd999t+rWraujR48qPj5efn5+9g0NAMAfMGjQIBUXF2vMmDGKjIzUqFGjdNttt8nBwUHdu3fXunXrVKtWLVbo7aTs8gATJ05UbGys1qxZo169emn58uX68ssvVVxcrCFDhmjjxo1srP+X4hiwf0hmZqbuuusuOTs7KyIiQkOGDJEkzZkzRx9++KG2bNmiXbt2KSAgQPXq1bNzWkg/XyYgKSlJISEhqlmzpp5//nl98803eumll8pdjJI58gCAyubMmTPatm2bDh8+rDZt2qhjx46car4CWb9+vcLCwjR9+nSNHTtWxcXFeumll5SRkaEhQ4bolltusXdE2BB7wP6GS7urj4+P4uLiVFJSolWrVlnvf/TRRxUQEKDz58+rQ4cOlK8KxM3NTefOnVOrVq10+vRpTZ06Ve3bt1dUVJRSUlKsy1G+AACVjYeHh3r06KFHH31UHTt2lMQUtoqkR48e+uSTTxQTE2O9JuyECRPk5eXFuuJVgD1g/4A1a9bIw8NDnTp1Ul5ennr06KEuXbrogQce0MGDBzVhwgRt2bJF9evXt3dUXMG6dev0+OOPKzk5WdWrV9eECROUnp6u+fPny8nJyd7xAADAv1RCQoImTJigxx9/XEOHDrV3HJiEAvYXXLoL/4MPPtDUqVPl5+en6667TsOHD5enp6fuvPNOnThxQg8++KD69u2ra6+91s6p8VsSEhL01FNPadu2bapZs6Zyc3OtJ1UBAACwlVWrVmncuHHauHGj6tevz8ybqwAF7E+6tHydPn1aM2bM0BNPPKHS0lK9++67ys/P14gRI1S/fn0NHjxY7733nnx9fe2cGn/EypUrNXnyZCUnJzNNAwAAmCY7O5tLE11FKGB/wqXla8aMGdq1a5d27NihJUuWKCQkRN9++62WLFmizMxMjR07Vk2aNJGDA4fZVSZcZBkAAAC2RDv4E8rK1/r165WYmKgJEybotttu01133aXvv/9eTZs2Vf/+/eXv76+aNWtSviohyhcAAABsydHeASqDS/d87dmzR7Nnz5afn59atGih2bNny93dXZ06ddKWLVvUvHlzBQYGqmrVqnZODQAAAKCiYRfNH1BWvtLS0hQUFKSbbrpJWVlZWr16tSRp+vTp6tWrl3r16qWSkhI5OtJrAQAAAFyOY8D+oIyMDPXr10+PP/64hgwZounTp+uHH35Qt27ddPvtt0uSTp06xbUbAAAAAPyqKpMmTZpk7xAV0S+vFu/q6io/Pz+9++67cnR01IgRI/TNN98oKSlJzs7OCgwMlJubG2fPAwAAAPCrmCv3K8qK1PLly9WpUyfVq1dPt956q6pWraopU6bIzc1NTzzxhObOnas2bdqU+x0AAAAAuBKOAfuF0tLScv9fuXKlwsLClJ2dLScnJ3Xs2FHt27fX2LFjtW7dOo0ePVr169e3Z2QAAAAAlQQF7BfKTh2fnp4uSfrwww/Vs2dPhYeH69SpU3J1dZW/v78GDRqk6667zo5JAQAAAFQ2TEH8ny+//FLHjx/X4MGDNXv2bM2fP19NmzZVkyZNFBUVJQcHB/Xv31+tW7dWYmKiEhIS1KhRI3vHBgAAAFCJUMD+Jy8vT88//7wOHDig9PR0/fe//1V6ero2btyoxx57THPnzlV8fLx+/PFHjRo1ivIFAAAA4E+jgP3P7bffLicnJ40ZM0ZBQUHy9/eXj4+PfH19NWnSJH399de644477B0TAAAAQCXGMWCX6N69u6ZMmaKEhAQtWbJETk5OatKkiQoLC3Xw4EF7xwMAAABQybEH7Bf69Omjjz76SKNHj1ZqaqratWunY8eO6YYbbrB3NAAAAACVHAXsCnr37q2LFy+qX79+GjBggJYvXy4/Pz97xwIAAABQyVkMwzDsHaKi2rx5s/z8/NS4cWN7RwEAAADwL0ABAwAAAACTcBIOAAAAADAJBQwAAAAATEIBAwAAAACTUMAAAAAAwCQUMAAAAAAwCQUMAAAAAExCAQMAAAAAk1DAAAAAAMAkFDAAAAAAMAkFDAAAAABMQgEDAOD/2q9jAQAAAIBB/taz2FUWAcBEwAAAACYCBgAAMBEwAACAiYABAABMBAwAAGAiYAAAABMBAwAAmAgYAADARMAAAAAmAgYAADARMAAAgImAAQAATAQMAABgImAAAAATAQMAAJgIGAAAwETAAAAAJgIGAAAwETAAAICJgAEAAEwEDAAAYCJgAAAAEwEDAACYCBgAAMBEwAAAACYCBgAAMBEwAACAiYABAABMBAwAAGAiYAAAABMBAwAAmAgYAADARMAAAAAmAaP4ZM8uC2xUAAAAAElFTkSuQmCC\">\n",
-       "                </div>\n",
-       "\n",
-       "            </td>\n",
-       "\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>names2</h2>\n",
-       "                <span>categorical</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 71.43</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        5\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "            <h3>Frequency</h3>\n",
-       "            <table>\n",
-       "\n",
-       "                <tr>\n",
-       "                    <th>Value</th>\n",
-       "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Jazz</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Optim&#39;us</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Megatron</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">bumbl#ebéé  </td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">ironhide&amp;</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\"></td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">None</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                \n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\"Missing\"</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29%</td>\n",
-       "                </tr>\n",
-       "\n",
-       "            </table>\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "\n",
-       "            </td>\n",
-       "\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>height(ft)</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 6</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 85.71</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">14.29</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        6\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        1\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">64.33333</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">13</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">17</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">28</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">300</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">298</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">15</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">115.83552</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.80055</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.15312</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">64.33333</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">9</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.76212</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">386</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">13417.86667</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img src=\"data:image/jpeg;base64,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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>age</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 2</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 28.57</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        7\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4285715.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">5000000</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4999995</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1889820.47522</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.44096</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.16667</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4285715.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-2.04124</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">30000005</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3571421428575.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img src=\"data:image/jpeg;base64,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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>\n",
-       "<div class=\"main\" style=\"width: 100%; overflow: auto; border-bottom: 1px solid #eeeeee; padding: 10px 0;\">\n",
-       "    <div class=\"info\" style=\"overflow: auto;\">\n",
-       "\n",
-       "        \n",
-       "\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <div>\n",
-       "                <h2>rank1</h2>\n",
-       "                <span>numeric</span>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 4</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Unique (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\"> 57.14</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Missing (%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Datatypes\n",
-       "                </h3>\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        String\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Integer\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Decimal\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        7\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Bool\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Date\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        \n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Missing\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        Null\n",
-       "                    </td>\n",
-       "                    <td style=\"padding: 0.2em;\">\n",
-       "                        0\n",
-       "                    </td>\n",
-       "\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "            <div>\n",
-       "                <h3>\n",
-       "                    Basic Stats\n",
-       "                </h3>\n",
-       "\n",
-       "            </div>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.71429</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Zeros(%)</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0</td>\n",
-       "                </tr>\n",
-       "\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "            \n",
-       "\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            \n",
-       "        </div>\n",
-       "        \n",
-       "\n",
-       "        \n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "\n",
-       "            <h3>Quantile statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Minimum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">5-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q1</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Median</td>\n",
-       "                    <td style=\"padding: 0.2em;\">8.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Q3</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">95-th percentile</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Maximum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">10.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">6.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Interquartile range</td>\n",
-       "                    <td style=\"padding: 0.2em;\">3.0</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        <div class=\"panel_profiler\" style=\"margin-right: 2%; float: left; padding-bottom: 2%; font-family: monospace;\">\n",
-       "            <h3>Descriptive statistics</h3>\n",
-       "            <table>\n",
-       "                <tbody>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Standard deviation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">2.05866</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Coef of variation</td>\n",
-       "                    <td style=\"padding: 0.2em;\">0.26686</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Kurtosis</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.34282</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Mean</td>\n",
-       "                    <td style=\"padding: 0.2em;\">7.71429</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">MAD</td>\n",
-       "                    <td style=\"padding: 0.2em;\">1.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Skewness</td>\n",
-       "                    <td style=\"padding: 0.2em;\">-0.57857</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Sum</td>\n",
-       "                    <td style=\"padding: 0.2em;\">54.0</td>\n",
-       "                </tr>\n",
-       "                <tr>\n",
-       "                    <td style=\"padding: 0.2em;\">Variance</td>\n",
-       "                    <td style=\"padding: 0.2em;\">4.2381</td>\n",
-       "                </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </div>\n",
-       "        \n",
-       "    </div>\n",
-       "    <table>\n",
-       "        \n",
-       "        \n",
-       "        <tr>\n",
-       "            <td style=\"padding: 0em;\">\n",
-       "                <div>\n",
-       "                    <img 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\">\n",
-       "                </div>\n",
-       "            </td>\n",
-       "        </tr>\n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "        \n",
-       "\n",
-       "    </table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:optimus:run() executed in 0.37 sec\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<optimus.profiler.profiler.Profiler at 0x2026f524780>"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "p.run(df)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.1"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/optimus/profiler/templates/one_column.html b/optimus/profiler/templates/one_column.html
index 8ef28b6e..09c9fbeb 100644
--- a/optimus/profiler/templates/one_column.html
+++ b/optimus/profiler/templates/one_column.html
@@ -135,7 +135,7 @@ <h3>Frequency</h3>
                 <tr>
                     <th>Value</th>
                     <th>Count</th>
-                    <th>Frecuency (%)</th>
+                    <th>Frequency (%)</th>
                 </tr>
 
                 {% for vi in data.frequency[:10] %}
diff --git a/optimus/profiler/templates/out/one_column.html b/optimus/profiler/templates/out/one_column.html
index 23c6b20a..d789e050 100644
--- a/optimus/profiler/templates/out/one_column.html
+++ b/optimus/profiler/templates/out/one_column.html
@@ -135,7 +135,7 @@ <h3>Frequency</h3>
                 <tr>
                     <th>Value</th>
                     <th>Count</th>
-                    <th>Frecuency (%)</th>
+                    <th>Frequency (%)</th>
                 </tr>
 
                 {% for vi in data.frequency[:10] %}
diff --git a/readme/readme_.ipynb b/readme/readme_.ipynb
index 11cbb709..16a2a6a2 100644
--- a/readme/readme_.ipynb
+++ b/readme/readme_.ipynb
@@ -1598,7 +1598,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
@@ -2864,7 +2864,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
@@ -4046,7 +4046,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
@@ -5305,7 +5305,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "                \n",
        "                <tr>\n",
diff --git a/tests/creator/creator-profiler.ipynb b/tests/creator/creator-profiler.ipynb
index 1ba79eed..963c606c 100644
--- a/tests/creator/creator-profiler.ipynb
+++ b/tests/creator/creator-profiler.ipynb
@@ -1597,7 +1597,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -2028,7 +2028,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -2933,7 +2933,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -3127,7 +3127,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -3307,7 +3307,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -3466,7 +3466,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -3660,7 +3660,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -3854,7 +3854,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -4048,7 +4048,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -4207,7 +4207,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -4366,7 +4366,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",
@@ -4560,7 +4560,7 @@
        "                <tr>\n",
        "                    <th>Value</th>\n",
        "                    <th>Count</th>\n",
-       "                    <th>Frecuency (%)</th>\n",
+       "                    <th>Frequency (%)</th>\n",
        "                </tr>\n",
        "\n",
        "                \n",